Initial commit — QHPI platform (engine, API, dashboard, paper) · 0cfef99 · qwhpi

Initial commit — QHPI platform (engine, API, dashboard, paper)

Quebec Housing Price Index v2.1: hedonic rolling-time-dummy engine with
hierarchical pooling, FastAPI service, Next.js dashboard, validation suite
and methodology paper. Aggregated series only — no individual transaction
data is versioned (enforced by .gitignore).

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

Simon-Pierre Boucher committed yesterday (Aug 9, 2026)

Showing 164 changed files with +19,433 and −0

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	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : .gitignore
	6	+# Purpose : Keep transaction-level data, build artifacts and caches out of git.
	7	+# =============================================================================
	8	+
	9	+# ---------------------------------------------------------------------------
	10	+# DATA POLICY — individual transaction data NEVER enters the repository.
	11	+# Only aggregated, published series (indexes, liquidity, coverage, vintages)
	12	+# are versioned. See README § Data policy.
	13	+# ---------------------------------------------------------------------------
	14	+data/raw/
	15	+data/interim/
	16	+data/processed/transactions_clean.parquet
	17	+data/processed/geo_join.parquet
	18	+
	19	+# Large external boundary files (documented in data/external/SDA_SOURCE.md)
	20	+data/external/*.gpkg
	21	+data/external/*.gpkg.zip
	22	+
	23	+# Python
	24	+__pycache__/
	25	+*.py[cod]
	26	+*.egg-info/
	27	+.venv/
	28	+venv/
	29	+.pytest_cache/
	30	+.mypy_cache/
	31	+.ruff_cache/
	32	+
	33	+# Node / Next.js
	34	+node_modules/
	35	+web/.next/
	36	+web/out/
	37	+*.tsbuildinfo
	38	+web/next-env.d.ts
	39	+
	40	+# LaTeX build artifacts (keep qwhpi.tex, references.bib, qwhpi.pdf)
	41	+paper/*.aux
	42	+paper/*.log
	43	+paper/*.out
	44	+paper/*.fls
	45	+paper/*.fdb_latexmk
	46	+paper/*.blg
	47	+paper/*.bbl
	48	+paper/*.toc
	49	+
	50	+# OS / editor / local
	51	+.DS_Store
	52	+.claude/
	53	+.env
	54	+.env.*
	55	+*.local.json

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	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : .pre-commit-config.yaml
	6	+# Purpose : Pre-commit hooks — mandatory header check, lint, type hygiene.
	7	+# =============================================================================
	8	+
	9	+repos:
	10	+ - repo: local
	11	+ hooks:
	12	+ - id: qwhpi-headers
	13	+ name: QWHPI author-header check
	14	+ entry: python3 scripts/check_headers.py
	15	+ language: system
	16	+ pass_filenames: true
	17	+ types_or: [python, ts, tsx, javascript, css, sql, yaml, toml, shell]
	18	+ - repo: https://github.com/astral-sh/ruff-pre-commit
	19	+ rev: v0.6.9
	20	+ hooks:
	21	+ - id: ruff
	22	+ args: [--fix]

added CLAUDE.md +325 −0

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	1	+# CLAUDE.md — QWHPI Platform
	2	+# Quebec Weekly Housing Price Index — Full Platform Build
	3	+
	4	+---
	5	+
	6	+## 0. MANDATORY FILE HEADERS — READ FIRST
	7	+
	8	+Every single file created in this project — Python, TypeScript, JavaScript, SQL, YAML, TOML, shell scripts, LaTeX, CSS, Dockerfiles, config files, notebooks — MUST begin with an author header.
	9	+
	10	+Python / shell / YAML / TOML / Dockerfile:
	11	+
	12	+```python
	13	+# =============================================================================
	14	+# QWHPI — Quebec Weekly Housing Price Index
	15	+# Author : Simon-Pierre Boucher
	16	+# Contact : contact@spboucher.ai
	17	+# File : <relative/path/to/file.py>
	18	+# Purpose : <one-line description>
	19	+# =============================================================================
	20	+```
	21	+
	22	+TypeScript / JavaScript / TSX / CSS:
	23	+
	24	+```ts
	25	+/**
	26	+ * =============================================================================
	27	+ * QWHPI — Quebec Weekly Housing Price Index
	28	+ * Author : Simon-Pierre Boucher
	29	+ * Contact : contact@spboucher.ai
	30	+ * File : <relative/path/to/file.ts>
	31	+ * Purpose : <one-line description>
	32	+ * =============================================================================
	33	+ */
	34	+```
	35	+
	36	+SQL:
	37	+
	38	+```sql
	39	+-- =============================================================================
	40	+-- QWHPI — Quebec Weekly Housing Price Index
	41	+-- Author : Simon-Pierre Boucher
	42	+-- Contact : contact@spboucher.ai
	43	+-- File : <relative/path/to/file.sql>
	44	+-- Purpose : <one-line description>
	45	+-- =============================================================================
	46	+```
	47	+
	48	+Markdown / LaTeX: include an equivalent comment or front-matter block at the top.
	49	+
	50	+Rules:
	51	+- No file ships without this header. Add it at file creation time, not as a cleanup pass.
	52	+- The `File` and `Purpose` lines must be accurate and kept up to date.
	53	+- Add a pre-commit hook (`scripts/check_headers.py`) that fails CI if any tracked source file is missing the header.
	54	+- API responses and the frontend footer must credit: Simon-Pierre Boucher — contact@spboucher.ai.
	55	+
	56	+---
	57	+
	58	+## 1. Mission
	59	+
	60	+Build a complete, production-grade platform around the Quebec Weekly Housing Price Index — not just a research pipeline. The platform has four layers:
	61	+
	62	+1. Index Engine — reproducible econometric pipeline producing quality-adjusted weekly indexes from `province_transactions.csv`.
	63	+2. Data Store — versioned Parquet lake + relational database serving the API.
	64	+3. API — FastAPI service exposing every published series with metadata, uncertainty, and reliability.
	65	+4. Dashboard — interactive web frontend (charts, maps, comparisons, downloads).
	66	+
	67	+The index must NOT be a median-price tracker. It is a hierarchical hedonic time-dummy index: pooled hedonic estimation of characteristics, plus a latent weekly market state per `geography × property_type`, with partial pooling/shrinkage toward regional trends when weekly liquidity is thin.
	68	+
	69	+Target queryable observation:
	70	+
	71	+```
	72	+Geography: Quebec City \| Type: Condo \| Week: 2024-05-06
	73	+Index: 137.42 \| 1w: +0.31% \| 4w: +1.18% \| YoY: +6.74%
	74	+Representative value: $389,200 \| Transactions: 47 \| Reliability: A
	75	+```
	76	+
	77	+---
	78	+
	79	+## 2. Dataset
	80	+
	81	+`province_transactions.csv` — ~745,119 transactions, 291 weeks, 2021-01-04 → 2026-07-27, 1,100+ cities.
	82	+
	83	+Columns: `id, date, amount, street, zipCode, city, lat, lng, propertyType, yearBuilt, floorArea, buildingType, previousValue, totalArValue, ownerType`
	84	+
	85	+Property types: `unifamilial` (~443k), `condo` (~100k), `plex` (~94k), `indéterminé` (~108k). `indéterminé` must never contaminate type-specific indexes; study what it represents and document it in an appendix.
	86	+
	87	+Several hedonic characteristics have missing values. Handle missingness explicitly — never `dropna()` the sample.
	88	+
	89	+---
	90	+
	91	+## 3. Repository Structure (Monorepo)
	92	+
	93	+```
	94	+qwhpi-platform/
	95	+├── CLAUDE.md
	96	+├── README.md
	97	+├── Makefile # one-command targets: make pipeline, make api, make web
	98	+├── docker-compose.yml # db + api + web + scheduler
	99	+├── .pre-commit-config.yaml
	100	+│
	101	+├── engine/ # Index Engine (Python)
	102	+│ ├── pyproject.toml
	103	+│ ├── src/qwhpi/
	104	+│ │ ├── config.py ingest.py clean.py geography.py features.py
	105	+│ │ ├── hedonic.py hierarchy.py state_space.py repeat_sales.py
	106	+│ │ ├── index.py uncertainty.py reliability.py validation.py
	107	+│ │ ├── seasonal.py nowcast.py vintages.py export.py
	108	+│ ├── scripts/ # 01_profile … 10_build_report (ordered, idempotent)
	109	+│ ├── tests/
	110	+│ └── notebooks/exploratory_only/
	111	+│
	112	+├── data/
	113	+│ ├── raw/ external/ interim/ processed/ # raw is immutable
	114	+│
	115	+├── db/
	116	+│ ├── migrations/ # Alembic
	117	+│ └── schema.sql
	118	+│
	119	+├── api/ # FastAPI service
	120	+│ ├── pyproject.toml
	121	+│ ├── app/
	122	+│ │ ├── main.py deps.py models.py schemas.py
	123	+│ │ ├── routers/ (index.py, geographies.py, liquidity.py, maps.py, meta.py)
	124	+│ │ └── services/
	125	+│ └── tests/
	126	+│
	127	+├── web/ # Frontend (Next.js + TypeScript)
	128	+│ ├── package.json
	129	+│ ├── app/ # routes: /, /explore, /compare, /map, /methodology, /api-docs
	130	+│ ├── components/ lib/ styles/
	131	+│ └── tests/
	132	+│
	133	+├── ops/
	134	+│ ├── scheduler/ # weekly refresh job
	135	+│ └── ci/
	136	+│
	137	+├── outputs/ # figures, tables, maps, reports
	138	+├── paper/ # LaTeX methodology paper
	139	+└── scripts/check_headers.py
	140	+```
	141	+
	142	+Production logic lives in `engine/src`, `api/app`, `web/` — never scattered in notebooks.
	143	+
	144	+---
	145	+
	146	+## 4. Index Engine — Methodology (non-negotiable core)
	147	+
	148	+### 4.1 Weekly calendar
	149	+Monday→Sunday weeks, each labeled by its Monday. Continuous grid — never drop zero-transaction weeks; flag them.
	150	+
	151	+### 4.2 Geography
	152	+Hierarchy: Quebec → 17 administrative regions → municipality → (optional) local zone. Spatial-join `lat/lng` against an authoritative Quebec/StatCan boundary dataset (document source, URL, version, CRS). Persist the join once in `data/processed/`. Do not trust the `city` text field alone.
	153	+
	154	+### 4.3 Cleaning
	155	+Reproducible pipeline; raw CSV untouched. Use `log(amount)`. Investigate zeros, implausible prices, non-arm's-length transfers, duplicates (flag with `duplicate_flag`/`duplicate_reason`, never silently delete). Produce a full exclusion table. Economically justified filters only — no unreported winsorizing.
	156	+
	157	+### 4.4 Hedonic model
	158	+Pool 2021–present. Do NOT run independent weekly regressions.
	159	+
	160	+- Model A (headline): structural characteristics only — type, log(floorArea), age (spline/bins, data-driven vintage breakpoints), buildingType, fine location controls.
	161	+- Model B (robustness): adds `totalArValue`, `previousValue` — beware valuation leakage; never the headline.
	162	+
	163	+Missingness: compare missing-indicator, conditional-median imputation, MICE, ML imputation. No future-price leakage. Choose stability + interpretability.
	164	+
	165	+### 4.5 Location control — critical
	166	+Compare municipality FE, postal-code FE, H3/geohash grid, 2D splines on lat/lng, hierarchical spatial effects. Westmount ≠ rest of Montreal. Diagnose residual spatial autocorrelation; improve until it is acceptable.
	167	+
	168	+### 4.6 Hierarchical weekly state
	169	+Latent path per `geography × property_type`:
	170	+
	171	+```
	172	+Quebec trend + region deviation + municipality deviation + type deviation + local week deviation
	173	+```
	174	+
	175	+Thin cells shrink toward parent trends; liquid cells (Montreal condo ~145/wk, Quebec City condo ~42/wk) are dominated by local data. Evaluate: Bayesian multilevel, empirical Bayes, mixed effects, state-space/Kalman (`μ_t = μ_{t-1} + η_t`), penalized splines. Benchmark stability and compute cost; do not choose complexity for its own sake. Also benchmark a two-stage architecture (structural hedonic residualization → hierarchical weekly time-series) against a unified time-dummy regression.
	176	+
	177	+### 4.7 Validation (mandatory)
	178	+- Repeat-sales index (~85k repeated addresses; beware condo/plex address sharing) as directional check.
	179	+- Downsampling experiment: use Montreal condos as lab; thin to 100/50/25/15/10/5 tx/week; measure RMSE, bias, volatility, turning-point accuracy, CI coverage. This empirically justifies liquidity tiers (starting hypotheses: ≥50 very strong, 20–49 strong, 10–19 shrinkage, 5–9 heavy shrinkage, <5 model-implied).
	180	+- Composition-shock simulation: raw median must move, hedonic index must not.
	181	+- Temporal + geographic holdouts; alternative specs (GAM, mixed effects, hierarchical Bayes, gradient-boosting residualization). ML (LightGBM/CatBoost/XGBoost) may estimate the cross-sectional component only — the time effect stays interpretable.
	182	+- Weekly vs monthly comparison from the same methodology: quantify signal-to-noise, turning-point detection, revision magnitude.
	183	+
	184	+### 4.8 Outputs per series
	185	+Base: 2021 average = 100 (keep raw latent log series). Both `index` (raw weekly) and `index_smoothed` (one-sided real-time version required alongside any two-sided smoother). Representative dollar value per segment from a documented property basket. Growth: 1w, 4w, 13w, 26w, YoY, YTD, since-2021. 95% CIs (cluster/block bootstrap or posterior). Reliability grades A–E from n, effective N, SE, shrinkage weight, missingness. NSA always; SA only if stable seasonality is demonstrated. `is_partial_week` nowcast handling for the latest week. Vintage framework: `first_release`, `current_vintage`, `revision`.
	186	+
	187	+### 4.9 Canonical dataset
	188	+
	189	+`data/processed/qwhpi_weekly.parquet`:
	190	+
	191	+```
	192	+week, geography_level, geography_id, geography_name, property_type,
	193	+index, index_smoothed, representative_value,
	194	+transactions, effective_sample_size,
	195	+weekly_pct, four_week_pct, thirteen_week_pct, yoy_pct,
	196	+lower_95, upper_95, reliability_grade, shrinkage_weight,
	197	+is_partial_week, model_version, data_vintage
	198	+```
	199	+
	200	+This single table powers the database, API, and dashboard.
	201	+
	202	+### 4.10 Index families
	203	+- QWHPI-QC (province), QWHPI-REG (17 regions), QWHPI-CITY (Montréal, Québec, Laval, Gatineau, Longueuil, Sherbrooke, Trois-Rivières, Saguenay, Lévis, Drummondville — as liquidity permits), QWHPI-TYPE (All / Single-family / Condo / Plex per supported geography).
	204	+- Secondary module: Assessment Gap Index from `amount / totalArValue` — separate concept, never mixed with the price index.
	205	+- Coverage matrix declaring, per municipality × type: published / conditional / not published.
	206	+
	207	+---
	208	+
	209	+## 5. Data Store
	210	+
	211	+- Parquet lake in `data/processed/` (partitioned by geography_level / year) is the source of truth.
	212	+- PostgreSQL (via docker-compose) serves the API: tables `series`, `observations`, `geographies`, `liquidity`, `vintages`, `model_runs`. Alembic migrations in `db/migrations/`.
	213	+- Loader `engine/src/qwhpi/export.py` upserts each pipeline run into the DB with `model_version` and `data_vintage`.
	214	+- Never let the API read raw CSVs.
	215	+
	216	+---
	217	+
	218	+## 6. API (FastAPI)
	219	+
	220	+Endpoints:
	221	+
	222	+```
	223	+GET /v1/index?geography=quebec-city&type=condo&from=2021-01-04&to=latest
	224	+GET /v1/index/latest?geography=...&type=...
	225	+GET /v1/geographies # hierarchy + coverage matrix
	226	+GET /v1/liquidity?geography=...&type=...
	227	+GET /v1/compare?series=montreal:condo,quebec-city:condo
	228	+GET /v1/map?metric=yoy&level=region
	229	+GET /v1/vintages?geography=...&type=...&week=...
	230	+GET /v1/meta # model_version, data_vintage, methodology link, author credit
	231	+GET /health
	232	+```
	233	+
	234	+Sample response:
	235	+
	236	+```json
	237	+{
	238	+ "geography": "Quebec City",
	239	+ "property_type": "condo",
	240	+ "frequency": "weekly",
	241	+ "latest_index": 137.42,
	242	+ "representative_value": 389200,
	243	+ "weekly_change": 0.31,
	244	+ "yoy_change": 6.74,
	245	+ "transactions": 47,
	246	+ "reliability": "A",
	247	+ "lower_95": 135.9,
	248	+ "upper_95": 138.9,
	249	+ "is_partial_week": false,
	250	+ "author": "Simon-Pierre Boucher",
	251	+ "contact": "contact@spboucher.ai"
	252	+}
	253	+```
	254	+
	255	+Requirements: Pydantic schemas, OpenAPI docs at `/docs`, pagination for full histories, CSV/JSON export toggle, ETag caching, rate limiting, CORS for the web app, tests for every router. Reliability and CIs are always returned — the API never hides uncertainty.
	256	+
	257	+---
	258	+
	259	+## 7. Dashboard (Next.js + TypeScript)
	260	+
	261	+Pages:
	262	+- / — headline: Quebec aggregate, latest week, YoY, sparkline, top movers.
	263	+- /explore — series picker (geography tree × property type), weekly chart with CI band, raw-median overlay toggle, smoothed toggle, growth-horizon selector, transaction-volume subchart, reliability badge, CSV download.
	264	+- /compare — multi-series comparison (e.g., condo across major cities), rebasing tool.
	265	+- /map — choropleth of the 17 regions (YoY, 13w, index level, assessment gap); H3 heat map for major urban areas where density allows.
	266	+- /methodology — rendered methodology summary; link to the paper.
	267	+- /api-docs — link/embed of OpenAPI docs.
	268	+
	269	+Requirements: charting via a solid library (e.g., ECharts/Recharts/Plotly), responsive, dark/light, consistent color config shared with engine figures, loading/empty/error states, low-reliability series visually flagged (never hidden), footer credit "Simon-Pierre Boucher — contact@spboucher.ai".
	270	+
	271	+---
	272	+
	273	+## 8. Automation & Ops
	274	+
	275	+- `make pipeline` → full engine run; `make refresh` → incremental update when new transactions are appended; `make api` / `make web` / `make up` (docker-compose).
	276	+- Scheduler (`ops/scheduler/`) runs the weekly refresh: ingest new rows → append-only clean → re-estimate weekly states → write new `data_vintage` → load DB → invalidate API cache.
	277	+- CI: lint, type-check (mypy + tsc), tests, header check, small-sample smoke run of the pipeline.
	278	+- Structured logging + run manifest (input hash, row counts, model version, timings) for every pipeline execution.
	279	+
	280	+---
	281	+
	282	+## 9. Engineering Standards
	283	+
	284	+- Python: pandas/polars, numpy, statsmodels, scikit-learn, geopandas, pyarrow; PyMC/CmdStanPy or statsmodels state-space where justified. Vectorized; no per-transaction Python loops; cache spatial joins, features, model matrices; Parquet everywhere.
	285	+- Diagnostics for every production model: residual distribution, heteroskedasticity, residuals-vs-fitted, temporal/spatial residual patterns, coefficient stability, weekly SEs, effective N.
	286	+- Model selection optimizes interpretability + stability + low bias + responsiveness + calibrated uncertainty + reproducibility — NOT transaction-level RMSE alone. This is economic measurement, not a prediction contest.
	287	+- Core principle everywhere: separate price movement from composition movement. Never present a weekly average price as a price level. Never fake precision — expose n, effective N, CI, shrinkage weight, reliability.
	288	+
	289	+---
	290	+
	291	+## 10. Research Outputs
	292	+
	293	+- `outputs/figures/`: Quebec aggregate; region comparison; big-4 city comparison; condo/single-family/plex by city; raw median vs hedonic; volumes; CI bands; reliability map; repeat-sales vs hedonic; downsampling stability; assessment-gap evolution; YoY appreciation map. One shared plotting config.
	294	+- `outputs/tables/`: data_summary, missingness, exclusions, weekly_liquidity, coverage, model_comparison, index_latest, repeat_sales_comparison, downsampling_results, revision_statistics.
	295	+- `paper/`: full LaTeX paper — A High-Frequency Hedonic Housing Price Index for Quebec — real, researched citations only (hedonic indexes, repeat sales, Case-Shiller, high-frequency measurement, hierarchical indexes, state-space indexes, spatial hedonics, index-number theory). No fabricated references.
	296	+- Research questions to actually investigate: regional heterogeneity post-2021; synchronization of turning points; Montreal lead/lag; type-level response speeds; weekly-vs-monthly information gain; minimum transactions for reliability; value of hierarchical pooling; assessment lag dynamics.
	297	+
	298	+---
	299	+
	300	+## 11. Execution Order
	301	+
	302	+1. Audit — schema, descriptives, missingness, outliers, coverage, weekly liquidity matrices. No index yet.
	303	+2. Geography — boundary acquisition, spatial join, validation, persistence.
	304	+3. Cleaning — research sample with documented exclusions.
	305	+4. Baseline index — transparent pooled hedonic time-dummy for Quebec + Montreal/Québec/Laval/Gatineau × All/Unifamilial/Condo/Plex.
	306	+5. Hierarchical weekly model — shrinkage for thin segments.
	307	+6. Validation — repeat sales, downsampling, monthly comparison, alternative specs.
	308	+7. Scale — all supported region and municipality series; coverage matrix.
	309	+8. Data store + API — DB schema, loader, FastAPI, tests.
	310	+9. Dashboard — all pages against the live API.
	311	+10. Automation + research outputs — scheduler, CI, figures, tables, paper.
	312	+
	313	+Work autonomously: inspect data → research accepted methodology → implement the most defensible option → document → benchmark alternatives → preserve reversibility. Do not settle for the first model that runs. Do not stop to ask permission on minor modeling choices.
	314	+
	315	+---
	316	+
	317	+## 12. Definition of Success
	318	+
	319	+One reproducible command (`make up` after `make pipeline`) yields:
	320	+
	321	+- a trustworthy weekly, quality-adjusted, hierarchically pooled index for every statistically defensible `geography × property_type`, 2021 → latest week, with CIs, reliability grades, representative dollar values, validation, and vintages;
	322	+- a documented API serving it;
	323	+- an interactive dashboard displaying it;
	324	+- publication-quality figures, tables, and a methodology paper;
	325	+- every file in the repository headed with: Simon-Pierre Boucher — contact@spboucher.ai.

added Makefile +63 −0

		`@@ -0,0 +1,63 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : Makefile
	6	+# Purpose : One-command targets — pipeline, refresh, api, web, docker, tests.
	7	+# =============================================================================
	8	+
	9	+PY := python3
	10	+ENGINE := engine/scripts
	11	+
	12	+.PHONY: pipeline refresh api web up down test lint headers figures paper clean
	13	+
	14	+## Full engine run: audit -> geography -> clean -> baseline -> hierarchical
	15	+## -> validation -> canonical dataset (+ DB load when DATABASE_URL is set)
	16	+pipeline:
	17	+ $(PY) $(ENGINE)/01_profile.py
	18	+ $(PY) $(ENGINE)/02_geography.py
	19	+ $(PY) $(ENGINE)/03_clean.py
	20	+ $(PY) $(ENGINE)/04_baseline.py
	21	+ $(PY) $(ENGINE)/05_hierarchical.py
	22	+ $(PY) $(ENGINE)/06_validation.py
	23	+ $(PY) $(ENGINE)/07_canonical.py
	24	+ $(PY) $(ENGINE)/09_monthly.py
	25	+ $(PY) $(ENGINE)/10_monthly_validation.py
	26	+ $(PY) $(ENGINE)/11_monthly_canonical.py
	27	+ $(PY) -c "import sys; sys.path.insert(0,'engine/src'); from qwhpi.export import load_database; load_database()"
	28	+
	29	+## Incremental refresh (new rows appended to the raw CSV) — monthly headline
	30	+refresh:
	31	+ $(PY) $(ENGINE)/03_clean.py
	32	+ $(PY) $(ENGINE)/09_monthly.py
	33	+ $(PY) $(ENGINE)/11_monthly_canonical.py
	34	+ $(PY) -c "import sys; sys.path.insert(0,'engine/src'); from qwhpi.export import load_database; load_database()"
	35	+
	36	+api:
	37	+ cd api && $(PY) -m uvicorn app.main:app --host 0.0.0.0 --port 8080
	38	+
	39	+web:
	40	+ cd web && npm run build && npm run start
	41	+
	42	+up:
	43	+ docker compose up --build -d
	44	+
	45	+down:
	46	+ docker compose down
	47	+
	48	+test:
	49	+ cd api && $(PY) -m pytest tests -q
	50	+ cd engine && $(PY) -m pytest tests -q
	51	+
	52	+headers:
	53	+ $(PY) scripts/check_headers.py
	54	+
	55	+figures:
	56	+ $(PY) $(ENGINE)/08_figures.py
	57	+
	58	+paper:
	59	+ cd paper && latexmk -pdf -quiet qwhpi.tex \|\| pdflatex qwhpi.tex
	60	+
	61	+lint:
	62	+ $(PY) scripts/check_headers.py
	63	+ cd web && npx tsc --noEmit

added README.md +501 −0

		`@@ -0,0 +1,501 @@`
	1	+<!--
	2	+=============================================================================
	3	+QWHPI — Quebec Weekly Housing Price Index
	4	+Author : Simon-Pierre Boucher
	5	+Contact : contact@spboucher.ai
	6	+File : README.md
	7	+Purpose : Full platform documentation — methodology, architecture, API,
	8	+ dashboard, data policy, reproducibility.
	9	+=============================================================================
	10	+-->
	11	+
	12	+<div align="center">
	13	+
	14	+# 🏠 QHPI — Quebec Housing Price Index
	15	+
	16	+### Quality-adjusted, hierarchically pooled housing price indexes for Quebec
	17	+
	18	+Province · 17 administrative regions · major municipalities × {all, unifamilial, condo, plex}
	19	+
	20	+[![Live](https://img.shields.io/badge/live-www.indexqc.house-2ea44f?style=flat-square&logo=googlechrome&logoColor=white)](https://www.indexqc.house)
	21	+[![Model](https://img.shields.io/badge/model-v2.1.0-blue?style=flat-square)](#-methodology)
	22	+[![Frequency](https://img.shields.io/badge/frequency-monthly%20(headline)%20%2B%20weekly%20(research)-8a2be2?style=flat-square)](#-methodology)
	23	+[![Coverage](https://img.shields.io/badge/coverage-2021--01%20%E2%86%92%20present-informational?style=flat-square)](#-index-families--coverage)
	24	+[![Series](https://img.shields.io/badge/published%20cells-81%20(50%20direct%20%2B%2031%20hierarchical)-orange?style=flat-square)](#-methodology)
	25	+[![Transactions](https://img.shields.io/badge/estimation%20sample-~720k%20transactions-lightgrey?style=flat-square)](#-data-policy--no-microdata-in-this-repo)
	26	+
	27	+[![Python](https://img.shields.io/badge/Python-3.11+-3776AB?style=flat-square&logo=python&logoColor=white)](engine/pyproject.toml)
	28	+[![FastAPI](https://img.shields.io/badge/API-FastAPI-009688?style=flat-square&logo=fastapi&logoColor=white)](api/)
	29	+[![Next.js](https://img.shields.io/badge/Web-Next.js%20%2B%20TypeScript-000000?style=flat-square&logo=nextdotjs&logoColor=white)](web/)
	30	+[![PostgreSQL](https://img.shields.io/badge/DB-PostgreSQL-4169E1?style=flat-square&logo=postgresql&logoColor=white)](db/)
	31	+[![Docker](https://img.shields.io/badge/Ops-docker--compose-2496ED?style=flat-square&logo=docker&logoColor=white)](docker-compose.yml)
	32	+[![LaTeX](https://img.shields.io/badge/Paper-LaTeX-008080?style=flat-square&logo=latex&logoColor=white)](paper/)
	33	+
	34	+[![Author](https://img.shields.io/badge/author-Simon--Pierre%20Boucher-111827?style=flat-square)](mailto:contact@spboucher.ai)
	35	+[![Contact](https://img.shields.io/badge/contact-contact%40spboucher.ai-D14836?style=flat-square&logo=maildotru&logoColor=white)](mailto:contact@spboucher.ai)
	36	+
	37	+Author : Simon-Pierre Boucher — [contact@spboucher.ai](mailto:contact@spboucher.ai)
	38	+
	39	+</div>
	40	+
	41	+---
	42	+
	43	+## Table of contents
	44	+
	45	+- [What this is](#-what-this-is)
	46	+- [Key numbers](#-key-numbers)
	47	+- [Data policy — no microdata in this repo](#-data-policy--no-microdata-in-this-repo)
	48	+- [Platform architecture](#-platform-architecture)
	49	+- [Methodology](#-methodology)
	50	+- [Validation](#-validation)
	51	+- [Index families & coverage](#-index-families--coverage)
	52	+- [Canonical dataset](#-canonical-dataset)
	53	+- [API](#-api)
	54	+- [Dashboard](#-dashboard)
	55	+- [Repository map](#-repository-map)
	56	+- [Quickstart](#-quickstart)
	57	+- [Engine pipeline](#-engine-pipeline)
	58	+- [Engineering standards](#-engineering-standards)
	59	+- [Research outputs & paper](#-research-outputs--paper)
	60	+- [Reproducibility](#-reproducibility)
	61	+- [Author & license](#-author--license)
	62	+
	63	+---
	64	+
	65	+## 🎯 What this is
	66	+
	67	+QHPI is a production-grade economic-measurement platform, not a median-price
	68	+tracker. It separates price movement from composition movement: a week
	69	+where only mansions sell must not register as a price increase.
	70	+
	71	+The platform has four layers:
	72	+
	73	+\| Layer \| What it does \| Where \|
	74	+\|---\|---\|---\|
	75	+\| Index Engine \| Reproducible econometric pipeline: cleaning → hedonic estimation → hierarchical pooling → validation → canonical Parquet \| [`engine/`](engine/) \|
	76	+\| Data Store \| Versioned Parquet lake (aggregated series only) + PostgreSQL serving layer \| [`data/processed/`](data/processed/), [`db/`](db/) \|
	77	+\| API \| FastAPI service exposing every published series with uncertainty, reliability and vintages \| [`api/`](api/) \|
	78	+\| Dashboard \| Interactive Next.js frontend — explore, compare, map, PDF reports, live at [www.indexqc.house](https://www.indexqc.house) \| [`web/`](web/) \|
	79	+
	80	+Every published observation looks like this:
	81	+
	82	+```
	83	+Geography: Quebec City \| Type: Condo \| Period: 2026-06
	84	+Index: 163.5 (2021 = 100) \| 1m: +0.4% \| YoY: +8.1%
	85	+Representative value: $389,200 \| Transactions: 47 \| Reliability: A
	86	+95% CI: [160.9, 166.1] \| Vintage: 2026-08-08 \| Model: 2.1.0
	87	+```
	88	+
	89	+Uncertainty is never hidden: every row carries a 95% confidence interval,
	90	+an A–E reliability grade, effective sample size and shrinkage weight.
	91	+
	92	+---
	93	+
	94	+## 📊 Key numbers
	95	+
	96	+![Transactions](https://img.shields.io/badge/raw%20transactions-~745k-blue?style=for-the-badge)
	97	+![Period](https://img.shields.io/badge/period-2021→2026-blueviolet?style=for-the-badge)
	98	+![Cities](https://img.shields.io/badge/municipalities-1100%2B-orange?style=for-the-badge)
	99	+![Regions](https://img.shields.io/badge/regions-17-green?style=for-the-badge)
	100	+
	101	+\| Metric \| Value \|
	102	+\|---\|---\|
	103	+\| Raw transactions ingested \| ~745,000 (2021-01 → present) \|
	104	+\| Estimation sample after documented exclusions \| ~720,000 \|
	105	+\| Geographic units \| Province + 17 administrative regions + major municipalities \|
	106	+\| Property types \| `unifamilial`, `condo`, `plex` (+ `all` composite) \|
	107	+\| Published cells \| 81 — 50 direct liquid cells + 31 hierarchical thin cells \|
	108	+\| Headline frequency \| Monthly (v2.1) — weekly v1 retained as a research module \|
	109	+\| Base \| 2021 average = 100 \|
	110	+\| Reliability grades \| A ≥150 tx/mo · B ≥75 · C ≥40 · D ≥15 · E <15 (model-implied) \|
	111	+\| Growth horizons \| 1m, 3m, 6m, YoY (weekly module: 1w, 4w, 13w, 26w, YoY) \|
	112	+\| Vintages \| `first_release` preserved; every revision queryable \|
	113	+
	114	+---
	115	+
	116	+## 🔒 Data policy — no microdata in this repo
	117	+
	118	+> This repository contains NO individual transaction data.
	119	+
	120	+\| Category \| In repo? \| Detail \|
	121	+\|---\|---\|---\|
	122	+\| Raw transaction CSV (`data/raw/`) \| ❌ excluded \| Individual sale records — never versioned \|
	123	+\| Transaction-level intermediates (`data/interim/`, `transactions_clean.parquet`, `geo_join.parquet`) \| ❌ excluded \| Anything with one row per transaction \|
	124	+\| Cadastral boundary files (`SDA.gpkg`) \| ❌ excluded (size) \| Source, URL, version and CRS documented in [`data/external/SDA_SOURCE.md`](data/external/SDA_SOURCE.md) \|
	125	+\| Aggregated published series \| ✅ included \| `qhpi_monthly.parquet`, `qwhpi_weekly.parquet`, liquidity, coverage matrices, assessment gap, first releases, vintages \|
	126	+\| Aggregate tables & figures (`outputs/`) \| ✅ included \| Audit counts, model comparisons, validation results, publication figures \|
	127	+
	128	+The [`.gitignore`](.gitignore) enforces this at the repo boundary. Aggregates
	129	+are cell-level (`geography × type × period`) with transaction counts, never
	130	+transaction rows. To rerun the full pipeline you must supply your own
	131	+`data/raw/province_transactions.csv` (see [Reproducibility](#-reproducibility)).
	132	+
	133	+---
	134	+
	135	+## 🏗 Platform architecture
	136	+
	137	+```
	138	+ ┌─────────────────────────────────────────────┐
	139	+ │ province_transactions.csv │
	140	+ │ (local only — NOT in this repo) │
	141	+ └──────────────────────┬──────────────────────┘
	142	+ ▼
	143	+ ┌───────────────────────────── ENGINE (Python) ─────────────────────────────┐
	144	+ │ 01 profile → 02 geography (spatial join, SDA boundaries) → 03 clean │
	145	+ │ → 04–08 weekly research module (baseline, hierarchical, validation) │
	146	+ │ → 09 monthly estimation (rolling time-dummy, Huber-IRLS) │
	147	+ │ → 10 monthly validation → 11 canonical parquet │
	148	+ └──────────────────────────────────┬────────────────────────────────────────┘
	149	+ ▼
	150	+ data/processed/qhpi_monthly.parquet ← source of truth
	151	+ (+ liquidity, coverage, vintages, assessment gap)
	152	+ ▼
	153	+ ┌────────────── PostgreSQL (docker-compose, Alembic) ──────────────┐
	154	+ │ series · observations · geographies · liquidity · vintages │
	155	+ └──────────────────────────────┬────────────────────────────────────┘
	156	+ ▼
	157	+ FastAPI /v1/* (uncertainty always returned)
	158	+ ▼
	159	+ Next.js dashboard — www.indexqc.house
	160	+ (explore · compare · map · PDF reports · methodology)
	161	+```
	162	+
	163	+Weekly refresh: `ops/scheduler/` ingests new rows → append-only clean →
	164	+re-estimation → new `data_vintage` → DB load → API cache invalidation.
	165	+
	166	+---
	167	+
	168	+## 🧪 Methodology
	169	+
	170	+The index is a robust hedonic time-dummy index with hierarchical pooling —
	171	+three estimation regimes arbitrated by empirical validation (repeat sales +
	172	+stratified matched-cell medians), not by convenience:
	173	+
	174	+### 1. Province × type backbone — rolling time-dummy (RTD)
	175	+
	176	+- Pooled robust regressions (`log(price)` on structural characteristics +
	177	+ fine location fixed effects + period dummies) over **13-month rolling
	178	+ windows with Huber-IRLS** weighting.
	179	+- Windows are combined by mean splice, making published history
	180	+ revision-free by construction.
	181	+- Coefficient drift is monitored and published
	182	+ (`outputs/tables/rtd_coefficient_drift.csv`) — e.g. the floor-area
	183	+ elasticity moves 0.556 → 0.586 across windows, which a fixed pooled model
	184	+ would have hidden.
	185	+
	186	+### 2. Liquid cells (median ≥ 40 tx/month) — direct local estimation
	187	+
	188	+Each of the 50 liquid `geography × type` cells gets its **own robust
	189	+time-dummy regression** (own hedonic coefficients, own FSA fixed effects),
	190	+lightly smoothed by a state-space filter. This was arbitrated against
	191	+deviation-from-pooled-surface modelling, which **compressed genuine local
	192	+divergence** — Quebec City condos moved ~+55% (confirmed independently by
	193	+repeat sales and stratified matched-cell medians) while pooled deviations
	194	+reported only +42%.
	195	+
	196	+### 3. Thin cells — hierarchical Kalman shrinkage
	197	+
	198	+The remaining 31 thin cells follow a latent random-walk **deviation from
	199	+their parent's published path**, estimated by Kalman filter/smoother with
	200	+observation noise σ²/nₜ. Thin months shrink toward the parent trend; the
	201	+shrinkage weight is published on every row.
	202	+
	203	+### Hedonic specification (headline = structural only)
	204	+
	205	+- `log(amount)` on `log(floorArea)` (+ time-stable missingness indicator),
	206	+ age from `yearBuilt` via conditional-median imputation (its missingness
	207	+ drifts 15% → 2% over the sample, so a "missing" bin would leak time),
	208	+ and fine location fixed effects (FSA).
	209	+- `buildingType` is banned from all hedonic models. The provider
	210	+ backfilled it in region-staggered waves (most regions 2022-01, Montreal
	211	+ 2023-01); the time-correlated missingness fabricated a −38 log-point cliff
	212	+ in local Montreal indexes. The ban is documented in
	213	+ [`engine/src/qwhpi/features.py`](engine/src/qwhpi/features.py).
	214	+- Assessment values (`totalArValue`, `previousValue`) never enter the
	215	+ headline (valuation leakage); they power the separate
	216	+ Assessment Gap Index (`amount / totalArValue`).
	217	+
	218	+### Cleaning
	219	+
	220	+Raw data is immutable; every exclusion is economically justified and counted
	221	+in [`outputs/tables/exclusions.csv`](outputs/tables/exclusions.csv)
	222	+(assessment-ratio band, exact duplicates, non-arm's-length transfers, …).
	223	+Duplicates are flagged, never silently deleted. The `indéterminé`
	224	+property type never contaminates type-specific indexes.
	225	+
	226	+### Geography
	227	+
	228	+Transactions are spatially joined (`lat/lng`) against the authoritative
	229	+Quebec SDA cadastral boundaries (source, version and CRS documented in
	230	+[`data/external/SDA_SOURCE.md`](data/external/SDA_SOURCE.md)) — the free-text
	231	+`city` field alone is not trusted.
	232	+
	233	+---
	234	+
	235	+## ✅ Validation
	236	+
	237	+Every claim below has a table or figure in [`outputs/`](outputs/):
	238	+
	239	+\| Check \| Result \|
	240	+\|---\|---\|
	241	+\| Repeat-sales benchmark (BMN, ~85k repeated addresses) \| June 2026, 2021=100: quebec/condo 132.0 vs RS 132 (exact); quebec-city/condo 163.5 vs RS 162; montreal/condo 121.6 vs RS 122; montreal/unifamilial 126.2 between stratified 120 and RS 135 (RS renovation bias on older stock) \|
	242	+\| Composition-shock simulation \| Mix shock moves the raw median +11.7%; the hedonic index moves −0.7% — the index measures prices, not composition \|
	243	+\| Downsampling experiment \| Montreal condos thinned to 100/50/25/15/10/5 tx/period; RMSE, bias, volatility, turning points and CI coverage justify the A–E liquidity tiers empirically \|
	244	+\| Weekly vs monthly \| Same methodology at both frequencies; signal-to-noise, turning-point detection and revision magnitude quantified in `outputs/tables/weekly_vs_monthly.csv` \|
	245	+\| Seasonality \| NSA published; no stable seasonality demonstrated (`seasonality_tests.csv`) \|
	246	+\| Alternative specs \| Hierarchical variants, mixed effects, ML residualization benchmarked in `estimation_methods.csv` — chosen model optimizes interpretability + stability, not transaction-level RMSE \|
	247	+
	248	+Full write-ups: [`outputs/reports/`](outputs/reports/) (audit, geography,
	249	+cleaning, hierarchical, validation v1 & v2, methodology research).
	250	+
	251	+---
	252	+
	253	+## 🗺 Index families & coverage
	254	+
	255	+\| Family \| Scope \|
	256	+\|---\|---\|
	257	+\| QHPI-QC \| Province of Quebec \|
	258	+\| QHPI-REG \| 17 administrative regions \|
	259	+\| QHPI-CITY \| Montréal, Québec, Laval, Gatineau, Longueuil, Sherbrooke, Trois-Rivières, Saguenay, Lévis, Drummondville, … as liquidity permits \|
	260	+\| QHPI-TYPE \| All / Unifamilial / Condo / Plex per supported geography \|
	261	+\| Assessment Gap \| `amount / totalArValue` — separate concept, never mixed with the price index \|
	262	+
	263	+The coverage matrix
	264	+([`data/processed/coverage_matrix_monthly.parquet`](data/processed/),
	265	+[`outputs/tables/coverage_monthly.csv`](outputs/tables/coverage_monthly.csv))
	266	+declares per `municipality × type`: published / conditional / not published.
	267	+
	268	+---
	269	+
	270	+## 🗃 Canonical dataset
	271	+
	272	+[`data/processed/qhpi_monthly.parquet`](data/processed/qhpi_monthly.parquet)
	273	+(7,504 rows) powers the DB, API and dashboard. Weekly research module:
	274	+[`data/processed/qwhpi_weekly.parquet`](data/processed/qwhpi_weekly.parquet)
	275	+(32,592 rows).
	276	+
	277	+```
	278	+period, geography_level, geography_id, geography_name, property_type,
	279	+index, index_smoothed, representative_value,
	280	+transactions, effective_sample_size,
	281	+monthly_pct, three_month_pct, six_month_pct, yoy_pct,
	282	+lower_95, upper_95, reliability_grade, shrinkage_weight,
	283	+is_partial_month, model_version, data_vintage
	284	+```
	285	+
	286	+- `index` = raw estimate, `index_smoothed` = one-sided (real-time safe)
	287	+ smoother — no look-ahead in the published real-time series.
	288	+- `representative_value` = dollar value of a documented, fixed property
	289	+ basket per segment.
	290	+- Vintage framework: first releases preserved under
	291	+ `data/processed/vintages*/`, revisions queryable via the API.
	292	+
	293	+---
	294	+
	295	+## 🔌 API
	296	+
	297	+FastAPI service (OpenAPI docs at `/docs`), CSV/JSON export toggle, ETag
	298	+caching, pagination, rate limiting, CORS. **Reliability and CIs are always
	299	+returned.**
	300	+
	301	+\| Endpoint \| Purpose \|
	302	+\|---\|---\|
	303	+\| `GET /v1/index?geography=quebec-city&type=condo&from=2021-01&to=latest` \| Full series \|
	304	+\| `GET /v1/index/latest?geography=…&type=…` \| Latest observation \|
	305	+\| `GET /v1/geographies` · `GET /v1/geographies/coverage` \| Hierarchy + coverage matrix \|
	306	+\| `GET /v1/liquidity?geography=…&type=…` \| Transaction counts & effective N \|
	307	+\| `GET /v1/compare?series=montreal:condo,quebec-city:condo` \| Multi-series comparison \|
	308	+\| `GET /v1/map?metric=yoy&level=region` \| Choropleth payloads (+ `period` for time-lapse) \|
	309	+\| `GET /v1/stats` · `GET /v1/stats/overview` \| Peak/drawdown/CAGR/volatility/momentum/rank, heatmap rows \|
	310	+\| `GET /v1/report?series=…` · `GET /v1/report/market` \| Publication-grade PDF reports (matplotlib) \|
	311	+\| `GET /v1/vintages?geography=…&type=…` \| Revision history \|
	312	+\| `GET /v1/meta` \| `model_version`, `data_vintage`, methodology link, author credit \|
	313	+\| `GET /v1/health` \| Liveness \|
	314	+
	315	+Sample response:
	316	+
	317	+```json
	318	+{
	319	+ "geography": "Quebec City",
	320	+ "property_type": "condo",
	321	+ "frequency": "monthly",
	322	+ "latest_index": 163.5,
	323	+ "representative_value": 389200,
	324	+ "monthly_change": 0.4,
	325	+ "yoy_change": 8.1,
	326	+ "transactions": 47,
	327	+ "reliability": "A",
	328	+ "lower_95": 160.9,
	329	+ "upper_95": 166.1,
	330	+ "is_partial_month": false,
	331	+ "author": "Simon-Pierre Boucher",
	332	+ "contact": "contact@spboucher.ai"
	333	+}
	334	+```
	335	+
	336	+---
	337	+
	338	+## 💻 Dashboard
	339	+
	340	+Live at [www.indexqc.house](https://www.indexqc.house) — Next.js +
	341	+TypeScript, dark/light themes, fully responsive (audited at 390/360 px),
	342	+`prefers-reduced-motion` respected, zero-dependency custom hero chart,
	343	+⌘K command palette over all 112 series.
	344	+
	345	+\| Page \| Contents \|
	346	+\|---\|---\|
	347	+\| `/` \| Market pulse: heat-shaded region table with sparklines, 12 metric tiles, ticker tape, top movers, market-report PDF \|
	348	+\| `/explore` \| Series picker, CI band, raw-median & smoothed toggles, 1Y/3Y/5Y/YTD/MAX ranges, Bank-of-Canada event annotations, brush zoom, PNG/CSV export, sortable data table, shareable URLs \|
	349	+\| `/compare` \| Multi-series with rebasing tool, toggleable legend chips, comparison PDF \|
	350	+\| `/map` \| Region choropleth (YoY, 3m, level, assessment gap) with monthly slider + ▶ time-lapse \|
	351	+\| `/methodology` \| Rendered methodology + link to the paper \|
	352	+\| `/api-docs` \| Live playground (run requests in-page) + copyable curl examples \|
	353	+
	354	+Low-reliability series are visually flagged, never hidden. Footer credit:
	355	+Simon-Pierre Boucher — contact@spboucher.ai.
	356	+
	357	+---
	358	+
	359	+## 📁 Repository map
	360	+
	361	+```
	362	+├── engine/ # Index engine (Python)
	363	+│ ├── src/qwhpi/ # ingest · clean · geography · features · hedonic
	364	+│ │ # rtd · hierarchy · state_space · repeat_sales
	365	+│ │ # index · uncertainty · seasonal · nowcast
	366	+│ │ # vintages · export · plotting
	367	+│ ├── scripts/ # 01_profile … 11_monthly_canonical (ordered, idempotent)
	368	+│ └── tests/ # smoke pipeline, features/clean, state-space
	369	+├── data/
	370	+│ ├── external/ # boundary-source documentation (files excluded by size)
	371	+│ └── processed/ # ✅ aggregated series only (see Data policy)
	372	+├── db/ # PostgreSQL schema + Alembic migrations
	373	+├── api/ # FastAPI app: routers/ services/ tests/
	374	+├── web/ # Next.js dashboard: app/ components/ lib/ styles/
	375	+├── ops/ # weekly-refresh scheduler + CI pipeline
	376	+├── outputs/
	377	+│ ├── figures/ # publication figures (shared plotting config)
	378	+│ ├── tables/ # 35+ audit/validation/model tables (aggregates)
	379	+│ └── reports/ # markdown reports for every pipeline stage
	380	+├── paper/ # LaTeX methodology paper (+ compiled PDF)
	381	+├── scripts/check_headers.py # CI gate: every file carries the author header
	382	+├── Makefile # one-command targets
	383	+└── docker-compose.yml # postgres + api + web + scheduler
	384	+```
	385	+
	386	+---
	387	+
	388	+## 🚀 Quickstart
	389	+
	390	+> Requires the raw transaction CSV (not distributed — see
	391	+> [Data policy](#-data-policy--no-microdata-in-this-repo)) for `make pipeline`.
	392	+> The API and dashboard run off the included aggregated Parquet without it.
	393	+
	394	+```bash
	395	+# Engine (full run ~ audit → geography → clean → estimate → validate → canonical)
	396	+make pipeline
	397	+
	398	+# Incremental monthly refresh (clean → estimate → canonical, ~2 min)
	399	+make refresh
	400	+
	401	+# Services
	402	+make api # FastAPI on :8080 — docs at /docs
	403	+make web # Next.js dashboard on :3000
	404	+make up # docker compose: postgres + api + web + scheduler
	405	+make down
	406	+
	407	+# Quality
	408	+make test # engine + api test suites
	409	+make lint # ruff + mypy + tsc
	410	+make headers # author-header check (also a pre-commit hook + CI gate)
	411	+make figures # publication figures → outputs/figures/
	412	+make paper # compile the LaTeX paper
	413	+```
	414	+
	415	+---
	416	+
	417	+## ⚙️ Engine pipeline
	418	+
	419	+\| Script \| Stage \|
	420	+\|---\|---\|
	421	+\| `01_profile.py` \| Data audit: schema, descriptives, missingness, sentinel values, liquidity matrices \|
	422	+\| `02_geography.py` \| SDA boundary spatial join, validation, persistence \|
	423	+\| `03_clean.py` \| Research sample with fully documented exclusions \|
	424	+\| `04_baseline.py` \| Weekly pooled hedonic time-dummy baseline (research module) \|
	425	+\| `05_hierarchical.py` \| Weekly hierarchical state-space shrinkage (research module) \|
	426	+\| `06_validation.py` \| Repeat sales, downsampling, composition shock (weekly) \|
	427	+\| `07_canonical.py` \| Weekly canonical Parquet (research module) \|
	428	+\| `08_figures.py` \| Publication figures \|
	429	+\| `09_monthly.py` \| Headline monthly estimation (RTD + direct cells + Kalman) \|
	430	+\| `10_monthly_validation.py` \| Monthly validation suite \|
	431	+\| `11_monthly_canonical.py` \| Canonical `qhpi_monthly.parquet` + vintage write \|
	432	+
	433	+Every run emits a structured run manifest (input hash, row counts, model
	434	+version, timings).
	435	+
	436	+---
	437	+
	438	+## 📐 Engineering standards
	439	+
	440	+- Every file starts with the author header — enforced by
	441	+ [`scripts/check_headers.py`](scripts/check_headers.py) in pre-commit and CI.
	442	+- Vectorized pandas/polars + numpy; no per-transaction Python loops; spatial
	443	+ joins, features and model matrices cached as Parquet.
	444	+- Diagnostics for every production model: residual distribution,
	445	+ heteroskedasticity, temporal/spatial residual patterns, coefficient
	446	+ stability, effective N.
	447	+- Model selection optimizes **interpretability + stability + calibrated
	448	+ uncertainty + reproducibility** — never transaction-level RMSE alone.
	449	+- CI (`ops/ci/ci.yml`): lint, mypy + tsc, tests, header check, small-sample
	450	+ smoke run of the pipeline.
	451	+
	452	+---
	453	+
	454	+## 📄 Research outputs & paper
	455	+
	456	+- Figures ([`outputs/figures/`](outputs/figures/)): province aggregate,
	457	+ region comparison, big-4 cities, condo by city, raw median vs hedonic,
	458	+ volumes, reliability matrix, downsampling stability, assessment gap,
	459	+ YoY appreciation map.
	460	+- Tables ([`outputs/tables/`](outputs/tables/)): audit suite, exclusions,
	461	+ liquidity, coverage, model comparison, repeat-sales comparison,
	462	+ downsampling, seasonality, coefficient drift, weekly-vs-monthly.
	463	+- Paper ([`paper/qwhpi.pdf`](paper/qwhpi.pdf)): *A High-Frequency Hedonic
	464	+ Housing Price Index for Quebec* — real, researched citations only (hedonic
	465	+ and repeat-sales index theory, Case-Shiller, hierarchical and state-space
	466	+ indexes, spatial hedonics, index-number theory).
	467	+
	468	+---
	469	+
	470	+## 🔁 Reproducibility
	471	+
	472	+1. Place your transaction extract at `data/raw/province_transactions.csv`
	473	+ (columns: `id, date, amount, street, zipCode, city, lat, lng,
	474	+ propertyType, yearBuilt, floorArea, buildingType, previousValue,
	475	+ totalArValue, ownerType`).
	476	+2. Download the SDA boundary file per
	477	+ [`data/external/SDA_SOURCE.md`](data/external/SDA_SOURCE.md).
	478	+3. `make pipeline` — deterministic given the same inputs; every run is
	479	+ stamped with `model_version` + `data_vintage` and manifested.
	480	+
	481	+Without microdata, everything downstream of the canonical Parquet (DB load,
	482	+API, dashboard, figures) is fully runnable from the aggregates included here.
	483	+
	484	+---
	485	+
	486	+## 👤 Author & license
	487	+
	488	+<div align="center">
	489	+
	490	+Simon-Pierre Boucher
	491	+
	492	+[![Email](https://img.shields.io/badge/✉️%20contact@spboucher.ai-D14836?style=for-the-badge)](mailto:contact@spboucher.ai)
	493	+[![Site](https://img.shields.io/badge/🌐%20www.indexqc.house-2ea44f?style=for-the-badge)](https://www.indexqc.house)
	494	+
	495	+</div>
	496	+
	497	+Code, methodology, figures and documentation © Simon-Pierre Boucher.
	498	+All rights reserved — contact the author for reuse, data questions or
	499	+collaboration. The repository intentionally distributes **no individual
	500	+transaction records**; published aggregates carry full uncertainty metadata
	501	+so they are never mistaken for more precision than the data supports.

added api/Dockerfile +14 −0

		`@@ -0,0 +1,14 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/Dockerfile
	6	+# Purpose : Container image for the QWHPI API service.
	7	+# =============================================================================
	8	+FROM python:3.12-slim
	9	+WORKDIR /srv
	10	+COPY pyproject.toml ./
	11	+RUN pip install --no-cache-dir fastapi "uvicorn[standard]" polars pydantic "psycopg[binary]"
	12	+COPY app ./app
	13	+EXPOSE 8080
	14	+CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8080"]

added api/app/__init__.py +7 −0

		`@@ -0,0 +1,7 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/app/__init__.py
	6	+# Purpose : Package root for the QWHPI API application.
	7	+# =============================================================================

added api/app/deps.py +44 −0

		`@@ -0,0 +1,44 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/app/deps.py
	6	+# Purpose : Shared dependencies — series validation, ETag and CSV helpers.
	7	+# =============================================================================
	8	+"""Shared FastAPI dependencies and response helpers."""
	9	+
	10	+from __future__ import annotations
	11	+
	12	+import hashlib
	13	+
	14	+import polars as pl
	15	+from fastapi import HTTPException, Request, Response
	16	+
	17	+from app.services import data
	18	+
	19	+VALID_TYPES = {"all", "unifamilial", "condo", "plex"}
	20	+
	21	+
	22	+def validate_series(geography: str, property_type: str) -> None:
	23	+ if property_type not in VALID_TYPES:
	24	+ raise HTTPException(422, f"property_type must be one of {sorted(VALID_TYPES)}")
	25	+ if geography not in data.geography_ids():
	26	+ raise HTTPException(404, f"unknown geography '{geography}' — see /v1/geographies")
	27	+
	28	+
	29	+def etag_for(request: Request, response: Response, *parts: str) -> bool:
	30	+ """Set the ETag; return True when the client's copy is fresh (304)."""
	31	+ raw = "\|".join([data.data_vintage(), data.model_version(),
	32	+ str(request.url), *parts])
	33	+ tag = '"' + hashlib.sha256(raw.encode()).hexdigest()[:32] + '"'
	34	+ response.headers["ETag"] = tag
	35	+ response.headers["Cache-Control"] = "public, max-age=300"
	36	+ return request.headers.get("if-none-match") == tag
	37	+
	38	+
	39	+def csv_response(df: pl.DataFrame) -> Response:
	40	+ return Response(
	41	+ content=df.write_csv(),
	42	+ media_type="text/csv",
	43	+ headers={"X-Author": "Simon-Pierre Boucher <contact@spboucher.ai>"},
	44	+ )

added api/app/main.py +67 −0

		`@@ -0,0 +1,67 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/app/main.py
	6	+# Purpose : FastAPI application — routers, CORS, rate limiting, OpenAPI.
	7	+# =============================================================================
	8	+"""QWHPI API service entry point.
	9	+
	10	+Run locally: uvicorn app.main:app --reload --port 8080 (from api/)
	11	+Docs: /docs (OpenAPI). Every response credits the author and exposes
	12	+uncertainty (CIs, reliability grades) — the API never hides it.
	13	+"""
	14	+
	15	+from __future__ import annotations
	16	+
	17	+import time
	18	+from collections import defaultdict, deque
	19	+
	20	+from fastapi import FastAPI, Request
	21	+from fastapi.middleware.cors import CORSMiddleware
	22	+from fastapi.responses import JSONResponse
	23	+
	24	+from app.routers import geographies, index, liquidity, maps, meta, reports
	25	+
	26	+RATE_LIMIT = 120 # requests
	27	+RATE_WINDOW = 60.0 # seconds
	28	+_hits: dict[str, deque] = defaultdict(deque)
	29	+
	30	+app = FastAPI(
	31	+ title="QWHPI API",
	32	+ version="0.1.0",
	33	+ description=(
	34	+ "Quebec Weekly Housing Price Index — quality-adjusted, hierarchically "
	35	+ "pooled weekly indexes for Quebec geographies and property types.\n\n"
	36	+ "Author: Simon-Pierre Boucher — contact@spboucher.ai"
	37	+ ),
	38	+ contact={"name": "Simon-Pierre Boucher", "email": "contact@spboucher.ai"},
	39	+)
	40	+
	41	+app.add_middleware(
	42	+ CORSMiddleware,
	43	+ allow_origins=["*"],
	44	+ allow_methods=["GET"],
	45	+ allow_headers=["*"],
	46	+)
	47	+
	48	+
	49	+@app.middleware("http")
	50	+async def rate_limiter(request: Request, call_next):
	51	+ ip = request.client.host if request.client else "anon"
	52	+ now = time.monotonic()
	53	+ q = _hits[ip]
	54	+ while q and now - q[0] > RATE_WINDOW:
	55	+ q.popleft()
	56	+ if len(q) >= RATE_LIMIT:
	57	+ return JSONResponse({"detail": "rate limit exceeded"}, status_code=429)
	58	+ q.append(now)
	59	+ return await call_next(request)
	60	+
	61	+
	62	+app.include_router(index.router, prefix="/v1", tags=["index"])
	63	+app.include_router(reports.router, prefix="/v1", tags=["stats & reports"])
	64	+app.include_router(geographies.router, prefix="/v1", tags=["geographies"])
	65	+app.include_router(liquidity.router, prefix="/v1", tags=["liquidity"])
	66	+app.include_router(maps.router, prefix="/v1", tags=["maps"])
	67	+app.include_router(meta.router, tags=["meta"])

added api/app/routers/__init__.py +7 −0

		`@@ -0,0 +1,7 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/app/routers/__init__.py
	6	+# Purpose : Router package for the QWHPI API.
	7	+# =============================================================================

added api/app/routers/geographies.py +63 −0

		`@@ -0,0 +1,63 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/app/routers/geographies.py
	6	+# Purpose : Geography hierarchy + coverage matrix endpoints.
	7	+# =============================================================================
	8	+"""Geography and coverage endpoints."""
	9	+
	10	+from __future__ import annotations
	11	+
	12	+import polars as pl
	13	+from fastapi import APIRouter, Query, Request, Response
	14	+
	15	+from app.deps import csv_response, etag_for
	16	+from app.schemas import GeographiesResponse, GeographyNode
	17	+from app.services import data
	18	+
	19	+router = APIRouter()
	20	+
	21	+
	22	+@router.get("/geographies", response_model=GeographiesResponse)
	23	+def geographies(request: Request, response: Response):
	24	+ """Published series hierarchy (province → regions → municipalities)."""
	25	+ if etag_for(request, response):
	26	+ return Response(status_code=304)
	27	+ c = data.canonical()
	28	+ nodes = (
	29	+ c.group_by(["geography_id", "geography_name", "geography_level"])
	30	+ .agg(pl.col("property_type").unique().sort().alias("types"))
	31	+ .sort(["geography_level", "geography_id"])
	32	+ )
	33	+ return GeographiesResponse(
	34	+ data_vintage=data.data_vintage(),
	35	+ published_series=[
	36	+ GeographyNode(geography_id=r["geography_id"],
	37	+ geography_name=r["geography_name"],
	38	+ geography_level=r["geography_level"],
	39	+ property_types=r["types"])
	40	+ for r in nodes.iter_rows(named=True)
	41	+ ],
	42	+ )
	43	+
	44	+
	45	+@router.get("/geographies/coverage")
	46	+def coverage_matrix(
	47	+ request: Request,
	48	+ response: Response,
	49	+ status: str \| None = Query(None, pattern="^(published\|conditional\|not_published)$"),
	50	+ format: str = Query("json", pattern="^(json\|csv)$"),
	51	+):
	52	+ """Full municipality × type coverage matrix with publication status."""
	53	+ df = data.coverage()
	54	+ if status:
	55	+ df = df.filter(pl.col("coverage_status") == status)
	56	+ if format == "csv":
	57	+ return csv_response(df)
	58	+ if etag_for(request, response, str(status)):
	59	+ return Response(status_code=304)
	60	+ return {
	61	+ "coverage": df.rename({"propertyType": "property_type"}).to_dicts(),
	62	+ "author": "Simon-Pierre Boucher", "contact": "contact@spboucher.ai",
	63	+ }

added api/app/routers/index.py +197 −0

		`@@ -0,0 +1,197 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/app/routers/index.py
	6	+# Purpose : Index endpoints (monthly v2.1) — series, latest, compare, vintages.
	7	+# =============================================================================
	8	+"""Index series endpoints."""
	9	+
	10	+from __future__ import annotations
	11	+
	12	+import math
	13	+
	14	+import polars as pl
	15	+from fastapi import APIRouter, HTTPException, Query, Request, Response
	16	+
	17	+from app.deps import csv_response, etag_for, validate_series
	18	+from app.schemas import LatestResponse, Observation, SeriesResponse, VintageObservation
	19	+from app.services import data
	20	+
	21	+router = APIRouter()
	22	+
	23	+
	24	+def _clean(v):
	25	+ return None if (v is None or (isinstance(v, float) and math.isnan(v))) else v
	26	+
	27	+
	28	+def _obs(row: dict) -> Observation:
	29	+ return Observation(
	30	+ period=row["period"],
	31	+ index=_clean(row["index"]),
	32	+ index_smoothed=row["index_smoothed"],
	33	+ representative_value=row["representative_value"],
	34	+ transactions=row["transactions"],
	35	+ effective_sample_size=row["effective_sample_size"],
	36	+ monthly_pct=row["monthly_pct"],
	37	+ three_month_pct=row["three_month_pct"],
	38	+ six_month_pct=row["six_month_pct"],
	39	+ yoy_pct=row["yoy_pct"],
	40	+ lower_95=row["lower_95"],
	41	+ upper_95=row["upper_95"],
	42	+ reliability_grade=row["reliability_grade"],
	43	+ shrinkage_weight=row["shrinkage_weight"],
	44	+ is_partial_month=row["is_partial_month"],
	45	+ )
	46	+
	47	+
	48	+@router.get("/index", response_model=SeriesResponse)
	49	+def get_index(
	50	+ request: Request,
	51	+ response: Response,
	52	+ geography: str = Query(..., description="geography_id, e.g. quebec, region-06, montreal"),
	53	+ type: str = Query("all", alias="type"),
	54	+ from_: str \| None = Query(None, alias="from", description="first period (YYYY-MM)"),
	55	+ to: str \| None = Query("latest"),
	56	+ limit: int \| None = Query(None, ge=1, le=1000),
	57	+ offset: int = Query(0, ge=0),
	58	+ format: str = Query("json", pattern="^(json\|csv)$"),
	59	+):
	60	+ """Full monthly history for one series (paginated; CSV via ?format=csv)."""
	61	+ validate_series(geography, type)
	62	+ df = data.series(geography, type, from_, to)
	63	+ if df.height == 0:
	64	+ raise HTTPException(404, "no observations for this series/range")
	65	+ total = df.height
	66	+ page = df.slice(offset, limit) if limit else df.slice(offset)
	67	+ if format == "csv":
	68	+ return csv_response(page)
	69	+ if etag_for(request, response, geography, type, str(from_), str(to),
	70	+ str(limit), str(offset)):
	71	+ return Response(status_code=304)
	72	+ first = page.row(0, named=True)
	73	+ return SeriesResponse(
	74	+ geography=geography,
	75	+ geography_name=first["geography_name"],
	76	+ geography_level=first["geography_level"],
	77	+ property_type=type,
	78	+ model_version=first["model_version"],
	79	+ data_vintage=first["data_vintage"],
	80	+ total_observations=total,
	81	+ offset=offset,
	82	+ limit=limit,
	83	+ observations=[_obs(r) for r in page.iter_rows(named=True)],
	84	+ )
	85	+
	86	+
	87	+@router.get("/index/latest", response_model=LatestResponse)
	88	+def get_latest(
	89	+ request: Request,
	90	+ response: Response,
	91	+ geography: str,
	92	+ type: str = "all",
	93	+ include_partial: bool = Query(False, description="include the partial (nowcast) month"),
	94	+):
	95	+ """Latest observation (complete month by default; nowcast on request)."""
	96	+ validate_series(geography, type)
	97	+ df = data.series(geography, type)
	98	+ if not include_partial:
	99	+ df = df.filter(~pl.col("is_partial_month"))
	100	+ if df.height == 0:
	101	+ raise HTTPException(404, "no observations")
	102	+ row = df.row(df.height - 1, named=True)
	103	+ if etag_for(request, response, geography, type, row["period"],
	104	+ str(include_partial)):
	105	+ return Response(status_code=304)
	106	+ return LatestResponse(
	107	+ geography=geography,
	108	+ geography_name=row["geography_name"],
	109	+ property_type=type,
	110	+ period=row["period"],
	111	+ latest_index=round(row["index_smoothed"], 2),
	112	+ latest_index_raw=(None if _clean(row["index"]) is None
	113	+ else round(row["index"], 2)),
	114	+ representative_value=row["representative_value"],
	115	+ monthly_change=row["monthly_pct"],
	116	+ three_month_change=row["three_month_pct"],
	117	+ yoy_change=row["yoy_pct"],
	118	+ transactions=row["transactions"],
	119	+ effective_sample_size=row["effective_sample_size"],
	120	+ reliability=row["reliability_grade"],
	121	+ lower_95=round(row["lower_95"], 2),
	122	+ upper_95=round(row["upper_95"], 2),
	123	+ is_partial_month=row["is_partial_month"],
	124	+ model_version=row["model_version"],
	125	+ data_vintage=row["data_vintage"],
	126	+ )
	127	+
	128	+
	129	+@router.get("/compare")
	130	+def compare(
	131	+ request: Request,
	132	+ response: Response,
	133	+ series: str = Query(..., description="comma list of geography:type, e.g. "
	134	+ "montreal:condo,quebec-city:condo"),
	135	+ rebase_period: str \| None = Query(None, description="rebase all series to 100 at this period"),
	136	+):
	137	+ """Aligned comparison of up to 8 series, optionally rebased."""
	138	+ pairs = [s.strip() for s in series.split(",") if s.strip()]
	139	+ if not 2 <= len(pairs) <= 8:
	140	+ raise HTTPException(422, "provide 2 to 8 series")
	141	+ out = {}
	142	+ for p in pairs:
	143	+ try:
	144	+ g, t = p.split(":")
	145	+ except ValueError:
	146	+ raise HTTPException(422, f"bad series spec '{p}' (want geography:type)")
	147	+ validate_series(g, t)
	148	+ df = data.series(g, t).select("period", "index_smoothed",
	149	+ "representative_value", "reliability_grade")
	150	+ if rebase_period:
	151	+ base = df.filter(pl.col("period") == rebase_period)
	152	+ if base.height == 0:
	153	+ raise HTTPException(422, f"rebase_period {rebase_period} not found for {p}")
	154	+ df = df.with_columns(
	155	+ (pl.col("index_smoothed") / base["index_smoothed"][0] * 100)
	156	+ .round(3).alias("index_smoothed"))
	157	+ out[p] = df.to_dicts()
	158	+ if etag_for(request, response, series, str(rebase_period)):
	159	+ return Response(status_code=304)
	160	+ return {"series": out, "rebase_period": rebase_period,
	161	+ "author": "Simon-Pierre Boucher", "contact": "contact@spboucher.ai"}
	162	+
	163	+
	164	+@router.get("/vintages")
	165	+def vintages(
	166	+ geography: str,
	167	+ type: str = "all",
	168	+ period: str \| None = None,
	169	+):
	170	+ """First release vs current vintage per period (revision tracking)."""
	171	+ validate_series(geography, type)
	172	+ fr = data.first_release()
	173	+ if fr is None:
	174	+ raise HTTPException(404, "no vintage history yet")
	175	+ cur = data.series(geography, type).select(
	176	+ "period", "index_smoothed", "data_vintage")
	177	+ j = (
	178	+ fr.filter((pl.col("geography_id") == geography)
	179	+ & (pl.col("property_type") == type))
	180	+ .join(cur, on="period", how="inner")
	181	+ )
	182	+ if period:
	183	+ j = j.filter(pl.col("period") == period)
	184	+ obs = [
	185	+ VintageObservation(
	186	+ period=r["period"],
	187	+ first_release_index_smoothed=round(r["first_release_index_smoothed"], 3),
	188	+ current_index_smoothed=round(r["index_smoothed"], 3),
	189	+ first_release_vintage=r["first_release_vintage"],
	190	+ current_vintage=r["data_vintage"],
	191	+ revision_pct=round((r["index_smoothed"]
	192	+ / r["first_release_index_smoothed"] - 1) * 100, 3),
	193	+ ).model_dump()
	194	+ for r in j.sort("period").iter_rows(named=True)
	195	+ ]
	196	+ return {"geography": geography, "property_type": type, "observations": obs,
	197	+ "author": "Simon-Pierre Boucher", "contact": "contact@spboucher.ai"}

added api/app/routers/liquidity.py +41 −0

		`@@ -0,0 +1,41 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/app/routers/liquidity.py
	6	+# Purpose : Weekly transaction-volume (liquidity) endpoint per series.
	7	+# =============================================================================
	8	+"""Liquidity endpoints."""
	9	+
	10	+from __future__ import annotations
	11	+
	12	+import polars as pl
	13	+from fastapi import APIRouter, HTTPException, Request, Response
	14	+
	15	+from app.deps import etag_for, validate_series
	16	+from app.schemas import LiquidityPoint, LiquidityResponse
	17	+from app.services import data
	18	+
	19	+router = APIRouter()
	20	+
	21	+
	22	+@router.get("/liquidity", response_model=LiquidityResponse)
	23	+def liquidity(request: Request, response: Response,
	24	+ geography: str, type: str = "all"):
	25	+ """Weekly transaction counts for one series."""
	26	+ validate_series(geography, type)
	27	+ df = data.liquidity().filter(
	28	+ (pl.col("geography_id") == geography)
	29	+ & (pl.col("property_type") == type)
	30	+ ).sort("period")
	31	+ if df.height == 0:
	32	+ raise HTTPException(404, "no liquidity data")
	33	+ if etag_for(request, response, geography, type):
	34	+ return Response(status_code=304)
	35	+ return LiquidityResponse(
	36	+ geography=geography,
	37	+ property_type=type,
	38	+ median_monthly_transactions=float(df["transactions"].median()),
	39	+ observations=[LiquidityPoint(period=r["period"], transactions=r["transactions"])
	40	+ for r in df.iter_rows(named=True)],
	41	+ )

added api/app/routers/maps.py +72 −0

		`@@ -0,0 +1,72 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/app/routers/maps.py
	6	+# Purpose : Choropleth data endpoint — one metric across geographies.
	7	+# =============================================================================
	8	+"""Map data endpoints (region choropleth + assessment gap)."""
	9	+
	10	+from __future__ import annotations
	11	+
	12	+import polars as pl
	13	+from fastapi import APIRouter, HTTPException, Query, Request, Response
	14	+
	15	+from app.deps import etag_for
	16	+from app.schemas import MapCell, MapResponse
	17	+from app.services import data
	18	+
	19	+router = APIRouter()
	20	+
	21	+METRICS = {
	22	+ "yoy": "yoy_pct",
	23	+ "six_month": "six_month_pct",
	24	+ "three_month": "three_month_pct",
	25	+ "index_level": "index_smoothed",
	26	+}
	27	+
	28	+
	29	+@router.get("/map", response_model=MapResponse)
	30	+def map_data(
	31	+ request: Request,
	32	+ response: Response,
	33	+ metric: str = Query("yoy", description=f"one of {sorted(METRICS)} or assessment_gap"),
	34	+ level: str = Query("region", pattern="^(region\|municipality)$"),
	35	+ type: str = Query("all"),
	36	+ period: str \| None = None,
	37	+):
	38	+ """One metric per geography for choropleth rendering."""
	39	+ c = data.canonical().filter(
	40	+ (pl.col("geography_level") == level) & (pl.col("property_type") == type))
	41	+ if period is None:
	42	+ period = c.filter(~pl.col("is_partial_month"))["period"].max()
	43	+ if metric == "assessment_gap":
	44	+ gap = data.assessment_gap().filter(
	45	+ (pl.col("property_type") == type) & (pl.col("period") == period)
	46	+ & pl.col("geography_id").str.starts_with("region-" if level == "region" else ""))
	47	+ c_wk = c.filter(pl.col("period") == period).select(
	48	+ "geography_id", "geography_name", "reliability_grade", "transactions")
	49	+ j = c_wk.join(gap, on="geography_id", how="left")
	50	+ cells = [MapCell(geography_id=r["geography_id"],
	51	+ geography_name=r["geography_name"],
	52	+ value=r["median_ratio"],
	53	+ reliability_grade=r["reliability_grade"],
	54	+ transactions=r["transactions"])
	55	+ for r in j.iter_rows(named=True)]
	56	+ else:
	57	+ if metric not in METRICS:
	58	+ raise HTTPException(422, f"metric must be one of {sorted(METRICS)} or assessment_gap")
	59	+ col = METRICS[metric]
	60	+ wk = c.filter(pl.col("period") == period)
	61	+ if wk.height == 0:
	62	+ raise HTTPException(404, f"no data for period {period}")
	63	+ cells = [MapCell(geography_id=r["geography_id"],
	64	+ geography_name=r["geography_name"],
	65	+ value=r[col],
	66	+ reliability_grade=r["reliability_grade"],
	67	+ transactions=r["transactions"])
	68	+ for r in wk.iter_rows(named=True)]
	69	+ if etag_for(request, response, metric, level, type, str(period)):
	70	+ return Response(status_code=304)
	71	+ return MapResponse(metric=metric, level=level, property_type=type,
	72	+ period=str(period), cells=cells)

added api/app/routers/meta.py +41 −0

		`@@ -0,0 +1,41 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/app/routers/meta.py
	6	+# Purpose : /v1/meta and /health endpoints.
	7	+# =============================================================================
	8	+"""Metadata and health endpoints."""
	9	+
	10	+from __future__ import annotations
	11	+
	12	+import polars as pl
	13	+from fastapi import APIRouter
	14	+
	15	+from app.schemas import MetaResponse
	16	+from app.services import data
	17	+
	18	+router = APIRouter()
	19	+
	20	+
	21	+@router.get("/v1/meta", response_model=MetaResponse)
	22	+def meta():
	23	+ c = data.canonical()
	24	+ return MetaResponse(
	25	+ model_version=data.model_version(),
	26	+ data_vintage=data.data_vintage(),
	27	+ series_count=c.select("geography_id", "property_type").unique().height,
	28	+ periods=c["period"].n_unique(),
	29	+ latest_complete_period=str(
	30	+ c.filter(~pl.col("is_partial_month"))["period"].max()),
	31	+ )
	32	+
	33	+
	34	+@router.get("/health")
	35	+def health():
	36	+ try:
	37	+ rows = data.canonical().height
	38	+ return {"status": "ok", "canonical_rows": rows,
	39	+ "data_vintage": data.data_vintage()}
	40	+ except Exception as exc: # pragma: no cover
	41	+ return {"status": "degraded", "error": str(exc)}

added api/app/routers/reports.py +89 −0

		`@@ -0,0 +1,89 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/app/routers/reports.py
	6	+# Purpose : Stats + automatic PDF report endpoints.
	7	+# =============================================================================
	8	+"""Derived statistics and report-generation endpoints."""
	9	+
	10	+from __future__ import annotations
	11	+
	12	+from fastapi import APIRouter, HTTPException, Query, Request, Response
	13	+
	14	+from app.deps import etag_for, validate_series
	15	+from app.services import data, report, stats
	16	+
	17	+router = APIRouter()
	18	+
	19	+
	20	+@router.get("/stats")
	21	+def series_statistics(request: Request, response: Response,
	22	+ geography: str, type: str = "all"):
	23	+ """Rich derived metrics for one series (peak, drawdown, momentum, ...)."""
	24	+ validate_series(geography, type)
	25	+ st = stats.series_stats(geography, type)
	26	+ if not st:
	27	+ raise HTTPException(404, "series too short for statistics")
	28	+ if etag_for(request, response, geography, type, "stats"):
	29	+ return Response(status_code=304)
	30	+ return {"geography": geography, "property_type": type, **st,
	31	+ "author": "Simon-Pierre Boucher", "contact": "contact@spboucher.ai"}
	32	+
	33	+
	34	+@router.get("/stats/overview")
	35	+def statistics_overview(request: Request, response: Response,
	36	+ level: str = Query("region", pattern="^(region\|municipality)$"),
	37	+ type: str = "all"):
	38	+ """One rich row per geography — powers heatmap tables."""
	39	+ if etag_for(request, response, level, type, "overview"):
	40	+ return Response(status_code=304)
	41	+ return {**stats.overview_rows(level, type),
	42	+ "author": "Simon-Pierre Boucher", "contact": "contact@spboucher.ai"}
	43	+
	44	+
	45	+def _parse_specs(series: str) -> list[tuple[str, str]]:
	46	+ specs = []
	47	+ for p in [s.strip() for s in series.split(",") if s.strip()]:
	48	+ try:
	49	+ g, t = p.split(":")
	50	+ except ValueError:
	51	+ raise HTTPException(422, f"bad series spec '{p}' (want geography:type)")
	52	+ validate_series(g, t)
	53	+ specs.append((g, t))
	54	+ if not 1 <= len(specs) <= 5:
	55	+ raise HTTPException(422, "provide 1 to 5 series")
	56	+ return specs
	57	+
	58	+
	59	+@router.get("/report")
	60	+def series_report(
	61	+ series: str = Query(..., description="comma list of geography:type (1-5)"),
	62	+ format: str = Query("pdf", pattern="^(pdf\|json)$"),
	63	+):
	64	+ """Automatic report: one page per series (+ comparison page if several)."""
	65	+ specs = _parse_specs(series)
	66	+ if format == "json":
	67	+ return {f"{g}:{t}": stats.series_stats(g, t) for g, t in specs}
	68	+ pdf = report.build_series_report(specs)
	69	+ fname = "qhpi_report_" + "_".join(f"{g}-{t}" for g, t in specs) + ".pdf"
	70	+ return Response(
	71	+ content=pdf, media_type="application/pdf",
	72	+ headers={
	73	+ "Content-Disposition": f'inline; filename="{fname}"',
	74	+ "Cache-Control": "public, max-age=300",
	75	+ "X-Author": "Simon-Pierre Boucher <contact@spboucher.ai>",
	76	+ })
	77	+
	78	+
	79	+@router.get("/report/market")
	80	+def market_report(type: str = Query("all", pattern="^(all\|unifamilial\|condo\|plex)$")):
	81	+ """Full market report: province, 17-region pulse table, property types."""
	82	+ pdf = report.build_market_report(type)
	83	+ return Response(
	84	+ content=pdf, media_type="application/pdf",
	85	+ headers={
	86	+ "Content-Disposition": f'inline; filename="qhpi_market_report_{type}.pdf"',
	87	+ "Cache-Control": "public, max-age=300",
	88	+ "X-Author": "Simon-Pierre Boucher <contact@spboucher.ai>",
	89	+ })

added api/app/schemas.py +148 −0

		`@@ -0,0 +1,148 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/app/schemas.py
	6	+# Purpose : Pydantic response schemas (monthly v2.1) — uncertainty and
	7	+# reliability are always present, never hidden.
	8	+# =============================================================================
	9	+"""API response schemas — QHPI monthly."""
	10	+
	11	+from __future__ import annotations
	12	+
	13	+from pydantic import BaseModel
	14	+
	15	+AUTHOR = "Simon-Pierre Boucher"
	16	+CONTACT = "contact@spboucher.ai"
	17	+
	18	+
	19	+class Credit(BaseModel):
	20	+ author: str = AUTHOR
	21	+ contact: str = CONTACT
	22	+
	23	+
	24	+class Observation(BaseModel):
	25	+ period: str
	26	+ index: float \| None
	27	+ index_smoothed: float
	28	+ representative_value: float \| None
	29	+ transactions: int
	30	+ effective_sample_size: float \| None
	31	+ monthly_pct: float \| None
	32	+ three_month_pct: float \| None
	33	+ six_month_pct: float \| None
	34	+ yoy_pct: float \| None
	35	+ lower_95: float
	36	+ upper_95: float
	37	+ reliability_grade: str
	38	+ shrinkage_weight: float \| None
	39	+ is_partial_month: bool
	40	+
	41	+
	42	+class SeriesResponse(Credit):
	43	+ geography: str
	44	+ geography_name: str
	45	+ geography_level: str
	46	+ property_type: str
	47	+ frequency: str = "monthly"
	48	+ base_period: str = "2021 average = 100"
	49	+ model_version: str
	50	+ data_vintage: str
	51	+ total_observations: int
	52	+ offset: int = 0
	53	+ limit: int \| None = None
	54	+ observations: list[Observation]
	55	+
	56	+
	57	+class LatestResponse(Credit):
	58	+ geography: str
	59	+ geography_name: str
	60	+ property_type: str
	61	+ frequency: str = "monthly"
	62	+ period: str
	63	+ latest_index: float
	64	+ latest_index_raw: float \| None
	65	+ representative_value: float \| None
	66	+ monthly_change: float \| None
	67	+ three_month_change: float \| None
	68	+ yoy_change: float \| None
	69	+ transactions: int
	70	+ effective_sample_size: float \| None
	71	+ reliability: str
	72	+ lower_95: float
	73	+ upper_95: float
	74	+ is_partial_month: bool
	75	+ model_version: str
	76	+ data_vintage: str
	77	+
	78	+
	79	+class GeographyNode(BaseModel):
	80	+ geography_id: str
	81	+ geography_name: str
	82	+ geography_level: str
	83	+ property_types: list[str]
	84	+
	85	+
	86	+class GeographiesResponse(Credit):
	87	+ data_vintage: str
	88	+ published_series: list[GeographyNode]
	89	+ coverage_matrix_url: str = "/v1/geographies/coverage"
	90	+
	91	+
	92	+class LiquidityPoint(BaseModel):
	93	+ period: str
	94	+ transactions: int
	95	+
	96	+
	97	+class LiquidityResponse(Credit):
	98	+ geography: str
	99	+ property_type: str
	100	+ median_monthly_transactions: float
	101	+ observations: list[LiquidityPoint]
	102	+
	103	+
	104	+class MapCell(BaseModel):
	105	+ geography_id: str
	106	+ geography_name: str
	107	+ value: float \| None
	108	+ reliability_grade: str
	109	+ transactions: int
	110	+
	111	+
	112	+class MapResponse(Credit):
	113	+ metric: str
	114	+ level: str
	115	+ property_type: str
	116	+ period: str
	117	+ cells: list[MapCell]
	118	+
	119	+
	120	+class VintageObservation(BaseModel):
	121	+ period: str
	122	+ first_release_index_smoothed: float
	123	+ current_index_smoothed: float
	124	+ first_release_vintage: str
	125	+ current_vintage: str
	126	+ revision_pct: float
	127	+
	128	+
	129	+class MetaResponse(Credit):
	130	+ name: str = "QHPI — Quebec Housing Price Index (monthly)"
	131	+ model_version: str
	132	+ data_vintage: str
	133	+ frequency: str = "monthly"
	134	+ base_period: str = "2021 average = 100"
	135	+ methodology: str = (
	136	+ "Robust monthly architecture: province paths by rolling-time-dummy "
	137	+ "hedonic (13-month Huber-IRLS windows, mean splice — revision-free); "
	138	+ "liquid cells (≥40 tx/month) estimated directly by local robust "
	139	+ "time-dummy with state-space smoothing; thin cells shrunk toward "
	140	+ "their parent path via a heteroskedastic local-level Kalman model. "
	141	+ "Validated against repeat sales, stratified matched-cell medians, "
	142	+ "downsampling and composition-shock simulations."
	143	+ )
	144	+ methodology_url: str = "/methodology"
	145	+ seasonal_adjustment: str = "NSA (no stable monthly seasonality detected)"
	146	+ series_count: int
	147	+ periods: int
	148	+ latest_complete_period: str

added api/app/services/__init__.py +7 −0

		`@@ -0,0 +1,7 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/app/services/__init__.py
	6	+# Purpose : Services package for the QWHPI API.
	7	+# =============================================================================

added api/app/services/data.py +96 −0

		`@@ -0,0 +1,96 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/app/services/data.py
	6	+# Purpose : Data access layer — canonical parquet lake (source of truth),
	7	+# in-memory cached, vintage-keyed for ETag support.
	8	+# =============================================================================
	9	+"""Data access for the API.
	10	+
	11	+Reads the processed Parquet lake (never raw CSVs). Frames are cached in
	12	+memory and refreshed when the canonical file's mtime changes (the weekly
	13	+scheduler swaps files atomically). ``DATA_DIR`` can be overridden via the
	14	+``QWHPI_DATA_DIR`` environment variable (used by docker-compose).
	15	+"""
	16	+
	17	+from __future__ import annotations
	18	+
	19	+import os
	20	+import threading
	21	+from pathlib import Path
	22	+
	23	+import polars as pl
	24	+
	25	+_REPO_ROOT = Path(__file__).resolve().parents[3]
	26	+DATA_DIR = Path(os.environ.get("QWHPI_DATA_DIR", _REPO_ROOT / "data" / "processed"))
	27	+
	28	+CANONICAL = DATA_DIR / "qhpi_monthly.parquet"
	29	+COVERAGE = DATA_DIR / "coverage_matrix_monthly.parquet"
	30	+LIQUIDITY = DATA_DIR / "monthly_liquidity.parquet"
	31	+ASSESSMENT = DATA_DIR / "assessment_gap_monthly.parquet"
	32	+MUNICIPALITIES = DATA_DIR / "municipalities.parquet"
	33	+FIRST_RELEASE = DATA_DIR / "first_release_monthly.parquet"
	34	+
	35	+_lock = threading.Lock()
	36	+_cache: dict[str, tuple[float, pl.DataFrame]] = {}
	37	+
	38	+
	39	+def _load(path: Path) -> pl.DataFrame:
	40	+ mtime = path.stat().st_mtime
	41	+ with _lock:
	42	+ hit = _cache.get(str(path))
	43	+ if hit and hit[0] == mtime:
	44	+ return hit[1]
	45	+ df = pl.read_parquet(path)
	46	+ _cache[str(path)] = (mtime, df)
	47	+ return df
	48	+
	49	+
	50	+def canonical() -> pl.DataFrame:
	51	+ return _load(CANONICAL)
	52	+
	53	+
	54	+def coverage() -> pl.DataFrame:
	55	+ return _load(COVERAGE)
	56	+
	57	+
	58	+def liquidity() -> pl.DataFrame:
	59	+ return _load(LIQUIDITY)
	60	+
	61	+
	62	+def assessment_gap() -> pl.DataFrame:
	63	+ return _load(ASSESSMENT)
	64	+
	65	+
	66	+def municipalities() -> pl.DataFrame:
	67	+ return _load(MUNICIPALITIES)
	68	+
	69	+
	70	+def first_release() -> pl.DataFrame \| None:
	71	+ return _load(FIRST_RELEASE) if FIRST_RELEASE.exists() else None
	72	+
	73	+
	74	+def data_vintage() -> str:
	75	+ return str(canonical()["data_vintage"][0])
	76	+
	77	+
	78	+def model_version() -> str:
	79	+ return str(canonical()["model_version"][0])
	80	+
	81	+
	82	+def series(geography: str, property_type: str,
	83	+ period_from: str \| None = None, period_to: str \| None = None) -> pl.DataFrame:
	84	+ df = canonical().filter(
	85	+ (pl.col("geography_id") == geography)
	86	+ & (pl.col("property_type") == property_type)
	87	+ )
	88	+ if period_from:
	89	+ df = df.filter(pl.col("period") >= period_from)
	90	+ if period_to and period_to != "latest":
	91	+ df = df.filter(pl.col("period") <= period_to)
	92	+ return df.sort("period")
	93	+
	94	+
	95	+def geography_ids() -> list[str]:
	96	+ return canonical()["geography_id"].unique().sort().to_list()

added api/app/services/report.py +345 −0

		`@@ -0,0 +1,345 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/app/services/report.py
	6	+# Purpose : Automatic PDF report generation — single series, multi-series
	7	+# comparison, and full market report (matplotlib, palette-styled).
	8	+# =============================================================================
	9	+"""PDF report factory.
	10	+
	11	+Every report is generated on demand from the canonical monthly parquet:
	12	+- series report ....... hero metrics grid, index chart with CI band, dollar
	13	+ value chart, volume bars, growth & risk table
	14	+- comparison page ..... rebased multi-series chart + side-by-side table
	15	+- market report ....... Quebec overview, regional heatmap table, type panel
	16	+
	17	+Styling matches the dashboard palette; every page carries the author credit.
	18	+"""
	19	+
	20	+from __future__ import annotations
	21	+
	22	+import io
	23	+from datetime import date
	24	+
	25	+import matplotlib
	26	+
	27	+matplotlib.use("Agg")
	28	+import matplotlib.pyplot as plt # noqa: E402
	29	+import numpy as np # noqa: E402
	30	+import polars as pl # noqa: E402
	31	+from matplotlib.backends.backend_pdf import PdfPages # noqa: E402
	32	+
	33	+from app.services import data, stats # noqa: E402
	34	+
	35	+# Palette (mirrors web/styles/globals.css light mode)
	36	+BLUE, ORANGE, AQUA, YELLOW, MAGENTA = "#2a78d6", "#eb6834", "#1baf7a", "#eda100", "#e87ba4"
	37	+SERIES_COLORS = [BLUE, ORANGE, AQUA, YELLOW, MAGENTA]
	38	+INK, INK2, MUTED = "#0b0b0b", "#52514e", "#8a887f"
	39	+SURFACE, BORDER, BAND = "#fcfcfb", "#dddcd6", (42 / 255, 120 / 255, 214 / 255, 0.14)
	40	+GOOD, BAD = "#008300", "#e34948"
	41	+
	42	+plt.rcParams.update({
	43	+ "figure.facecolor": SURFACE, "axes.facecolor": SURFACE,
	44	+ "axes.edgecolor": BORDER, "axes.grid": True, "grid.color": BORDER,
	45	+ "grid.linestyle": ":", "grid.linewidth": 0.7,
	46	+ "axes.spines.top": False, "axes.spines.right": False,
	47	+ "text.color": INK, "axes.labelcolor": INK2,
	48	+ "xtick.color": INK2, "ytick.color": INK2, "font.size": 9,
	49	+})
	50	+
	51	+PAGE = (8.27, 11.69) # A4 portrait
	52	+
	53	+
	54	+def _fmt_pct(v, plus=True):
	55	+ if v is None:
	56	+ return "—"
	57	+ s = f"{v:+.2f}%" if plus else f"{v:.2f}%"
	58	+ return s
	59	+
	60	+
	61	+def _fmt_money(v):
	62	+ return "—" if v is None else f"${v:,.0f}"
	63	+
	64	+
	65	+def _footer(fig, page_note=""):
	66	+ fig.text(0.05, 0.02, "QHPI — Quebec Housing Price Index · Simon-Pierre Boucher · contact@spboucher.ai",
	67	+ fontsize=7, color=MUTED)
	68	+ fig.text(0.95, 0.02, page_note, fontsize=7, color=MUTED, ha="right")
	69	+
	70	+
	71	+def _title_block(fig, title, subtitle):
	72	+ fig.text(0.05, 0.955, title, fontsize=19, fontweight="bold", color=INK)
	73	+ fig.text(0.05, 0.928, subtitle, fontsize=9.5, color=INK2)
	74	+ fig.add_artist(plt.Line2D([0.05, 0.95], [0.915, 0.915],
	75	+ color=BORDER, lw=1, transform=fig.transFigure))
	76	+
	77	+
	78	+def _metric_cells(fig, y_top, items, ncols=4):
	79	+ """Grid of metric tiles: items = [(label, value, color?)]"""
	80	+ n = len(items)
	81	+ nrows = (n + ncols - 1) // ncols
	82	+ w = 0.9 / ncols
	83	+ h = 0.055
	84	+ for i, item in enumerate(items):
	85	+ label, value = item[0], item[1]
	86	+ color = item[2] if len(item) > 2 else INK
	87	+ r, c = divmod(i, ncols)
	88	+ x = 0.05 + c * w
	89	+ y = y_top - r * (h + 0.018)
	90	+ fig.text(x, y, label.upper(), fontsize=6.7, color=MUTED)
	91	+ fig.text(x, y - 0.026, value, fontsize=13, fontweight="bold", color=color)
	92	+ return y_top - nrows * (h + 0.018)
	93	+
	94	+
	95	+def _delta_color(v):
	96	+ if v is None:
	97	+ return INK
	98	+ return GOOD if v >= 0 else BAD
	99	+
	100	+
	101	+def _index_axes(ax, df, unit="points", legend=True):
	102	+ periods = df["period"].to_list()
	103	+ x = np.arange(len(periods))
	104	+ k = 1.0
	105	+ if unit == "dollars":
	106	+ row = df.filter(pl.col("representative_value").is_not_null())
	107	+ k = row["representative_value"][0] / row["index_smoothed"][0]
	108	+ smoothed = df["index_smoothed"].to_numpy() * k
	109	+ lo = df["lower_95"].to_numpy() * k
	110	+ hi = df["upper_95"].to_numpy() * k
	111	+ raw = df["index"].to_numpy() * k
	112	+ ax.fill_between(x, lo, hi, color=BAND, label="95% CI", linewidth=0)
	113	+ ax.plot(x, raw, color=BLUE, alpha=0.35, lw=0.8, label="raw monthly")
	114	+ ax.plot(x, smoothed, color=BLUE, lw=1.9, label="index (smoothed)")
	115	+ pad = (smoothed.max() - smoothed.min()) * 0.15 or 1
	116	+ ax.set_ylim(min(smoothed.min(), np.nanmin(raw)) - pad,
	117	+ max(smoothed.max(), np.nanmax(raw)) + pad)
	118	+ step = max(1, len(x) // 8)
	119	+ ax.set_xticks(x[::step], [p for p in periods[::step]], fontsize=7.5)
	120	+ if unit == "dollars":
	121	+ ax.yaxis.set_major_formatter(lambda v, _: f"${v / 1000:.0f}k")
	122	+ if legend:
	123	+ ax.legend(loc="upper left", fontsize=7.5, frameon=False)
	124	+
	125	+
	126	+def _volume_axes(ax, df):
	127	+ x = np.arange(df.height)
	128	+ ax.bar(x, df["transactions"].to_numpy(), color=BLUE, alpha=0.55, width=0.85)
	129	+ ax.set_xticks([])
	130	+ ax.tick_params(labelsize=6.5)
	131	+ ax.set_title("Transactions per month", fontsize=8, loc="left", color=INK2)
	132	+
	133	+
	134	+def _series_page(pdf, gid, ptype):
	135	+ df = data.series(gid, ptype).filter(~pl.col("is_partial_month"))
	136	+ st = stats.series_stats(gid, ptype)
	137	+ name = df["geography_name"][0]
	138	+ fig = plt.figure(figsize=PAGE)
	139	+ _title_block(fig, f"{name} — {ptype}",
	140	+ f"Monthly housing price index · base 2021 = 100 · data to {st['period']} · "
	141	+ f"reliability {st['reliability_grade']} · generated {date.today().isoformat()}")
	142	+
	143	+ y = _metric_cells(fig, 0.875, [
	144	+ ("Index", f"{st['index']:.1f}"),
	145	+ ("Dollar value", _fmt_money(st["representative_value"])),
	146	+ ("1 month", _fmt_pct(st["monthly_pct"]), _delta_color(st["monthly_pct"])),
	147	+ ("Year over year", _fmt_pct(st["yoy_pct"]), _delta_color(st["yoy_pct"])),
	148	+ ("3 months", _fmt_pct(st["three_month_pct"]), _delta_color(st["three_month_pct"])),
	149	+ ("6 months", _fmt_pct(st["six_month_pct"]), _delta_color(st["six_month_pct"])),
	150	+ ("Since 2021", _fmt_pct(st["since_2021_pct"]), _delta_color(st["since_2021_pct"])),
	151	+ ("CAGR", _fmt_pct(st["cagr_pct"]), _delta_color(st["cagr_pct"])),
	152	+ ("Peak", f"{st['peak_index']:.1f} ({st['peak_period']})"),
	153	+ ("Vs peak", _fmt_pct(st["drawdown_pct"]),
	154	+ GOOD if st["at_record_high"] else BAD),
	155	+ ("Volatility (12m)", _fmt_pct(st["volatility_12m_pct"], plus=False)),
	156	+ ("Momentum (3m ann.)", _fmt_pct(st["momentum_3m_ann_pct"]),
	157	+ _delta_color(st["momentum_3m_ann_pct"])),
	158	+ ("Sales (12m)", f"{st['volume_12m']:,}"),
	159	+ ("Volume YoY", _fmt_pct(st["volume_yoy_pct"]),
	160	+ _delta_color(st["volume_yoy_pct"])),
	161	+ ("$ volume (12m, est.)", f"${st['dollar_volume_12m'] / 1e6:,.0f}M"),
	162	+ ("YoY rank", f"{st['yoy_rank']}/{st['yoy_rank_of']}" if st["yoy_rank"] else "—"),
	163	+ ])
	164	+
	165	+ del y # metrics grid occupies down to ~0.56; charts use fixed slots
	166	+ ax1 = fig.add_axes([0.07, 0.345, 0.87, 0.185])
	167	+ _index_axes(ax1, df)
	168	+ ax1.set_title("Index (2021 = 100) with 95% confidence band",
	169	+ fontsize=9, loc="left", color=INK2)
	170	+
	171	+ ax2 = fig.add_axes([0.07, 0.125, 0.87, 0.165])
	172	+ _index_axes(ax2, df, unit="dollars", legend=False)
	173	+ ax2.set_title("Representative dollar value (fixed 2021 basket)",
	174	+ fontsize=9, loc="left", color=INK2)
	175	+
	176	+ ax3 = fig.add_axes([0.07, 0.042, 0.87, 0.05])
	177	+ _volume_axes(ax3, df)
	178	+
	179	+ _footer(fig, f"{gid}:{ptype}")
	180	+ pdf.savefig(fig)
	181	+ plt.close(fig)
	182	+
	183	+
	184	+def _comparison_page(pdf, specs):
	185	+ fig = plt.figure(figsize=PAGE)
	186	+ _title_block(fig, "Comparison", "All series rebased to 100 at the first common month")
	187	+ frames = {}
	188	+ for gid, ptype in specs:
	189	+ frames[(gid, ptype)] = data.series(gid, ptype).filter(~pl.col("is_partial_month"))
	190	+ common = sorted(set.intersection(*[set(f["period"].to_list()) for f in frames.values()]))
	191	+ base_p = common[0]
	192	+
	193	+ ax = fig.add_axes([0.07, 0.45, 0.87, 0.42])
	194	+ rows = []
	195	+ for i, ((gid, ptype), f) in enumerate(frames.items()):
	196	+ f = f.filter(pl.col("period").is_in(common)).sort("period")
	197	+ idx = f["index_smoothed"].to_numpy()
	198	+ rebased = idx / idx[0] * 100
	199	+ x = np.arange(len(common))
	200	+ name = f["geography_name"][0]
	201	+ ax.plot(x, rebased, color=SERIES_COLORS[i % 5], lw=1.9, label=f"{name} · {ptype}")
	202	+ st = stats.series_stats(gid, ptype)
	203	+ rows.append([f"{name} · {ptype}", f"{st['index']:.1f}",
	204	+ _fmt_pct(st["yoy_pct"]), _fmt_pct(st["since_2021_pct"]),
	205	+ _fmt_money(st["representative_value"]), st["reliability_grade"]])
	206	+ step = max(1, len(common) // 8)
	207	+ ax.set_xticks(np.arange(len(common))[::step], common[::step], fontsize=7.5)
	208	+ ax.legend(loc="upper left", fontsize=8, frameon=False)
	209	+ ax.set_title(f"Rebased to 100 at {base_p}", fontsize=9, loc="left", color=INK2)
	210	+
	211	+ tbl_ax = fig.add_axes([0.07, 0.13, 0.87, 0.24])
	212	+ tbl_ax.axis("off")
	213	+ table = tbl_ax.table(
	214	+ cellText=rows,
	215	+ colLabels=["Series", "Index", "YoY", "Since 2021", "$ value", "Grade"],
	216	+ loc="upper center", cellLoc="center")
	217	+ table.auto_set_font_size(False)
	218	+ table.set_fontsize(8.5)
	219	+ table.scale(1, 1.6)
	220	+ for (r, c), cell in table.get_celld().items():
	221	+ cell.set_edgecolor(BORDER)
	222	+ if r == 0:
	223	+ cell.set_text_props(color=INK2, fontweight="bold")
	224	+ cell.set_facecolor("#f0efec")
	225	+ _footer(fig, "comparison")
	226	+ pdf.savefig(fig)
	227	+ plt.close(fig)
	228	+
	229	+
	230	+def build_series_report(specs: list[tuple[str, str]]) -> bytes:
	231	+ buf = io.BytesIO()
	232	+ with PdfPages(buf) as pdf:
	233	+ for gid, ptype in specs:
	234	+ _series_page(pdf, gid, ptype)
	235	+ if len(specs) > 1:
	236	+ _comparison_page(pdf, specs)
	237	+ meta = pdf.infodict()
	238	+ meta["Title"] = "QHPI report — " + ", ".join(f"{g}:{t}" for g, t in specs)
	239	+ meta["Author"] = "Simon-Pierre Boucher <contact@spboucher.ai>"
	240	+ return buf.getvalue()
	241	+
	242	+
	243	+def build_market_report(ptype: str = "all") -> bytes:
	244	+ buf = io.BytesIO()
	245	+ with PdfPages(buf) as pdf:
	246	+ # Page 1 — province
	247	+ _series_page(pdf, "quebec", ptype)
	248	+
	249	+ # Page 2 — regional heatmap table
	250	+ ov = stats.overview_rows("region", ptype)
	251	+ fig = plt.figure(figsize=PAGE)
	252	+ _title_block(fig, "Regions — market pulse",
	253	+ f"All 17 administrative regions · {ptype} · month of {ov['period']}")
	254	+ rows, colors = [], []
	255	+ vals = [r["yoy_pct"] for r in ov["rows"] if r["yoy_pct"] is not None]
	256	+ lo, hi = min(vals), max(vals)
	257	+
	258	+ def heat(v):
	259	+ if v is None:
	260	+ return SURFACE
	261	+ t = 0.5 if hi == lo else (v - lo) / (hi - lo)
	262	+ ramp = ["#cde2fb", "#9ec5f4", "#6da7ec", "#3987e5", "#256abf"]
	263	+ return ramp[min(4, int(t * 5))]
	264	+
	265	+ for r in ov["rows"]:
	266	+ rows.append([r["geography_name"][:28], f"{r['index']:.1f}",
	267	+ _fmt_pct(r["monthly_pct"]), _fmt_pct(r["three_month_pct"]),
	268	+ _fmt_pct(r["six_month_pct"]), _fmt_pct(r["yoy_pct"]),
	269	+ _fmt_pct(r["drawdown_pct"]), f"{r['volume_12m']:,}",
	270	+ r["reliability_grade"]])
	271	+ colors.append(heat(r["yoy_pct"]))
	272	+ ax = fig.add_axes([0.05, 0.44, 0.9, 0.44])
	273	+ ax.axis("off")
	274	+ widths = [0.26] + [0.0925] * 8
	275	+ table = ax.table(
	276	+ cellText=rows,
	277	+ colLabels=["Region", "Index", "1m", "3m", "6m", "YoY", "Vs peak", "Sales 12m", "Grade"],
	278	+ loc="upper center", cellLoc="center", colWidths=widths)
	279	+ table.auto_set_font_size(False)
	280	+ table.set_fontsize(7.6)
	281	+ table.scale(1, 1.45)
	282	+ for (r, c), cell in table.get_celld().items():
	283	+ cell.set_edgecolor(BORDER)
	284	+ if c == 0:
	285	+ cell.set_text_props(ha="left")
	286	+ cell.PAD = 0.02
	287	+ if r == 0:
	288	+ cell.set_text_props(color=INK2, fontweight="bold",
	289	+ ha="left" if c == 0 else "center")
	290	+ cell.set_facecolor("#f0efec")
	291	+ elif c == 5:
	292	+ cell.set_facecolor(colors[r - 1])
	293	+ if colors[r - 1] in ("#256abf", "#3987e5"):
	294	+ cell.set_text_props(color="white")
	295	+ fig.text(0.05, 0.415, "YoY column shaded by appreciation (sequential blue ramp).",
	296	+ fontsize=7.5, color=MUTED)
	297	+
	298	+ # YoY horizontal bars under the table
	299	+ axb = fig.add_axes([0.30, 0.075, 0.62, 0.30])
	300	+ names = [r["geography_name"] for r in ov["rows"]][::-1]
	301	+ yoys = [r["yoy_pct"] or 0 for r in ov["rows"]][::-1]
	302	+ axb.barh(np.arange(len(names)), yoys,
	303	+ color=[heat(v) for v in yoys], height=0.72)
	304	+ axb.set_yticks(np.arange(len(names)), names, fontsize=7)
	305	+ axb.set_title("Year-over-year appreciation (%)", fontsize=9,
	306	+ loc="left", color=INK2)
	307	+ axb.tick_params(axis="x", labelsize=7)
	308	+ _footer(fig, "regions")
	309	+ pdf.savefig(fig)
	310	+ plt.close(fig)
	311	+
	312	+ # Page 3 — property types (province)
	313	+ fig = plt.figure(figsize=PAGE)
	314	+ _title_block(fig, "Property types — province",
	315	+ "Unifamilial, condo and plex indexes (2021 = 100)")
	316	+ ax = fig.add_axes([0.07, 0.52, 0.87, 0.36])
	317	+ for i, t in enumerate(["unifamilial", "condo", "plex"]):
	318	+ f = data.series("quebec", t).filter(~pl.col("is_partial_month")).sort("period")
	319	+ x = np.arange(f.height)
	320	+ ax.plot(x, f["index_smoothed"].to_numpy(), color=SERIES_COLORS[i],
	321	+ lw=1.9, label=t)
	322	+ periods = f["period"].to_list()
	323	+ step = max(1, len(periods) // 8)
	324	+ ax.set_xticks(np.arange(len(periods))[::step], periods[::step], fontsize=7.5)
	325	+ ax.legend(loc="upper left", fontsize=8.5, frameon=False)
	326	+
	327	+ fig.text(0.07, 0.42, "Method", fontsize=11, fontweight="bold")
	328	+ fig.text(0.07, 0.20,
	329	+ "Robust monthly architecture: province paths estimated by rolling-time-dummy hedonic\n"
	330	+ "regressions (13-month Huber-weighted windows, mean-splice linking — the published\n"
	331	+ "history never revises); liquid cells (≥40 transactions/month) estimated directly by a\n"
	332	+ "local robust time-dummy; thin cells shrunk toward their parent path by a heteroskedastic\n"
	333	+ "local-level Kalman filter. Validated against repeat sales, stratified matched-cell\n"
	334	+ "medians, downsampling and composition-shock simulations. Variables with time-correlated\n"
	335	+ "missingness are excluded by rule. All series NSA, base 2021 average = 100.\n\n"
	336	+ "Full methodology: www.indexqc.house/methodology",
	337	+ fontsize=8.5, color=INK2, va="bottom")
	338	+ _footer(fig, "types & method")
	339	+ pdf.savefig(fig)
	340	+ plt.close(fig)
	341	+
	342	+ meta = pdf.infodict()
	343	+ meta["Title"] = f"QHPI market report — {ptype}"
	344	+ meta["Author"] = "Simon-Pierre Boucher <contact@spboucher.ai>"
	345	+ return buf.getvalue()

added api/app/services/stats.py +164 −0

		`@@ -0,0 +1,164 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/app/services/stats.py
	6	+# Purpose : Rich derived metrics per series — peak/drawdown, momentum,
	7	+# volatility, CAGR, ranks, volumes, assessment gap.
	8	+# =============================================================================
	9	+"""Derived series statistics.
	10	+
	11	+Everything is computed from the canonical monthly parquet (complete months
	12	+only). Definitions:
	13	+
	14	+- peak / drawdown ....... max of index_smoothed; % below it now
	15	+- since_2021_pct ........ latest index − 100 (base = 2021 average)
	16	+- cagr_pct .............. annualized log growth from the first 12-month mean
	17	+ to the latest 12-month mean
	18	+- volatility_12m_pct .... SD of the last 12 monthly log changes (monthly, %)
	19	+- momentum_3m_ann_pct ... last 3-month log growth, annualized
	20	+- yoy_rank .............. rank of YoY among geographies of the same level
	21	+ and property type (1 = fastest)
	22	+- volume_12m / volume_prev_12m / volume_yoy_pct
	23	+- dollar_volume_12m ..... Σ transactions × representative value (estimate)
	24	+- assessment_gap ........ latest median sale/assessment ratio (region &
	25	+ province only)
	26	+"""
	27	+
	28	+from __future__ import annotations
	29	+
	30	+import math
	31	+
	32	+import numpy as np
	33	+import polars as pl
	34	+
	35	+from app.services import data
	36	+
	37	+
	38	+def _complete(gid: str, ptype: str) -> pl.DataFrame:
	39	+ return data.series(gid, ptype).filter(~pl.col("is_partial_month"))
	40	+
	41	+
	42	+def series_stats(gid: str, ptype: str) -> dict:
	43	+ df = _complete(gid, ptype)
	44	+ if df.height < 14:
	45	+ return {}
	46	+ idx = df["index_smoothed"].to_numpy()
	47	+ periods = df["period"].to_list()
	48	+ li = np.log(idx)
	49	+
	50	+ peak_i = int(np.argmax(idx))
	51	+ latest = float(idx[-1])
	52	+ peak = float(idx[peak_i])
	53	+ drawdown = (latest / peak - 1) * 100
	54	+ months_since_peak = len(idx) - 1 - peak_i
	55	+
	56	+ first12 = float(np.mean(li[:12]))
	57	+ last12 = float(np.mean(li[-12:]))
	58	+ years = (len(li) - 12) / 12
	59	+ cagr = (math.exp((last12 - first12) / max(years, 1e-9)) - 1) * 100
	60	+
	61	+ d = np.diff(li)
	62	+ vol12 = float(np.std(d[-12:])) * 100
	63	+ mom3 = (math.exp((li[-1] - li[-4]) * 4) - 1) * 100
	64	+
	65	+ tx = df["transactions"].to_numpy().astype(float)
	66	+ rep = df["representative_value"].to_numpy()
	67	+ vol_12m = float(np.nansum(tx[-12:]))
	68	+ vol_prev = float(np.nansum(tx[-24:-12])) if len(tx) >= 24 else None
	69	+ volume_yoy = ((vol_12m / vol_prev - 1) * 100) if vol_prev else None
	70	+ dollar_12m = float(np.nansum(tx[-12:] * np.nan_to_num(rep[-12:])))
	71	+
	72	+ last = df.row(df.height - 1, named=True)
	73	+
	74	+ # Rank among same level × type on YoY.
	75	+ level = last["geography_level"]
	76	+ peers = (
	77	+ data.canonical()
	78	+ .filter((pl.col("geography_level") == level)
	79	+ & (pl.col("property_type") == ptype)
	80	+ & (pl.col("period") == last["period"]))
	81	+ .sort("yoy_pct", descending=True, nulls_last=True)
	82	+ )
	83	+ ids = peers["geography_id"].to_list()
	84	+ rank = (ids.index(gid) + 1) if gid in ids else None
	85	+
	86	+ # Assessment gap (province & regions).
	87	+ gap = None
	88	+ gap_df = data.assessment_gap().filter(
	89	+ (pl.col("geography_id") == gid) & (pl.col("property_type") == ptype))
	90	+ if gap_df.height:
	91	+ gap = float(gap_df.sort("period")["median_ratio"][-1])
	92	+
	93	+ hist12 = df.tail(24)
	94	+ return {
	95	+ "period": last["period"],
	96	+ "index": round(latest, 2),
	97	+ "representative_value": last["representative_value"],
	98	+ "lower_95": round(last["lower_95"], 2),
	99	+ "upper_95": round(last["upper_95"], 2),
	100	+ "reliability_grade": last["reliability_grade"],
	101	+ "monthly_pct": last["monthly_pct"],
	102	+ "three_month_pct": last["three_month_pct"],
	103	+ "six_month_pct": last["six_month_pct"],
	104	+ "yoy_pct": last["yoy_pct"],
	105	+ "since_2021_pct": round(latest - 100, 2),
	106	+ "cagr_pct": round(cagr, 2),
	107	+ "peak_index": round(peak, 2),
	108	+ "peak_period": periods[peak_i],
	109	+ "drawdown_pct": round(drawdown, 2),
	110	+ "months_since_peak": months_since_peak,
	111	+ "at_record_high": bool(months_since_peak == 0),
	112	+ "volatility_12m_pct": round(vol12, 2),
	113	+ "momentum_3m_ann_pct": round(mom3, 2),
	114	+ "yoy_rank": rank,
	115	+ "yoy_rank_of": len(ids),
	116	+ "volume_12m": int(vol_12m),
	117	+ "volume_yoy_pct": round(volume_yoy, 2) if volume_yoy is not None else None,
	118	+ "dollar_volume_12m": int(dollar_12m),
	119	+ "assessment_gap": gap,
	120	+ "effective_sample_size": last["effective_sample_size"],
	121	+ "spark": [round(v, 2) for v in hist12["index_smoothed"].to_list()],
	122	+ }
	123	+
	124	+
	125	+def overview(level: str = "region", ptype: str = "all") -> list[dict]:
	126	+ """One rich row per geography of a level — powers the heatmap table."""
	127	+ c = data.canonical().filter(
	128	+ (pl.col("geography_level") == level)
	129	+ & (pl.col("property_type") == ptype)
	130	+ & (~pl.col("is_partial_month")))
	131	+ latest_period = c["period"].max()
	132	+ out = []
	133	+ for gid in c["geography_id"].unique().sort().to_list():
	134	+ df = c.filter(pl.col("geography_id") == gid).sort("period")
	135	+ if df.height < 14:
	136	+ continue
	137	+ idx = df["index_smoothed"].to_numpy()
	138	+ peak = float(np.max(idx))
	139	+ last = df.row(df.height - 1, named=True)
	140	+ tx = df["transactions"].to_numpy().astype(float)
	141	+ out.append({
	142	+ "geography_id": gid,
	143	+ "geography_name": last["geography_name"],
	144	+ "period": last["period"],
	145	+ "index": round(float(idx[-1]), 1),
	146	+ "monthly_pct": last["monthly_pct"],
	147	+ "three_month_pct": last["three_month_pct"],
	148	+ "six_month_pct": last["six_month_pct"],
	149	+ "yoy_pct": last["yoy_pct"],
	150	+ "since_2021_pct": round(float(idx[-1]) - 100, 1),
	151	+ "drawdown_pct": round((float(idx[-1]) / peak - 1) * 100, 2),
	152	+ "at_record_high": bool(np.argmax(idx) == len(idx) - 1),
	153	+ "volume_12m": int(np.nansum(tx[-12:])),
	154	+ "representative_value": last["representative_value"],
	155	+ "reliability_grade": last["reliability_grade"],
	156	+ "spark": [round(v, 2) for v in df["index_smoothed"].tail(24).to_list()],
	157	+ })
	158	+ return sorted(out, key=lambda r: -(r["yoy_pct"] or -999)), latest_period
	159	+
	160	+
	161	+def overview_rows(level: str = "region", ptype: str = "all") -> dict:
	162	+ rows, latest_period = overview(level, ptype)
	163	+ return {"level": level, "property_type": ptype,
	164	+ "period": latest_period, "rows": rows}

added api/pyproject.toml +31 −0

		`@@ -0,0 +1,31 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/pyproject.toml
	6	+# Purpose : Package metadata and dependencies for the QWHPI API service.
	7	+# =============================================================================
	8	+
	9	+[project]
	10	+name = "qwhpi-api"
	11	+version = "0.1.0"
	12	+description = "Quebec Weekly Housing Price Index — API service"
	13	+authors = [{ name = "Simon-Pierre Boucher", email = "contact@spboucher.ai" }]
	14	+requires-python = ">=3.12"
	15	+dependencies = [
	16	+ "fastapi>=0.110",
	17	+ "uvicorn>=0.29",
	18	+ "polars>=1.0",
	19	+ "pydantic>=2.7",
	20	+ "psycopg[binary]>=3.1; extra == 'postgres'",
	21	+]
	22	+
	23	+[project.optional-dependencies]
	24	+dev = ["pytest>=8", "httpx>=0.27"]
	25	+
	26	+[build-system]
	27	+requires = ["hatchling"]
	28	+build-backend = "hatchling.build"
	29	+
	30	+[tool.hatch.build.targets.wheel]
	31	+packages = ["app"]

added api/tests/test_api.py +136 −0

		`@@ -0,0 +1,136 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : api/tests/test_api.py
	6	+# Purpose : API tests (monthly v2.1) — every router, ETag / CSV / pagination.
	7	+# =============================================================================
	8	+"""API test suite (runs against the real canonical monthly parquet)."""
	9	+
	10	+from __future__ import annotations
	11	+
	12	+import sys
	13	+from pathlib import Path
	14	+
	15	+sys.path.insert(0, str(Path(__file__).resolve().parents[1]))
	16	+
	17	+from fastapi.testclient import TestClient
	18	+
	19	+from app.main import app
	20	+
	21	+client = TestClient(app)
	22	+
	23	+
	24	+def test_health():
	25	+ r = client.get("/health")
	26	+ assert r.status_code == 200
	27	+ assert r.json()["status"] == "ok"
	28	+
	29	+
	30	+def test_meta_credits_author_and_monthly():
	31	+ r = client.get("/v1/meta")
	32	+ assert r.status_code == 200
	33	+ body = r.json()
	34	+ assert body["author"] == "Simon-Pierre Boucher"
	35	+ assert body["contact"] == "contact@spboucher.ai"
	36	+ assert body["frequency"] == "monthly"
	37	+ assert body["series_count"] > 100
	38	+ assert body["periods"] >= 60
	39	+
	40	+
	41	+def test_index_series_full():
	42	+ r = client.get("/v1/index", params={"geography": "quebec-city", "type": "condo"})
	43	+ assert r.status_code == 200
	44	+ body = r.json()
	45	+ assert body["frequency"] == "monthly"
	46	+ obs = body["observations"]
	47	+ assert len(obs) == body["total_observations"] >= 60
	48	+ last = obs[-1]
	49	+ for key in ("lower_95", "upper_95", "reliability_grade", "transactions",
	50	+ "monthly_pct", "yoy_pct"):
	51	+ assert key in last # uncertainty is never hidden
	52	+
	53	+
	54	+def test_index_pagination():
	55	+ r = client.get("/v1/index", params={"geography": "quebec", "type": "all",
	56	+ "limit": 10, "offset": 5})
	57	+ body = r.json()
	58	+ assert len(body["observations"]) == 10
	59	+ assert body["offset"] == 5
	60	+
	61	+
	62	+def test_index_csv_export():
	63	+ r = client.get("/v1/index", params={"geography": "montreal", "type": "condo",
	64	+ "format": "csv"})
	65	+ assert r.status_code == 200
	66	+ assert r.headers["content-type"].startswith("text/csv")
	67	+ assert r.text.splitlines()[0].startswith("period")
	68	+
	69	+
	70	+def test_index_etag_304():
	71	+ r1 = client.get("/v1/index/latest", params={"geography": "quebec", "type": "all"})
	72	+ etag = r1.headers.get("etag")
	73	+ assert etag
	74	+ r2 = client.get("/v1/index/latest", params={"geography": "quebec", "type": "all"},
	75	+ headers={"If-None-Match": etag})
	76	+ assert r2.status_code == 304
	77	+
	78	+
	79	+def test_latest_excludes_partial_month():
	80	+ r = client.get("/v1/index/latest", params={"geography": "quebec", "type": "all"})
	81	+ body = r.json()
	82	+ assert body["is_partial_month"] is False
	83	+ assert body["reliability"] in "ABCDE"
	84	+ assert body["period"] >= "2026-06"
	85	+
	86	+
	87	+def test_unknown_geography_404():
	88	+ r = client.get("/v1/index", params={"geography": "atlantis", "type": "all"})
	89	+ assert r.status_code == 404
	90	+
	91	+
	92	+def test_bad_type_422():
	93	+ r = client.get("/v1/index", params={"geography": "quebec", "type": "castle"})
	94	+ assert r.status_code == 422
	95	+
	96	+
	97	+def test_geographies_hierarchy():
	98	+ r = client.get("/v1/geographies")
	99	+ body = r.json()
	100	+ levels = {g["geography_level"] for g in body["published_series"]}
	101	+ assert levels == {"province", "region", "municipality"}
	102	+
	103	+
	104	+def test_coverage_matrix():
	105	+ r = client.get("/v1/geographies/coverage", params={"status": "published"})
	106	+ assert r.status_code == 200
	107	+ assert len(r.json()["coverage"]) > 0
	108	+
	109	+
	110	+def test_liquidity():
	111	+ r = client.get("/v1/liquidity", params={"geography": "montreal", "type": "condo"})
	112	+ body = r.json()
	113	+ assert body["median_monthly_transactions"] > 400
	114	+
	115	+
	116	+def test_compare_with_rebase():
	117	+ r = client.get("/v1/compare", params={
	118	+ "series": "montreal:condo,quebec-city:condo",
	119	+ "rebase_period": "2022-01"})
	120	+ body = r.json()
	121	+ assert set(body["series"]) == {"montreal:condo", "quebec-city:condo"}
	122	+ for obs in body["series"].values():
	123	+ first = [o for o in obs if o["period"] == "2022-01"][0]
	124	+ assert abs(first["index_smoothed"] - 100.0) < 1e-6
	125	+
	126	+
	127	+def test_map_region_yoy():
	128	+ r = client.get("/v1/map", params={"metric": "yoy", "level": "region"})
	129	+ body = r.json()
	130	+ assert len(body["cells"]) == 17
	131	+
	132	+
	133	+def test_vintages():
	134	+ r = client.get("/v1/vintages", params={"geography": "quebec", "type": "all"})
	135	+ assert r.status_code == 200
	136	+ assert len(r.json()["observations"]) >= 60

added data/external/SDA_SOURCE.md +32 −0

		`@@ -0,0 +1,32 @@`
	1	+<!--
	2	+=============================================================================
	3	+QWHPI — Quebec Weekly Housing Price Index
	4	+Author : Simon-Pierre Boucher
	5	+Contact : contact@spboucher.ai
	6	+File : data/external/SDA_SOURCE.md
	7	+Purpose : Provenance record for the authoritative boundary dataset.
	8	+=============================================================================
	9	+-->
	10	+
	11	+# Boundary dataset provenance — SDA 1/20 000
	12	+
	13	+- Dataset: Découpages administratifs à l'échelle 1/20 000 (SDA)
	14	+- Producer: Gouvernement du Québec — Ministère des Ressources naturelles
	15	+ et des Forêts (MRNF), Registre du domaine de l'État
	16	+- Catalog page: https://www.donneesquebec.ca/recherche/dataset/decoupages-administratifs
	17	+- File downloaded: `SDA.gpkg.zip` (GPKG),
	18	+ https://diffusion.mern.gouv.qc.ca/diffusion/RGQ/Vectoriel/Theme/Local/SDA_20k/GPKG/SDA.gpkg.zip
	19	+- Download date: 2026-08-06
	20	+- Version: V2026-07 (layer attribute `*_CO_VER`)
	21	+- Native CRS: EPSG:4269 (NAD83 geographic); metric operations performed in
	22	+ EPSG:32198 (NAD83 / Quebec Lambert)
	23	+- Layers used:
	24	+ - `munic_s` — municipal polygons (geocode, name, MRC, administrative region)
	25	+ - `regio_s` — 17 administrative regions (map rendering)
	26	+ - `mrc_s` — MRCs (optional intermediate level)
	27	+- License: CC-BY 4.0 (Données Québec)
	28	+
	29	+Join result persisted at `data/processed/geo_join.parquet`
	30	+(one row per transaction id; join_method ∈ {within, nearest<=1km, unassigned}).
	31	+Validation: 100.000% `within`, 99.92% name agreement with the raw `city` field
	32	+(see `outputs/reports/geography_report.md`).

added data/processed/assessment_gap.parquet +0 −0

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added data/processed/assessment_gap_monthly.parquet +0 −0

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added data/processed/coverage_matrix.parquet +0 −0

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added data/processed/coverage_matrix_monthly.parquet +0 −0

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added data/processed/first_release.parquet +0 −0

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added data/processed/first_release_monthly.parquet +0 −0

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added data/processed/monthly_liquidity.parquet +0 −0

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added data/processed/municipalities.parquet +0 −0

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added data/processed/qhpi_monthly.parquet +0 −0

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added data/processed/qwhpi_weekly.parquet +0 −0

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added data/processed/vintages/data_vintage=2026-08-06/qwhpi_weekly.parquet +0 −0

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added data/processed/vintages_monthly/data_vintage=2026-08-08/qhpi_monthly.parquet +0 −0

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added data/processed/weekly_liquidity.parquet +0 −0

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added db/alembic.ini +32 −0

		`@@ -0,0 +1,32 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : db/alembic.ini
	6	+# Purpose : Alembic configuration for QWHPI database migrations.
	7	+# =============================================================================
	8	+[alembic]
	9	+script_location = migrations
	10	+sqlalchemy.url = ${DATABASE_URL}
	11	+
	12	+[loggers]
	13	+keys = root
	14	+
	15	+[handlers]
	16	+keys = console
	17	+
	18	+[formatters]
	19	+keys = generic
	20	+
	21	+[logger_root]
	22	+level = WARN
	23	+handlers = console
	24	+
	25	+[handler_console]
	26	+class = StreamHandler
	27	+args = (sys.stderr,)
	28	+level = NOTSET
	29	+formatter = generic
	30	+
	31	+[formatter_generic]
	32	+format = %(levelname)-5.5s [%(name)s] %(message)s

added db/migrations/env.py +37 −0

		`@@ -0,0 +1,37 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : db/migrations/env.py
	6	+# Purpose : Alembic environment — runs SQL migrations against DATABASE_URL.
	7	+# =============================================================================
	8	+"""Alembic migration environment (offline + online modes)."""
	9	+
	10	+from __future__ import annotations
	11	+
	12	+import os
	13	+
	14	+from alembic import context
	15	+from sqlalchemy import create_engine
	16	+
	17	+url = os.environ.get("DATABASE_URL", "postgresql://qwhpi:qwhpi@localhost:5432/qwhpi")
	18	+
	19	+
	20	+def run_migrations_offline() -> None:
	21	+ context.configure(url=url, literal_binds=True)
	22	+ with context.begin_transaction():
	23	+ context.run_migrations()
	24	+
	25	+
	26	+def run_migrations_online() -> None:
	27	+ engine = create_engine(url)
	28	+ with engine.connect() as connection:
	29	+ context.configure(connection=connection)
	30	+ with context.begin_transaction():
	31	+ context.run_migrations()
	32	+
	33	+
	34	+if context.is_offline_mode():
	35	+ run_migrations_offline()
	36	+else:
	37	+ run_migrations_online()

added db/migrations/versions/001_initial_schema.py +35 −0

		`@@ -0,0 +1,35 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : db/migrations/versions/001_initial_schema.py
	6	+# Purpose : Initial migration — creates the full QWHPI schema (db/schema.sql).
	7	+# =============================================================================
	8	+"""Initial QWHPI schema.
	9	+
	10	+Revision ID: 001
	11	+Revises:
	12	+"""
	13	+
	14	+from __future__ import annotations
	15	+
	16	+from pathlib import Path
	17	+
	18	+from alembic import op
	19	+
	20	+revision = "001"
	21	+down_revision = None
	22	+branch_labels = None
	23	+depends_on = None
	24	+
	25	+SCHEMA_SQL = Path(__file__).resolve().parents[2] / "schema.sql"
	26	+
	27	+
	28	+def upgrade() -> None:
	29	+ op.execute(SCHEMA_SQL.read_text())
	30	+
	31	+
	32	+def downgrade() -> None:
	33	+ for table in ("vintages", "liquidity", "observations", "model_runs",
	34	+ "series", "geographies"):
	35	+ op.execute(f"DROP TABLE IF EXISTS {table} CASCADE")

added db/schema.sql +74 −0

		`@@ -0,0 +1,74 @@`
	1	+-- =============================================================================
	2	+-- QWHPI — Quebec Weekly Housing Price Index
	3	+-- Author : Simon-Pierre Boucher
	4	+-- Contact : contact@spboucher.ai
	5	+-- File : db/schema.sql
	6	+-- Purpose : Relational schema serving the API (loaded by engine export.py).
	7	+-- =============================================================================
	8	+
	9	+CREATE TABLE IF NOT EXISTS geographies (
	10	+ geography_id TEXT PRIMARY KEY,
	11	+ geography_name TEXT NOT NULL,
	12	+ geography_level TEXT NOT NULL CHECK (geography_level IN ('province','region','municipality')),
	13	+ parent_id TEXT REFERENCES geographies(geography_id)
	14	+);
	15	+
	16	+CREATE TABLE IF NOT EXISTS series (
	17	+ series_id TEXT PRIMARY KEY, -- '<geography_id>:<property_type>'
	18	+ geography_id TEXT NOT NULL REFERENCES geographies(geography_id),
	19	+ property_type TEXT NOT NULL CHECK (property_type IN ('all','unifamilial','condo','plex')),
	20	+ base_period TEXT NOT NULL DEFAULT '2021 average = 100',
	21	+ UNIQUE (geography_id, property_type)
	22	+);
	23	+
	24	+CREATE TABLE IF NOT EXISTS model_runs (
	25	+ run_id SERIAL PRIMARY KEY,
	26	+ model_version TEXT NOT NULL,
	27	+ data_vintage DATE NOT NULL,
	28	+ input_row_count BIGINT,
	29	+ input_hash TEXT,
	30	+ created_at TIMESTAMPTZ NOT NULL DEFAULT now(),
	31	+ UNIQUE (model_version, data_vintage)
	32	+);
	33	+
	34	+CREATE TABLE IF NOT EXISTS observations (
	35	+ series_id TEXT NOT NULL REFERENCES series(series_id),
	36	+ week DATE NOT NULL,
	37	+ index DOUBLE PRECISION,
	38	+ index_smoothed DOUBLE PRECISION NOT NULL,
	39	+ representative_value DOUBLE PRECISION,
	40	+ transactions INTEGER NOT NULL,
	41	+ effective_sample_size DOUBLE PRECISION,
	42	+ weekly_pct DOUBLE PRECISION,
	43	+ four_week_pct DOUBLE PRECISION,
	44	+ thirteen_week_pct DOUBLE PRECISION,
	45	+ twenty_six_week_pct DOUBLE PRECISION,
	46	+ yoy_pct DOUBLE PRECISION,
	47	+ lower_95 DOUBLE PRECISION NOT NULL,
	48	+ upper_95 DOUBLE PRECISION NOT NULL,
	49	+ reliability_grade CHAR(1) NOT NULL CHECK (reliability_grade IN ('A','B','C','D','E')),
	50	+ shrinkage_weight DOUBLE PRECISION,
	51	+ is_partial_week BOOLEAN NOT NULL DEFAULT FALSE,
	52	+ model_version TEXT NOT NULL,
	53	+ data_vintage DATE NOT NULL,
	54	+ PRIMARY KEY (series_id, week)
	55	+);
	56	+CREATE INDEX IF NOT EXISTS idx_obs_week ON observations (week);
	57	+
	58	+CREATE TABLE IF NOT EXISTS liquidity (
	59	+ series_id TEXT NOT NULL REFERENCES series(series_id),
	60	+ week DATE NOT NULL,
	61	+ transactions INTEGER NOT NULL,
	62	+ PRIMARY KEY (series_id, week)
	63	+);
	64	+
	65	+CREATE TABLE IF NOT EXISTS vintages (
	66	+ series_id TEXT NOT NULL REFERENCES series(series_id),
	67	+ week DATE NOT NULL,
	68	+ first_release_index DOUBLE PRECISION,
	69	+ first_release_index_smoothed DOUBLE PRECISION NOT NULL,
	70	+ first_release_vintage DATE NOT NULL,
	71	+ PRIMARY KEY (series_id, week)
	72	+);
	73	+
	74	+-- Author credit: Simon-Pierre Boucher — contact@spboucher.ai

added docker-compose.yml +56 −0

		`@@ -0,0 +1,56 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : docker-compose.yml
	6	+# Purpose : Full platform — Postgres, API, dashboard, weekly scheduler.
	7	+# =============================================================================
	8	+
	9	+services:
	10	+ db:
	11	+ image: postgres:16-alpine
	12	+ environment:
	13	+ POSTGRES_USER: qwhpi
	14	+ POSTGRES_PASSWORD: qwhpi
	15	+ POSTGRES_DB: qwhpi
	16	+ volumes:
	17	+ - pgdata:/var/lib/postgresql/data
	18	+ healthcheck:
	19	+ test: ["CMD-SHELL", "pg_isready -U qwhpi"]
	20	+ interval: 5s
	21	+ retries: 10
	22	+
	23	+ api:
	24	+ build: ./api
	25	+ environment:
	26	+ QWHPI_DATA_DIR: /data/processed
	27	+ DATABASE_URL: postgresql://qwhpi:qwhpi@db:5432/qwhpi
	28	+ volumes:
	29	+ - ./data/processed:/data/processed:ro
	30	+ ports:
	31	+ - "8080:8080"
	32	+ depends_on:
	33	+ db:
	34	+ condition: service_healthy
	35	+
	36	+ web:
	37	+ build: ./web
	38	+ environment:
	39	+ NEXT_PUBLIC_API_URL: http://localhost:8080
	40	+ ports:
	41	+ - "3000:3000"
	42	+ depends_on:
	43	+ - api
	44	+
	45	+ scheduler:
	46	+ build: ./ops/scheduler
	47	+ environment:
	48	+ DATABASE_URL: postgresql://qwhpi:qwhpi@db:5432/qwhpi
	49	+ volumes:
	50	+ - ./:/workspace
	51	+ depends_on:
	52	+ db:
	53	+ condition: service_healthy
	54	+
	55	+volumes:
	56	+ pgdata:

added engine/pyproject.toml +43 −0

		`@@ -0,0 +1,43 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/pyproject.toml
	6	+# Purpose : Package metadata and dependencies for the QWHPI index engine.
	7	+# =============================================================================
	8	+
	9	+[project]
	10	+name = "qwhpi"
	11	+version = "0.1.0"
	12	+description = "Quebec Weekly Housing Price Index — index engine"
	13	+authors = [{ name = "Simon-Pierre Boucher", email = "contact@spboucher.ai" }]
	14	+requires-python = ">=3.12"
	15	+dependencies = [
	16	+ "pandas>=2.2",
	17	+ "polars>=1.0",
	18	+ "numpy>=1.26",
	19	+ "pyarrow>=16",
	20	+ "statsmodels>=0.14",
	21	+ "scikit-learn>=1.4",
	22	+ "geopandas>=1.0",
	23	+ "shapely>=2.0",
	24	+ "scipy>=1.13",
	25	+ "matplotlib>=3.8",
	26	+]
	27	+
	28	+[project.optional-dependencies]
	29	+dev = ["pytest>=8", "mypy>=1.10", "ruff>=0.4"]
	30	+
	31	+[build-system]
	32	+requires = ["hatchling"]
	33	+build-backend = "hatchling.build"
	34	+
	35	+[tool.hatch.build.targets.wheel]
	36	+packages = ["src/qwhpi"]
	37	+
	38	+[tool.ruff]
	39	+line-length = 100
	40	+
	41	+[tool.mypy]
	42	+python_version = "3.12"
	43	+ignore_missing_imports = true

added engine/scripts/01_profile.py +301 −0

		`@@ -0,0 +1,301 @@`
	1	+#!/usr/bin/env python3
	2	+# =============================================================================
	3	+# QWHPI — Quebec Weekly Housing Price Index
	4	+# Author : Simon-Pierre Boucher
	5	+# Contact : contact@spboucher.ai
	6	+# File : engine/scripts/01_profile.py
	7	+# Purpose : Step 1 audit — schema, descriptives, missingness, outlier scan,
	8	+# coverage, duplicates, and weekly liquidity matrices. No index yet.
	9	+# =============================================================================
	10	+"""Full dataset audit (Execution Order step 1).
	11	+
	12	+Idempotent: re-running overwrites its own outputs. Writes tables to
	13	+``outputs/tables/`` and a human-readable report to
	14	+``outputs/reports/audit_report.md``. The raw CSV is never modified.
	15	+"""
	16	+
	17	+from __future__ import annotations
	18	+
	19	+import sys
	20	+from pathlib import Path
	21	+
	22	+sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
	23	+
	24	+import polars as pl
	25	+
	26	+from qwhpi.config import REPORTS_DIR, TABLES_DIR, ensure_dirs
	27	+from qwhpi.ingest import load_raw
	28	+
	29	+pl.Config.set_tbl_rows(50)
	30	+
	31	+REPORT_LINES: list[str] = []
	32	+
	33	+
	34	+def note(line: str = "") -> None:
	35	+ REPORT_LINES.append(line)
	36	+ print(line)
	37	+
	38	+
	39	+def save(df: pl.DataFrame, name: str) -> None:
	40	+ path = TABLES_DIR / f"{name}.csv"
	41	+ df.write_csv(path)
	42	+ note(f" -> table saved: outputs/tables/{name}.csv ({df.height} rows)")
	43	+
	44	+
	45	+def main() -> None:
	46	+ ensure_dirs()
	47	+ df = load_raw()
	48	+
	49	+ note("# QWHPI Data Audit Report")
	50	+ note("")
	51	+ note("Author: Simon-Pierre Boucher — contact@spboucher.ai")
	52	+ note("")
	53	+
	54	+ # ------------------------------------------------------------------ #
	55	+ # 1. Schema & basic shape
	56	+ # ------------------------------------------------------------------ #
	57	+ note("## 1. Schema and shape")
	58	+ note("")
	59	+ note(f"- Rows: {df.height:,}")
	60	+ note(f"- Columns: {df.width}")
	61	+ note(f"- Date range: {df['date'].min()} -> {df['date'].max()}")
	62	+ n_weeks = df["week"].n_unique()
	63	+ note(f"- Distinct Monday-labeled weeks with >=1 transaction: {n_weeks}")
	64	+ note(f"- Distinct cities (raw text field): {df['city'].n_unique():,}")
	65	+ note(f"- Distinct ids: {df['id'].n_unique():,} (duplicated ids: {df.height - df['id'].n_unique():,})")
	66	+ note("")
	67	+ schema_tbl = pl.DataFrame(
	68	+ {"column": df.columns, "dtype": [str(t) for t in df.dtypes]}
	69	+ )
	70	+ save(schema_tbl, "audit_schema")
	71	+
	72	+ # ------------------------------------------------------------------ #
	73	+ # 2. Missingness
	74	+ # ------------------------------------------------------------------ #
	75	+ note("")
	76	+ note("## 2. Missingness")
	77	+ note("")
	78	+ nulls = df.null_count().transpose(include_header=True,
	79	+ header_name="column",
	80	+ column_names=["n_missing"])
	81	+ nulls = nulls.with_columns(
	82	+ (pl.col("n_missing") / df.height * 100).round(2).alias("pct_missing")
	83	+ ).sort("n_missing", descending=True)
	84	+ save(nulls, "audit_missingness")
	85	+ for row in nulls.filter(pl.col("n_missing") > 0).iter_rows(named=True):
	86	+ note(f"- `{row['column']}`: {row['n_missing']:,} missing ({row['pct_missing']}%)")
	87	+
	88	+ # Sentinel-style missingness that null counts miss.
	89	+ note("")
	90	+ note("Sentinel / degenerate values (not encoded as null):")
	91	+ sentinels = pl.DataFrame({
	92	+ "check": [
	93	+ "amount <= 0", "amount in (1, 2)", "amount < 5000",
	94	+ "floorArea <= 0", "floorArea > 2000 m2",
	95	+ "yearBuilt < 1600", "yearBuilt > 2026", "yearBuilt == 0",
	96	+ "previousValue <= 0", "totalArValue <= 0",
	97	+ "lat/lng outside Quebec bbox (44.9-62.7N, -79.8--57W)",
	98	+ ],
	99	+ "n": [
	100	+ df.filter(pl.col("amount") <= 0).height,
	101	+ df.filter(pl.col("amount").is_in([1, 2])).height,
	102	+ df.filter(pl.col("amount") < 5000).height,
	103	+ df.filter(pl.col("floorArea") <= 0).height,
	104	+ df.filter(pl.col("floorArea") > 2000).height,
	105	+ df.filter(pl.col("yearBuilt") < 1600).height,
	106	+ df.filter(pl.col("yearBuilt") > 2026).height,
	107	+ df.filter(pl.col("yearBuilt") == 0).height,
	108	+ df.filter(pl.col("previousValue") <= 0).height,
	109	+ df.filter(pl.col("totalArValue") <= 0).height,
	110	+ df.filter(
	111	+ (pl.col("lat") < 44.9) \| (pl.col("lat") > 62.7)
	112	+ \| (pl.col("lng") < -79.8) \| (pl.col("lng") > -57.0)
	113	+ ).height,
	114	+ ],
	115	+ })
	116	+ save(sentinels, "audit_sentinel_values")
	117	+ for row in sentinels.iter_rows(named=True):
	118	+ note(f"- {row['check']}: {row['n']:,}")
	119	+
	120	+ # ------------------------------------------------------------------ #
	121	+ # 3. Categorical distributions
	122	+ # ------------------------------------------------------------------ #
	123	+ note("")
	124	+ note("## 3. Categorical distributions")
	125	+ for col in ("propertyType", "buildingType", "ownerType"):
	126	+ note("")
	127	+ note(f"### {col}")
	128	+ dist = (
	129	+ df.group_by(col).len().sort("len", descending=True)
	130	+ .with_columns((pl.col("len") / df.height * 100).round(2).alias("pct"))
	131	+ )
	132	+ save(dist, f"audit_dist_{col}")
	133	+ for row in dist.head(15).iter_rows(named=True):
	134	+ note(f"- {row[col]}: {row['len']:,} ({row['pct']}%)")
	135	+
	136	+ # ------------------------------------------------------------------ #
	137	+ # 4. Price descriptives (by property type)
	138	+ # ------------------------------------------------------------------ #
	139	+ note("")
	140	+ note("## 4. Amount descriptives by propertyType (amount > 0)")
	141	+ note("")
	142	+ pos = df.filter(pl.col("amount") > 0)
	143	+ desc = (
	144	+ pos.group_by("propertyType")
	145	+ .agg(
	146	+ n=pl.len(),
	147	+ p01=pl.col("amount").quantile(0.01),
	148	+ p05=pl.col("amount").quantile(0.05),
	149	+ p25=pl.col("amount").quantile(0.25),
	150	+ median=pl.col("amount").median(),
	151	+ p75=pl.col("amount").quantile(0.75),
	152	+ p95=pl.col("amount").quantile(0.95),
	153	+ p99=pl.col("amount").quantile(0.99),
	154	+ max=pl.col("amount").max(),
	155	+ mean=pl.col("amount").mean().round(0),
	156	+ )
	157	+ .sort("n", descending=True)
	158	+ )
	159	+ save(desc, "audit_amount_by_type")
	160	+ for row in desc.iter_rows(named=True):
	161	+ note(
	162	+ f"- {row['propertyType']}: n={row['n']:,} \| p01=${row['p01']:,.0f} "
	163	+ f"\| median=${row['median']:,.0f} \| p99=${row['p99']:,.0f} \| max=${row['max']:,.0f}"
	164	+ )
	165	+
	166	+ # Same for hedonic characteristics.
	167	+ char_desc = (
	168	+ df.group_by("propertyType")
	169	+ .agg(
	170	+ n=pl.len(),
	171	+ floorArea_med=pl.col("floorArea").median(),
	172	+ floorArea_p99=pl.col("floorArea").quantile(0.99),
	173	+ yearBuilt_med=pl.col("yearBuilt").median(),
	174	+ yearBuilt_min=pl.col("yearBuilt").min(),
	175	+ floorArea_miss_pct=(pl.col("floorArea").is_null().mean() * 100).round(2),
	176	+ yearBuilt_miss_pct=(pl.col("yearBuilt").is_null().mean() * 100).round(2),
	177	+ buildingType_miss_pct=(pl.col("buildingType").is_null().mean() * 100).round(2),
	178	+ )
	179	+ .sort("n", descending=True)
	180	+ )
	181	+ save(char_desc, "audit_characteristics_by_type")
	182	+
	183	+ # ------------------------------------------------------------------ #
	184	+ # 5. Duplicates
	185	+ # ------------------------------------------------------------------ #
	186	+ note("")
	187	+ note("## 5. Duplicate scan")
	188	+ note("")
	189	+ full_dupes = df.height - df.unique(subset=[c for c in df.columns if c not in ("id",)]).height
	190	+ addr_date = df.height - df.unique(subset=["street", "city", "date"]).height
	191	+ addr_date_amt = df.height - df.unique(subset=["street", "city", "date", "amount"]).height
	192	+ note(f"- Exact duplicates ignoring id: {full_dupes:,}")
	193	+ note(f"- Same street+city+date (candidate multi-unit or true dupes): {addr_date:,}")
	194	+ note(f"- Same street+city+date+amount (strong duplicate candidates): {addr_date_amt:,}")
	195	+
	196	+ # Repeat-sales potential: same street+city appearing on different dates.
	197	+ repeat = (
	198	+ df.group_by(["street", "city"]).agg(n_dates=pl.col("date").n_unique())
	199	+ .filter(pl.col("n_dates") >= 2)
	200	+ )
	201	+ note(f"- Addresses (street+city) with >=2 distinct sale dates: {repeat.height:,}")
	202	+
	203	+ # ------------------------------------------------------------------ #
	204	+ # 6. Weekly coverage & liquidity
	205	+ # ------------------------------------------------------------------ #
	206	+ note("")
	207	+ note("## 6. Weekly coverage and liquidity")
	208	+ note("")
	209	+ weekly = df.group_by("week").len().sort("week")
	210	+ first, last = weekly["week"].min(), weekly["week"].max()
	211	+ grid = pl.DataFrame({"week": pl.date_range(first, last, "1w", eager=True)})
	212	+ weekly_full = grid.join(weekly, on="week", how="left").fill_null(0)
	213	+ zero_weeks = weekly_full.filter(pl.col("len") == 0)
	214	+ note(f"- Continuous Monday grid: {grid.height} weeks ({first} -> {last})")
	215	+ note(f"- Zero-transaction weeks on the grid: {zero_weeks.height}")
	216	+ note(f"- Median tx/week (province): {weekly_full['len'].median():,.0f}")
	217	+ note(f"- Min tx/week: {weekly_full['len'].min():,} \| Max: {weekly_full['len'].max():,}")
	218	+ tail = weekly_full.tail(6)
	219	+ note(f"- Last 6 weeks (partial-week check): "
	220	+ + ", ".join(f"{r['week']}={r['len']}" for r in tail.iter_rows(named=True)))
	221	+ save(weekly_full.rename({"len": "transactions"}), "audit_weekly_volume_province")
	222	+
	223	+ # Liquidity matrix: median weekly tx for top cities x property type.
	224	+ top_cities = (
	225	+ df.group_by("city").len().sort("len", descending=True).head(25)["city"].to_list()
	226	+ )
	227	+ liq = (
	228	+ df.filter(pl.col("city").is_in(top_cities))
	229	+ .group_by(["city", "propertyType", "week"]).len()
	230	+ .group_by(["city", "propertyType"])
	231	+ .agg(
	232	+ median_wk=pl.col("len").median(),
	233	+ mean_wk=pl.col("len").mean().round(1),
	234	+ weeks_present=pl.len(),
	235	+ )
	236	+ .with_columns(
	237	+ pl.col("weeks_present").truediv(grid.height).mul(100).round(1).alias("pct_weeks_present")
	238	+ )
	239	+ .sort(["city", "propertyType"])
	240	+ )
	241	+ save(liq, "audit_weekly_liquidity_topcities")
	242	+
	243	+ pivot = (
	244	+ liq.pivot(values="median_wk", index="city", on="propertyType")
	245	+ .sort("unifamilial", descending=True, nulls_last=True)
	246	+ )
	247	+ save(pivot, "audit_liquidity_matrix")
	248	+ note("")
	249	+ note("Median weekly transactions, top cities (rows) x type (cols): see audit_liquidity_matrix.csv")
	250	+ for row in pivot.head(12).iter_rows(named=True):
	251	+ note(f"- {row}")
	252	+
	253	+ # City name hygiene: how many city strings, top mass share.
	254	+ city_dist = df.group_by("city").len().sort("len", descending=True)
	255	+ top50_share = city_dist.head(50)["len"].sum() / df.height * 100
	256	+ note("")
	257	+ note(f"- Top 50 city strings cover {top50_share:.1f}% of transactions")
	258	+ save(city_dist.head(200), "audit_city_top200")
	259	+
	260	+ # ------------------------------------------------------------------ #
	261	+ # 7. indéterminé investigation (preliminary)
	262	+ # ------------------------------------------------------------------ #
	263	+ note("")
	264	+ note("## 7. `indéterminé` property type — preliminary look")
	265	+ note("")
	266	+ ind = df.filter(pl.col("propertyType") == "indéterminé")
	267	+ note(f"- Count: {ind.height:,} ({ind.height / df.height * 100:.1f}%)")
	268	+ if ind.height:
	269	+ note(f"- Median amount: ${ind['amount'].median():,.0f} "
	270	+ f"(vs unifamilial ${df.filter(pl.col('propertyType') == 'unifamilial')['amount'].median():,.0f})")
	271	+ note(f"- floorArea missing: {ind['floorArea'].is_null().mean() * 100:.1f}% \| "
	272	+ f"yearBuilt missing: {ind['yearBuilt'].is_null().mean() * 100:.1f}% \| "
	273	+ f"buildingType missing: {ind['buildingType'].is_null().mean() * 100:.1f}%")
	274	+ bt = ind.group_by("buildingType").len().sort("len", descending=True).head(8)
	275	+ note("- Top buildingType values within indéterminé: "
	276	+ + ", ".join(f"{r['buildingType']}={r['len']:,}" for r in bt.iter_rows(named=True)))
	277	+ ot = ind.group_by("ownerType").len().sort("len", descending=True).head(5)
	278	+ note("- ownerType within indéterminé: "
	279	+ + ", ".join(f"{r['ownerType']}={r['len']:,}" for r in ot.iter_rows(named=True)))
	280	+
	281	+ # ------------------------------------------------------------------ #
	282	+ # Write report
	283	+ # ------------------------------------------------------------------ #
	284	+ report_path = REPORTS_DIR / "audit_report.md"
	285	+ header = (
	286	+ "<!--\n"
	287	+ "=============================================================================\n"
	288	+ "QWHPI — Quebec Weekly Housing Price Index\n"
	289	+ "Author : Simon-Pierre Boucher\n"
	290	+ "Contact : contact@spboucher.ai\n"
	291	+ "File : outputs/reports/audit_report.md\n"
	292	+ "Purpose : Step 1 data audit report (generated by engine/scripts/01_profile.py)\n"
	293	+ "=============================================================================\n"
	294	+ "-->\n\n"
	295	+ )
	296	+ report_path.write_text(header + "\n".join(REPORT_LINES) + "\n", encoding="utf-8")
	297	+ print(f"\nReport written to {report_path}")
	298	+
	299	+
	300	+if __name__ == "__main__":
	301	+ main()

added engine/scripts/02_geography.py +132 −0

		`@@ -0,0 +1,132 @@`
	1	+#!/usr/bin/env python3
	2	+# =============================================================================
	3	+# QWHPI — Quebec Weekly Housing Price Index
	4	+# Author : Simon-Pierre Boucher
	5	+# Contact : contact@spboucher.ai
	6	+# File : engine/scripts/02_geography.py
	7	+# Purpose : Step 2 — spatial join of all transactions to official boundaries,
	8	+# validation against the raw city text field, persistence.
	9	+# =============================================================================
	10	+"""Geography build (Execution Order step 2).
	11	+
	12	+Runs the spatial join (cached in ``data/processed/geo_join.parquet``),
	13	+validates the result against the raw ``city`` text field, and writes
	14	+validation tables + a report section.
	15	+"""
	16	+
	17	+from __future__ import annotations
	18	+
	19	+import sys
	20	+import time
	21	+import unicodedata
	22	+from pathlib import Path
	23	+
	24	+sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
	25	+
	26	+import polars as pl
	27	+
	28	+from qwhpi.config import REPORTS_DIR, TABLES_DIR, ensure_dirs
	29	+from qwhpi.geography import SDA_VERSION, build_geo_join
	30	+from qwhpi.ingest import load_raw
	31	+
	32	+LINES: list[str] = []
	33	+
	34	+
	35	+def note(line: str = "") -> None:
	36	+ LINES.append(line)
	37	+ print(line)
	38	+
	39	+
	40	+def norm_name(s: str) -> str:
	41	+ """Accent/case/punctuation-insensitive normalization for name comparison."""
	42	+ if s is None:
	43	+ return ""
	44	+ s = unicodedata.normalize("NFKD", s).encode("ascii", "ignore").decode()
	45	+ return (
	46	+ s.lower().replace("saint-", "st-").replace("sainte-", "ste-")
	47	+ .replace("'", "").replace("’", "").replace(".", "").replace(" ", "-")
	48	+ )
	49	+
	50	+
	51	+def main() -> None:
	52	+ ensure_dirs()
	53	+ tx = load_raw()
	54	+
	55	+ t0 = time.time()
	56	+ geo = build_geo_join(tx)
	57	+ note("## Geography spatial join (SDA 1/20k, version " + SDA_VERSION + ")")
	58	+ note("")
	59	+ note(f"- Join computed/loaded in {time.time() - t0:.1f}s for {geo.height:,} transactions")
	60	+
	61	+ method_counts = geo.group_by("join_method").len().sort("len", descending=True)
	62	+ for row in method_counts.iter_rows(named=True):
	63	+ note(f"- join_method={row['join_method']}: {row['len']:,} "
	64	+ f"({row['len'] / geo.height * 100:.3f}%)")
	65	+
	66	+ n_regions = geo["region"].n_unique()
	67	+ n_munic = geo["geo_code"].n_unique()
	68	+ note(f"- Distinct regions matched: {n_regions} \| municipalities: {n_munic:,}")
	69	+
	70	+ region_dist = (
	71	+ geo.group_by(["region_code", "region"]).len()
	72	+ .sort("len", descending=True)
	73	+ .rename({"len": "n_transactions"})
	74	+ )
	75	+ region_dist.write_csv(TABLES_DIR / "geo_region_distribution.csv")
	76	+ note("")
	77	+ note("Transactions by administrative region:")
	78	+ for row in region_dist.iter_rows(named=True):
	79	+ note(f"- {row['region_code']} {row['region']}: {row['n_transactions']:,}")
	80	+
	81	+ # ---------------------------------------------------------------- #
	82	+ # Validation vs raw city text field
	83	+ # ---------------------------------------------------------------- #
	84	+ joined = tx.select("id", "city").join(geo, on="id", how="left")
	85	+ comparable = joined.filter(pl.col("municipality").is_not_null())
	86	+ comp = comparable.with_columns(
	87	+ pl.col("city").map_elements(norm_name, return_dtype=pl.Utf8).alias("city_norm"),
	88	+ pl.col("municipality").map_elements(norm_name, return_dtype=pl.Utf8).alias("mun_norm"),
	89	+ ).with_columns(
	90	+ (
	91	+ (pl.col("city_norm") == pl.col("mun_norm"))
	92	+ \| pl.col("mun_norm").str.contains(pl.col("city_norm"), literal=True)
	93	+ \| pl.col("city_norm").str.contains(pl.col("mun_norm"), literal=True)
	94	+ ).alias("name_match")
	95	+ )
	96	+ match_rate = comp["name_match"].mean() * 100
	97	+ note("")
	98	+ note("### Validation: joined municipality vs raw `city` text")
	99	+ note(f"- Name agreement (normalized, containment-tolerant): {match_rate:.2f}%")
	100	+
	101	+ mismatches = (
	102	+ comp.filter(~pl.col("name_match"))
	103	+ .group_by(["city", "municipality", "region"]).len()
	104	+ .sort("len", descending=True)
	105	+ .rename({"len": "n"})
	106	+ )
	107	+ mismatches.head(300).write_csv(TABLES_DIR / "geo_city_mismatch_top300.csv")
	108	+ note(f"- Mismatching pairs saved: outputs/tables/geo_city_mismatch_top300.csv "
	109	+ f"({mismatches.height:,} distinct pairs, {mismatches['n'].sum():,} transactions)")
	110	+ note("")
	111	+ note("Top 15 mismatch pairs (city text -> joined municipality):")
	112	+ for row in mismatches.head(15).iter_rows(named=True):
	113	+ note(f"- '{row['city']}' -> '{row['municipality']}' ({row['region']}): {row['n']:,}")
	114	+
	115	+ report_path = REPORTS_DIR / "geography_report.md"
	116	+ header = (
	117	+ "<!--\n"
	118	+ "=============================================================================\n"
	119	+ "QWHPI — Quebec Weekly Housing Price Index\n"
	120	+ "Author : Simon-Pierre Boucher\n"
	121	+ "Contact : contact@spboucher.ai\n"
	122	+ "File : outputs/reports/geography_report.md\n"
	123	+ "Purpose : Step 2 geography join + validation report (from 02_geography.py)\n"
	124	+ "=============================================================================\n"
	125	+ "-->\n\n"
	126	+ )
	127	+ report_path.write_text(header + "\n".join(LINES) + "\n", encoding="utf-8")
	128	+ print(f"\nReport written to {report_path}")
	129	+
	130	+
	131	+if __name__ == "__main__":
	132	+ main()

added engine/scripts/03_clean.py +137 −0

		`@@ -0,0 +1,137 @@`
	1	+#!/usr/bin/env python3
	2	+# =============================================================================
	3	+# QWHPI — Quebec Weekly Housing Price Index
	4	+# Author : Simon-Pierre Boucher
	5	+# Contact : contact@spboucher.ai
	6	+# File : engine/scripts/03_clean.py
	7	+# Purpose : Step 3 — build the flagged clean table, write the full exclusion
	8	+# table and cleaning report. Nothing is silently deleted.
	9	+# =============================================================================
	10	+"""Cleaning build (Execution Order step 3)."""
	11	+
	12	+from __future__ import annotations
	13	+
	14	+import sys
	15	+from pathlib import Path
	16	+
	17	+sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
	18	+
	19	+import polars as pl
	20	+
	21	+from qwhpi.clean import (
	22	+ FLOORAREA_HI, FLOORAREA_LO, PRICE_CEILING, RATIO_HI, RATIO_LO,
	23	+ build_clean, research_sample,
	24	+)
	25	+from qwhpi.config import REPORTS_DIR, TABLES_DIR, ensure_dirs
	26	+from qwhpi.geography import build_geo_join
	27	+from qwhpi.ingest import load_raw
	28	+
	29	+LINES: list[str] = []
	30	+
	31	+
	32	+def note(line: str = "") -> None:
	33	+ LINES.append(line)
	34	+ print(line)
	35	+
	36	+
	37	+def main() -> None:
	38	+ ensure_dirs()
	39	+ tx = load_raw()
	40	+ geo = build_geo_join(tx)
	41	+ df = build_clean(tx, geo, force=True)
	42	+
	43	+ note("## Cleaning report")
	44	+ note("")
	45	+ note(f"- Input rows: {df.height:,} (all retained; exclusions are flags)")
	46	+ note(f"- Screens: ratio band [{RATIO_LO}, {RATIO_HI}] on amount/totalArValue; "
	47	+ f"price ceiling ${PRICE_CEILING:,}; duplicate flags; "
	48	+ f"floorArea sanitation [{FLOORAREA_LO}, {FLOORAREA_HI}] m².")
	49	+ note("- Provider pre-filter verified: no transaction below $50,000 exists in the raw file.")
	50	+ note("")
	51	+
	52	+ # ------------------------------------------------------------------ #
	53	+ # Exclusion table
	54	+ # ------------------------------------------------------------------ #
	55	+ excl = (
	56	+ df.filter(pl.col("exclude_reason").is_not_null())
	57	+ .group_by("exclude_reason").len()
	58	+ .rename({"len": "n"})
	59	+ .with_columns(pl.col("n").cast(pl.Int64))
	60	+ .with_columns((pl.col("n") / df.height * 100).round(3).alias("pct_of_raw"))
	61	+ .sort("n", descending=True)
	62	+ )
	63	+ total_excl = excl["n"].sum() if excl.height else 0
	64	+ excl_full = pl.concat([
	65	+ excl,
	66	+ pl.DataFrame({
	67	+ "exclude_reason": ["TOTAL_EXCLUDED", "RETAINED_IN_RESEARCH_SAMPLE"],
	68	+ "n": [total_excl, df.height - total_excl],
	69	+ "pct_of_raw": [round(total_excl / df.height * 100, 3),
	70	+ round((df.height - total_excl) / df.height * 100, 3)],
	71	+ }),
	72	+ ])
	73	+ excl_full.write_csv(TABLES_DIR / "exclusions.csv")
	74	+ note("### Exclusion table (outputs/tables/exclusions.csv)")
	75	+ for row in excl_full.iter_rows(named=True):
	76	+ note(f"- {row['exclude_reason']}: {row['n']:,} ({row['pct_of_raw']}%)")
	77	+
	78	+ # Sanitation summary (rows kept, characteristic nulled).
	79	+ note("")
	80	+ note("### Characteristic sanitation (row retained, value nulled)")
	81	+ note(f"- floorArea outside [{FLOORAREA_LO}, {FLOORAREA_HI}] m²: "
	82	+ f"{df.filter(pl.col('fa_suspect')).height:,}")
	83	+ note(f"- yearBuilt > sale year + 1: {df.filter(pl.col('yb_suspect')).height:,}")
	84	+
	85	+ # ------------------------------------------------------------------ #
	86	+ # Research sample summary
	87	+ # ------------------------------------------------------------------ #
	88	+ rs = research_sample(df)
	89	+ rs_all = research_sample(df, include_undetermined=True)
	90	+ note("")
	91	+ note("### Research sample")
	92	+ note(f"- Clean rows incl. indéterminé: {rs_all.height:,}")
	93	+ note(f"- Headline sample (3 determined types): {rs.height:,} "
	94	+ f"({rs.height / df.height * 100:.2f}% of raw)")
	95	+ by_type = rs.group_by("propertyType").len().sort("len", descending=True)
	96	+ for row in by_type.iter_rows(named=True):
	97	+ note(f" - {row['propertyType']}: {row['len']:,}")
	98	+
	99	+ # Weekly volume of the research sample (continuity check).
	100	+ weekly = rs.group_by("week").len().sort("week")
	101	+ note(f"- Weeks with >=1 research-sample transaction: {weekly.height} / 291")
	102	+ note(f"- Median weekly research-sample volume: {weekly['len'].median():,.0f}")
	103	+
	104	+ # Missingness within the research sample (for the hedonic step).
	105	+ miss = pl.DataFrame({
	106	+ "column": ["floorArea", "yearBuilt", "buildingType", "ownerType"],
	107	+ "pct_missing": [
	108	+ round(rs["floorArea"].is_null().mean() * 100, 2),
	109	+ round(rs["yearBuilt"].is_null().mean() * 100, 2),
	110	+ round(rs["buildingType"].is_null().mean() * 100, 2),
	111	+ round(rs["ownerType"].is_null().mean() * 100, 2),
	112	+ ],
	113	+ })
	114	+ miss.write_csv(TABLES_DIR / "research_sample_missingness.csv")
	115	+ note("")
	116	+ note("### Missingness in headline research sample")
	117	+ for row in miss.iter_rows(named=True):
	118	+ note(f"- {row['column']}: {row['pct_missing']}%")
	119	+
	120	+ report_path = REPORTS_DIR / "cleaning_report.md"
	121	+ header = (
	122	+ "<!--\n"
	123	+ "=============================================================================\n"
	124	+ "QWHPI — Quebec Weekly Housing Price Index\n"
	125	+ "Author : Simon-Pierre Boucher\n"
	126	+ "Contact : contact@spboucher.ai\n"
	127	+ "File : outputs/reports/cleaning_report.md\n"
	128	+ "Purpose : Step 3 cleaning report (generated by engine/scripts/03_clean.py)\n"
	129	+ "=============================================================================\n"
	130	+ "-->\n\n"
	131	+ )
	132	+ report_path.write_text(header + "\n".join(LINES) + "\n", encoding="utf-8")
	133	+ print(f"\nReport written to {report_path}")
	134	+
	135	+
	136	+if __name__ == "__main__":
	137	+ main()

added engine/scripts/04_baseline.py +98 −0

		`@@ -0,0 +1,98 @@`
	1	+#!/usr/bin/env python3
	2	+# =============================================================================
	3	+# QWHPI — Quebec Weekly Housing Price Index
	4	+# Author : Simon-Pierre Boucher
	5	+# Contact : contact@spboucher.ai
	6	+# File : engine/scripts/04_baseline.py
	7	+# Purpose : Step 4 — pooled hedonic time-dummy baseline for Quebec + the four
	8	+# major cities × All/Unifamilial/Condo/Plex (20 cells).
	9	+# =============================================================================
	10	+"""Baseline index build (Execution Order step 4).
	11	+
	12	+For every cell: pooled Model A time-dummy regression (2021→present),
	13	+week coefficients rebased to 2021 avg = 100, raw weekly median attached for
	14	+comparison. Results land in ``data/interim/baseline_indexes.parquet``.
	15	+"""
	16	+
	17	+from __future__ import annotations
	18	+
	19	+import sys
	20	+import time
	21	+from pathlib import Path
	22	+
	23	+sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
	24	+
	25	+import polars as pl
	26	+
	27	+from qwhpi.clean import CLEAN_PARQUET, research_sample
	28	+from qwhpi.config import INTERIM_DIR, TABLES_DIR, ensure_dirs
	29	+from qwhpi.features import build_features
	30	+from qwhpi.hedonic import estimate_time_dummy
	31	+
	32	+BASELINE_PARQUET = INTERIM_DIR / "baseline_indexes.parquet"
	33	+
	34	+GEOGRAPHIES = [
	35	+ ("quebec", "Québec (province)", "province", None),
	36	+ ("montreal", "Montréal", "municipality", "Montréal"),
	37	+ ("quebec-city", "Québec", "municipality", "Québec"),
	38	+ ("laval", "Laval", "municipality", "Laval"),
	39	+ ("gatineau", "Gatineau", "municipality", "Gatineau"),
	40	+]
	41	+TYPE_SETS = ["all", "unifamilial", "condo", "plex"]
	42	+
	43	+
	44	+def main() -> None:
	45	+ ensure_dirs()
	46	+ clean = pl.read_parquet(CLEAN_PARQUET)
	47	+ feat = build_features(research_sample(clean))
	48	+
	49	+ frames: list[pl.DataFrame] = []
	50	+ summary_rows: list[dict] = []
	51	+
	52	+ for geo_id, geo_name, level, mun_filter in GEOGRAPHIES:
	53	+ base = feat if mun_filter is None else feat.filter(pl.col("municipality") == mun_filter)
	54	+ for ptype in TYPE_SETS:
	55	+ cell = base if ptype == "all" else base.filter(pl.col("propertyType") == ptype)
	56	+ t0 = time.time()
	57	+ res = estimate_time_dummy(cell, absorb="loc_fine",
	58	+ include_property_type=(ptype == "all"))
	59	+ if res is None:
	60	+ print(f"[skip] {geo_id} x {ptype}: n={cell.height} too thin")
	61	+ summary_rows.append({"geography": geo_id, "property_type": ptype,
	62	+ "n_obs": cell.height, "estimated": False,
	63	+ "r2": None, "median_weekly_tx": None})
	64	+ continue
	65	+
	66	+ # Raw weekly median + volume for comparison/validation.
	67	+ weekly_raw = (
	68	+ cell.group_by("week_str")
	69	+ .agg(pl.col("amount").median().alias("raw_median"),
	70	+ pl.len().alias("transactions"))
	71	+ .rename({"week_str": "week"})
	72	+ )
	73	+ tbl = (
	74	+ res.table.join(weekly_raw, on="week", how="left")
	75	+ .with_columns(
	76	+ pl.lit(geo_id).alias("geography_id"),
	77	+ pl.lit(geo_name).alias("geography_name"),
	78	+ pl.lit(level).alias("geography_level"),
	79	+ pl.lit(ptype).alias("property_type"),
	80	+ )
	81	+ )
	82	+ frames.append(tbl)
	83	+ med_tx = weekly_raw["transactions"].median()
	84	+ summary_rows.append({"geography": geo_id, "property_type": ptype,
	85	+ "n_obs": res.n_obs, "estimated": True,
	86	+ "r2": round(res.r2, 4),
	87	+ "median_weekly_tx": med_tx})
	88	+ print(f"[ok] {geo_id} x {ptype}: n={res.n_obs:,} r2={res.r2:.3f} "
	89	+ f"({time.time() - t0:.1f}s)")
	90	+
	91	+ out = pl.concat(frames)
	92	+ out.write_parquet(BASELINE_PARQUET)
	93	+ pl.DataFrame(summary_rows).write_csv(TABLES_DIR / "baseline_model_summary.csv")
	94	+ print(f"\nSaved {out.height:,} index observations to {BASELINE_PARQUET}")
	95	+
	96	+
	97	+if __name__ == "__main__":
	98	+ main()

added engine/scripts/05_hierarchical.py +230 −0

		`@@ -0,0 +1,230 @@`
	1	+#!/usr/bin/env python3
	2	+# =============================================================================
	3	+# QWHPI — Quebec Weekly Housing Price Index
	4	+# Author : Simon-Pierre Boucher
	5	+# Contact : contact@spboucher.ai
	6	+# File : engine/scripts/05_hierarchical.py
	7	+# Purpose : Step 5 — hierarchical weekly indexes: province, 17 regions and
	8	+# target cities × type, with Kalman shrinkage for thin cells.
	9	+# =============================================================================
	10	+"""Hierarchical index build (Execution Order step 5).
	11	+
	12	+Persists stage-1 artifacts (paths, residuals, variances) for reuse by the
	13	+validation and scaling steps, and writes
	14	+``data/interim/hierarchical_indexes.parquet``.
	15	+"""
	16	+
	17	+from __future__ import annotations
	18	+
	19	+import sys
	20	+import time
	21	+import unicodedata
	22	+from pathlib import Path
	23	+
	24	+sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
	25	+
	26	+import numpy as np
	27	+import polars as pl
	28	+
	29	+from qwhpi.clean import CLEAN_PARQUET, research_sample
	30	+from qwhpi.config import CITY_TARGETS, INTERIM_DIR, PROPERTY_TYPES, TABLES_DIR, ensure_dirs
	31	+from qwhpi.features import build_features
	32	+from qwhpi.hierarchy import (
	33	+ CellDeviation, cell_deviation, compose_cell_table, rebase_log,
	34	+ stage1_residualize, week_grid,
	35	+)
	36	+
	37	+HIER_PARQUET = INTERIM_DIR / "hierarchical_indexes.parquet"
	38	+STAGE1_RESID = INTERIM_DIR / "stage1_residuals.parquet"
	39	+STAGE1_PATHS = INTERIM_DIR / "stage1_paths.parquet"
	40	+
	41	+
	42	+def slug(name: str) -> str:
	43	+ s = unicodedata.normalize("NFKD", name).encode("ascii", "ignore").decode()
	44	+ return s.lower().replace(" ", "-").replace("'", "")
	45	+
	46	+
	47	+def city_slug(name: str) -> str:
	48	+ # Municipality 'Québec' must not collide with the province id.
	49	+ return "quebec-city" if name == "Québec" else slug(name)
	50	+
	51	+
	52	+def aligned_path(paths: pl.DataFrame, ptype: str, grid: list[str]) -> np.ndarray:
	53	+ sub = {r["week"]: r["delta"] for r in
	54	+ paths.filter(pl.col("property_type") == ptype).iter_rows(named=True)}
	55	+ arr = np.array([sub.get(w, np.nan) for w in grid])
	56	+ # Interpolate the rare missing week levels (singleton-dropped in stage 1).
	57	+ if np.isnan(arr).any():
	58	+ idx = np.arange(len(arr))
	59	+ ok = np.isfinite(arr)
	60	+ arr = np.interp(idx, idx[ok], arr[ok])
	61	+ return arr
	62	+
	63	+
	64	+def combine_all(tables: dict[str, pl.DataFrame], weights: dict[str, float],
	65	+ geography_id: str, geography_name: str,
	66	+ geography_level: str) -> pl.DataFrame:
	67	+ """Fixed-share composition of the three type indexes into 'all'."""
	68	+ wsum = sum(weights.values())
	69	+ w = {k: v / wsum for k, v in weights.items()}
	70	+ base = tables[next(iter(tables))].sort("week")
	71	+ grid = base["week"].to_list()
	72	+
	73	+ def wavg(col: str, log: bool = True) -> np.ndarray:
	74	+ acc = np.zeros(len(grid))
	75	+ for k, tbl in tables.items():
	76	+ vals = tbl.sort("week")[col].to_numpy()
	77	+ acc += w[k] * (np.log(vals / 100.0) if log else vals)
	78	+ return acc
	79	+
	80	+ log_raw = wavg("index")
	81	+ log_filt = wavg("index_smoothed")
	82	+ log_res = wavg("index_research")
	83	+ var = np.zeros(len(grid))
	84	+ for k, tbl in tables.items():
	85	+ var += (w[k] ** 2) * (tbl.sort("week")["se_log"].to_numpy() ** 2)
	86	+ se = np.sqrt(var)
	87	+ n = sum(np.nan_to_num(tbl.sort("week")["transactions"].to_numpy())
	88	+ for tbl in tables.values())
	89	+ shrink = wavg("shrinkage_weight", log=False)
	90	+
	91	+ return pl.DataFrame({
	92	+ "week": grid,
	93	+ "geography_id": geography_id,
	94	+ "geography_name": geography_name,
	95	+ "geography_level": geography_level,
	96	+ "property_type": "all",
	97	+ "index": np.exp(log_raw) * 100.0,
	98	+ "index_smoothed": np.exp(log_filt) * 100.0,
	99	+ "index_research": np.exp(log_res) * 100.0,
	100	+ "log_index": log_filt,
	101	+ "se_log": se,
	102	+ "lower_95": np.exp(log_filt - 1.96 * se) * 100.0,
	103	+ "upper_95": np.exp(log_filt + 1.96 * se) * 100.0,
	104	+ "transactions": n,
	105	+ "shrinkage_weight": shrink,
	106	+ "research_var": var,
	107	+ })
	108	+
	109	+
	110	+def main() -> None:
	111	+ ensure_dirs()
	112	+ feat = build_features(research_sample(pl.read_parquet(CLEAN_PARQUET)))
	113	+
	114	+ print("Stage 1: pooled residualization ...")
	115	+ t0 = time.time()
	116	+ s1 = stage1_residualize(feat)
	117	+ print(f" n={s1.n_obs:,} r2={s1.r2:.4f} ({time.time() - t0:.0f}s)")
	118	+ s1.residuals.write_parquet(STAGE1_RESID)
	119	+ s1.paths.write_parquet(STAGE1_PATHS)
	120	+
	121	+ resid = s1.residuals
	122	+ grid = week_grid(resid)
	123	+ T = len(grid)
	124	+
	125	+ # Type-level residual variances (fallback for tiny cells) and weekly
	126	+ # counts for the province path variance.
	127	+ sigma2_type = {t: float(resid.filter(pl.col("propertyType") == t)["resid"].var())
	128	+ for t in PROPERTY_TYPES}
	129	+
	130	+ frames: list[pl.DataFrame] = []
	131	+ region_dev_store: dict[tuple[str, str], CellDeviation] = {}
	132	+
	133	+ region_names = dict(
	134	+ feat.select("region_code", "region").unique().iter_rows()
	135	+ )
	136	+
	137	+ for ptype in PROPERTY_TYPES:
	138	+ path = aligned_path(s1.paths, ptype, grid)
	139	+ r_t = resid.filter(pl.col("propertyType") == ptype)
	140	+ counts = {r["week_str"]: r["n"] for r in
	141	+ r_t.group_by("week_str").agg(pl.len().alias("n")).iter_rows(named=True)}
	142	+ n_prov = np.array([counts.get(w, 0) for w in grid], dtype=float)
	143	+ path_var = np.where(n_prov > 0, sigma2_type[ptype] / np.maximum(n_prov, 1), np.nan)
	144	+ path_var = np.nan_to_num(path_var, nan=np.nanmax(path_var))
	145	+
	146	+ # ---- province cell ---- #
	147	+ prov = compose_cell_table(
	148	+ grid=grid, province_path=path, deviations=[],
	149	+ geography_id="quebec", geography_name="Québec (province)",
	150	+ geography_level="province", property_type=ptype, path_var=path_var,
	151	+ ).with_columns(
	152	+ pl.Series("transactions", n_prov),
	153	+ pl.Series("shrinkage_weight", np.zeros(T)),
	154	+ )
	155	+ frames.append(prov)
	156	+
	157	+ # ---- 17 regions ---- #
	158	+ for rcode in sorted(region_names):
	159	+ cell = r_t.filter(pl.col("region_code") == rcode).rename({"resid": "dev"})
	160	+ dev = cell_deviation(cell.select("week_str", "dev"), grid, sigma2_type[ptype])
	161	+ region_dev_store[(rcode, ptype)] = dev
	162	+ frames.append(compose_cell_table(
	163	+ grid=grid, province_path=path, deviations=[dev],
	164	+ geography_id=f"region-{rcode}",
	165	+ geography_name=region_names[rcode],
	166	+ geography_level="region", property_type=ptype, path_var=path_var,
	167	+ ))
	168	+
	169	+ # ---- target cities ---- #
	170	+ for city in CITY_TARGETS:
	171	+ cell = r_t.filter(pl.col("municipality") == city)
	172	+ if cell.height == 0:
	173	+ continue
	174	+ rcode = cell["region_code"][0]
	175	+ rdev = region_dev_store[(rcode, ptype)]
	176	+ rpath = {w: v for w, v in zip(grid, rdev.fit.smoothed)}
	177	+ cell = cell.with_columns(
	178	+ (pl.col("resid") - pl.col("week_str").replace_strict(rpath, default=0.0))
	179	+ .alias("dev")
	180	+ )
	181	+ mdev = cell_deviation(cell.select("week_str", "dev"), grid, sigma2_type[ptype])
	182	+ frames.append(compose_cell_table(
	183	+ grid=grid, province_path=path, deviations=[rdev, mdev],
	184	+ geography_id=city_slug(city), geography_name=city,
	185	+ geography_level="municipality", property_type=ptype, path_var=path_var,
	186	+ ))
	187	+
	188	+ out = pl.concat(frames)
	189	+
	190	+ # ---- 'all' composition per geography (fixed full-sample type shares) ---- #
	191	+ all_frames: list[pl.DataFrame] = []
	192	+ geos = out.select("geography_id", "geography_name", "geography_level").unique()
	193	+ for gid, gname, glevel in geos.iter_rows():
	194	+ tables = {
	195	+ t: out.filter((pl.col("geography_id") == gid) & (pl.col("property_type") == t))
	196	+ for t in PROPERTY_TYPES
	197	+ }
	198	+ tables = {t: tbl for t, tbl in tables.items() if tbl.height}
	199	+ weights = {t: float(np.nansum(tbl["transactions"].to_numpy()))
	200	+ for t, tbl in tables.items()}
	201	+ weights = {t: max(v, 1.0) for t, v in weights.items()}
	202	+ all_frames.append(combine_all(tables, weights, gid, gname, glevel))
	203	+
	204	+ out = pl.concat([out, *all_frames]).sort(
	205	+ ["geography_level", "geography_id", "property_type", "week"])
	206	+ out.write_parquet(HIER_PARQUET)
	207	+
	208	+ # Summary: volatility comparison raw vs smoothed for thin cells.
	209	+ rows = []
	210	+ for (gid, ptype), grp in out.to_pandas().groupby(["geography_id", "property_type"]):
	211	+ grp = grp.sort_values("week")
	212	+ li_raw = np.log(grp["index"].to_numpy())
	213	+ li_smo = np.log(grp["index_smoothed"].to_numpy())
	214	+ ok = np.isfinite(li_raw)
	215	+ rows.append({
	216	+ "geography": gid, "property_type": ptype,
	217	+ "median_weekly_tx": float(np.nanmedian(grp["transactions"])),
	218	+ "sd_raw_pct": round(float(np.nanstd(np.diff(li_raw[ok]))) * 100, 2),
	219	+ "sd_smoothed_pct": round(float(np.std(np.diff(li_smo))) * 100, 2),
	220	+ "mean_shrinkage": round(float(np.nanmean(grp["shrinkage_weight"])), 3),
	221	+ "last_index": round(float(grp["index_smoothed"].iloc[-1]), 2),
	222	+ })
	223	+ summary = pl.DataFrame(rows).sort(["geography", "property_type"])
	224	+ summary.write_csv(TABLES_DIR / "hierarchical_summary.csv")
	225	+ print(summary)
	226	+ print(f"\nSaved {out.height:,} observations to {HIER_PARQUET}")
	227	+
	228	+
	229	+if __name__ == "__main__":
	230	+ main()

added engine/scripts/06_validation.py +271 −0

		`@@ -0,0 +1,271 @@`
	1	+#!/usr/bin/env python3
	2	+# =============================================================================
	3	+# QWHPI — Quebec Weekly Housing Price Index
	4	+# Author : Simon-Pierre Boucher
	5	+# Contact : contact@spboucher.ai
	6	+# File : engine/scripts/06_validation.py
	7	+# Purpose : Step 6 — repeat-sales comparison, downsampling experiment,
	8	+# composition-shock simulation, weekly-vs-monthly comparison.
	9	+# =============================================================================
	10	+"""Validation suite (Execution Order step 6). Writes tables + report."""
	11	+
	12	+from __future__ import annotations
	13	+
	14	+import sys
	15	+from pathlib import Path
	16	+
	17	+sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
	18	+
	19	+import numpy as np
	20	+import polars as pl
	21	+
	22	+from qwhpi.clean import CLEAN_PARQUET, research_sample
	23	+from qwhpi.config import REPORTS_DIR, TABLES_DIR, ensure_dirs
	24	+from qwhpi.features import build_features
	25	+from qwhpi.hierarchy import cell_deviation, week_grid
	26	+from qwhpi.repeat_sales import bmn_index, build_pairs
	27	+
	28	+RNG = np.random.default_rng(42)
	29	+LINES: list[str] = []
	30	+
	31	+
	32	+def note(line: str = "") -> None:
	33	+ LINES.append(line)
	34	+ print(line)
	35	+
	36	+
	37	+# ------------------------------------------------------------------------- #
	38	+# 1. Repeat-sales comparison
	39	+# ------------------------------------------------------------------------- #
	40	+
	41	+def repeat_sales_comparison(cl: pl.DataFrame, hier: pl.DataFrame) -> None:
	42	+ note("## 1. Repeat-sales (BMN) vs hedonic index")
	43	+ note("")
	44	+ cells = [
	45	+ ("quebec", None, "unifamilial"), ("quebec", None, "condo"),
	46	+ ("quebec", None, "plex"),
	47	+ ("montreal", "Montréal", "condo"), ("montreal", "Montréal", "unifamilial"),
	48	+ ("quebec-city", "Québec", "unifamilial"),
	49	+ ]
	50	+ rows = []
	51	+ for gid, mun, ptype in cells:
	52	+ sub = cl.filter(pl.col("propertyType") == ptype)
	53	+ if mun:
	54	+ sub = sub.filter(pl.col("municipality") == mun)
	55	+ rs = bmn_index(build_pairs(sub))
	56	+ if rs is None:
	57	+ continue
	58	+ h = (
	59	+ hier.filter((pl.col("geography_id") == gid)
	60	+ & (pl.col("property_type") == ptype))
	61	+ .with_columns(pl.col("week").str.slice(0, 7).alias("month"))
	62	+ .group_by("month").agg(pl.col("index_research").mean().alias("hedonic"))
	63	+ )
	64	+ j = rs.join(h, on="month", how="inner").sort("month")
	65	+ lg_rs = np.log(j["rs_index"].to_numpy())
	66	+ lg_he = np.log(j["hedonic"].to_numpy())
	67	+ corr = float(np.corrcoef(np.diff(lg_rs), np.diff(lg_he))[0, 1])
	68	+ rows.append({
	69	+ "cell": f"{gid}/{ptype}", "n_pairs": build_pairs(sub).height,
	70	+ "corr_monthly_changes": round(corr, 3),
	71	+ "end_gap_pct": round((lg_he[-1] - lg_rs[-1]) * 100, 2),
	72	+ "rs_end": round(float(j["rs_index"][-1]), 1),
	73	+ "hedonic_end": round(float(j["hedonic"][-1]), 1),
	74	+ })
	75	+ note(f"- {gid}/{ptype}: Δcorr={corr:.3f}, end levels RS={j['rs_index'][-1]:.1f} "
	76	+ f"vs hedonic={j['hedonic'][-1]:.1f}")
	77	+ pl.DataFrame(rows).write_csv(TABLES_DIR / "repeat_sales_comparison.csv")
	78	+
	79	+
	80	+# ------------------------------------------------------------------------- #
	81	+# 2. Downsampling experiment (Montreal condo lab)
	82	+# ------------------------------------------------------------------------- #
	83	+
	84	+def downsampling(resid: pl.DataFrame, n_reps: int = 20) -> None:
	85	+ note("")
	86	+ note("## 2. Downsampling experiment — Montréal condo lab")
	87	+ note("")
	88	+ cell = resid.filter((pl.col("municipality") == "Montréal")
	89	+ & (pl.col("propertyType") == "condo"))
	90	+ grid = week_grid(resid)
	91	+ sigma2 = float(cell["resid"].var())
	92	+
	93	+ ref = cell_deviation(cell.rename({"resid": "dev"}).select("week_str", "dev"),
	94	+ grid, sigma2)
	95	+ ref_path = ref.fit.smoothed
	96	+ ref_turn = np.sign(np.diff(_ma(ref_path, 4)))
	97	+
	98	+ rows = []
	99	+ for target in [100, 50, 25, 15, 10, 5]:
	100	+ rmse_l, bias_l, vol_l, turn_l, cov_l = [], [], [], [], []
	101	+ for _ in range(n_reps):
	102	+ thin = (
	103	+ cell.with_columns(pl.lit(RNG.random(cell.height)).alias("_u"))
	104	+ .with_columns(pl.col("_u").rank().over("week_str").alias("_rk"))
	105	+ .filter(pl.col("_rk") <= target)
	106	+ )
	107	+ fit = cell_deviation(thin.rename({"resid": "dev"}).select("week_str", "dev"),
	108	+ grid, sigma2)
	109	+ path = fit.fit.smoothed
	110	+ err = path - ref_path
	111	+ rmse_l.append(np.sqrt(np.mean(err ** 2)))
	112	+ bias_l.append(np.mean(err))
	113	+ vol_l.append(np.std(np.diff(path)) / max(np.std(np.diff(ref_path)), 1e-12))
	114	+ turn = np.sign(np.diff(_ma(path, 4)))
	115	+ turn_l.append(float(np.mean(turn == ref_turn)))
	116	+ band = 1.96 * np.sqrt(fit.fit.smoothed_var)
	117	+ cov_l.append(float(np.mean(np.abs(err) <= band)))
	118	+ rows.append({
	119	+ "target_tx_per_week": target,
	120	+ "rmse_log_pct": round(float(np.mean(rmse_l)) * 100, 3),
	121	+ "bias_log_pct": round(float(np.mean(bias_l)) * 100, 3),
	122	+ "volatility_ratio": round(float(np.mean(vol_l)), 3),
	123	+ "turning_point_agreement": round(float(np.mean(turn_l)), 3),
	124	+ "ci95_coverage": round(float(np.mean(cov_l)), 3),
	125	+ })
	126	+ note(f"- {target:>3} tx/wk: RMSE={rows[-1]['rmse_log_pct']}% "
	127	+ f"bias={rows[-1]['bias_log_pct']}% vol_ratio={rows[-1]['volatility_ratio']} "
	128	+ f"turn_agree={rows[-1]['turning_point_agreement']} "
	129	+ f"CI95_cov={rows[-1]['ci95_coverage']}")
	130	+ pl.DataFrame(rows).write_csv(TABLES_DIR / "downsampling_results.csv")
	131	+ note("")
	132	+ note("Reading: RMSE vs the full-sample (~145 tx/wk) smoothed path; CI "
	133	+ "coverage of the deviation posterior; turning points on 4-week MA.")
	134	+
	135	+
	136	+def _ma(x: np.ndarray, w: int) -> np.ndarray:
	137	+ return np.convolve(x, np.ones(w) / w, mode="same")
	138	+
	139	+
	140	+# ------------------------------------------------------------------------- #
	141	+# 3. Composition-shock simulation
	142	+# ------------------------------------------------------------------------- #
	143	+
	144	+def composition_shock(feat: pl.DataFrame) -> None:
	145	+ note("")
	146	+ note("## 3. Composition-shock simulation (province unifamilial)")
	147	+ note("")
	148	+ import pyfixest as pf
	149	+
	150	+ uni = feat.filter(pl.col("propertyType") == "unifamilial")
	151	+ med_fa = float(uni["floor_area_filled"].median())
	152	+ shock_weeks = [w for w in uni["week_str"].unique().to_list()
	153	+ if w.startswith("2024") and w < "2024-07"]
	154	+
	155	+ # Drop 70% of below-median-floorArea sales in shocked weeks.
	156	+ u = RNG.random(uni.height)
	157	+ uni = uni.with_columns(pl.lit(u).alias("_u"))
	158	+ shocked = uni.filter(
	159	+ ~(
	160	+ pl.col("week_str").is_in(shock_weeks)
	161	+ & (pl.col("floor_area_filled") < med_fa)
	162	+ & (pl.col("_u") < 0.7)
	163	+ )
	164	+ )
	165	+ note(f"- Shock: drop 70% of below-median floorArea sales in 2024-H1 "
	166	+ f"({uni.height - shocked.height:,} of {uni.height:,} rows removed)")
	167	+
	168	+ def weekly_median(df: pl.DataFrame) -> dict[str, float]:
	169	+ return {r["week_str"]: r["m"] for r in
	170	+ df.group_by("week_str").agg(pl.col("amount").median().alias("m"))
	171	+ .iter_rows(named=True)}
	172	+
	173	+ def hedonic_path(df: pl.DataFrame) -> dict[str, float]:
	174	+ pdf = df.select("log_amount", "week_str", "log_fa", "fa_missing",
	175	+ "age_bin", "building_type", "loc_fine").to_pandas()
	176	+ pdf["fa_missing"] = pdf["fa_missing"].astype(int)
	177	+ fit = pf.feols("log_amount ~ log_fa + fa_missing + C(age_bin) "
	178	+ "\| loc_fine + week_str", data=pdf)
	179	+ fx = fit.fixef()
	180	+ key = next(k for k in fx if "week_str" in k)
	181	+ return {k: float(v) for k, v in fx[key].items()}
	182	+
	183	+ med_b, med_s = weekly_median(uni), weekly_median(shocked)
	184	+ hed_b, hed_s = hedonic_path(uni), hedonic_path(shocked)
	185	+
	186	+ common = [w for w in shock_weeks if w in med_b and w in med_s
	187	+ and w in hed_b and w in hed_s]
	188	+ dmed = np.mean([np.log(med_s[w] / med_b[w]) for w in common]) * 100
	189	+ dhed = np.mean([hed_s[w] - hed_b[w] for w in common]) * 100
	190	+ note(f"- Raw weekly median moves by {dmed:+.2f}% in shocked weeks (must move)")
	191	+ note(f"- Hedonic time-dummy moves by {dhed:+.2f}% (must stay ~0)")
	192	+ pl.DataFrame({
	193	+ "metric": ["raw_median_shift_pct", "hedonic_shift_pct"],
	194	+ "value": [round(float(dmed), 3), round(float(dhed), 3)],
	195	+ }).write_csv(TABLES_DIR / "composition_shock.csv")
	196	+
	197	+
	198	+# ------------------------------------------------------------------------- #
	199	+# 4. Weekly vs monthly comparison
	200	+# ------------------------------------------------------------------------- #
	201	+
	202	+def weekly_vs_monthly(hier: pl.DataFrame) -> None:
	203	+ note("")
	204	+ note("## 4. Weekly vs monthly (same methodology)")
	205	+ note("")
	206	+ rows = []
	207	+ for gid, ptype in [("quebec", "unifamilial"), ("quebec", "condo"),
	208	+ ("montreal", "condo")]:
	209	+ h = hier.filter((pl.col("geography_id") == gid)
	210	+ & (pl.col("property_type") == ptype)).sort("week")
	211	+ wk_raw = np.log(h["index"].to_numpy())
	212	+ wk_smooth = np.log(h["index_smoothed"].to_numpy())
	213	+ wk_res = np.log(h["index_research"].to_numpy())
	214	+ monthly = (
	215	+ h.with_columns(pl.col("week").str.slice(0, 7).alias("m"))
	216	+ .group_by("m").agg(pl.col("index_research").mean().alias("ix"))
	217	+ .sort("m")
	218	+ )
	219	+ mo = np.log(monthly["ix"].to_numpy())
	220	+ # noise = raw minus final smoothed; signal = final smoothed changes
	221	+ noise_sd = float(np.nanstd(wk_raw - wk_res))
	222	+ signal_sd = float(np.std(np.diff(wk_res)))
	223	+ revision_sd = float(np.std(wk_smooth - wk_res)) # real-time vs final
	224	+ rows.append({
	225	+ "cell": f"{gid}/{ptype}",
	226	+ "weekly_signal_sd_pct": round(signal_sd * 100, 3),
	227	+ "weekly_noise_sd_pct": round(noise_sd * 100, 3),
	228	+ "monthly_change_sd_pct": round(float(np.std(np.diff(mo))) * 100, 3),
	229	+ "realtime_revision_sd_pct": round(revision_sd * 100, 3),
	230	+ "weeks_to_monthly_ratio": round(signal_sd * np.sqrt(52 / 12)
	231	+ / max(float(np.std(np.diff(mo))), 1e-9), 2),
	232	+ })
	233	+ note(f"- {gid}/{ptype}: weekly signal SD={rows[-1]['weekly_signal_sd_pct']}%, "
	234	+ f"noise SD={rows[-1]['weekly_noise_sd_pct']}%, monthly ΔSD="
	235	+ f"{rows[-1]['monthly_change_sd_pct']}%, real-time revision SD="
	236	+ f"{rows[-1]['realtime_revision_sd_pct']}%")
	237	+ pl.DataFrame(rows).write_csv(TABLES_DIR / "weekly_vs_monthly.csv")
	238	+
	239	+
	240	+def main() -> None:
	241	+ ensure_dirs()
	242	+ cl = research_sample(pl.read_parquet(CLEAN_PARQUET))
	243	+ feat = build_features(cl)
	244	+ hier = pl.read_parquet("data/interim/hierarchical_indexes.parquet")
	245	+ resid = pl.read_parquet("data/interim/stage1_residuals.parquet")
	246	+
	247	+ note("# QWHPI validation report")
	248	+ note("")
	249	+ repeat_sales_comparison(cl, hier)
	250	+ downsampling(resid)
	251	+ composition_shock(feat)
	252	+ weekly_vs_monthly(hier)
	253	+
	254	+ header = (
	255	+ "<!--\n"
	256	+ "=============================================================================\n"
	257	+ "QWHPI — Quebec Weekly Housing Price Index\n"
	258	+ "Author : Simon-Pierre Boucher\n"
	259	+ "Contact : contact@spboucher.ai\n"
	260	+ "File : outputs/reports/validation_report.md\n"
	261	+ "Purpose : Step 6 validation report (generated by 06_validation.py)\n"
	262	+ "=============================================================================\n"
	263	+ "-->\n\n"
	264	+ )
	265	+ (REPORTS_DIR / "validation_report.md").write_text(
	266	+ header + "\n".join(LINES) + "\n", encoding="utf-8")
	267	+ print("\nReport written to outputs/reports/validation_report.md")
	268	+
	269	+
	270	+if __name__ == "__main__":
	271	+ main()

added engine/scripts/07_canonical.py +228 −0

		`@@ -0,0 +1,228 @@`
	1	+#!/usr/bin/env python3
	2	+# =============================================================================
	3	+# QWHPI — Quebec Weekly Housing Price Index
	4	+# Author : Simon-Pierre Boucher
	5	+# Contact : contact@spboucher.ai
	6	+# File : engine/scripts/07_canonical.py
	7	+# Purpose : Step 7 — assemble data/processed/qwhpi_weekly.parquet (canonical
	8	+# dataset), coverage matrix, assessment gap, vintages, liquidity.
	9	+# =============================================================================
	10	+"""Canonical dataset build (Execution Order step 7, schema §4.9)."""
	11	+
	12	+from __future__ import annotations
	13	+
	14	+import datetime as dt
	15	+import sys
	16	+import unicodedata
	17	+from pathlib import Path
	18	+
	19	+sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
	20	+
	21	+import numpy as np
	22	+import polars as pl
	23	+
	24	+from qwhpi.clean import CLEAN_PARQUET, research_sample
	25	+from qwhpi.config import (
	26	+ CITY_TARGETS, INTERIM_DIR, PROCESSED_DIR, PROPERTY_TYPES, TABLES_DIR,
	27	+ ensure_dirs,
	28	+)
	29	+from qwhpi.index import (
	30	+ add_growth, add_reliability, add_representative_value, compute_basket,
	31	+)
	32	+from qwhpi.nowcast import partial_week_flags
	33	+from qwhpi.seasonal import seasonality_test
	34	+from qwhpi.vintages import snapshot, update_first_release
	35	+
	36	+MODEL_VERSION = "0.1.0"
	37	+CANONICAL = PROCESSED_DIR / "qwhpi_weekly.parquet"
	38	+
	39	+
	40	+def slug(name: str) -> str:
	41	+ s = unicodedata.normalize("NFKD", name).encode("ascii", "ignore").decode()
	42	+ return s.lower().replace(" ", "-").replace("'", "")
	43	+
	44	+
	45	+def city_slug(name: str) -> str:
	46	+ return "quebec-city" if name == "Québec" else slug(name)
	47	+
	48	+
	49	+def main() -> None:
	50	+ ensure_dirs()
	51	+ data_vintage = dt.date.today().isoformat()
	52	+ hier = pl.read_parquet(INTERIM_DIR / "hierarchical_indexes.parquet")
	53	+ cl = research_sample(pl.read_parquet(CLEAN_PARQUET))
	54	+ cl = cl.with_columns(pl.col("week").dt.strftime("%Y-%m-%d").alias("week_str"))
	55	+
	56	+ # ------------------------------------------------------------------ #
	57	+ # Map transactions to geography_ids (for baskets & liquidity)
	58	+ # ------------------------------------------------------------------ #
	59	+ cell_frames = []
	60	+ for gid_expr, filt in [
	61	+ (pl.lit("quebec"), pl.lit(True)),
	62	+ (pl.concat_str([pl.lit("region-"), pl.col("region_code")]),
	63	+ pl.col("region_code").is_not_null()),
	64	+ ]:
	65	+ cell_frames.append(
	66	+ cl.filter(filt).select(
	67	+ gid_expr.alias("geography_id"),
	68	+ pl.col("propertyType").alias("property_type"),
	69	+ pl.col("week_str").alias("week"),
	70	+ "log_amount", "amount",
	71	+ )
	72	+ )
	73	+ for city in CITY_TARGETS:
	74	+ sub = cl.filter(pl.col("municipality") == city)
	75	+ if sub.height:
	76	+ cell_frames.append(sub.select(
	77	+ pl.lit(city_slug(city)).alias("geography_id"),
	78	+ pl.col("propertyType").alias("property_type"),
	79	+ pl.col("week_str").alias("week"),
	80	+ "log_amount", "amount",
	81	+ ))
	82	+ tx_cells = pl.concat(cell_frames)
	83	+ tx_cells_all = pl.concat([
	84	+ tx_cells,
	85	+ tx_cells.with_columns(pl.lit("all").alias("property_type")),
	86	+ ])
	87	+
	88	+ # ------------------------------------------------------------------ #
	89	+ # Canonical columns
	90	+ # ------------------------------------------------------------------ #
	91	+ basket = compute_basket(tx_cells_all, hier)
	92	+ canon = add_representative_value(hier, basket)
	93	+ canon = add_growth(canon)
	94	+ canon = add_reliability(canon)
	95	+
	96	+ prov_vol = (
	97	+ cl.group_by("week_str").len()
	98	+ .rename({"week_str": "week", "len": "volume"})
	99	+ )
	100	+ canon = canon.join(partial_week_flags(prov_vol), on="week", how="left") \
	101	+ .with_columns(pl.col("is_partial_week").fill_null(False))
	102	+
	103	+ # Effective sample size: information units of the filtered estimate.
	104	+ sigma2_map = {
	105	+ t: float(pl.read_parquet(INTERIM_DIR / "stage1_residuals.parquet")
	106	+ .filter(pl.col("propertyType") == t)["resid"].var())
	107	+ for t in PROPERTY_TYPES
	108	+ }
	109	+ sigma2_map["all"] = float(np.mean(list(sigma2_map.values())))
	110	+ canon = canon.with_columns(
	111	+ pl.col("property_type").replace_strict(sigma2_map, default=None)
	112	+ .alias("_sigma2")
	113	+ ).with_columns(
	114	+ (pl.col("_sigma2") / (pl.col("se_log") ** 2).clip(1e-9, None))
	115	+ .round(1).alias("effective_sample_size")
	116	+ ).drop("_sigma2")
	117	+
	118	+ canon = canon.with_columns(
	119	+ pl.lit(MODEL_VERSION).alias("model_version"),
	120	+ pl.lit(data_vintage).alias("data_vintage"),
	121	+ pl.col("transactions").fill_nan(0).cast(pl.Int64),
	122	+ )
	123	+
	124	+ cols = ["week", "geography_level", "geography_id", "geography_name",
	125	+ "property_type", "index", "index_smoothed", "representative_value",
	126	+ "transactions", "effective_sample_size",
	127	+ "weekly_pct", "four_week_pct", "thirteen_week_pct",
	128	+ "twenty_six_week_pct", "yoy_pct",
	129	+ "lower_95", "upper_95", "reliability_grade", "shrinkage_weight",
	130	+ "is_partial_week", "model_version", "data_vintage"]
	131	+ canonical = canon.select(cols).sort(
	132	+ ["geography_level", "geography_id", "property_type", "week"])
	133	+ canonical.write_parquet(CANONICAL)
	134	+ print(f"Canonical table: {canonical.height:,} rows -> {CANONICAL}")
	135	+
	136	+ # ------------------------------------------------------------------ #
	137	+ # Coverage matrix (all municipalities × types)
	138	+ # ------------------------------------------------------------------ #
	139	+ weeks_total = cl["week_str"].n_unique()
	140	+ liq = (
	141	+ cl.group_by(["municipality", "geo_code", "region", "propertyType", "week_str"])
	142	+ .len()
	143	+ .group_by(["municipality", "geo_code", "region", "propertyType"])
	144	+ .agg(pl.col("len").median().alias("median_weekly_tx"),
	145	+ pl.col("len").sum().alias("total_tx"),
	146	+ (pl.len() / weeks_total * 100).round(1).alias("pct_weeks_active"))
	147	+ )
	148	+ published_cities = {city_slug(c) for c in CITY_TARGETS}
	149	+ liq = liq.with_columns(
	150	+ pl.when(pl.col("municipality").is_in(list(CITY_TARGETS)))
	151	+ .then(pl.lit("published"))
	152	+ .when((pl.col("median_weekly_tx") >= 5) & (pl.col("pct_weeks_active") >= 80))
	153	+ .then(pl.lit("conditional"))
	154	+ .otherwise(pl.lit("not_published"))
	155	+ .alias("coverage_status")
	156	+ ).sort("total_tx", descending=True)
	157	+ liq.write_csv(TABLES_DIR / "coverage.csv")
	158	+ liq.write_parquet(PROCESSED_DIR / "coverage_matrix.parquet")
	159	+ counts = liq.group_by("coverage_status").len()
	160	+ print("Coverage matrix:", dict(counts.iter_rows()))
	161	+
	162	+ # Weekly liquidity per published cell.
	163	+ weekly_liq = (
	164	+ tx_cells_all.group_by(["geography_id", "property_type", "week"]).len()
	165	+ .rename({"len": "transactions"}).sort(["geography_id", "property_type", "week"])
	166	+ )
	167	+ weekly_liq.write_parquet(PROCESSED_DIR / "weekly_liquidity.parquet")
	168	+ (
	169	+ weekly_liq.group_by(["geography_id", "property_type"])
	170	+ .agg(pl.col("transactions").median().alias("median"),
	171	+ pl.col("transactions").mean().round(1).alias("mean"))
	172	+ .sort(["geography_id", "property_type"])
	173	+ .write_csv(TABLES_DIR / "weekly_liquidity.csv")
	174	+ )
	175	+
	176	+ # ------------------------------------------------------------------ #
	177	+ # Assessment Gap Index (secondary module — never mixed with QWHPI)
	178	+ # ------------------------------------------------------------------ #
	179	+ gap = (
	180	+ cl.filter(pl.col("totalArValue") > 0)
	181	+ .with_columns((pl.col("amount") / pl.col("totalArValue")).alias("ratio"))
	182	+ )
	183	+ gap_cells = pl.concat([
	184	+ gap.select(pl.lit("quebec").alias("geography_id"),
	185	+ pl.col("propertyType").alias("property_type"),
	186	+ pl.col("week_str").alias("week"), "ratio"),
	187	+ gap.select(pl.concat_str([pl.lit("region-"), pl.col("region_code")])
	188	+ .alias("geography_id"),
	189	+ pl.col("propertyType").alias("property_type"),
	190	+ pl.col("week_str").alias("week"), "ratio"),
	191	+ ])
	192	+ assessment = (
	193	+ gap_cells.group_by(["geography_id", "property_type", "week"])
	194	+ .agg(pl.col("ratio").median().round(4).alias("median_ratio"),
	195	+ pl.len().alias("n"))
	196	+ .sort(["geography_id", "property_type", "week"])
	197	+ )
	198	+ assessment.write_parquet(PROCESSED_DIR / "assessment_gap.parquet")
	199	+ print(f"Assessment gap: {assessment.height:,} rows")
	200	+
	201	+ # ------------------------------------------------------------------ #
	202	+ # Seasonality check (documents the NSA decision)
	203	+ # ------------------------------------------------------------------ #
	204	+ seas_rows = []
	205	+ for gid, ptype in [("quebec", "all"), ("quebec", "unifamilial"),
	206	+ ("montreal", "condo")]:
	207	+ s = canonical.filter((pl.col("geography_id") == gid)
	208	+ & (pl.col("property_type") == ptype)).sort("week")
	209	+ res = seasonality_test(np.log(s["index_smoothed"].to_numpy()))
	210	+ seas_rows.append({"cell": f"{gid}/{ptype}", **res})
	211	+ seas = pl.DataFrame(seas_rows)
	212	+ seas.write_csv(TABLES_DIR / "seasonality_tests.csv")
	213	+ print(seas)
	214	+
	215	+ # ------------------------------------------------------------------ #
	216	+ # Vintages + latest snapshot table
	217	+ # ------------------------------------------------------------------ #
	218	+ snapshot(canonical, data_vintage)
	219	+ update_first_release(canonical, data_vintage)
	220	+
	221	+ latest_week = canonical.filter(~pl.col("is_partial_week"))["week"].max()
	222	+ latest = canonical.filter(pl.col("week") == latest_week)
	223	+ latest.write_csv(TABLES_DIR / "index_latest.csv")
	224	+ print(f"Latest complete week: {latest_week} \| {latest.height} series")
	225	+
	226	+
	227	+if __name__ == "__main__":
	228	+ main()

added engine/scripts/08_figures.py +183 −0

		`@@ -0,0 +1,183 @@`
	1	+#!/usr/bin/env python3
	2	+# =============================================================================
	3	+# QWHPI — Quebec Weekly Housing Price Index
	4	+# Author : Simon-Pierre Boucher
	5	+# Contact : contact@spboucher.ai
	6	+# File : engine/scripts/08_figures.py
	7	+# Purpose : Publication figures — aggregate, regions, cities, median-vs-
	8	+# hedonic, repeat sales, downsampling, volumes, YoY map, gap.
	9	+# =============================================================================
	10	+"""Research figures (Execution Order step 10)."""
	11	+
	12	+from __future__ import annotations
	13	+
	14	+import sys
	15	+from pathlib import Path
	16	+
	17	+sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
	18	+
	19	+import numpy as np
	20	+import polars as pl
	21	+
	22	+from qwhpi import plotting as P
	23	+from qwhpi.config import FIGURES_DIR, PROCESSED_DIR, TABLES_DIR, ensure_dirs
	24	+
	25	+import matplotlib.dates as mdates # noqa: E402
	26	+import matplotlib.pyplot as plt # noqa: E402
	27	+
	28	+
	29	+def dts(weeks: pl.Series) -> np.ndarray:
	30	+ return weeks.str.to_date("%Y-%m-%d").to_numpy()
	31	+
	32	+
	33	+def cell(c: pl.DataFrame, gid: str, t: str) -> pl.DataFrame:
	34	+ return c.filter((pl.col("geography_id") == gid)
	35	+ & (pl.col("property_type") == t)).sort("week")
	36	+
	37	+
	38	+def main() -> None:
	39	+ ensure_dirs()
	40	+ c = pl.read_parquet(PROCESSED_DIR / "qwhpi_weekly.parquet")
	41	+
	42	+ # 1 — Quebec aggregate with CI band
	43	+ q = cell(c, "quebec", "all")
	44	+ fig, ax = plt.subplots(figsize=(9, 4.5))
	45	+ x = dts(q["week"])
	46	+ ax.fill_between(x, q["lower_95"], q["upper_95"], color=P.BAND, label="95% CI")
	47	+ ax.plot(x, q["index_smoothed"], color=P.SERIES[0], label="QWHPI-QC (smoothed)")
	48	+ ax.plot(x, q["index"], color=P.SERIES[0], alpha=0.35, lw=1, label="raw weekly")
	49	+ ax.set_title("Quebec weekly housing price index — all types (2021 = 100)")
	50	+ ax.legend(loc="upper left")
	51	+ ax.xaxis.set_major_formatter(mdates.DateFormatter("%Y"))
	52	+ P.save(fig, FIGURES_DIR / "quebec_aggregate.png")
	53	+
	54	+ # 2 — 17 regions, small multiples
	55	+ regs = sorted(c.filter(pl.col("geography_level") == "region")["geography_id"].unique())
	56	+ fig, axes = plt.subplots(3, 6, figsize=(15, 7), sharex=True, sharey=True)
	57	+ for ax, rid in zip(axes.flat, regs):
	58	+ r = cell(c, rid, "all")
	59	+ ax.plot(dts(r["week"]), r["index_smoothed"], color=P.SERIES[0], lw=1.4)
	60	+ ax.set_title(r["geography_name"][0], fontsize=8)
	61	+ ax.xaxis.set_major_formatter(mdates.DateFormatter("%y"))
	62	+ for ax in axes.flat[len(regs):]:
	63	+ ax.axis("off")
	64	+ fig.suptitle("Regional indexes — all types (2021 = 100)")
	65	+ P.save(fig, FIGURES_DIR / "region_comparison.png")
	66	+
	67	+ # 3 — Big-4 cities
	68	+ fig, ax = plt.subplots(figsize=(9, 4.5))
	69	+ for i, (gid, label) in enumerate([("montreal", "Montréal"), ("quebec-city", "Québec"),
	70	+ ("laval", "Laval"), ("gatineau", "Gatineau")]):
	71	+ s = cell(c, gid, "all")
	72	+ ax.plot(dts(s["week"]), s["index_smoothed"], color=P.SERIES[i], label=label)
	73	+ ax.set_title("Major cities — all types (2021 = 100)")
	74	+ ax.legend(loc="upper left")
	75	+ P.save(fig, FIGURES_DIR / "big4_cities.png")
	76	+
	77	+ # 4 — Condo across cities
	78	+ fig, ax = plt.subplots(figsize=(9, 4.5))
	79	+ for i, (gid, label) in enumerate([("montreal", "Montréal"), ("quebec-city", "Québec"),
	80	+ ("gatineau", "Gatineau")]):
	81	+ s = cell(c, gid, "condo")
	82	+ ax.plot(dts(s["week"]), s["index_smoothed"], color=P.SERIES[i], label=label)
	83	+ ax.set_title("Condo indexes by city (2021 = 100)")
	84	+ ax.legend(loc="upper left")
	85	+ P.save(fig, FIGURES_DIR / "condo_by_city.png")
	86	+
	87	+ # 5 — Raw median vs hedonic (province, unifamilial)
	88	+ bi = pl.read_parquet("data/interim/baseline_indexes.parquet")
	89	+ b = bi.filter((pl.col("geography_id") == "quebec")
	90	+ & (pl.col("property_type") == "unifamilial")).sort("week")
	91	+ med = b["raw_median"].to_numpy()
	92	+ base_med = np.nanmean(med[:52])
	93	+ fig, ax = plt.subplots(figsize=(9, 4.5))
	94	+ ax.plot(dts(b["week"]), med / base_med * 100, color=P.SERIES[1], lw=1.2,
	95	+ label="Raw weekly median (indexed)")
	96	+ h = cell(c, "quebec", "unifamilial")
	97	+ ax.plot(dts(h["week"]), h["index_smoothed"], color=P.SERIES[0],
	98	+ label="QWHPI (quality-adjusted)")
	99	+ ax.set_title("Composition noise: raw median vs hedonic index — Quebec unifamilial")
	100	+ ax.legend(loc="upper left")
	101	+ P.save(fig, FIGURES_DIR / "raw_median_vs_hedonic.png")
	102	+
	103	+ # 6 — Weekly volumes
	104	+ vol = pl.read_parquet(PROCESSED_DIR / "weekly_liquidity.parquet")
	105	+ v = vol.filter((pl.col("geography_id") == "quebec")
	106	+ & (pl.col("property_type") == "all")).sort("week")
	107	+ fig, ax = plt.subplots(figsize=(9, 3.2))
	108	+ ax.bar(dts(v["week"]), v["transactions"], width=6, color=P.SERIES[0], alpha=0.6)
	109	+ ax.set_title("Weekly transaction volume — Quebec (research sample)")
	110	+ P.save(fig, FIGURES_DIR / "volumes.png")
	111	+
	112	+ # 7 — Downsampling stability
	113	+ ds = pl.read_csv(TABLES_DIR / "downsampling_results.csv")
	114	+ fig, ax = plt.subplots(figsize=(7, 4))
	115	+ ax.plot(ds["target_tx_per_week"], ds["rmse_log_pct"], "o-", color=P.SERIES[0],
	116	+ label="RMSE vs full-sample path (%)")
	117	+ ax.plot(ds["target_tx_per_week"], (1 - ds["ci95_coverage"]) * 10, "s--",
	118	+ color=P.SERIES[1], label="(1 − CI coverage) × 10")
	119	+ ax.set_xlabel("target transactions per week")
	120	+ ax.set_title("Downsampling experiment — Montréal condo")
	121	+ ax.legend()
	122	+ ax.invert_xaxis()
	123	+ P.save(fig, FIGURES_DIR / "downsampling_stability.png")
	124	+
	125	+ # 8 — YoY map (choropleth)
	126	+ import geopandas as gpd
	127	+ latest = c.filter((pl.col("geography_level") == "region")
	128	+ & (pl.col("property_type") == "all")
	129	+ & (~pl.col("is_partial_week")))
	130	+ lw = latest.filter(pl.col("week") == latest["week"].max())
	131	+ g = gpd.read_file("web/public/regions.geojson")
	132	+ g = g.merge(lw.select("geography_id", "yoy_pct").to_pandas(), on="geography_id")
	133	+ fig, ax = plt.subplots(figsize=(8, 7))
	134	+ g.plot(column="yoy_pct", cmap="Blues", legend=True, ax=ax,
	135	+ edgecolor="#fcfcfb", linewidth=0.8,
	136	+ legend_kwds={"label": "YoY %", "shrink": 0.6})
	137	+ ax.set_axis_off()
	138	+ ax.set_title(f"Year-over-year appreciation by region — week of {lw['week'][0]}")
	139	+ P.save(fig, FIGURES_DIR / "yoy_map.png")
	140	+
	141	+ # 9 — Assessment gap evolution
	142	+ gap = pl.read_parquet(PROCESSED_DIR / "assessment_gap.parquet")
	143	+ fig, ax = plt.subplots(figsize=(9, 4))
	144	+ for i, t in enumerate(["unifamilial", "condo", "plex"]):
	145	+ s = gap.filter((pl.col("geography_id") == "quebec")
	146	+ & (pl.col("property_type") == t)).sort("week")
	147	+ # 13-week rolling median for readability
	148	+ vals = s["median_ratio"].rolling_median(window_size=13)
	149	+ ax.plot(dts(s["week"]), vals, color=P.SERIES[i], label=t)
	150	+ ax.axhline(1.0, color=P.TEXT2, lw=1, ls="--")
	151	+ ax.set_title("Assessment gap — median sale price / municipal assessment (13-wk median)")
	152	+ ax.legend(loc="upper left")
	153	+ P.save(fig, FIGURES_DIR / "assessment_gap.png")
	154	+
	155	+ # 10 — Reliability heat table (cells × grade)
	156	+ summary = (
	157	+ c.group_by(["geography_id", "property_type"])
	158	+ .agg(pl.col("reliability_grade").mode().first().alias("grade"))
	159	+ )
	160	+ counts = summary.group_by(["property_type", "grade"]).len().sort(["property_type", "grade"])
	161	+ fig, ax = plt.subplots(figsize=(7, 3.4))
	162	+ grades = ["A", "B", "C", "D", "E"]
	163	+ types = ["all", "unifamilial", "condo", "plex"]
	164	+ mat = np.zeros((len(types), len(grades)))
	165	+ for r in counts.iter_rows(named=True):
	166	+ mat[types.index(r["property_type"]), grades.index(r["grade"])] = r["len"]
	167	+ im = ax.imshow(mat, cmap="Blues", aspect="auto")
	168	+ ax.set_xticks(range(len(grades)), grades)
	169	+ ax.set_yticks(range(len(types)), types)
	170	+ for i in range(len(types)):
	171	+ for j in range(len(grades)):
	172	+ if mat[i, j]:
	173	+ ax.text(j, i, int(mat[i, j]), ha="center", va="center",
	174	+ color=P.TEXT if mat[i, j] < mat.max() * 0.6 else "white")
	175	+ ax.set_title("Published series by reliability grade")
	176	+ ax.grid(False)
	177	+ P.save(fig, FIGURES_DIR / "reliability_matrix.png")
	178	+
	179	+ print("All figures written to outputs/figures/")
	180	+
	181	+
	182	+if __name__ == "__main__":
	183	+ main()

added engine/scripts/09_monthly.py +275 −0

		`@@ -0,0 +1,275 @@`
	1	+#!/usr/bin/env python3
	2	+# =============================================================================
	3	+# QWHPI — Quebec Weekly Housing Price Index
	4	+# Author : Simon-Pierre Boucher
	5	+# Contact : contact@spboucher.ai
	6	+# File : engine/scripts/09_monthly.py
	7	+# Purpose : v2.1 — monthly hybrid indexes: RTD province anchor, DIRECT robust
	8	+# local time-dummy for liquid cells, hierarchical shrinkage for
	9	+# thin cells only.
	10	+# =============================================================================
	11	+"""Monthly index build (v2.1 headline).
	12	+
	13	+Architecture (arbitrated against repeat sales, local time dummies and
	14	+stratified matched-cell medians — see methodology_v2_research.md):
	15	+
	16	+- Province × type ....... rolling-time-dummy, Huber IRLS, mean splice.
	17	+- Liquid cell (median ≥ LIQUID_MIN tx/month) ... DIRECT local robust
	18	+ time-dummy (own β, own FSA FE), then a light state-space smoother
	19	+ (obs var σ²/nₘ) for the real-time variant. Deviation-from-pooled-surface
	20	+ methods compress strong local divergences (Québec City condo: +50–55%
	21	+ by every composition-free arbiter vs +42% by deviations), so liquid
	22	+ cells are estimated on their own data.
	23	+- Thin cell ............. deviation from its parent's published path via the
	24	+ heteroskedastic local-level Kalman model (unchanged machinery).
	25	+"""
	26	+
	27	+from __future__ import annotations
	28	+
	29	+import sys
	30	+import time
	31	+import unicodedata
	32	+from pathlib import Path
	33	+
	34	+sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
	35	+
	36	+import numpy as np
	37	+import polars as pl
	38	+
	39	+from qwhpi.clean import CLEAN_PARQUET, research_sample
	40	+from qwhpi.config import CITY_TARGETS, INTERIM_DIR, PROPERTY_TYPES, TABLES_DIR, ensure_dirs
	41	+from qwhpi.features import build_features
	42	+from qwhpi.hierarchy import CellDeviation, base_constant, cell_deviation, compose_cell_table
	43	+from qwhpi.rtd import fullpool_residualize, local_time_dummy, run_rtd
	44	+from qwhpi.state_space import fit_local_level
	45	+
	46	+MONTHLY_PARQUET = INTERIM_DIR / "monthly_indexes.parquet"
	47	+FP_RESID = INTERIM_DIR / "rtd_residuals.parquet"
	48	+RTD_PATHS = INTERIM_DIR / "rtd_paths.parquet"
	49	+
	50	+LIQUID_MIN = 40 # median tx/month for direct local estimation
	51	+
	52	+
	53	+def slug(name: str) -> str:
	54	+ s = unicodedata.normalize("NFKD", name).encode("ascii", "ignore").decode()
	55	+ return s.lower().replace(" ", "-").replace("'", "")
	56	+
	57	+
	58	+def city_slug(name: str) -> str:
	59	+ return "quebec-city" if name == "Québec" else slug(name)
	60	+
	61	+
	62	+def compose_direct(grid, raw_path, n, sigma2, gid, gname, glevel, ptype):
	63	+ """Published table for a directly-estimated liquid cell."""
	64	+ fit = fit_local_level(raw_path, np.maximum(n, 1.0), sigma2)
	65	+ base = base_constant(grid, fit.filtered)
	66	+ log_raw = raw_path - base
	67	+ log_filt = fit.filtered - base
	68	+ log_smooth = fit.smoothed - base
	69	+ se = np.sqrt(np.maximum(fit.filtered_var, 0.0))
	70	+ return pl.DataFrame({
	71	+ "week": grid,
	72	+ "geography_id": gid, "geography_name": gname, "geography_level": glevel,
	73	+ "property_type": ptype,
	74	+ "index": np.exp(log_raw) * 100.0,
	75	+ "index_smoothed": np.exp(log_filt) * 100.0,
	76	+ "index_research": np.exp(log_smooth) * 100.0,
	77	+ "log_index": log_filt,
	78	+ "se_log": se,
	79	+ "lower_95": np.exp(log_filt - 1.96 * se) * 100.0,
	80	+ "upper_95": np.exp(log_filt + 1.96 * se) * 100.0,
	81	+ "transactions": n,
	82	+ "shrinkage_weight": 1.0 - fit.gain, # temporal smoothing weight
	83	+ "research_var": np.maximum(fit.smoothed_var, 0.0),
	84	+ }), fit
	85	+
	86	+
	87	+def combine_all(tables, weights, gid, gname, glevel):
	88	+ """Fixed-share composition of the three type indexes into 'all'."""
	89	+ wsum = sum(weights.values())
	90	+ w = {k: v / wsum for k, v in weights.items()}
	91	+ base = tables[next(iter(tables))].sort("week")
	92	+ grid = base["week"].to_list()
	93	+
	94	+ def wavg(col, log=True):
	95	+ acc = np.zeros(len(grid))
	96	+ for k, tbl in tables.items():
	97	+ vals = tbl.sort("week")[col].to_numpy()
	98	+ acc += w[k] * (np.log(vals / 100.0) if log else vals)
	99	+ return acc
	100	+
	101	+ log_raw, log_filt, log_res = wavg("index"), wavg("index_smoothed"), wavg("index_research")
	102	+ var = sum((w[k] ** 2) * (tbl.sort("week")["se_log"].to_numpy() ** 2)
	103	+ for k, tbl in tables.items())
	104	+ se = np.sqrt(var)
	105	+ n = sum(np.nan_to_num(tbl.sort("week")["transactions"].to_numpy())
	106	+ for tbl in tables.values())
	107	+ return pl.DataFrame({
	108	+ "week": grid,
	109	+ "geography_id": gid, "geography_name": gname, "geography_level": glevel,
	110	+ "property_type": "all",
	111	+ "index": np.exp(log_raw) * 100.0,
	112	+ "index_smoothed": np.exp(log_filt) * 100.0,
	113	+ "index_research": np.exp(log_res) * 100.0,
	114	+ "log_index": log_filt,
	115	+ "se_log": se,
	116	+ "lower_95": np.exp(log_filt - 1.96 * se) * 100.0,
	117	+ "upper_95": np.exp(log_filt + 1.96 * se) * 100.0,
	118	+ "transactions": n,
	119	+ "shrinkage_weight": wavg("shrinkage_weight", log=False),
	120	+ "research_var": var,
	121	+ })
	122	+
	123	+
	124	+def main() -> None:
	125	+ ensure_dirs()
	126	+ feat = build_features(research_sample(pl.read_parquet(CLEAN_PARQUET)))
	127	+
	128	+ print("Stage 1: province RTD (13-month windows, Huber IRLS) ...")
	129	+ t0 = time.time()
	130	+ rtd = run_rtd(feat, verbose=False)
	131	+ print(f" done in {time.time() - t0:.0f}s")
	132	+ rtd.drift.write_csv(TABLES_DIR / "rtd_coefficient_drift.csv")
	133	+
	134	+ print("Stage 1b: full-pool robust residualization (thin-cell hierarchy) ...")
	135	+ fp_resid = fullpool_residualize(feat)
	136	+ fp_resid.write_parquet(FP_RESID)
	137	+ sigma2 = {t: float(fp_resid.filter(pl.col("propertyType") == t)["resid"].var())
	138	+ for t in PROPERTY_TYPES}
	139	+
	140	+ grid = rtd.months
	141	+ T = len(grid)
	142	+ pl.concat([
	143	+ pl.DataFrame({"month": grid, "property_type": t,
	144	+ "mean_splice": rtd.paths[t],
	145	+ "movement_splice": rtd.paths_movement[t],
	146	+ "window_splice": rtd.paths_window[t]})
	147	+ for t in PROPERTY_TYPES
	148	+ ]).write_parquet(RTD_PATHS)
	149	+
	150	+ resid = fp_resid.rename({"month": "week_str"})
	151	+ region_names = dict(feat.select("region_code", "region").unique().iter_rows())
	152	+ frames: list[pl.DataFrame] = []
	153	+ estimation_log: list[dict] = []
	154	+
	155	+ # Parent references for thin cells:
	156	+ region_resid_dev: dict[tuple[str, str], CellDeviation] = {}
	157	+ region_anchor: dict[tuple[str, str], np.ndarray] = {} # published filtered log path
	158	+
	159	+ for ptype in PROPERTY_TYPES:
	160	+ path = rtd.paths[ptype]
	161	+ r_t = resid.filter(pl.col("propertyType") == ptype)
	162	+ f_t = feat.filter(pl.col("propertyType") == ptype)
	163	+ counts = {r["week_str"]: r["n"] for r in
	164	+ r_t.group_by("week_str").agg(pl.len().alias("n")).iter_rows(named=True)}
	165	+ n_prov = np.array([counts.get(m, 0) for m in grid], dtype=float)
	166	+ path_var = np.where(n_prov > 0, sigma2[ptype] / np.maximum(n_prov, 1), np.nan)
	167	+ path_var = np.nan_to_num(path_var, nan=float(np.nanmax(path_var)))
	168	+
	169	+ prov = compose_cell_table(
	170	+ grid=grid, province_path=path, deviations=[],
	171	+ geography_id="quebec", geography_name="Québec (province)",
	172	+ geography_level="province", property_type=ptype, path_var=path_var,
	173	+ ).with_columns(pl.Series("transactions", n_prov),
	174	+ pl.Series("shrinkage_weight", np.zeros(T)))
	175	+ frames.append(prov)
	176	+ estimation_log.append({"cell": f"quebec/{ptype}", "method": "rtd_mean_splice"})
	177	+
	178	+ def monthly_counts(sub: pl.DataFrame) -> np.ndarray:
	179	+ c = dict(sub.group_by("month").agg(pl.len().alias("n")).iter_rows())
	180	+ return np.array([c.get(m, 0) for m in grid], dtype=float)
	181	+
	182	+ # ---------------- regions ---------------- #
	183	+ for rcode in sorted(region_names):
	184	+ cell_r = r_t.filter(pl.col("region_code") == rcode)
	185	+ cell_f = f_t.filter(pl.col("region_code") == rcode)
	186	+ n_m = monthly_counts(cell_f)
	187	+ med = float(np.median(n_m))
	188	+ rdev = cell_deviation(cell_r.rename({"resid": "dev"})
	189	+ .select("week_str", "dev"), grid, sigma2[ptype])
	190	+ region_resid_dev[(rcode, ptype)] = rdev
	191	+ gid = f"region-{rcode}"
	192	+
	193	+ direct = local_time_dummy(cell_f, grid) if med >= LIQUID_MIN else None
	194	+ if direct is not None:
	195	+ raw_path, n_cell, s2 = direct
	196	+ tbl, fit = compose_direct(grid, raw_path, n_cell, s2,
	197	+ gid, region_names[rcode], "region", ptype)
	198	+ frames.append(tbl)
	199	+ region_anchor[(rcode, ptype)] = raw_path * 0 + fit.filtered # filtered log path
	200	+ estimation_log.append({"cell": f"{gid}/{ptype}", "method": "direct_local_td",
	201	+ "median_tx": med})
	202	+ else:
	203	+ tbl = compose_cell_table(
	204	+ grid=grid, province_path=path, deviations=[rdev],
	205	+ geography_id=gid, geography_name=region_names[rcode],
	206	+ geography_level="region", property_type=ptype, path_var=path_var)
	207	+ frames.append(tbl)
	208	+ region_anchor[(rcode, ptype)] = path + rdev.fit.filtered
	209	+ estimation_log.append({"cell": f"{gid}/{ptype}", "method": "hierarchical",
	210	+ "median_tx": med})
	211	+
	212	+ # ---------------- cities ---------------- #
	213	+ for city in CITY_TARGETS:
	214	+ cell_f = f_t.filter(pl.col("municipality") == city)
	215	+ if cell_f.height == 0:
	216	+ continue
	217	+ rcode = cell_f["region_code"][0]
	218	+ gid = city_slug(city)
	219	+ n_m = monthly_counts(cell_f)
	220	+ med = float(np.median(n_m))
	221	+
	222	+ direct = local_time_dummy(cell_f, grid) if med >= LIQUID_MIN else None
	223	+ if direct is not None:
	224	+ raw_path, n_cell, s2 = direct
	225	+ tbl, _ = compose_direct(grid, raw_path, n_cell, s2,
	226	+ gid, city, "municipality", ptype)
	227	+ frames.append(tbl)
	228	+ estimation_log.append({"cell": f"{gid}/{ptype}", "method": "direct_local_td",
	229	+ "median_tx": med})
	230	+ else:
	231	+ # deviation of the city vs its REGION's residual path, anchored
	232	+ # on the region's published (filtered) log path
	233	+ rdev = region_resid_dev[(rcode, ptype)]
	234	+ rpath = {m: v for m, v in zip(grid, rdev.fit.smoothed)}
	235	+ cell_r = r_t.filter(pl.col("municipality") == city).with_columns(
	236	+ (pl.col("resid") - pl.col("week_str").replace_strict(rpath, default=0.0))
	237	+ .alias("dev"))
	238	+ mdev = cell_deviation(cell_r.select("week_str", "dev"), grid, sigma2[ptype])
	239	+ tbl = compose_cell_table(
	240	+ grid=grid, province_path=region_anchor[(rcode, ptype)],
	241	+ deviations=[mdev],
	242	+ geography_id=gid, geography_name=city,
	243	+ geography_level="municipality", property_type=ptype,
	244	+ path_var=path_var)
	245	+ frames.append(tbl)
	246	+ estimation_log.append({"cell": f"{gid}/{ptype}", "method": "hierarchical",
	247	+ "median_tx": med})
	248	+
	249	+ out = pl.concat(frames)
	250	+
	251	+ all_frames = []
	252	+ for gid, gname, glevel in out.select(
	253	+ "geography_id", "geography_name", "geography_level").unique().iter_rows():
	254	+ tables = {t: out.filter((pl.col("geography_id") == gid)
	255	+ & (pl.col("property_type") == t))
	256	+ for t in PROPERTY_TYPES}
	257	+ tables = {t: tbl for t, tbl in tables.items() if tbl.height}
	258	+ weights = {t: max(float(np.nansum(tbl["transactions"].to_numpy())), 1.0)
	259	+ for t, tbl in tables.items()}
	260	+ all_frames.append(combine_all(tables, weights, gid, gname, glevel))
	261	+
	262	+ out = pl.concat([out, *all_frames]).rename({"week": "period"}).sort(
	263	+ ["geography_level", "geography_id", "property_type", "period"])
	264	+ out.write_parquet(MONTHLY_PARQUET)
	265	+
	266	+ log_df = pl.DataFrame(estimation_log)
	267	+ log_df.write_csv(TABLES_DIR / "estimation_methods.csv")
	268	+ n_direct = log_df.filter(pl.col("method") == "direct_local_td").height
	269	+ n_hier = log_df.filter(pl.col("method") == "hierarchical").height
	270	+ print(f"\nCells: {n_direct} direct, {n_hier} hierarchical, 3 RTD province")
	271	+ print(f"Saved {out.height:,} observations to {MONTHLY_PARQUET}")
	272	+
	273	+
	274	+if __name__ == "__main__":
	275	+ main()

added engine/scripts/10_monthly_validation.py +219 −0

		`@@ -0,0 +1,219 @@`
	1	+#!/usr/bin/env python3
	2	+# =============================================================================
	3	+# QWHPI — Quebec Weekly Housing Price Index
	4	+# Author : Simon-Pierre Boucher
	5	+# Contact : contact@spboucher.ai
	6	+# File : engine/scripts/10_monthly_validation.py
	7	+# Purpose : v2.1 validation — repeat sales, downsampling (direct vs
	8	+# hierarchical threshold), composition shock, drift & seasonality.
	9	+# =============================================================================
	10	+"""Monthly validation suite (v2.1)."""
	11	+
	12	+from __future__ import annotations
	13	+
	14	+import sys
	15	+from pathlib import Path
	16	+
	17	+sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
	18	+
	19	+import numpy as np
	20	+import polars as pl
	21	+
	22	+from qwhpi.clean import CLEAN_PARQUET, research_sample
	23	+from qwhpi.config import INTERIM_DIR, REPORTS_DIR, TABLES_DIR, ensure_dirs
	24	+from qwhpi.features import build_features
	25	+from qwhpi.hierarchy import cell_deviation
	26	+from qwhpi.repeat_sales import bmn_index, build_pairs
	27	+from qwhpi.rtd import local_time_dummy, month_grid
	28	+from qwhpi.seasonal import seasonality_test
	29	+from qwhpi.state_space import fit_local_level
	30	+
	31	+RNG = np.random.default_rng(42)
	32	+LINES: list[str] = []
	33	+
	34	+
	35	+def note(line: str = "") -> None:
	36	+ LINES.append(line)
	37	+ print(line)
	38	+
	39	+
	40	+def main() -> None:
	41	+ ensure_dirs()
	42	+ cl = research_sample(pl.read_parquet(CLEAN_PARQUET))
	43	+ feat = build_features(cl)
	44	+ monthly = pl.read_parquet(INTERIM_DIR / "monthly_indexes.parquet")
	45	+ fp = pl.read_parquet(INTERIM_DIR / "rtd_residuals.parquet")
	46	+ grid = month_grid(sorted(fp["month"].unique().to_list()))
	47	+
	48	+ note("# QHPI v2.1 validation report (monthly, robust)")
	49	+ note("")
	50	+
	51	+ # ------------------------------------------------------------------ #
	52	+ # 1. Repeat-sales comparison
	53	+ # ------------------------------------------------------------------ #
	54	+ note("## 1. Repeat sales (BMN, unit-signature pairs) vs published index")
	55	+ note("")
	56	+ rows = []
	57	+ for gid, mun, ptype in [
	58	+ ("quebec", None, "unifamilial"), ("quebec", None, "condo"),
	59	+ ("quebec", None, "plex"), ("montreal", "Montréal", "condo"),
	60	+ ("montreal", "Montréal", "unifamilial"),
	61	+ ("quebec-city", "Québec", "condo"),
	62	+ ("quebec-city", "Québec", "unifamilial"),
	63	+ ]:
	64	+ sub = cl.filter(pl.col("propertyType") == ptype)
	65	+ if mun:
	66	+ sub = sub.filter(pl.col("municipality") == mun)
	67	+ rs = bmn_index(build_pairs(sub))
	68	+ if rs is None:
	69	+ continue
	70	+ h = monthly.filter((pl.col("geography_id") == gid)
	71	+ & (pl.col("property_type") == ptype)) \
	72	+ .select(pl.col("period").alias("month"), "index_research")
	73	+ j = rs.join(h, on="month", how="inner").sort("month")
	74	+ lg_rs = np.log(j["rs_index"].to_numpy())
	75	+ lg_he = np.log(j["index_research"].to_numpy())
	76	+ corr = float(np.corrcoef(np.diff(lg_rs), np.diff(lg_he))[0, 1])
	77	+ gap = float((lg_he[-2] - lg_rs[-2]) * 100)
	78	+ rows.append({"cell": f"{gid}/{ptype}", "n_pairs": build_pairs(sub).height,
	79	+ "corr_monthly_changes": round(corr, 3),
	80	+ "end_gap_pct": round(gap, 2)})
	81	+ note(f"- {gid}/{ptype}: Δcorr={corr:.3f}, écart final hedonic−RS = {gap:+.1f}%")
	82	+ pl.DataFrame(rows).write_csv(TABLES_DIR / "repeat_sales_comparison_monthly.csv")
	83	+
	84	+ # ------------------------------------------------------------------ #
	85	+ # 2. Downsampling — validates LIQUID_MIN and the grade scale
	86	+ # ------------------------------------------------------------------ #
	87	+ note("")
	88	+ note("## 2. Downsampling (Montréal condo, ~620 tx/month)")
	89	+ note("")
	90	+ mc_feat = feat.filter((pl.col("municipality") == "Montréal")
	91	+ & (pl.col("propertyType") == "condo"))
	92	+ ref = local_time_dummy(mc_feat, grid)
	93	+ assert ref is not None
	94	+ ref_path = ref[0] - ref[0].mean()
	95	+
	96	+ mc_resid = fp.filter((pl.col("municipality") == "Montréal")
	97	+ & (pl.col("propertyType") == "condo")) \
	98	+ .rename({"month": "week_str"})
	99	+ sig2 = float(mc_resid["resid"].var())
	100	+ prov_path_tbl = pl.read_parquet(INTERIM_DIR / "rtd_paths.parquet")
	101	+ prov = prov_path_tbl.filter(pl.col("property_type") == "condo").sort("month")
	102	+ prov_path = prov["mean_splice"].to_numpy()
	103	+
	104	+ rows = []
	105	+ for target, n_reps in [(300, 8), (150, 8), (75, 8), (40, 10), (20, 10), (10, 10)]:
	106	+ rmse_d, rmse_h = [], []
	107	+ for _ in range(n_reps):
	108	+ thin_f = (mc_feat.with_columns(pl.lit(RNG.random(mc_feat.height)).alias("_u"))
	109	+ .with_columns(pl.col("_u").rank().over("month").alias("_rk"))
	110	+ .filter(pl.col("_rk") <= target))
	111	+ # direct estimator on thinned cell
	112	+ d = local_time_dummy(thin_f, grid)
	113	+ if d is not None:
	114	+ sm = fit_local_level(d[0], np.maximum(d[1], 1.0), d[2]).smoothed
	115	+ err = (sm - sm.mean()) - ref_path
	116	+ rmse_d.append(np.sqrt(np.mean(err ** 2)))
	117	+ # hierarchical estimator on thinned residuals
	118	+ thin_r = (mc_resid.with_columns(pl.lit(RNG.random(mc_resid.height)).alias("_u"))
	119	+ .with_columns(pl.col("_u").rank().over("week_str").alias("_rk"))
	120	+ .filter(pl.col("_rk") <= target))
	121	+ dev = cell_deviation(thin_r.rename({"resid": "dev"})
	122	+ .select("week_str", "dev"), grid, sig2)
	123	+ hier = prov_path + dev.fit.smoothed
	124	+ err = (hier - hier.mean()) - ref_path
	125	+ rmse_h.append(np.sqrt(np.mean(err ** 2)))
	126	+ rows.append({"target_tx_per_month": target,
	127	+ "rmse_direct_pct": round(float(np.mean(rmse_d)) * 100, 2) if rmse_d else None,
	128	+ "rmse_hierarchical_pct": round(float(np.mean(rmse_h)) * 100, 2)})
	129	+ note(f"- {target:>3} tx/mois: RMSE direct={rows[-1]['rmse_direct_pct']}% "
	130	+ f"\| hiérarchique={rows[-1]['rmse_hierarchical_pct']}%")
	131	+ pl.DataFrame(rows).write_csv(TABLES_DIR / "downsampling_monthly.csv")
	132	+ note("")
	133	+ note("Lecture: en RMSE pur (référence = direct plein échantillon, cellule à "
	134	+ "faible divergence) le croisement se situe vers 75–150 tx/mois. Mais le "
	135	+ "RMSE du hiérarchique contient un biais de compression qui explose sur "
	136	+ "les cellules fortement divergentes (Québec-ville condo: ~8–10 pts, cf. "
	137	+ "arbitrage RS/stratifié) alors que l'erreur du direct est du bruit pur "
	138	+ "(~1.9% à 40 tx/mois), réduit par le lisseur d'état. LIQUID_MIN=40 "
	139	+ "échange donc un bruit borné contre un biais non borné.")
	140	+
	141	+ # ------------------------------------------------------------------ #
	142	+ # 3. Composition shock (monthly)
	143	+ # ------------------------------------------------------------------ #
	144	+ note("")
	145	+ note("## 3. Choc de composition (province unifamilial, mensuel)")
	146	+ import pyfixest as pf
	147	+ uni = feat.filter(pl.col("propertyType") == "unifamilial")
	148	+ med_fa = float(uni["floor_area_filled"].median())
	149	+ shock_months = [m for m in grid if m.startswith("2024")][:6]
	150	+ u = RNG.random(uni.height)
	151	+ uni = uni.with_columns(pl.lit(u).alias("_u"))
	152	+ shocked = uni.filter(~(pl.col("month").is_in(shock_months)
	153	+ & (pl.col("floor_area_filled") < med_fa)
	154	+ & (pl.col("_u") < 0.7)))
	155	+
	156	+ def med_path(df):
	157	+ return {r["month"]: r["m"] for r in
	158	+ df.group_by("month").agg(pl.col("amount").median().alias("m"))
	159	+ .iter_rows(named=True)}
	160	+
	161	+ def hed_path(df):
	162	+ pdf = df.select("log_amount", "month", "log_fa", "fa_missing",
	163	+ "age_bin", "loc_fine").to_pandas()
	164	+ pdf["fa_missing"] = pdf["fa_missing"].astype(int)
	165	+ fit = pf.feols("log_amount ~ log_fa + fa_missing + C(age_bin) "
	166	+ "\| loc_fine + month", data=pdf)
	167	+ fx = fit.fixef()
	168	+ key = next(k for k in fx if "month" in k)
	169	+ return {k: float(v) for k, v in fx[key].items()}
	170	+
	171	+ mb, ms = med_path(uni), med_path(shocked)
	172	+ hb, hs = hed_path(uni), hed_path(shocked)
	173	+ common = [m for m in shock_months if m in mb and m in ms and m in hb and m in hs]
	174	+ dmed = float(np.mean([np.log(ms[m] / mb[m]) for m in common])) * 100
	175	+ dhed = float(np.mean([hs[m] - hb[m] for m in common])) * 100
	176	+ note(f"- Médiane brute: {dmed:+.2f}% dans les mois choqués (doit bouger)")
	177	+ note(f"- Hédonique: {dhed:+.2f}% (doit rester ~0)")
	178	+ pl.DataFrame({"metric": ["raw_median_shift_pct", "hedonic_shift_pct"],
	179	+ "value": [round(dmed, 3), round(dhed, 3)]}) \
	180	+ .write_csv(TABLES_DIR / "composition_shock_monthly.csv")
	181	+
	182	+ # ------------------------------------------------------------------ #
	183	+ # 4. Drift, splice, seasonality
	184	+ # ------------------------------------------------------------------ #
	185	+ note("")
	186	+ note("## 4. Diagnostics de robustesse")
	187	+ drift = pl.read_csv(TABLES_DIR / "rtd_coefficient_drift.csv")
	188	+ b = drift["beta_log_fa"]
	189	+ note(f"- Dérive β(log surface) sur 55 fenêtres: {b.min():.3f} → {b.max():.3f} "
	190	+ f"(amplitude {(b.max() - b.min()) / b.mean() * 100:.1f}% de la moyenne) — "
	191	+ "justifie le RTD contre le pool fixe.")
	192	+ seas_rows = []
	193	+ for gid, t in [("quebec", "all"), ("quebec", "unifamilial"), ("montreal", "condo")]:
	194	+ s = monthly.filter((pl.col("geography_id") == gid)
	195	+ & (pl.col("property_type") == t)).sort("period")
	196	+ res = seasonality_test(np.log(s["index_research"].to_numpy()), n_harmonics=2)
	197	+ seas_rows.append({"cell": f"{gid}/{t}", **res})
	198	+ note(f"- Saisonnalité {gid}/{t}: F={res['f_stat']} p={res['p_value']} → "
	199	+ + ("significative" if res["significant_5pct"] else "non significative (NSA)"))
	200	+ pl.DataFrame(seas_rows).write_csv(TABLES_DIR / "seasonality_monthly.csv")
	201	+
	202	+ header = (
	203	+ "<!--\n"
	204	+ "=============================================================================\n"
	205	+ "QWHPI — Quebec Weekly Housing Price Index\n"
	206	+ "Author : Simon-Pierre Boucher\n"
	207	+ "Contact : contact@spboucher.ai\n"
	208	+ "File : outputs/reports/validation_v2_report.md\n"
	209	+ "Purpose : v2.1 monthly validation report (10_monthly_validation.py)\n"
	210	+ "=============================================================================\n"
	211	+ "-->\n\n"
	212	+ )
	213	+ (REPORTS_DIR / "validation_v2_report.md").write_text(
	214	+ header + "\n".join(LINES) + "\n", encoding="utf-8")
	215	+ print("\nReport: outputs/reports/validation_v2_report.md")
	216	+
	217	+
	218	+if __name__ == "__main__":
	219	+ main()

added engine/scripts/11_monthly_canonical.py +220 −0

		`@@ -0,0 +1,220 @@`
	1	+#!/usr/bin/env python3
	2	+# =============================================================================
	3	+# QWHPI — Quebec Weekly Housing Price Index
	4	+# Author : Simon-Pierre Boucher
	5	+# Contact : contact@spboucher.ai
	6	+# File : engine/scripts/11_monthly_canonical.py
	7	+# Purpose : v2.1 canonical dataset — qhpi_monthly.parquet with growth
	8	+# horizons, reliability grades, dollar values, vintages, coverage.
	9	+# =============================================================================
	10	+"""Canonical monthly dataset build (v2.1).
	11	+
	12	+Reliability grades are anchored on the monthly downsampling experiment
	13	+(outputs/tables/downsampling_monthly.csv): smoothed-path RMSE ≈ 1.0–1.2% at
	14	+150+ tx/month, ≈1.5% at 75, ≈1.9% at 40, ≥2.6% at 10.
	15	+ A: median ≥ 150 tx/month and se_log < 1.5%
	16	+ B: median ≥ 75 and se_log < 2.5%
	17	+ C: median ≥ 40 (direct estimation floor)
	18	+ D: median ≥ 15 (hierarchical, heavy shrinkage)
	19	+ E: < 15 (model-implied, transparency only)
	20	+"""
	21	+
	22	+from __future__ import annotations
	23	+
	24	+import datetime as dt
	25	+import sys
	26	+import unicodedata
	27	+from pathlib import Path
	28	+
	29	+sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
	30	+
	31	+import numpy as np
	32	+import polars as pl
	33	+
	34	+from qwhpi.clean import CLEAN_PARQUET, research_sample
	35	+from qwhpi.config import (
	36	+ CITY_TARGETS, INTERIM_DIR, PROCESSED_DIR, PROPERTY_TYPES, TABLES_DIR,
	37	+ ensure_dirs,
	38	+)
	39	+
	40	+MODEL_VERSION = "2.1.0"
	41	+CANONICAL = PROCESSED_DIR / "qhpi_monthly.parquet"
	42	+FIRST_RELEASE = PROCESSED_DIR / "first_release_monthly.parquet"
	43	+VINTAGE_DIR = PROCESSED_DIR / "vintages_monthly"
	44	+KEY = ["geography_id", "property_type", "period"]
	45	+
	46	+GROWTH = {"monthly_pct": 1, "three_month_pct": 3, "six_month_pct": 6, "yoy_pct": 12}
	47	+
	48	+
	49	+def slug(name: str) -> str:
	50	+ s = unicodedata.normalize("NFKD", name).encode("ascii", "ignore").decode()
	51	+ return s.lower().replace(" ", "-").replace("'", "")
	52	+
	53	+
	54	+def city_slug(name: str) -> str:
	55	+ return "quebec-city" if name == "Québec" else slug(name)
	56	+
	57	+
	58	+def main() -> None:
	59	+ ensure_dirs()
	60	+ data_vintage = dt.date.today().isoformat()
	61	+ m = pl.read_parquet(INTERIM_DIR / "monthly_indexes.parquet")
	62	+ cl = research_sample(pl.read_parquet(CLEAN_PARQUET)).with_columns(
	63	+ pl.col("date").dt.strftime("%Y-%m").alias("period"))
	64	+
	65	+ # ---------------- transactions per published cell ---------------- #
	66	+ cell_frames = [
	67	+ cl.select(pl.lit("quebec").alias("geography_id"),
	68	+ pl.col("propertyType").alias("property_type"),
	69	+ "period", "log_amount", "amount"),
	70	+ cl.filter(pl.col("region_code").is_not_null()).select(
	71	+ pl.concat_str([pl.lit("region-"), pl.col("region_code")]).alias("geography_id"),
	72	+ pl.col("propertyType").alias("property_type"),
	73	+ "period", "log_amount", "amount"),
	74	+ ]
	75	+ for city in CITY_TARGETS:
	76	+ sub = cl.filter(pl.col("municipality") == city)
	77	+ if sub.height:
	78	+ cell_frames.append(sub.select(
	79	+ pl.lit(city_slug(city)).alias("geography_id"),
	80	+ pl.col("propertyType").alias("property_type"),
	81	+ "period", "log_amount", "amount"))
	82	+ tx = pl.concat(cell_frames)
	83	+ tx_all = pl.concat([tx, tx.with_columns(pl.lit("all").alias("property_type"))])
	84	+
	85	+ # ---------------- representative dollar value ---------------- #
	86	+ basket = (
	87	+ tx_all.join(m.select(*KEY, "index_smoothed"), on=KEY, how="inner")
	88	+ .group_by(["geography_id", "property_type"])
	89	+ .agg((pl.col("log_amount") - (pl.col("index_smoothed") / 100.0).log())
	90	+ .mean().exp().round(0).alias("basket_value"))
	91	+ )
	92	+ canon = m.join(basket, on=["geography_id", "property_type"], how="left") \
	93	+ .with_columns((pl.col("basket_value") * pl.col("index_smoothed") / 100.0)
	94	+ .round(0).alias("representative_value"))
	95	+
	96	+ # ---------------- growth horizons ---------------- #
	97	+ keys = ["geography_id", "property_type"]
	98	+ canon = canon.sort([*keys, "period"]).with_columns([
	99	+ ((pl.col("index_smoothed") / pl.col("index_smoothed").shift(h).over(keys) - 1) * 100)
	100	+ .round(3).alias(name)
	101	+ for name, h in GROWTH.items()
	102	+ ])
	103	+
	104	+ # ---------------- reliability grades ---------------- #
	105	+ med = canon.group_by(keys).agg(
	106	+ pl.col("transactions").fill_nan(None).median().alias("cell_median_tx"))
	107	+ canon = canon.join(med, on=keys, how="left")
	108	+ base_grade = (
	109	+ pl.when((pl.col("cell_median_tx") >= 150) & (pl.col("se_log") < 0.015)).then(pl.lit("A"))
	110	+ .when((pl.col("cell_median_tx") >= 75) & (pl.col("se_log") < 0.025)).then(pl.lit("B"))
	111	+ .when(pl.col("cell_median_tx") >= 40).then(pl.lit("C"))
	112	+ .when(pl.col("cell_median_tx") >= 15).then(pl.lit("D"))
	113	+ .otherwise(pl.lit("E"))
	114	+ )
	115	+ downgrade = {"A": "B", "B": "C", "C": "D", "D": "E", "E": "E"}
	116	+ canon = canon.with_columns(
	117	+ pl.when(pl.col("transactions").fill_nan(0) == 0)
	118	+ .then(base_grade.replace(downgrade)).otherwise(base_grade)
	119	+ .alias("reliability_grade"))
	120	+
	121	+ # ---------------- partial month (registration lag) ---------------- #
	122	+ max_date = cl["date"].max()
	123	+ last_period = max_date.strftime("%Y-%m")
	124	+ month_end = (dt.date(max_date.year + (max_date.month == 12),
	125	+ max_date.month % 12 + 1, 1) - dt.timedelta(days=1))
	126	+ is_partial_last = max_date < month_end
	127	+ canon = canon.with_columns(
	128	+ ((pl.col("period") == last_period) & is_partial_last).alias("is_partial_month"))
	129	+
	130	+ # ---------------- effective sample size ---------------- #
	131	+ fp = pl.read_parquet(INTERIM_DIR / "rtd_residuals.parquet")
	132	+ sigma2 = {t: float(fp.filter(pl.col("propertyType") == t)["resid"].var())
	133	+ for t in PROPERTY_TYPES}
	134	+ sigma2["all"] = float(np.mean(list(sigma2.values())))
	135	+ canon = canon.with_columns(
	136	+ pl.col("property_type").replace_strict(sigma2, default=None).alias("_s2")
	137	+ ).with_columns(
	138	+ (pl.col("_s2") / (pl.col("se_log") ** 2).clip(1e-9, None))
	139	+ .round(1).alias("effective_sample_size")
	140	+ ).drop("_s2")
	141	+
	142	+ canon = canon.with_columns(
	143	+ pl.lit(MODEL_VERSION).alias("model_version"),
	144	+ pl.lit(data_vintage).alias("data_vintage"),
	145	+ pl.lit("monthly").alias("frequency"),
	146	+ pl.col("transactions").fill_nan(0).cast(pl.Int64),
	147	+ )
	148	+ cols = ["period", "geography_level", "geography_id", "geography_name",
	149	+ "property_type", "index", "index_smoothed", "representative_value",
	150	+ "transactions", "effective_sample_size",
	151	+ "monthly_pct", "three_month_pct", "six_month_pct", "yoy_pct",
	152	+ "lower_95", "upper_95", "reliability_grade", "shrinkage_weight",
	153	+ "is_partial_month", "model_version", "data_vintage"]
	154	+ canonical = canon.select(cols).sort(
	155	+ ["geography_level", "geography_id", "property_type", "period"])
	156	+ canonical.write_parquet(CANONICAL)
	157	+ print(f"Canonical: {canonical.height:,} rows -> {CANONICAL}")
	158	+
	159	+ # ---------------- liquidity + coverage ---------------- #
	160	+ liq = (tx_all.group_by([*keys, "period"]).len().rename({"len": "transactions"})
	161	+ .sort([*keys, "period"]))
	162	+ liq.write_parquet(PROCESSED_DIR / "monthly_liquidity.parquet")
	163	+
	164	+ months_total = cl["period"].n_unique()
	165	+ cov = (
	166	+ cl.group_by(["municipality", "geo_code", "region", "propertyType", "period"]).len()
	167	+ .group_by(["municipality", "geo_code", "region", "propertyType"])
	168	+ .agg(pl.col("len").median().alias("median_monthly_tx"),
	169	+ pl.col("len").sum().alias("total_tx"),
	170	+ (pl.len() / months_total * 100).round(1).alias("pct_months_active"))
	171	+ .with_columns(
	172	+ pl.when(pl.col("municipality").is_in(list(CITY_TARGETS)))
	173	+ .then(pl.lit("published"))
	174	+ .when((pl.col("median_monthly_tx") >= 15) & (pl.col("pct_months_active") >= 85))
	175	+ .then(pl.lit("conditional"))
	176	+ .otherwise(pl.lit("not_published"))
	177	+ .alias("coverage_status"))
	178	+ .sort("total_tx", descending=True)
	179	+ )
	180	+ cov.write_csv(TABLES_DIR / "coverage_monthly.csv")
	181	+ cov.write_parquet(PROCESSED_DIR / "coverage_matrix_monthly.parquet")
	182	+ print("Coverage:", dict(cov.group_by("coverage_status").len().iter_rows()))
	183	+
	184	+ # ---------------- assessment gap (monthly) ---------------- #
	185	+ gap = cl.filter(pl.col("totalArValue") > 0).with_columns(
	186	+ (pl.col("amount") / pl.col("totalArValue")).alias("ratio"))
	187	+ gap_cells = pl.concat([
	188	+ gap.select(pl.lit("quebec").alias("geography_id"),
	189	+ pl.col("propertyType").alias("property_type"), "period", "ratio"),
	190	+ gap.select(pl.concat_str([pl.lit("region-"), pl.col("region_code")])
	191	+ .alias("geography_id"),
	192	+ pl.col("propertyType").alias("property_type"), "period", "ratio"),
	193	+ ])
	194	+ (gap_cells.group_by([*keys, "period"] if False else ["geography_id", "property_type", "period"])
	195	+ .agg(pl.col("ratio").median().round(4).alias("median_ratio"), pl.len().alias("n"))
	196	+ .sort(["geography_id", "property_type", "period"])
	197	+ .write_parquet(PROCESSED_DIR / "assessment_gap_monthly.parquet"))
	198	+
	199	+ # ---------------- vintages (monthly store) ---------------- #
	200	+ vd = VINTAGE_DIR / f"data_vintage={data_vintage}"
	201	+ vd.mkdir(parents=True, exist_ok=True)
	202	+ canonical.write_parquet(vd / "qhpi_monthly.parquet")
	203	+ fresh = canonical.select(
	204	+ *KEY,
	205	+ pl.col("index").alias("first_release_index"),
	206	+ pl.col("index_smoothed").alias("first_release_index_smoothed"),
	207	+ pl.lit(data_vintage).alias("first_release_vintage"))
	208	+ if FIRST_RELEASE.exists():
	209	+ existing = pl.read_parquet(FIRST_RELEASE)
	210	+ fresh = pl.concat([existing, fresh.join(existing.select(KEY), on=KEY, how="anti")])
	211	+ fresh.write_parquet(FIRST_RELEASE)
	212	+
	213	+ latest_period = canonical.filter(~pl.col("is_partial_month"))["period"].max()
	214	+ canonical.filter(pl.col("period") == latest_period) \
	215	+ .write_csv(TABLES_DIR / "index_latest_monthly.csv")
	216	+ print(f"Latest complete month: {latest_period}")
	217	+
	218	+
	219	+if __name__ == "__main__":
	220	+ main()

added engine/src/qwhpi/__init__.py +12 −0

		`@@ -0,0 +1,12 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/__init__.py
	6	+# Purpose : Package root for the QWHPI index engine.
	7	+# =============================================================================
	8	+"""QWHPI index engine — quality-adjusted weekly housing price indexes for Quebec."""
	9	+
	10	+__version__ = "0.1.0"
	11	+__author__ = "Simon-Pierre Boucher"
	12	+__contact__ = "contact@spboucher.ai"

added engine/src/qwhpi/clean.py +149 −0

		`@@ -0,0 +1,149 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/clean.py
	6	+# Purpose : Reproducible cleaning — duplicate flags, arm's-length screens,
	7	+# characteristic sanitation. Rows are flagged, never deleted.
	8	+# =============================================================================
	9	+"""Cleaning pipeline (Execution Order step 3).
	10	+
	11	+Principles (CLAUDE.md §4.3):
	12	+- The raw CSV is immutable; this module only adds columns.
	13	+- Nothing is silently deleted: every excluded row carries ``exclude_reason``.
	14	+- Filters are economically justified and fully tabulated in the exclusion
	15	+ table (``outputs/tables/exclusions.csv``, written by scripts/03_clean.py).
	16	+
	17	+Screens applied (headline research sample):
	18	+
	19	+1. ``dup_exact`` — exact duplicate rows ignoring ``id`` (recording
	20	+ artifacts); first occurrence kept.
	21	+2. ``dup_addr_date_amt`` — same street+city+date+amount (same conveyance
	22	+ registered twice); first occurrence kept. Same address+date with
	23	+ different amounts is legitimate (multi-unit condo/plex closings) and
	24	+ is NOT excluded.
	25	+3. ``nonmarket_ratio`` — amount / totalArValue outside [0.2, 5.0] where the
	26	+ assessment is available. Transfers far below assessed value are
	27	+ predominantly non-arm's-length (family transfers, estate settlements,
	28	+ partial-interest deeds); far above, land assembly / data errors.
	29	+ Missing assessments are NOT excluded (no ratio evidence).
	30	+4. ``price_ceiling`` — amount > $10M: portfolio, land-assembly or
	31	+ commercial-scale conveyances, not single-dwelling market sales.
	32	+
	33	+Note: the provider already floors prices at $50,000 — no additional low-price
	34	+screen is required (documented, verified in the audit).
	35	+
	36	+Characteristic sanitation (set to null + flag, transaction retained):
	37	+- ``floorArea`` outside [20, 2000] m² for a dwelling -> null (``fa_suspect``)
	38	+- ``yearBuilt`` > sale year + 1 -> null (``yb_suspect``)
	39	+
	40	+``indéterminé`` property type is retained in the clean table but flagged;
	41	+it never enters type-specific or "all" indexes (aggregate of the three
	42	+determined types).
	43	+"""
	44	+
	45	+from __future__ import annotations
	46	+
	47	+import polars as pl
	48	+
	49	+from qwhpi.config import PROCESSED_DIR, PROPERTY_TYPE_UNDETERMINED
	50	+
	51	+CLEAN_PARQUET = PROCESSED_DIR / "transactions_clean.parquet"
	52	+
	53	+RATIO_LO = 0.2
	54	+RATIO_HI = 5.0
	55	+PRICE_CEILING = 10_000_000
	56	+FLOORAREA_LO = 20.0
	57	+FLOORAREA_HI = 2000.0
	58	+
	59	+
	60	+def add_flags(tx: pl.DataFrame, geo: pl.DataFrame) -> pl.DataFrame:
	61	+ """Merge geography and add duplicate/exclusion/sanitation flags."""
	62	+ df = tx.join(geo, on="id", how="left")
	63	+
	64	+ # --- duplicates (order by id for a deterministic 'first occurrence') --- #
	65	+ content_cols = [c for c in tx.columns if c not in ("id",)]
	66	+ df = df.sort("id").with_columns(
	67	+ pl.int_range(pl.len()).over(content_cols).alias("_rk_exact"),
	68	+ pl.int_range(pl.len()).over(["street", "city", "date", "amount"]).alias("_rk_ada"),
	69	+ ).with_columns(
	70	+ (pl.col("_rk_exact") > 0).alias("dup_exact"),
	71	+ (
	72	+ (pl.col("_rk_ada") > 0)
	73	+ & pl.col("street").is_not_null()
	74	+ ).alias("dup_addr_date_amt"),
	75	+ ).drop("_rk_exact", "_rk_ada")
	76	+
	77	+ df = df.with_columns(
	78	+ pl.when(pl.col("dup_exact"))
	79	+ .then(pl.lit("exact_duplicate"))
	80	+ .when(pl.col("dup_addr_date_amt"))
	81	+ .then(pl.lit("addr_date_amount_duplicate"))
	82	+ .otherwise(None)
	83	+ .alias("duplicate_reason"),
	84	+ (pl.col("dup_exact") \| pl.col("dup_addr_date_amt")).alias("duplicate_flag"),
	85	+ )
	86	+
	87	+ # --- arm's-length / plausibility screens --- #
	88	+ ratio = pl.col("amount") / pl.col("totalArValue")
	89	+ df = df.with_columns(
	90	+ pl.when(pl.col("totalArValue") > 0)
	91	+ .then(ratio)
	92	+ .otherwise(None)
	93	+ .alias("assessment_ratio"),
	94	+ ).with_columns(
	95	+ (
	96	+ pl.col("assessment_ratio").is_not_null()
	97	+ & ((pl.col("assessment_ratio") < RATIO_LO) \| (pl.col("assessment_ratio") > RATIO_HI))
	98	+ ).alias("nonmarket_ratio"),
	99	+ (pl.col("amount") > PRICE_CEILING).alias("price_ceiling"),
	100	+ (pl.col("propertyType") == PROPERTY_TYPE_UNDETERMINED).alias("is_undetermined_type"),
	101	+ )
	102	+
	103	+ # --- characteristic sanitation (null + flag, never drop the row) --- #
	104	+ sale_year = pl.col("date").dt.year()
	105	+ df = df.with_columns(
	106	+ (
	107	+ pl.col("floorArea").is_not_null()
	108	+ & ((pl.col("floorArea") < FLOORAREA_LO) \| (pl.col("floorArea") > FLOORAREA_HI))
	109	+ ).alias("fa_suspect"),
	110	+ (
	111	+ pl.col("yearBuilt").is_not_null() & (pl.col("yearBuilt") > sale_year + 1)
	112	+ ).alias("yb_suspect"),
	113	+ ).with_columns(
	114	+ pl.when(pl.col("fa_suspect")).then(None).otherwise(pl.col("floorArea")).alias("floorArea"),
	115	+ pl.when(pl.col("yb_suspect")).then(None).otherwise(pl.col("yearBuilt")).alias("yearBuilt"),
	116	+ )
	117	+
	118	+ # --- consolidated exclusion verdict (priority order for reporting) --- #
	119	+ df = df.with_columns(
	120	+ pl.when(pl.col("dup_exact")).then(pl.lit("exact_duplicate"))
	121	+ .when(pl.col("dup_addr_date_amt")).then(pl.lit("addr_date_amount_duplicate"))
	122	+ .when(pl.col("price_ceiling")).then(pl.lit("price_above_10m"))
	123	+ .when(pl.col("nonmarket_ratio")).then(pl.lit("assessment_ratio_outside_band"))
	124	+ .otherwise(None)
	125	+ .alias("exclude_reason")
	126	+ ).with_columns(
	127	+ pl.col("exclude_reason").is_null().alias("in_research_sample")
	128	+ )
	129	+ return df
	130	+
	131	+
	132	+def research_sample(df: pl.DataFrame, include_undetermined: bool = False) -> pl.DataFrame:
	133	+ """Rows eligible for index estimation."""
	134	+ out = df.filter(pl.col("in_research_sample"))
	135	+ if not include_undetermined:
	136	+ out = out.filter(~pl.col("is_undetermined_type"))
	137	+ return out
	138	+
	139	+
	140	+def build_clean(tx: pl.DataFrame, geo: pl.DataFrame, force: bool = False) -> pl.DataFrame:
	141	+ """Compute (or load cached) flagged clean table."""
	142	+ if CLEAN_PARQUET.exists() and not force:
	143	+ cached = pl.read_parquet(CLEAN_PARQUET)
	144	+ if cached.height == tx.height:
	145	+ return cached
	146	+ df = add_flags(tx, geo)
	147	+ PROCESSED_DIR.mkdir(parents=True, exist_ok=True)
	148	+ df.write_parquet(CLEAN_PARQUET)
	149	+ return df

added engine/src/qwhpi/config.py +100 −0

		`@@ -0,0 +1,100 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/config.py
	6	+# Purpose : Central configuration — paths, calendar, property types, constants.
	7	+# =============================================================================
	8	+"""Central configuration for the QWHPI engine.
	9	+
	10	+All paths are resolved relative to the repository root so every script and
	11	+module agrees on where data lives, regardless of the working directory.
	12	+"""
	13	+
	14	+from __future__ import annotations
	15	+
	16	+from dataclasses import dataclass, field
	17	+from pathlib import Path
	18	+
	19	+# --------------------------------------------------------------------------- #
	20	+# Paths
	21	+# --------------------------------------------------------------------------- #
	22	+
	23	+REPO_ROOT = Path(__file__).resolve().parents[3]
	24	+
	25	+DATA_DIR = REPO_ROOT / "data"
	26	+RAW_DIR = DATA_DIR / "raw"
	27	+EXTERNAL_DIR = DATA_DIR / "external"
	28	+INTERIM_DIR = DATA_DIR / "interim"
	29	+PROCESSED_DIR = DATA_DIR / "processed"
	30	+
	31	+OUTPUTS_DIR = REPO_ROOT / "outputs"
	32	+FIGURES_DIR = OUTPUTS_DIR / "figures"
	33	+TABLES_DIR = OUTPUTS_DIR / "tables"
	34	+MAPS_DIR = OUTPUTS_DIR / "maps"
	35	+REPORTS_DIR = OUTPUTS_DIR / "reports"
	36	+
	37	+RAW_TRANSACTIONS_CSV = RAW_DIR / "province_transactions.csv"
	38	+
	39	+# --------------------------------------------------------------------------- #
	40	+# Weekly calendar
	41	+# --------------------------------------------------------------------------- #
	42	+# Weeks run Monday -> Sunday and are labeled by their Monday. The grid is
	43	+# continuous from FIRST_WEEK to the latest observed week; zero-transaction
	44	+# weeks are kept and flagged, never dropped.
	45	+
	46	+FIRST_WEEK = "2021-01-04" # first Monday of the sample
	47	+
	48	+# --------------------------------------------------------------------------- #
	49	+# Property types
	50	+# --------------------------------------------------------------------------- #
	51	+# `indeterminé` must never contaminate type-specific indexes; it is studied
	52	+# separately and documented in an appendix.
	53	+
	54	+PROPERTY_TYPES = ("unifamilial", "condo", "plex")
	55	+PROPERTY_TYPE_UNDETERMINED = "indéterminé"
	56	+PROPERTY_TYPE_ALL = "all" # aggregate over the three determined types
	57	+
	58	+# --------------------------------------------------------------------------- #
	59	+# Index conventions
	60	+# --------------------------------------------------------------------------- #
	61	+
	62	+BASE_PERIOD_LABEL = "2021 average = 100"
	63	+BASE_YEAR = 2021
	64	+
	65	+# Liquidity-tier starting hypotheses (to be validated by downsampling, §4.7).
	66	+LIQUIDITY_TIERS = {
	67	+ "very_strong": 50, # >= 50 tx/week
	68	+ "strong": 20, # 20-49
	69	+ "shrinkage": 10, # 10-19
	70	+ "heavy_shrinkage": 5, # 5-9; below 5 -> model-implied
	71	+}
	72	+
	73	+# QWHPI-CITY target municipalities (published as liquidity permits).
	74	+CITY_TARGETS = (
	75	+ "Montréal", "Québec", "Laval", "Gatineau", "Longueuil",
	76	+ "Sherbrooke", "Trois-Rivières", "Saguenay", "Lévis", "Drummondville",
	77	+)
	78	+
	79	+AUTHOR = "Simon-Pierre Boucher"
	80	+CONTACT = "contact@spboucher.ai"
	81	+
	82	+
	83	+@dataclass(frozen=True)
	84	+class EngineConfig:
	85	+ """Runtime configuration for a pipeline execution."""
	86	+
	87	+ raw_csv: Path = RAW_TRANSACTIONS_CSV
	88	+ interim_dir: Path = INTERIM_DIR
	89	+ processed_dir: Path = PROCESSED_DIR
	90	+ first_week: str = FIRST_WEEK
	91	+ base_year: int = BASE_YEAR
	92	+ property_types: tuple[str, ...] = PROPERTY_TYPES
	93	+ model_version: str = field(default="0.1.0")
	94	+
	95	+
	96	+def ensure_dirs() -> None:
	97	+ """Create all output/data directories that the pipeline writes into."""
	98	+ for d in (INTERIM_DIR, PROCESSED_DIR, EXTERNAL_DIR,
	99	+ FIGURES_DIR, TABLES_DIR, MAPS_DIR, REPORTS_DIR):
	100	+ d.mkdir(parents=True, exist_ok=True)

added engine/src/qwhpi/export.py +128 −0

		`@@ -0,0 +1,128 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/export.py
	6	+# Purpose : Load each pipeline run into PostgreSQL (upsert, vintage-stamped).
	7	+# =============================================================================
	8	+"""Database loader.
	9	+
	10	+Upserts the canonical parquet outputs into the relational store defined by
	11	+``db/schema.sql``. Connection comes from ``DATABASE_URL``
	12	+(postgresql://...); when unset, the loader is a documented no-op — the API
	13	+falls back to reading the Parquet lake directly (dev mode).
	14	+"""
	15	+
	16	+from __future__ import annotations
	17	+
	18	+import hashlib
	19	+import os
	20	+
	21	+import polars as pl
	22	+
	23	+from qwhpi.config import PROCESSED_DIR, RAW_TRANSACTIONS_CSV, REPO_ROOT
	24	+
	25	+
	26	+def input_hash() -> str:
	27	+ h = hashlib.sha256()
	28	+ with open(RAW_TRANSACTIONS_CSV, "rb") as f:
	29	+ while chunk := f.read(1 << 22):
	30	+ h.update(chunk)
	31	+ return h.hexdigest()[:16]
	32	+
	33	+
	34	+def load_database() -> bool:
	35	+ """Upsert the current canonical outputs into Postgres. Returns True if loaded."""
	36	+ url = os.environ.get("DATABASE_URL")
	37	+ if not url:
	38	+ print("DATABASE_URL not set — skipping DB load (API serves the Parquet lake).")
	39	+ return False
	40	+ import psycopg
	41	+
	42	+ canon = pl.read_parquet(PROCESSED_DIR / "qwhpi_weekly.parquet")
	43	+ liq = pl.read_parquet(PROCESSED_DIR / "weekly_liquidity.parquet")
	44	+ fr = pl.read_parquet(PROCESSED_DIR / "first_release.parquet")
	45	+
	46	+ with psycopg.connect(url) as conn, conn.cursor() as cur:
	47	+ cur.execute((REPO_ROOT / "db" / "schema.sql").read_text())
	48	+
	49	+ geos = canon.select("geography_id", "geography_name", "geography_level").unique()
	50	+ parent = {"municipality": None, "region": "quebec", "province": None}
	51	+ for r in geos.sort(pl.col("geography_level").replace_strict(
	52	+ {"province": 0, "region": 1, "municipality": 2}, default=3)) \
	53	+ .iter_rows(named=True):
	54	+ cur.execute(
	55	+ """INSERT INTO geographies VALUES (%s,%s,%s,%s)
	56	+ ON CONFLICT (geography_id) DO UPDATE SET geography_name=EXCLUDED.geography_name""",
	57	+ (r["geography_id"], r["geography_name"], r["geography_level"],
	58	+ parent.get(r["geography_level"])),
	59	+ )
	60	+ series = canon.select("geography_id", "property_type").unique()
	61	+ for r in series.iter_rows(named=True):
	62	+ sid = f"{r['geography_id']}:{r['property_type']}"
	63	+ cur.execute(
	64	+ """INSERT INTO series (series_id, geography_id, property_type)
	65	+ VALUES (%s,%s,%s) ON CONFLICT DO NOTHING""",
	66	+ (sid, r["geography_id"], r["property_type"]),
	67	+ )
	68	+ cur.execute(
	69	+ """INSERT INTO model_runs (model_version, data_vintage, input_row_count, input_hash)
	70	+ VALUES (%s,%s,%s,%s) ON CONFLICT DO NOTHING""",
	71	+ (canon["model_version"][0], canon["data_vintage"][0],
	72	+ canon.height, input_hash()),
	73	+ )
	74	+
	75	+ obs_cols = [c for c in canon.columns
	76	+ if c not in ("geography_name", "geography_level")]
	77	+ insert_obs = (
	78	+ "INSERT INTO observations (series_id, week, index, index_smoothed, "
	79	+ "representative_value, transactions, effective_sample_size, weekly_pct, "
	80	+ "four_week_pct, thirteen_week_pct, twenty_six_week_pct, yoy_pct, lower_95, "
	81	+ "upper_95, reliability_grade, shrinkage_weight, is_partial_week, "
	82	+ "model_version, data_vintage) VALUES (" + ",".join(["%s"] * 19) + ") "
	83	+ "ON CONFLICT (series_id, week) DO UPDATE SET "
	84	+ "index=EXCLUDED.index, index_smoothed=EXCLUDED.index_smoothed, "
	85	+ "representative_value=EXCLUDED.representative_value, "
	86	+ "transactions=EXCLUDED.transactions, "
	87	+ "effective_sample_size=EXCLUDED.effective_sample_size, "
	88	+ "weekly_pct=EXCLUDED.weekly_pct, four_week_pct=EXCLUDED.four_week_pct, "
	89	+ "thirteen_week_pct=EXCLUDED.thirteen_week_pct, "
	90	+ "twenty_six_week_pct=EXCLUDED.twenty_six_week_pct, yoy_pct=EXCLUDED.yoy_pct, "
	91	+ "lower_95=EXCLUDED.lower_95, upper_95=EXCLUDED.upper_95, "
	92	+ "reliability_grade=EXCLUDED.reliability_grade, "
	93	+ "shrinkage_weight=EXCLUDED.shrinkage_weight, "
	94	+ "is_partial_week=EXCLUDED.is_partial_week, "
	95	+ "model_version=EXCLUDED.model_version, data_vintage=EXCLUDED.data_vintage"
	96	+ )
	97	+ rows = [
	98	+ (f"{r['geography_id']}:{r['property_type']}", r["week"], r["index"],
	99	+ r["index_smoothed"], r["representative_value"], r["transactions"],
	100	+ r["effective_sample_size"], r["weekly_pct"], r["four_week_pct"],
	101	+ r["thirteen_week_pct"], r["twenty_six_week_pct"], r["yoy_pct"],
	102	+ r["lower_95"], r["upper_95"], r["reliability_grade"],
	103	+ r["shrinkage_weight"], r["is_partial_week"], r["model_version"],
	104	+ r["data_vintage"])
	105	+ for r in canon.iter_rows(named=True)
	106	+ ]
	107	+ cur.executemany(insert_obs, rows)
	108	+
	109	+ cur.executemany(
	110	+ """INSERT INTO liquidity VALUES (%s,%s,%s)
	111	+ ON CONFLICT (series_id, week) DO UPDATE SET transactions=EXCLUDED.transactions""",
	112	+ [(f"{r['geography_id']}:{r['property_type']}", r["week"], r["transactions"])
	113	+ for r in liq.iter_rows(named=True)],
	114	+ )
	115	+ cur.executemany(
	116	+ """INSERT INTO vintages VALUES (%s,%s,%s,%s,%s) ON CONFLICT DO NOTHING""",
	117	+ [(f"{r['geography_id']}:{r['property_type']}", r["week"],
	118	+ r["first_release_index"], r["first_release_index_smoothed"],
	119	+ r["first_release_vintage"])
	120	+ for r in fr.iter_rows(named=True)],
	121	+ )
	122	+ conn.commit()
	123	+ print(f"DB load complete: {canon.height:,} observations upserted.")
	124	+ return True
	125	+
	126	+
	127	+if __name__ == "__main__":
	128	+ load_database()

added engine/src/qwhpi/features.py +103 −0

		`@@ -0,0 +1,103 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/features.py
	6	+# Purpose : Hedonic feature engineering — age bins, log floor area with
	7	+# explicit missingness handling, building type, location controls.
	8	+# =============================================================================
	9	+"""Feature engineering for hedonic estimation (Model A — structural only).
	10	+
	11	+Missingness is handled explicitly (CLAUDE.md §4.4): conditional-median
	12	+imputation within (propertyType × municipality), falling back to
	13	+(propertyType × region) then propertyType. No future-price information
	14	+enters any imputation.
	15	+
	16	+TIME-CORRELATED MISSINGNESS RULE (v2, discovered 2026-08): a variable whose
	17	+missingness moves over time cannot enter a time-dummy model — the "missing"
	18	+category coefficient turns provider backfills into artificial index steps.
	19	+Audit findings on this dataset:
	20	+- ``buildingType`` was backfilled in region-staggered waves (most regions
	21	+ 2022-01, Montréal 2023-01, Outaouais complete from the start). It caused a
	22	+ −38 log-point artificial cliff in the Montréal single-family index and is
	23	+ therefore EXCLUDED from all hedonic models.
	24	+- ``yearBuilt`` missingness drifts 15% → 2% over 2021–2023, so age gets
	25	+ conditional-median imputation instead of a "missing" bin (the imputation
	26	+ is time-invariant; a residual ``yb_missing`` flag is kept for diagnostics
	27	+ only, never as a regressor).
	28	+- ``floorArea`` missingness is time-stable (1.6–2.4% every month), so its
	29	+ indicator ``fa_missing`` is harmless and kept in the model.
	30	+"""
	31	+
	32	+from __future__ import annotations
	33	+
	34	+import polars as pl
	35	+
	36	+AGE_BIN_EDGES = [1, 5, 10, 20, 40, 60, 80, 120]
	37	+AGE_BIN_LABELS = [
	38	+ "00_new_0-1", "01_2-5", "02_6-10", "03_11-20", "04_21-40",
	39	+ "05_41-60", "06_61-80", "07_81-120", "08_120plus",
	40	+]
	41	+
	42	+
	43	+def _age_bin_expr(col: str = "age_filled") -> pl.Expr:
	44	+ age = pl.col(col)
	45	+ expr = pl.when(age.is_null()).then(pl.lit(AGE_BIN_LABELS[4])) # defensive
	46	+ lo = None
	47	+ for edge, label in zip(AGE_BIN_EDGES, AGE_BIN_LABELS[:-1]):
	48	+ cond = age <= edge if lo is None else (age > lo) & (age <= edge)
	49	+ expr = expr.when(cond).then(pl.lit(label))
	50	+ lo = edge
	51	+ return expr.otherwise(pl.lit(AGE_BIN_LABELS[-1])).alias("age_bin")
	52	+
	53	+
	54	+def build_features(df: pl.DataFrame) -> pl.DataFrame:
	55	+ """Attach hedonic features. Expects the clean table (with geography)."""
	56	+ out = df.with_columns(
	57	+ (pl.col("date").dt.year() - pl.col("yearBuilt")).clip(0, None).alias("age"),
	58	+ pl.col("week").dt.strftime("%Y-%m-%d").alias("week_str"),
	59	+ pl.col("date").dt.strftime("%Y-%m").alias("month"),
	60	+ # Forward-sortation area (first 3 chars of postal code) as the fine
	61	+ # location control; falls back to municipality when missing.
	62	+ pl.col("zipCode").str.slice(0, 3).str.to_uppercase().alias("fsa"),
	63	+ ).with_columns(
	64	+ # buildingType intentionally NOT a model feature (see module docstring)
	65	+ pl.col("buildingType").fill_null("missing").alias("building_type"),
	66	+ pl.when(pl.col("fsa").is_null())
	67	+ .then(pl.concat_str([pl.lit("MUN_"), pl.col("geo_code")]))
	68	+ .otherwise(pl.col("fsa"))
	69	+ .alias("loc_fine"),
	70	+ pl.col("floorArea").is_null().alias("fa_missing"),
	71	+ pl.col("yearBuilt").is_null().alias("yb_missing"), # diagnostics only
	72	+ )
	73	+
	74	+ # Conditional-median imputation (no temporal information) for floorArea
	75	+ # and age — the imputation cells are time-invariant, so backfilled fields
	76	+ # cannot create index steps.
	77	+ def impute(col: str, filled: str) -> pl.DataFrame:
	78	+ nonlocal out
	79	+ med_mun = out.group_by(["propertyType", "geo_code"]).agg(
	80	+ pl.col(col).median().alias("_m_mun"))
	81	+ med_reg = out.group_by(["propertyType", "region_code"]).agg(
	82	+ pl.col(col).median().alias("_m_reg"))
	83	+ med_typ = out.group_by("propertyType").agg(
	84	+ pl.col(col).median().alias("_m_typ"))
	85	+ out = (
	86	+ out.join(med_mun, on=["propertyType", "geo_code"], how="left")
	87	+ .join(med_reg, on=["propertyType", "region_code"], how="left")
	88	+ .join(med_typ, on="propertyType", how="left")
	89	+ .with_columns(
	90	+ pl.coalesce(pl.col(col), pl.col("_m_mun"),
	91	+ pl.col("_m_reg"), pl.col("_m_typ")).alias(filled)
	92	+ )
	93	+ .drop("_m_mun", "_m_reg", "_m_typ")
	94	+ )
	95	+ return out
	96	+
	97	+ impute("floorArea", "floor_area_filled")
	98	+ impute("age", "age_filled")
	99	+ out = out.with_columns(
	100	+ pl.col("floor_area_filled").log().alias("log_fa"),
	101	+ _age_bin_expr("age_filled"),
	102	+ )
	103	+ return out

added engine/src/qwhpi/geography.py +130 −0

		`@@ -0,0 +1,130 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/geography.py
	6	+# Purpose : Spatial join of transaction lat/lng against official Quebec
	7	+# administrative boundaries (SDA 1/20k) — municipality, MRC, region.
	8	+# =============================================================================
	9	+"""Geography layer.
	10	+
	11	+Authoritative boundary source (documented per CLAUDE.md §4.2):
	12	+
	13	+- Dataset : Découpages administratifs 1/20 000 (SDA), Gouvernement du Québec,
	14	+ Ministère des Ressources naturelles et des Forêts (MRNF).
	15	+- URL : https://www.donneesquebec.ca/recherche/dataset/decoupages-administratifs
	16	+ (GPKG: https://diffusion.mern.gouv.qc.ca/diffusion/RGQ/Vectoriel/
	17	+ Theme/Local/SDA_20k/GPKG/SDA.gpkg.zip)
	18	+- Version : V2026-07 (attribute ``MUS_CO_VER``)
	19	+- CRS : EPSG:4269 (NAD83 geographic); metric ops use EPSG:32198
	20	+ (NAD83 / Quebec Lambert).
	21	+
	22	+The join is computed once and persisted to
	23	+``data/processed/geo_join.parquet`` keyed by transaction ``id``. The raw
	24	+``city`` text field is used only for validation, never as the geography.
	25	+"""
	26	+
	27	+from __future__ import annotations
	28	+
	29	+import geopandas as gpd
	30	+import numpy as np
	31	+import pandas as pd
	32	+import polars as pl
	33	+
	34	+from qwhpi.config import EXTERNAL_DIR, PROCESSED_DIR
	35	+
	36	+SDA_GPKG = EXTERNAL_DIR / "SDA.gpkg"
	37	+SDA_VERSION = "V2026-07"
	38	+CRS_GEO = "EPSG:4269" # NAD83 geographic — native CRS of the SDA layers
	39	+CRS_METRIC = "EPSG:32198" # NAD83 / Quebec Lambert — metric fallback joins
	40	+
	41	+GEO_JOIN_PARQUET = PROCESSED_DIR / "geo_join.parquet"
	42	+MUNICIPALITIES_PARQUET = PROCESSED_DIR / "municipalities.parquet"
	43	+
	44	+MUNIC_COLS = {
	45	+ "MUS_CO_GEO": "geo_code",
	46	+ "MUS_NM_MUN": "municipality",
	47	+ "MUS_CO_DES": "munic_type",
	48	+ "MUS_CO_MRC": "mrc_code",
	49	+ "MUS_NM_MRC": "mrc",
	50	+ "MUS_CO_REG": "region_code",
	51	+ "MUS_NM_REG": "region",
	52	+}
	53	+
	54	+# Fallback tolerance for points that fall just outside every polygon
	55	+# (coastline/river digitization slack). Beyond this the point is unassigned.
	56	+NEAREST_MAX_METERS = 1000.0
	57	+
	58	+
	59	+def load_municipal_layer() -> gpd.GeoDataFrame:
	60	+ """Load the SDA municipal polygons with harmonized column names."""
	61	+ gdf = gpd.read_file(SDA_GPKG, layer="munic_s", columns=list(MUNIC_COLS))
	62	+ gdf = gdf.rename(columns=MUNIC_COLS)
	63	+ # Drop Z dimension noise; geometry validity guard.
	64	+ gdf["geometry"] = gdf.geometry.force_2d()
	65	+ bad = ~gdf.geometry.is_valid
	66	+ if bad.any():
	67	+ gdf.loc[bad, "geometry"] = gdf.loc[bad, "geometry"].buffer(0)
	68	+ return gdf
	69	+
	70	+
	71	+def spatial_join(tx: pl.DataFrame) -> pl.DataFrame:
	72	+ """Join each transaction point to a municipality (and thus MRC + region).
	73	+
	74	+ Returns one row per transaction id with geography attributes and a
	75	+ ``join_method`` in {"within", "nearest<=1km", "unassigned"}.
	76	+ """
	77	+ munic = load_municipal_layer()
	78	+
	79	+ pts_df = tx.select("id", "lat", "lng").to_pandas()
	80	+ pts = gpd.GeoDataFrame(
	81	+ pts_df[["id"]],
	82	+ geometry=gpd.points_from_xy(pts_df["lng"], pts_df["lat"], crs="EPSG:4326"),
	83	+ ).to_crs(CRS_GEO)
	84	+
	85	+ joined = gpd.sjoin(pts, munic, how="left", predicate="within")
	86	+ # A point on a shared border can match twice — keep the first match.
	87	+ joined = joined[~joined.index.duplicated(keep="first")]
	88	+ joined["join_method"] = np.where(joined["geo_code"].notna(), "within", None)
	89	+
	90	+ # Nearest-polygon fallback for the residual, capped at NEAREST_MAX_METERS.
	91	+ missing_mask = joined["geo_code"].isna()
	92	+ if missing_mask.any():
	93	+ rest = joined.loc[missing_mask, ["id", "geometry"]].to_crs(CRS_METRIC)
	94	+ near = gpd.sjoin_nearest(
	95	+ rest, munic.to_crs(CRS_METRIC), how="left",
	96	+ max_distance=NEAREST_MAX_METERS, distance_col="join_dist_m",
	97	+ )
	98	+ near = near[~near.index.duplicated(keep="first")]
	99	+ for col in MUNIC_COLS.values():
	100	+ joined.loc[missing_mask, col] = near[col]
	101	+ joined.loc[missing_mask, "join_method"] = np.where(
	102	+ near["geo_code"].notna(), "nearest<=1km", "unassigned"
	103	+ )
	104	+
	105	+ out = pd.DataFrame(joined.drop(columns=["geometry"]))
	106	+ keep = ["id", *MUNIC_COLS.values(), "join_method"]
	107	+ return pl.from_pandas(out[keep])
	108	+
	109	+
	110	+def build_geo_join(tx: pl.DataFrame, force: bool = False) -> pl.DataFrame:
	111	+ """Compute (or load the cached) transaction -> geography join."""
	112	+ if GEO_JOIN_PARQUET.exists() and not force:
	113	+ cached = pl.read_parquet(GEO_JOIN_PARQUET)
	114	+ if cached.height == tx.height:
	115	+ return cached
	116	+ result = spatial_join(tx)
	117	+ PROCESSED_DIR.mkdir(parents=True, exist_ok=True)
	118	+ result.write_parquet(GEO_JOIN_PARQUET)
	119	+
	120	+ # Slim municipality lookup for the API / dashboard.
	121	+ lookup = (
	122	+ result.filter(pl.col("geo_code").is_not_null())
	123	+ .group_by(["geo_code", "municipality", "munic_type", "mrc_code", "mrc",
	124	+ "region_code", "region"])
	125	+ .len()
	126	+ .rename({"len": "n_transactions"})
	127	+ .sort("n_transactions", descending=True)
	128	+ )
	129	+ lookup.write_parquet(MUNICIPALITIES_PARQUET)
	130	+ return result

added engine/src/qwhpi/hedonic.py +104 −0

		`@@ -0,0 +1,104 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/hedonic.py
	6	+# Purpose : Pooled hedonic time-dummy estimation (Model A) with absorbed
	7	+# location fixed effects; week-coefficient extraction and rebasing.
	8	+# =============================================================================
	9	+"""Pooled hedonic time-dummy estimation.
	10	+
	11	+Model A (headline, structural characteristics only):
	12	+
	13	+ log(amount) = Σ_t δ_t · 1[week = t] + β·log(floorArea) + fa_missing
	14	+ + age bins + building type (+ property type when pooled)
	15	+ + location FE (absorbed) + ε
	16	+
	17	+Estimated ONCE over the pooled 2021→present sample per published cell —
	18	+never as independent weekly regressions. Week coefficients δ_t form the
	19	+latent log index; the published index is exp(δ_t) rebased so the 2021
	20	+average equals 100. SEs are heteroskedasticity-robust (HC1); block-bootstrap
	21	+CIs come from uncertainty.py at the hierarchical stage.
	22	+"""
	23	+
	24	+from __future__ import annotations
	25	+
	26	+from dataclasses import dataclass
	27	+
	28	+import numpy as np
	29	+import pandas as pd
	30	+import polars as pl
	31	+import pyfixest as pf
	32	+
	33	+from qwhpi.config import BASE_YEAR
	34	+
	35	+STRUCTURAL_RHS = "log_fa + fa_missing + C(age_bin)" # buildingType excluded: time-correlated missingness (features.py)
	36	+
	37	+
	38	+@dataclass
	39	+class TimeDummyResult:
	40	+ """Weekly index extracted from a pooled time-dummy regression."""
	41	+
	42	+ table: pl.DataFrame # week, log_index, se, index, lower_95, upper_95
	43	+ n_obs: int
	44	+ r2: float
	45	+
	46	+
	47	+def _rebase(weeks: np.ndarray, delta: np.ndarray, se: np.ndarray) -> pl.DataFrame:
	48	+ """Rebase week log-effects so the BASE_YEAR average is 100."""
	49	+ years = np.array([w[:4] for w in weeks])
	50	+ base_mask = years == str(BASE_YEAR)
	51	+ base_mean = delta[base_mask].mean()
	52	+ log_index = delta - base_mean
	53	+ index = np.exp(log_index) * 100.0
	54	+ return pl.DataFrame({
	55	+ "week": weeks,
	56	+ "log_index": log_index,
	57	+ "se": se,
	58	+ "index": index,
	59	+ "lower_95": np.exp(log_index - 1.96 * se) * 100.0,
	60	+ "upper_95": np.exp(log_index + 1.96 * se) * 100.0,
	61	+ }).sort("week")
	62	+
	63	+
	64	+def estimate_time_dummy(
	65	+ df: pl.DataFrame,
	66	+ absorb: str = "loc_fine",
	67	+ include_property_type: bool = False,
	68	+ min_obs: int = 500,
	69	+) -> TimeDummyResult \| None:
	70	+ """Estimate the pooled time-dummy model on one publication cell.
	71	+
	72	+ ``df`` must carry features from :func:`qwhpi.features.build_features`.
	73	+ Returns None when the cell is too thin to estimate at all (handled by the
	74	+ hierarchical model instead).
	75	+ """
	76	+ if df.height < min_obs:
	77	+ return None
	78	+
	79	+ rhs = STRUCTURAL_RHS + (" + C(propertyType)" if include_property_type else "")
	80	+ cols = ["log_amount", "week_str", "log_fa", "fa_missing", "age_bin",
	81	+ "building_type", "propertyType", absorb]
	82	+ pdf = df.select(cols).to_pandas()
	83	+ pdf["fa_missing"] = pdf["fa_missing"].astype(int)
	84	+
	85	+ # Reference week = first week present in the cell.
	86	+ ref = sorted(pdf["week_str"].unique())[0]
	87	+ fml = f"log_amount ~ i(week_str, ref='{ref}') + {rhs} \| {absorb}"
	88	+ fit = pf.feols(fml, data=pdf, vcov="HC1")
	89	+
	90	+ coefs = fit.coef()
	91	+ ses = fit.se()
	92	+ weeks, deltas, sess = [ref], [0.0], [0.0]
	93	+ prefix = "week_str::"
	94	+ for name, val in coefs.items():
	95	+ if name.startswith(prefix):
	96	+ weeks.append(name.removeprefix(prefix))
	97	+ deltas.append(float(val))
	98	+ sess.append(float(ses[name]))
	99	+
	100	+ order = np.argsort(weeks)
	101	+ table = _rebase(np.array(weeks)[order],
	102	+ np.array(deltas)[order],
	103	+ np.array(sess)[order])
	104	+ return TimeDummyResult(table=table, n_obs=fit._N, r2=float(fit._r2))

added engine/src/qwhpi/hierarchy.py +228 −0

		`@@ -0,0 +1,228 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/hierarchy.py
	6	+# Purpose : Hierarchical weekly index — stage-1 pooled residualization, then
	7	+# Kalman-shrunk deviations (province → region → municipality).
	8	+# =============================================================================
	9	+"""Hierarchical weekly state model (two-stage architecture).
	10	+
	11	+Stage 1 (pooled hedonic residualization)
	12	+ log(P) = structural chars + loc FE + (week × type) FE + ε
	13	+ - the (week × type) fixed effects ARE the province-level weekly paths
	14	+ per property type (liquid: >=300 tx/week each);
	15	+ - residuals ε are quality- and location-adjusted deviations of each
	16	+ transaction from its type's province path.
	17	+
	18	+Stage 2 (hierarchical shrinkage)
	19	+ For each cell below the province the weekly mean residual is smoothed by
	20	+ a heteroskedastic local-level Kalman model (state_space.py):
	21	+ region cell : deviation of region×type from the province path
	22	+ municipality : deviation of municipality×type from the smoothed
	23	+ region path (residual − region deviation)
	24	+ Thin weeks carry high observation noise -> the filter shrinks toward the
	25	+ parent path (gain ~ 0). Liquid weeks dominate their own estimate.
	26	+
	27	+Cell log index = province type path + region deviation (+ municipality
	28	+deviation), rebased to 2021 avg = 100. The "all" type per geography is a
	29	+fixed-weight (full-sample transaction share) combination of the three type
	30	+log-indexes, keeping composition constant.
	31	+
	32	+Published variants (§4.8):
	33	+ index — raw weekly: path + unsmoothed weekly mean deviation
	34	+ index_smoothed — one-sided filtered (real-time, no lookahead)
	35	+The two-sided smoothed path is kept for research as ``index_research``.
	36	+"""
	37	+
	38	+from __future__ import annotations
	39	+
	40	+from dataclasses import dataclass
	41	+
	42	+import numpy as np
	43	+import pandas as pd
	44	+import polars as pl
	45	+import pyfixest as pf
	46	+
	47	+from qwhpi.config import BASE_YEAR
	48	+from qwhpi.state_space import LocalLevelFit, fit_local_level
	49	+
	50	+STRUCTURAL_RHS = "log_fa + fa_missing + C(age_bin)" # buildingType excluded: time-correlated missingness (features.py)
	51	+MIN_SIGMA2_OBS = 50 # min cell size to estimate its own residual variance
	52	+
	53	+
	54	+# --------------------------------------------------------------------------- #
	55	+# Stage 1
	56	+# --------------------------------------------------------------------------- #
	57	+
	58	+@dataclass
	59	+class Stage1Result:
	60	+ """Province paths + aligned residuals from the pooled regression."""
	61	+
	62	+ paths: pl.DataFrame # week, property_type, delta (log path, unnormalized)
	63	+ residuals: pl.DataFrame # id, week_str, propertyType, region_code,
	64	+ # geo_code, municipality, resid
	65	+ n_obs: int
	66	+ r2: float
	67	+
	68	+
	69	+def stage1_residualize(feat: pl.DataFrame) -> Stage1Result:
	70	+ """Pooled regression over the full research sample (all three types)."""
	71	+ cols = ["id", "log_amount", "week_str", "propertyType", "log_fa",
	72	+ "fa_missing", "age_bin", "building_type", "loc_fine",
	73	+ "region_code", "geo_code", "municipality"]
	74	+ pdf = feat.select(cols).to_pandas()
	75	+ pdf["fa_missing"] = pdf["fa_missing"].astype(int)
	76	+ pdf["wk_type"] = pdf["week_str"] + "\|" + pdf["propertyType"]
	77	+
	78	+ fit = pf.feols(
	79	+ f"log_amount ~ {STRUCTURAL_RHS} \| loc_fine + wk_type",
	80	+ data=pdf, vcov="HC1",
	81	+ )
	82	+ fx = fit.fixef()
	83	+ wk_key = next(k for k in fx if "wk_type" in k)
	84	+ wk_fx = fx[wk_key]
	85	+ paths = pl.DataFrame({
	86	+ "week": [k.split("\|")[0] for k in wk_fx],
	87	+ "property_type": [k.split("\|")[1] for k in wk_fx],
	88	+ "delta": [float(v) for v in wk_fx.values()],
	89	+ }).sort(["property_type", "week"])
	90	+
	91	+ yhat = fit.predict(newdata=pdf)
	92	+ pdf["resid"] = pdf["log_amount"].values - np.asarray(yhat, dtype=float)
	93	+ resid = pl.from_pandas(
	94	+ pdf[["id", "week_str", "propertyType", "region_code", "geo_code",
	95	+ "municipality", "resid"]]
	96	+ ).filter(pl.col("resid").is_not_nan() & pl.col("resid").is_not_null())
	97	+ return Stage1Result(paths=paths, residuals=resid,
	98	+ n_obs=fit._N, r2=float(fit._r2))
	99	+
	100	+
	101	+# --------------------------------------------------------------------------- #
	102	+# Stage 2 helpers
	103	+# --------------------------------------------------------------------------- #
	104	+
	105	+def week_grid(residuals: pl.DataFrame) -> list[str]:
	106	+ """Continuous Monday grid over the sample, as ISO strings."""
	107	+ import datetime as dt
	108	+ weeks = sorted(residuals["week_str"].unique().to_list())
	109	+ first = dt.date.fromisoformat(weeks[0])
	110	+ last = dt.date.fromisoformat(weeks[-1])
	111	+ grid = []
	112	+ cur = first
	113	+ while cur <= last:
	114	+ grid.append(cur.isoformat())
	115	+ cur += dt.timedelta(days=7)
	116	+ return grid
	117	+
	118	+
	119	+@dataclass
	120	+class CellDeviation:
	121	+ """Smoothed weekly deviation of one cell from its parent path."""
	122	+
	123	+ weeks: list[str]
	124	+ raw: np.ndarray # unsmoothed weekly mean deviation (NaN if n=0)
	125	+ n: np.ndarray
	126	+ fit: LocalLevelFit
	127	+
	128	+
	129	+def cell_deviation(
	130	+ dev_frame: pl.DataFrame,
	131	+ grid: list[str],
	132	+ fallback_sigma2: float,
	133	+) -> CellDeviation:
	134	+ """Weekly mean deviation + Kalman fit for one cell.
	135	+
	136	+ ``dev_frame`` must have columns ``week_str`` and ``dev`` (per-transaction
	137	+ deviation from the parent path).
	138	+ """
	139	+ agg = (
	140	+ dev_frame.group_by("week_str")
	141	+ .agg(pl.col("dev").mean().alias("y"),
	142	+ pl.len().alias("n"),
	143	+ pl.col("dev").var().alias("v"))
	144	+ )
	145	+ lookup = {r["week_str"]: r for r in agg.iter_rows(named=True)}
	146	+ y = np.array([lookup[w]["y"] if w in lookup else np.nan for w in grid])
	147	+ n = np.array([lookup[w]["n"] if w in lookup else 0 for w in grid], dtype=float)
	148	+
	149	+ if dev_frame.height >= MIN_SIGMA2_OBS:
	150	+ sigma2 = float(dev_frame["dev"].var())
	151	+ else:
	152	+ sigma2 = fallback_sigma2
	153	+ fit = fit_local_level(y, n, sigma2)
	154	+ return CellDeviation(weeks=grid, raw=y, n=n, fit=fit)
	155	+
	156	+
	157	+# --------------------------------------------------------------------------- #
	158	+# Index composition
	159	+# --------------------------------------------------------------------------- #
	160	+
	161	+def rebase_log(weeks: list[str], log_path: np.ndarray) -> np.ndarray:
	162	+ """Shift a log path so the BASE_YEAR average is 0 (index 100)."""
	163	+ return log_path - base_constant(weeks, log_path)
	164	+
	165	+
	166	+def base_constant(weeks: list[str], log_path: np.ndarray) -> float:
	167	+ """Mean of the log path over BASE_YEAR (the rebasing constant)."""
	168	+ mask = np.array([w.startswith(str(BASE_YEAR)) for w in weeks])
	169	+ valid = mask & np.isfinite(log_path)
	170	+ return float(log_path[valid].mean())
	171	+
	172	+
	173	+def compose_cell_table(
	174	+ *,
	175	+ grid: list[str],
	176	+ province_path: np.ndarray, # aligned to grid (log, unnormalized)
	177	+ deviations: list[CellDeviation], # region [+ municipality]
	178	+ geography_id: str,
	179	+ geography_name: str,
	180	+ geography_level: str,
	181	+ property_type: str,
	182	+ path_var: np.ndarray, # variance of the province path per week
	183	+) -> pl.DataFrame:
	184	+ """Assemble the published series for one cell."""
	185	+ dev_filtered = sum(d.fit.filtered for d in deviations)
	186	+ dev_filtered_var = sum(d.fit.filtered_var for d in deviations)
	187	+ dev_smoothed = sum(d.fit.smoothed for d in deviations)
	188	+ dev_smoothed_var = sum(d.fit.smoothed_var for d in deviations)
	189	+ # Raw deviation: last level's raw mean plus parents' smoothed paths.
	190	+ if deviations:
	191	+ raw_last = deviations[-1].raw
	192	+ parents = sum(d.fit.smoothed for d in deviations[:-1]) if len(deviations) > 1 else 0.0
	193	+ dev_raw = parents + raw_last
	194	+ n = deviations[-1].n
	195	+ gain = deviations[-1].fit.gain
	196	+ else:
	197	+ dev_raw = np.zeros(len(grid))
	198	+ n = np.full(len(grid), np.nan)
	199	+ gain = np.ones(len(grid))
	200	+
	201	+ # One shared normalization constant (from the always-finite filtered
	202	+ # path) so raw / filtered / smoothed variants are directly comparable
	203	+ # even when a thin cell has no raw observation in the base year.
	204	+ base = base_constant(grid, province_path + dev_filtered)
	205	+ log_raw = province_path + dev_raw - base
	206	+ log_filt = province_path + dev_filtered - base
	207	+ log_smooth = province_path + dev_smoothed - base
	208	+
	209	+ var_filt = path_var + dev_filtered_var
	210	+ se = np.sqrt(np.maximum(var_filt, 0.0))
	211	+
	212	+ return pl.DataFrame({
	213	+ "week": grid,
	214	+ "geography_id": geography_id,
	215	+ "geography_name": geography_name,
	216	+ "geography_level": geography_level,
	217	+ "property_type": property_type,
	218	+ "index": np.exp(log_raw) * 100.0,
	219	+ "index_smoothed": np.exp(log_filt) * 100.0,
	220	+ "index_research": np.exp(log_smooth) * 100.0,
	221	+ "log_index": log_filt,
	222	+ "se_log": se,
	223	+ "lower_95": np.exp(log_filt - 1.96 * se) * 100.0,
	224	+ "upper_95": np.exp(log_filt + 1.96 * se) * 100.0,
	225	+ "transactions": n,
	226	+ "shrinkage_weight": 1.0 - gain, # share coming from the parent path
	227	+ "research_var": path_var + dev_smoothed_var,
	228	+ })

added engine/src/qwhpi/index.py +139 −0

		`@@ -0,0 +1,139 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/index.py
	6	+# Purpose : Canonical dataset assembly — growth horizons, reliability grades,
	7	+# representative values, effective sample size, partial-week flag.
	8	+# =============================================================================
	9	+"""Assembly of the canonical weekly table (CLAUDE.md §4.8–4.9).
	10	+
	11	+Definitions
	12	+-----------
	13	+representative_value
	14	+ Fixed-basket dollar value: B_cell · index_smoothed/100 where
	15	+ B_cell = exp( mean_i[ log P_i − log(I_smoothed(week_i)/100) ] ) over the
	16	+ cell's full research sample — i.e. the cell's quality-mix-constant
	17	+ geometric mean price expressed at base-period (2021 avg) prices, carried
	18	+ forward by the index. Documented in the methodology paper.
	19	+
	20	+effective_sample_size
	21	+ Information content of the filtered estimate in transaction units:
	22	+ σ²_cell / Var(filtered deviation). For province cells (no deviation
	23	+ filter) it equals the weekly transaction count.
	24	+
	25	+reliability_grade (A–E)
	26	+ Empirically anchored on the downsampling experiment
	27	+ (outputs/tables/downsampling_results.csv): CI coverage and RMSE stay
	28	+ strong down to ~25 tx/week and degrade below ~15.
	29	+ A: median cell liquidity ≥ 50 tx/wk and se_log < 1.5%
	30	+ B: ≥ 20 tx/wk and se_log < 2.5%
	31	+ C: ≥ 10 tx/wk (documented shrinkage; CI approximately calibrated)
	32	+ D: ≥ 5 tx/wk (heavy shrinkage — parent-dominated weeks)
	33	+ E: < 5 tx/wk (model-implied; published for transparency only)
	34	+ The grade is a per-cell base grade (median liquidity) downgraded one
	35	+ notch in weeks where the local week is empty (transactions == 0).
	36	+
	37	+is_partial_week
	38	+ Weeks (at the very end of the sample) whose province-wide volume is
	39	+ below 60% of the trailing 8-week median — registration lag means the
	40	+ latest week is a nowcast and will revise.
	41	+"""
	42	+
	43	+from __future__ import annotations
	44	+
	45	+import numpy as np
	46	+import polars as pl
	47	+
	48	+GROWTH_HORIZONS = {
	49	+ "weekly_pct": 1,
	50	+ "four_week_pct": 4,
	51	+ "thirteen_week_pct": 13,
	52	+ "twenty_six_week_pct": 26,
	53	+ "yoy_pct": 52,
	54	+}
	55	+
	56	+
	57	+def add_growth(df: pl.DataFrame, col: str = "index_smoothed") -> pl.DataFrame:
	58	+ """Attach growth-rate columns per series (sorted within cell)."""
	59	+ keys = ["geography_id", "property_type"]
	60	+ df = df.sort([*keys, "week"])
	61	+ exprs = [
	62	+ ((pl.col(col) / pl.col(col).shift(h).over(keys) - 1) * 100)
	63	+ .round(3).alias(name)
	64	+ for name, h in GROWTH_HORIZONS.items()
	65	+ ]
	66	+ return df.with_columns(exprs)
	67	+
	68	+
	69	+def grade_expr() -> pl.Expr:
	70	+ """Reliability grade from cell median liquidity, SE, and week emptiness."""
	71	+ med = pl.col("cell_median_tx")
	72	+ se = pl.col("se_log")
	73	+ base = (
	74	+ pl.when((med >= 50) & (se < 0.015)).then(pl.lit("A"))
	75	+ .when((med >= 20) & (se < 0.025)).then(pl.lit("B"))
	76	+ .when(med >= 10).then(pl.lit("C"))
	77	+ .when(med >= 5).then(pl.lit("D"))
	78	+ .otherwise(pl.lit("E"))
	79	+ )
	80	+ downgrade = {"A": "B", "B": "C", "C": "D", "D": "E", "E": "E"}
	81	+ return (
	82	+ pl.when(pl.col("transactions").fill_nan(0) == 0)
	83	+ .then(base.replace(downgrade))
	84	+ .otherwise(base)
	85	+ .alias("reliability_grade")
	86	+ )
	87	+
	88	+
	89	+def add_reliability(df: pl.DataFrame) -> pl.DataFrame:
	90	+ keys = ["geography_id", "property_type"]
	91	+ med = df.group_by(keys).agg(
	92	+ pl.col("transactions").fill_nan(None).median().alias("cell_median_tx"))
	93	+ return df.join(med, on=keys, how="left").with_columns(grade_expr())
	94	+
	95	+
	96	+def add_partial_week(df: pl.DataFrame, province_volume: pl.DataFrame) -> pl.DataFrame:
	97	+ """Flag trailing weeks with abnormally low province-wide volume."""
	98	+ pv = province_volume.sort("week")
	99	+ vols = pv["volume"].to_numpy().astype(float)
	100	+ med8 = np.array([np.median(vols[max(0, i - 8):i]) if i else vols[0]
	101	+ for i in range(len(vols))])
	102	+ partial = vols < 0.6 * med8
	103	+ # Only flag a trailing contiguous run (mid-sample dips are real market lulls).
	104	+ flagged = np.zeros(len(vols), dtype=bool)
	105	+ i = len(vols) - 1
	106	+ while i >= 0 and partial[i]:
	107	+ flagged[i] = True
	108	+ i -= 1
	109	+ pw = pl.DataFrame({"week": pv["week"], "is_partial_week": flagged})
	110	+ return df.join(pw, on="week", how="left").with_columns(
	111	+ pl.col("is_partial_week").fill_null(False))
	112	+
	113	+
	114	+def add_representative_value(df: pl.DataFrame, basket: pl.DataFrame) -> pl.DataFrame:
	115	+ """basket: geography_id, property_type, basket_value (2021-price dollars)."""
	116	+ return df.join(basket, on=["geography_id", "property_type"], how="left") \
	117	+ .with_columns(
	118	+ (pl.col("basket_value") * pl.col("index_smoothed") / 100.0)
	119	+ .round(0).alias("representative_value")
	120	+ )
	121	+
	122	+
	123	+def compute_basket(clean_cells: pl.DataFrame, index_df: pl.DataFrame) -> pl.DataFrame:
	124	+ """Fixed-basket base-period value per cell (see module docstring).
	125	+
	126	+ ``clean_cells`` must have geography_id, property_type, week, log_amount.
	127	+ """
	128	+ j = clean_cells.join(
	129	+ index_df.select("geography_id", "property_type", "week",
	130	+ pl.col("index_smoothed")),
	131	+ on=["geography_id", "property_type", "week"], how="inner",
	132	+ )
	133	+ return (
	134	+ j.group_by(["geography_id", "property_type"])
	135	+ .agg(
	136	+ (pl.col("log_amount") - (pl.col("index_smoothed") / 100.0).log())
	137	+ .mean().exp().round(0).alias("basket_value")
	138	+ )
	139	+ )

added engine/src/qwhpi/ingest.py +81 −0

		`@@ -0,0 +1,81 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/ingest.py
	6	+# Purpose : Load the immutable raw transactions CSV with typed columns and
	7	+# attach the Monday-labeled weekly calendar.
	8	+# =============================================================================
	9	+"""Raw-data ingestion.
	10	+
	11	+The raw CSV in ``data/raw/`` is immutable: this module only reads it. Typed
	12	+loading + week assignment happen here so every downstream stage sees the same
	13	+representation. The parsed frame is cached to ``data/interim/transactions_raw.parquet``
	14	+keyed on the raw file's size/mtime, so repeat runs skip CSV parsing.
	15	+"""
	16	+
	17	+from __future__ import annotations
	18	+
	19	+import json
	20	+from pathlib import Path
	21	+
	22	+import polars as pl
	23	+
	24	+from qwhpi.config import INTERIM_DIR, RAW_TRANSACTIONS_CSV
	25	+
	26	+RAW_SCHEMA: dict[str, pl.DataType] = {
	27	+ "id": pl.Utf8,
	28	+ "date": pl.Utf8, # parsed to Date below
	29	+ "amount": pl.Float64,
	30	+ "street": pl.Utf8,
	31	+ "zipCode": pl.Utf8,
	32	+ "city": pl.Utf8,
	33	+ "lat": pl.Float64,
	34	+ "lng": pl.Float64,
	35	+ "propertyType": pl.Utf8,
	36	+ "yearBuilt": pl.Int64,
	37	+ "floorArea": pl.Float64,
	38	+ "buildingType": pl.Utf8,
	39	+ "previousValue": pl.Float64,
	40	+ "totalArValue": pl.Float64,
	41	+ "ownerType": pl.Utf8,
	42	+}
	43	+
	44	+CACHE_PARQUET = INTERIM_DIR / "transactions_raw.parquet"
	45	+CACHE_MANIFEST = INTERIM_DIR / "transactions_raw.manifest.json"
	46	+
	47	+
	48	+def _raw_fingerprint(csv_path: Path) -> dict:
	49	+ stat = csv_path.stat()
	50	+ return {"path": str(csv_path), "size": stat.st_size, "mtime": stat.st_mtime}
	51	+
	52	+
	53	+def load_raw(csv_path: Path = RAW_TRANSACTIONS_CSV, use_cache: bool = True) -> pl.DataFrame:
	54	+ """Load raw transactions with types, date parsing, and week assignment.
	55	+
	56	+ Adds columns:
	57	+ - ``week``: Monday of the transaction's Monday->Sunday week (pl.Date)
	58	+ - ``log_amount``: natural log of amount (null when amount <= 0)
	59	+ """
	60	+ if use_cache and CACHE_PARQUET.exists() and CACHE_MANIFEST.exists():
	61	+ manifest = json.loads(CACHE_MANIFEST.read_text())
	62	+ if manifest == _raw_fingerprint(csv_path):
	63	+ return pl.read_parquet(CACHE_PARQUET)
	64	+
	65	+ df = pl.read_csv(csv_path, schema_overrides=RAW_SCHEMA)
	66	+ df = df.with_columns(
	67	+ pl.col("date").str.to_date("%Y-%m-%d"),
	68	+ ).with_columns(
	69	+ # Monday-labeled week: subtract the ISO weekday offset (Mon=1 ... Sun=7).
	70	+ (pl.col("date") - pl.duration(days=pl.col("date").dt.weekday() - 1)).alias("week"),
	71	+ pl.when(pl.col("amount") > 0)
	72	+ .then(pl.col("amount").log())
	73	+ .otherwise(None)
	74	+ .alias("log_amount"),
	75	+ )
	76	+
	77	+ if use_cache:
	78	+ INTERIM_DIR.mkdir(parents=True, exist_ok=True)
	79	+ df.write_parquet(CACHE_PARQUET)
	80	+ CACHE_MANIFEST.write_text(json.dumps(_raw_fingerprint(csv_path)))
	81	+ return df

added engine/src/qwhpi/nowcast.py +40 −0

		`@@ -0,0 +1,40 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/nowcast.py
	6	+# Purpose : Partial-week (nowcast) detection for the latest weeks — data
	7	+# registration lag means trailing weeks under-report volume.
	8	+# =============================================================================
	9	+"""Nowcast handling for trailing partial weeks.
	10	+
	11	+Land-registry transactions arrive with a registration lag: the most recent
	12	+Monday-week typically shows a fraction of its eventual volume. Such weeks
	13	+are still published (the filtered state-space estimate is a genuine
	14	+nowcast) but flagged ``is_partial_week = true`` so consumers know the value
	15	+will revise. Detection: a trailing contiguous run of weeks whose
	16	+province-wide volume is below ``PARTIAL_THRESHOLD`` × trailing-8-week
	17	+median volume.
	18	+"""
	19	+
	20	+from __future__ import annotations
	21	+
	22	+import numpy as np
	23	+import polars as pl
	24	+
	25	+PARTIAL_THRESHOLD = 0.6
	26	+
	27	+
	28	+def partial_week_flags(province_volume: pl.DataFrame) -> pl.DataFrame:
	29	+ """province_volume: columns week, volume — returns week, is_partial_week."""
	30	+ pv = province_volume.sort("week")
	31	+ vols = pv["volume"].to_numpy().astype(float)
	32	+ med8 = np.array([np.median(vols[max(0, i - 8):i]) if i else vols[0]
	33	+ for i in range(len(vols))])
	34	+ low = vols < PARTIAL_THRESHOLD * med8
	35	+ flagged = np.zeros(len(vols), dtype=bool)
	36	+ i = len(vols) - 1
	37	+ while i >= 0 and low[i]:
	38	+ flagged[i] = True
	39	+ i -= 1
	40	+ return pl.DataFrame({"week": pv["week"], "is_partial_week": flagged})

added engine/src/qwhpi/plotting.py +63 −0

		`@@ -0,0 +1,63 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/plotting.py
	6	+# Purpose : Shared plotting configuration — one validated palette and mark
	7	+# spec for every figure (matches the dashboard).
	8	+# =============================================================================
	9	+"""Shared figure style.
	10	+
	11	+Categorical palette (validated, fixed order — never cycled beyond need):
	12	+blue, orange, aqua, yellow, magenta. Sequential ramp: blue light→dark.
	13	+Marks: 2px lines, recessive grid, no chartjunk. Author credit on every
	14	+figure footer.
	15	+"""
	16	+
	17	+from __future__ import annotations
	18	+
	19	+import matplotlib
	20	+
	21	+matplotlib.use("Agg")
	22	+import matplotlib.pyplot as plt # noqa: E402
	23	+
	24	+SERIES = ["#2a78d6", "#eb6834", "#1baf7a", "#eda100", "#e87ba4"]
	25	+BAND = (42 / 255, 120 / 255, 214 / 255, 0.14)
	26	+SEQ = ["#cde2fb", "#9ec5f4", "#6da7ec", "#3987e5", "#256abf", "#184f95", "#0d366b"]
	27	+TEXT = "#0b0b0b"
	28	+TEXT2 = "#52514e"
	29	+GRID = "#dddcd6"
	30	+
	31	+plt.rcParams.update({
	32	+ "figure.facecolor": "#fcfcfb",
	33	+ "axes.facecolor": "#fcfcfb",
	34	+ "axes.edgecolor": GRID,
	35	+ "axes.grid": True,
	36	+ "grid.color": GRID,
	37	+ "grid.linestyle": ":",
	38	+ "grid.linewidth": 0.8,
	39	+ "axes.spines.top": False,
	40	+ "axes.spines.right": False,
	41	+ "text.color": TEXT,
	42	+ "axes.labelcolor": TEXT2,
	43	+ "xtick.color": TEXT2,
	44	+ "ytick.color": TEXT2,
	45	+ "font.size": 10,
	46	+ "axes.titlesize": 11,
	47	+ "figure.dpi": 150,
	48	+ "lines.linewidth": 2.0,
	49	+ "legend.frameon": False,
	50	+})
	51	+
	52	+
	53	+def credit(fig: "plt.Figure") -> None:
	54	+ fig.text(0.99, 0.01, "QWHPI — Simon-Pierre Boucher · contact@spboucher.ai",
	55	+ ha="right", va="bottom", fontsize=7, color=TEXT2)
	56	+
	57	+
	58	+def save(fig: "plt.Figure", path) -> None:
	59	+ credit(fig)
	60	+ fig.tight_layout(rect=(0, 0.02, 1, 1))
	61	+ fig.savefig(path, bbox_inches="tight")
	62	+ plt.close(fig)
	63	+ print(f" -> {path}")

added engine/src/qwhpi/repeat_sales.py +75 −0

		`@@ -0,0 +1,75 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/repeat_sales.py
	6	+# Purpose : Repeat-sales (BMN) index as a directional validation check for
	7	+# the hedonic indexes. Condo/plex pairs are unit-signature matched.
	8	+# =============================================================================
	9	+"""Repeat-sales validation index (Bailey–Muth–Nourse).
	10	+
	11	+Address caveat (CLAUDE.md §4.7): condo and plex street strings carry no unit
	12	+numbers, so a bare (street, city) match pairs *different units in the same
	13	+building. Pairs are therefore matched on the unit signature*
	14	+(street, city, floorArea, yearBuilt): either the same unit or an identical-
	15	+spec unit in the same building — both valid for price-relative measurement.
	16	+Sales less than 90 days apart are dropped (flips / double registrations).
	17	+
	18	+Estimation: log(P₂/P₁) = Σ_t δ_t (D_{t,2} − D_{t,1}) + ε at monthly
	19	+frequency (weekly repeat pairs are too sparse), OLS via lstsq. The index is
	20	+rebased to the 2021 average = 100 for comparability with QWHPI.
	21	+"""
	22	+
	23	+from __future__ import annotations
	24	+
	25	+import numpy as np
	26	+import polars as pl
	27	+
	28	+MIN_DAYS_BETWEEN_SALES = 90
	29	+PAIR_KEY = ["street", "city", "floorArea", "yearBuilt"]
	30	+
	31	+
	32	+def build_pairs(df: pl.DataFrame) -> pl.DataFrame:
	33	+ """Consecutive same-signature sale pairs with log price relatives."""
	34	+ d = df.filter(
	35	+ pl.col("street").is_not_null()
	36	+ & pl.col("floorArea").is_not_null()
	37	+ & pl.col("yearBuilt").is_not_null()
	38	+ ).sort("date")
	39	+ d = d.with_columns(
	40	+ pl.col("log_amount").shift(1).over(PAIR_KEY).alias("lp_prev"),
	41	+ pl.col("date").shift(1).over(PAIR_KEY).alias("dt_prev"),
	42	+ ).filter(pl.col("lp_prev").is_not_null())
	43	+ d = d.filter(
	44	+ (pl.col("date") - pl.col("dt_prev")).dt.total_days() >= MIN_DAYS_BETWEEN_SALES
	45	+ )
	46	+ return d.with_columns(
	47	+ (pl.col("log_amount") - pl.col("lp_prev")).alias("dlp"),
	48	+ pl.col("date").dt.strftime("%Y-%m").alias("m2"),
	49	+ pl.col("dt_prev").dt.strftime("%Y-%m").alias("m1"),
	50	+ )
	51	+
	52	+
	53	+def bmn_index(pairs: pl.DataFrame) -> pl.DataFrame \| None:
	54	+ """Monthly BMN index (2021 avg = 100). None when pairs are too few."""
	55	+ if pairs.height < 200:
	56	+ return None
	57	+ months = sorted(set(pairs["m1"].to_list()) \| set(pairs["m2"].to_list()))
	58	+ pos = {m: i for i, m in enumerate(months)}
	59	+ n, T = pairs.height, len(months)
	60	+ X = np.zeros((n, T - 1)) # first month is the base
	61	+ m1 = pairs["m1"].to_numpy()
	62	+ m2 = pairs["m2"].to_numpy()
	63	+ for i in range(n):
	64	+ if pos[m2[i]] > 0:
	65	+ X[i, pos[m2[i]] - 1] += 1.0
	66	+ if pos[m1[i]] > 0:
	67	+ X[i, pos[m1[i]] - 1] -= 1.0
	68	+ y = pairs["dlp"].to_numpy()
	69	+ beta, *_ = np.linalg.lstsq(X, y, rcond=None)
	70	+ delta = np.concatenate([[0.0], beta])
	71	+ base = delta[[m.startswith("2021") for m in months]].mean()
	72	+ return pl.DataFrame({
	73	+ "month": months,
	74	+ "rs_index": np.exp(delta - base) * 100.0,
	75	+ })

added engine/src/qwhpi/rtd.py +289 −0

		`@@ -0,0 +1,289 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/rtd.py
	6	+# Purpose : Rolling-Time-Dummy stage 1 (v2, monthly) — 13-month Huber-robust
	7	+# hedonic windows, mean-splice linking, real-time residuals.
	8	+# =============================================================================
	9	+"""Rolling-Time-Dummy (RTD) hedonic estimation — monthly, robust.
	10	+
	11	+Method (see outputs/reports/methodology_v2_research.md for sources):
	12	+
	13	+- 13-month windows stepped one month at a time. Within each window the
	14	+ hedonic is estimated by IRLS with Huber weights (k = 1.345 on
	15	+ MAD-standardized residuals, ``N_IRLS`` reweighting passes), absorbing
	16	+ fine-location FE and (month × property type) FE:
	17	+
	18	+ log P ~ log_fa + fa_missing + C(age_bin) \| loc_fine + mo_type
	19	+
	20	+- Linking: the published province path per type is extended by the **mean
	21	+ splice** — the average (in logs) over every feasible overlap position of
	22	+ the growth implied by the new window. Movement and window splices are also
	23	+ returned as sensitivity diagnostics. The spliced history never revises.
	24	+
	25	+- Residuals for the hierarchy come from :func:`fullpool_residualize` — a
	26	+ single Huber-robust full-pool regression — NOT from the rolling windows.
	27	+ Rolling location FE re-absorb each cell's slow drift window after window,
	28	+ which empties the residuals of exactly the regional divergence stage 2
	29	+ must measure (verified against repeat sales: rolling-window residuals
	30	+ collapse Québec City condo's +20% divergence to ~0). Fixed-β full-pool
	31	+ residuals carry it. Since the SAME RTD anchor is added to every cell of a
	32	+ type, the published family stays internally consistent.
	33	+
	34	+- Diagnostics: the log-floor-area coefficient per window (parameter-drift
	35	+ evidence motivating RTD over a fixed-β full pool).
	36	+"""
	37	+
	38	+from __future__ import annotations
	39	+
	40	+from dataclasses import dataclass
	41	+
	42	+import numpy as np
	43	+import pandas as pd
	44	+import polars as pl
	45	+import pyfixest as pf
	46	+
	47	+from qwhpi.config import PROPERTY_TYPES
	48	+
	49	+WINDOW = 13 # months per estimation window
	50	+HUBER_K = 1.345 # 95% Gaussian efficiency
	51	+N_IRLS = 2 # reweighting passes after the initial OLS fit
	52	+
	53	+STRUCTURAL_RHS = "log_fa + fa_missing + C(age_bin)" # buildingType excluded: time-correlated missingness (features.py)
	54	+
	55	+
	56	+@dataclass
	57	+class RTDResult:
	58	+ """Stage-1 output of the rolling-time-dummy estimation."""
	59	+
	60	+ months: list[str] # continuous monthly grid
	61	+ paths: dict[str, np.ndarray] # type -> mean-spliced log path
	62	+ paths_movement: dict[str, np.ndarray] # sensitivity: movement splice
	63	+ paths_window: dict[str, np.ndarray] # sensitivity: window splice
	64	+ residuals: pl.DataFrame # id, month, propertyType, region_code,
	65	+ # geo_code, municipality, resid
	66	+ drift: pl.DataFrame # window_end, beta_log_fa, n, r2
	67	+ sigma2: dict[str, float] # type -> robust residual variance
	68	+
	69	+
	70	+def month_grid(months_present: list[str]) -> list[str]:
	71	+ """Continuous YYYY-MM grid between the first and last observed month."""
	72	+ first, last = min(months_present), max(months_present)
	73	+ y, m = int(first[:4]), int(first[5:7])
	74	+ out = []
	75	+ while True:
	76	+ cur = f"{y:04d}-{m:02d}"
	77	+ out.append(cur)
	78	+ if cur == last:
	79	+ return out
	80	+ m += 1
	81	+ if m == 13:
	82	+ y, m = y + 1, 1
	83	+
	84	+
	85	+def _fit_window(pdf: pd.DataFrame) -> tuple[pf.estimation.models.feols_.Feols, pd.Series]:
	86	+ """Huber-IRLS fit of the window hedonic; returns (fit, final weights)."""
	87	+ pdf = pdf.copy()
	88	+ pdf["_w"] = 1.0
	89	+ fml = f"log_amount ~ {STRUCTURAL_RHS} \| loc_fine + mo_type"
	90	+ fit = pf.feols(fml, data=pdf)
	91	+ for _ in range(N_IRLS):
	92	+ yhat = np.asarray(fit.predict(newdata=pdf), dtype=float)
	93	+ r = pdf["log_amount"].to_numpy() - yhat
	94	+ r = np.where(np.isfinite(r), r, 0.0)
	95	+ s = 1.4826 * np.median(np.abs(r - np.median(r))) or 1.0
	96	+ u = np.abs(r) / s
	97	+ pdf["_w"] = np.minimum(1.0, HUBER_K / np.maximum(u, 1e-9))
	98	+ fit = pf.feols(fml, data=pdf, weights="_w")
	99	+ return fit, pdf["_w"]
	100	+
	101	+
	102	+def _window_deltas(fit) -> dict[tuple[str, str], float]:
	103	+ """(month, type) -> time-dummy log effect from the window's fixef."""
	104	+ fx = fit.fixef()
	105	+ key = next(k for k in fx if "mo_type" in k)
	106	+ out = {}
	107	+ for name, val in fx[key].items():
	108	+ mo, ptype = name.split("\|")
	109	+ out[(mo, ptype)] = float(val)
	110	+ return out
	111	+
	112	+
	113	+def local_time_dummy(
	114	+ sub: pl.DataFrame,
	115	+ grid: list[str],
	116	+) -> tuple[np.ndarray, np.ndarray, float] \| None:
	117	+ """Direct Huber-robust monthly time-dummy for ONE liquid cell.
	118	+
	119	+ Own β, own location FE, own month effects — the estimator that matched
	120	+ repeat sales and stratified matched-cell medians in the v2 arbitration
	121	+ (deviation-from-pooled-surface compresses strong local divergences).
	122	+ Returns (log path aligned to grid, monthly n, robust residual variance),
	123	+ or None if estimation is impossible.
	124	+
	125	+ Full-pool per cell (not windowed): within-cell β drift is second-order,
	126	+ and cell-level revisions are tracked by the vintage framework.
	127	+ """
	128	+ pdf = sub.select("log_amount", "month", "log_fa", "fa_missing",
	129	+ "age_bin", "loc_fine").to_pandas()
	130	+ pdf["fa_missing"] = pdf["fa_missing"].astype(int)
	131	+ pdf["mo_type"] = pdf["month"] # cell-level time FE = plain month
	132	+ if pdf["month"].nunique() < len(grid) * 0.9:
	133	+ return None
	134	+ try:
	135	+ fit, _ = _fit_window(pdf)
	136	+ except Exception:
	137	+ return None
	138	+ fx = fit.fixef()
	139	+ key = next(k for k in fx if "mo_type" in k)
	140	+ d = {m: float(v) for m, v in fx[key].items()}
	141	+ path = np.array([d.get(m, np.nan) for m in grid])
	142	+ if np.isnan(path).any():
	143	+ idx = np.arange(len(path))
	144	+ ok = np.isfinite(path)
	145	+ if ok.sum() < len(grid) * 0.9:
	146	+ return None
	147	+ path = np.interp(idx, idx[ok], path[ok])
	148	+
	149	+ yhat = np.asarray(fit.predict(newdata=pdf), dtype=float)
	150	+ resid = pdf["log_amount"].to_numpy() - yhat
	151	+ resid = resid[np.isfinite(resid)]
	152	+ sigma2 = float(np.var(resid)) if resid.size else 0.09
	153	+ counts = sub.group_by("month").agg(pl.len().alias("n"))
	154	+ cmap = dict(counts.iter_rows())
	155	+ n = np.array([cmap.get(m, 0) for m in grid], dtype=float)
	156	+ return path, n, sigma2
	157	+
	158	+
	159	+def fullpool_residualize(feat: pl.DataFrame) -> pl.DataFrame:
	160	+ """Huber-robust full-pool monthly regression → residuals for stage 2.
	161	+
	162	+ Fixed β over the pool (with month×type FE and location FE) so the slow
	163	+ relative drift of each geography survives in the residual time path —
	164	+ the property the hierarchical deviations need (see module docstring).
	165	+ """
	166	+ cols = ["id", "log_amount", "month", "propertyType", "log_fa", "fa_missing",
	167	+ "age_bin", "building_type", "loc_fine", "region_code", "geo_code",
	168	+ "municipality"]
	169	+ pdf = feat.select(cols).with_columns(
	170	+ pl.concat_str([pl.col("month"), pl.lit("\|"), pl.col("propertyType")])
	171	+ .alias("mo_type")
	172	+ ).to_pandas()
	173	+ pdf["fa_missing"] = pdf["fa_missing"].astype(int)
	174	+
	175	+ fit, _ = _fit_window(pdf)
	176	+ yhat = np.asarray(fit.predict(newdata=pdf), dtype=float)
	177	+ pdf["resid"] = pdf["log_amount"].to_numpy() - yhat
	178	+ return pl.from_pandas(
	179	+ pdf[["id", "month", "propertyType", "region_code", "geo_code",
	180	+ "municipality", "resid"]]
	181	+ ).filter(pl.col("resid").is_not_nan() & pl.col("resid").is_not_null())
	182	+
	183	+
	184	+def run_rtd(feat: pl.DataFrame, verbose: bool = True) -> RTDResult:
	185	+ """Run the full RTD stage 1 over the research sample features.
	186	+
	187	+ ``feat`` needs: id, log_amount, month (YYYY-MM), propertyType, log_fa,
	188	+ fa_missing, age_bin, building_type, loc_fine, region_code, geo_code,
	189	+ municipality.
	190	+ """
	191	+ months = month_grid(sorted(feat["month"].unique().to_list()))
	192	+ T = len(months)
	193	+ pos = {m: i for i, m in enumerate(months)}
	194	+
	195	+ cols = ["id", "log_amount", "month", "propertyType", "log_fa", "fa_missing",
	196	+ "age_bin", "building_type", "loc_fine", "region_code", "geo_code",
	197	+ "municipality"]
	198	+ base = feat.select(cols).with_columns(
	199	+ pl.concat_str([pl.col("month"), pl.lit("\|"), pl.col("propertyType")])
	200	+ .alias("mo_type")
	201	+ )
	202	+
	203	+ # Spliced log paths per type; initialized by the first window.
	204	+ paths = {t: np.full(T, np.nan) for t in PROPERTY_TYPES}
	205	+ paths_mv = {t: np.full(T, np.nan) for t in PROPERTY_TYPES}
	206	+ paths_wd = {t: np.full(T, np.nan) for t in PROPERTY_TYPES}
	207	+ resid_frames: list[pl.DataFrame] = []
	208	+ drift_rows: list[dict] = []
	209	+
	210	+ n_windows = T - WINDOW + 1
	211	+ for w in range(n_windows):
	212	+ w_months = months[w:w + WINDOW]
	213	+ newest = w_months[-1]
	214	+ sub = base.filter(pl.col("month").is_in(w_months))
	215	+ pdf = sub.to_pandas()
	216	+ pdf["fa_missing"] = pdf["fa_missing"].astype(int)
	217	+
	218	+ fit, _ = _fit_window(pdf)
	219	+ deltas = _window_deltas(fit)
	220	+ drift_rows.append({
	221	+ "window_end": newest,
	222	+ "beta_log_fa": float(fit.coef().get("log_fa", np.nan)),
	223	+ "n": int(fit._N),
	224	+ "r2": float(fit._r2),
	225	+ })
	226	+
	227	+ # ---- splice per type ---- #
	228	+ for t in PROPERTY_TYPES:
	229	+ d = np.array([deltas.get((m, t), np.nan) for m in w_months])
	230	+ # interpolate the rare missing (singleton-dropped) window levels
	231	+ if np.isnan(d).any():
	232	+ idx = np.arange(len(d))
	233	+ ok = np.isfinite(d)
	234	+ if ok.sum() >= 2:
	235	+ d = np.interp(idx, idx[ok], d[ok])
	236	+ else:
	237	+ d = np.nan_to_num(d)
	238	+ if w == 0:
	239	+ # first window sets the initial 13 levels (its own normalization)
	240	+ for j, m in enumerate(w_months):
	241	+ v = d[j] - d[0]
	242	+ paths[t][pos[m]] = v
	243	+ paths_mv[t][pos[m]] = v
	244	+ paths_wd[t][pos[m]] = v
	245	+ else:
	246	+ i_new = pos[newest]
	247	+ # movement splice: last within-window growth
	248	+ paths_mv[t][i_new] = paths_mv[t][i_new - 1] + (d[-1] - d[-2])
	249	+ # window splice: growth across the full window
	250	+ paths_wd[t][i_new] = paths_wd[t][i_new - WINDOW + 1] + (d[-1] - d[0])
	251	+ # mean splice: average over every overlap position
	252	+ links = [
	253	+ paths[t][pos[m]] + (d[-1] - d[j])
	254	+ for j, m in enumerate(w_months[:-1])
	255	+ ]
	256	+ paths[t][i_new] = float(np.mean(links))
	257	+
	258	+ # ---- real-time residuals ---- #
	259	+ target_months = w_months if w == 0 else [newest]
	260	+ rows = sub.filter(pl.col("month").is_in(target_months))
	261	+ rpdf = rows.to_pandas()
	262	+ rpdf["fa_missing"] = rpdf["fa_missing"].astype(int)
	263	+ yhat = np.asarray(fit.predict(newdata=rpdf), dtype=float)
	264	+ rpdf["resid"] = rpdf["log_amount"].to_numpy() - yhat
	265	+ keep = pl.from_pandas(
	266	+ rpdf[["id", "month", "propertyType", "region_code", "geo_code",
	267	+ "municipality", "resid"]]
	268	+ ).filter(pl.col("resid").is_not_nan() & pl.col("resid").is_not_null())
	269	+ resid_frames.append(keep)
	270	+
	271	+ if verbose and (w % 10 == 0 or w == n_windows - 1):
	272	+ print(f" window {w + 1}/{n_windows} (end {newest}) "
	273	+ f"n={drift_rows[-1]['n']:,} r2={drift_rows[-1]['r2']:.3f} "
	274	+ f"beta_fa={drift_rows[-1]['beta_log_fa']:.3f}")
	275	+
	276	+ residuals = pl.concat(resid_frames)
	277	+ sigma2 = {
	278	+ t: float(residuals.filter(pl.col("propertyType") == t)["resid"].var())
	279	+ for t in PROPERTY_TYPES
	280	+ }
	281	+ return RTDResult(
	282	+ months=months,
	283	+ paths=paths,
	284	+ paths_movement=paths_mv,
	285	+ paths_window=paths_wd,
	286	+ residuals=residuals,
	287	+ drift=pl.DataFrame(drift_rows),
	288	+ sigma2=sigma2,
	289	+ )

added engine/src/qwhpi/seasonal.py +47 −0

		`@@ -0,0 +1,47 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/seasonal.py
	6	+# Purpose : Stable-seasonality test — QWHPI publishes NSA unless stable
	7	+# weekly seasonality is demonstrated (CLAUDE.md §4.8).
	8	+# =============================================================================
	9	+"""Seasonality assessment.
	10	+
	11	+Test: regress weekly log-changes of a series on annual-cycle harmonics
	12	+(sin/cos at 1–3 cycles/year) and F-test their joint significance. Stable
	13	+seasonality additionally requires the harmonic fit to be consistent across
	14	+years (coefficient stability). Until both hold, all series are NSA — the
	15	+published index is never silently adjusted.
	16	+"""
	17	+
	18	+from __future__ import annotations
	19	+
	20	+import numpy as np
	21	+from scipy import stats
	22	+
	23	+
	24	+def seasonality_test(log_index: np.ndarray, n_harmonics: int = 3) -> dict:
	25	+ """F-test of annual harmonics on weekly log-changes."""
	26	+ dy = np.diff(log_index)
	27	+ dy = dy[np.isfinite(dy)]
	28	+ t = np.arange(dy.shape[0])
	29	+ X = [np.ones_like(t, dtype=float)]
	30	+ for k in range(1, n_harmonics + 1):
	31	+ X.append(np.sin(2 * np.pi * k * t / 52.18))
	32	+ X.append(np.cos(2 * np.pi * k * t / 52.18))
	33	+ X = np.column_stack(X)
	34	+ beta, res, *_ = np.linalg.lstsq(X, dy, rcond=None)
	35	+ fitted = X @ beta
	36	+ rss1 = float(np.sum((dy - fitted) ** 2))
	37	+ rss0 = float(np.sum((dy - dy.mean()) ** 2))
	38	+ q = X.shape[1] - 1
	39	+ dof = dy.shape[0] - X.shape[1]
	40	+ f = ((rss0 - rss1) / q) / (rss1 / dof) if rss1 > 0 else np.inf
	41	+ p = 1.0 - stats.f.cdf(f, q, dof)
	42	+ return {
	43	+ "f_stat": round(float(f), 3),
	44	+ "p_value": round(float(p), 5),
	45	+ "seasonal_r2": round(1.0 - rss1 / rss0, 4) if rss0 > 0 else 0.0,
	46	+ "significant_5pct": bool(p < 0.05),
	47	+ }

added engine/src/qwhpi/state_space.py +123 −0

		`@@ -0,0 +1,123 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/state_space.py
	6	+# Purpose : Local-level Kalman filter/smoother with heteroskedastic weekly
	7	+# observation noise — the shrinkage engine for thin cells.
	8	+# =============================================================================
	9	+"""Heteroskedastic local-level state-space model.
	10	+
	11	+For one cell (geography × property type) we observe the weekly mean
	12	+quality-adjusted residual ȳ_t (deviation of the cell from its parent path):
	13	+
	14	+ ȳ_t = d_t + ε_t, ε_t ~ N(0, σ² / n_t) (observation)
	15	+ d_t = d_{t-1} + η_t, η_t ~ N(0, τ²) (latent deviation)
	16	+
	17	+- σ² is the within-cell transaction-level residual variance (estimated from
	18	+ the data), so weeks with more transactions speak with more weight.
	19	+- τ² (the deviation's innovation variance) is estimated by maximizing the
	20	+ prediction-error decomposition log-likelihood.
	21	+- Weeks with n_t = 0 are pure predictions (no update) — the grid is never
	22	+ dropped.
	23	+
	24	+Outputs both the one-sided filtered path (real-time, no lookahead — powers
	25	+``index_smoothed``) and the two-sided smoothed path (research use), with
	26	+posterior variances and an interpretable shrinkage weight
	27	+(Kalman gain: share of the week's estimate coming from local data).
	28	+"""
	29	+
	30	+from __future__ import annotations
	31	+
	32	+from dataclasses import dataclass
	33	+
	34	+import numpy as np
	35	+from scipy.optimize import minimize_scalar
	36	+
	37	+
	38	+@dataclass
	39	+class LocalLevelFit:
	40	+ """Filtered + smoothed latent deviation path for one cell."""
	41	+
	42	+ filtered: np.ndarray # E[d_t \| y_1..t]
	43	+ filtered_var: np.ndarray
	44	+ smoothed: np.ndarray # E[d_t \| y_1..T]
	45	+ smoothed_var: np.ndarray
	46	+ gain: np.ndarray # Kalman gain in [0,1]; 0 where n_t = 0
	47	+ tau2: float
	48	+ sigma2: float
	49	+ loglik: float
	50	+
	51	+
	52	+def _filter(y: np.ndarray, r: np.ndarray, tau2: float,
	53	+ d0: float = 0.0, p0: float = 1.0):
	54	+ """Kalman filter for the local level model. r[t]=obs variance (inf if none)."""
	55	+ T = y.shape[0]
	56	+ a = np.empty(T) # filtered mean
	57	+ p = np.empty(T) # filtered variance
	58	+ a_pred = np.empty(T)
	59	+ p_pred = np.empty(T)
	60	+ gain = np.zeros(T)
	61	+ ll = 0.0
	62	+ at, pt = d0, p0
	63	+ for t in range(T):
	64	+ # predict
	65	+ at_p, pt_p = at, pt + tau2
	66	+ a_pred[t], p_pred[t] = at_p, pt_p
	67	+ if np.isfinite(r[t]):
	68	+ f = pt_p + r[t]
	69	+ v = y[t] - at_p
	70	+ k = pt_p / f
	71	+ at = at_p + k * v
	72	+ pt = pt_p * (1.0 - k)
	73	+ gain[t] = k
	74	+ ll += -0.5 * (np.log(2.0 * np.pi * f) + v * v / f)
	75	+ else:
	76	+ at, pt = at_p, pt_p
	77	+ a[t], p[t] = at, pt
	78	+ return a, p, a_pred, p_pred, gain, ll
	79	+
	80	+
	81	+def _smooth(a, p, a_pred, p_pred, tau2):
	82	+ """Rauch-Tung-Striebel smoother."""
	83	+ T = a.shape[0]
	84	+ s = a.copy()
	85	+ sv = p.copy()
	86	+ for t in range(T - 2, -1, -1):
	87	+ c = p[t] / p_pred[t + 1] if p_pred[t + 1] > 0 else 0.0
	88	+ s[t] = a[t] + c * (s[t + 1] - a_pred[t + 1])
	89	+ sv[t] = p[t] + c * c * (sv[t + 1] - p_pred[t + 1])
	90	+ return s, np.maximum(sv, 0.0)
	91	+
	92	+
	93	+def fit_local_level(
	94	+ y: np.ndarray,
	95	+ n: np.ndarray,
	96	+ sigma2: float,
	97	+ diffuse_p0: float = 0.5,
	98	+) -> LocalLevelFit:
	99	+ """Fit the heteroskedastic local-level model to one cell.
	100	+
	101	+ Parameters
	102	+ ----------
	103	+ y : weekly mean residual (NaN where no transactions)
	104	+ n : weekly transaction counts (0 where none)
	105	+ sigma2 : transaction-level residual variance for the cell
	106	+ """
	107	+ y = np.asarray(y, dtype=float)
	108	+ n = np.asarray(n, dtype=float)
	109	+ r = np.where(n > 0, sigma2 / np.maximum(n, 1.0), np.inf)
	110	+ yy = np.where(np.isfinite(r), np.nan_to_num(y), 0.0)
	111	+
	112	+ def negll(log_tau2: float) -> float:
	113	+ return -_filter(yy, r, np.exp(log_tau2), 0.0, diffuse_p0)[5]
	114	+
	115	+ # τ² for weekly log deviations plausibly lies in [1e-9, 1e-2].
	116	+ opt = minimize_scalar(negll, bounds=(np.log(1e-9), np.log(1e-2)),
	117	+ method="bounded")
	118	+ tau2 = float(np.exp(opt.x))
	119	+ a, p, a_pred, p_pred, gain, ll = _filter(yy, r, tau2, 0.0, diffuse_p0)
	120	+ s, sv = _smooth(a, p, a_pred, p_pred, tau2)
	121	+ return LocalLevelFit(filtered=a, filtered_var=p, smoothed=s,
	122	+ smoothed_var=sv, gain=gain, tau2=tau2,
	123	+ sigma2=sigma2, loglik=ll)

added engine/src/qwhpi/uncertainty.py +60 −0

		`@@ -0,0 +1,60 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/uncertainty.py
	6	+# Purpose : Week-cluster bootstrap for validating the analytic CIs of the
	7	+# hierarchical index on selected cells.
	8	+# =============================================================================
	9	+"""Uncertainty quantification.
	10	+
	11	+The published 95% bands combine the province-path delta-method variance and
	12	+the Kalman posterior variance (see hierarchy.py). This module validates that
	13	+approximation by a week-cluster bootstrap of stage-1 residuals: resample
	14	+transactions within each week (preserving weekly sample sizes), refit the
	15	+cell's local-level model, and compare the bootstrap dispersion of the
	16	+smoothed path with the analytic posterior SD. The downsampling experiment
	17	+(scripts/06) provides the complementary coverage check.
	18	+"""
	19	+
	20	+from __future__ import annotations
	21	+
	22	+import numpy as np
	23	+import polars as pl
	24	+
	25	+from qwhpi.hierarchy import cell_deviation
	26	+
	27	+
	28	+def bootstrap_cell(
	29	+ cell_resid: pl.DataFrame,
	30	+ grid: list[str],
	31	+ sigma2: float,
	32	+ n_boot: int = 200,
	33	+ seed: int = 7,
	34	+) -> dict:
	35	+ """Bootstrap the smoothed deviation path of one cell.
	36	+
	37	+ ``cell_resid`` columns: week_str, resid.
	38	+ Returns mean analytic SD vs bootstrap SD and their ratio.
	39	+ """
	40	+ rng = np.random.default_rng(seed)
	41	+ base = cell_deviation(cell_resid.rename({"resid": "dev"}).select("week_str", "dev"),
	42	+ grid, sigma2)
	43	+ paths = np.empty((n_boot, len(grid)))
	44	+ pdf = cell_resid.to_pandas()
	45	+ grouped = {k: g["resid"].to_numpy() for k, g in pdf.groupby("week_str")}
	46	+ for b in range(n_boot):
	47	+ rows_w, rows_v = [], []
	48	+ for wk, vals in grouped.items():
	49	+ draw = vals[rng.integers(0, len(vals), len(vals))]
	50	+ rows_w.extend([wk] * len(draw))
	51	+ rows_v.extend(draw.tolist())
	52	+ boot = pl.DataFrame({"week_str": rows_w, "dev": rows_v})
	53	+ paths[b] = cell_deviation(boot, grid, sigma2).fit.smoothed
	54	+ boot_sd = paths.std(axis=0)
	55	+ analytic_sd = np.sqrt(base.fit.smoothed_var)
	56	+ return {
	57	+ "mean_analytic_sd": float(analytic_sd.mean()),
	58	+ "mean_bootstrap_sd": float(boot_sd.mean()),
	59	+ "sd_ratio_boot_over_analytic": float(boot_sd.mean() / max(analytic_sd.mean(), 1e-12)),
	60	+ }

added engine/src/qwhpi/vintages.py +75 −0

		`@@ -0,0 +1,75 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/src/qwhpi/vintages.py
	6	+# Purpose : Vintage framework — first_release preservation and per-run
	7	+# vintage snapshots for revision analysis.
	8	+# =============================================================================
	9	+"""Vintage management (CLAUDE.md §4.8).
	10	+
	11	+Every pipeline run publishes a ``data_vintage`` (run date). This module:
	12	+- snapshots the canonical table under
	13	+ ``data/processed/vintages/data_vintage=<date>/qwhpi_weekly.parquet``;
	14	+- maintains ``first_release.parquet``: the first value ever published for
	15	+ each (geography_id, property_type, week) — never overwritten;
	16	+- computes revision statistics (current vintage vs first release).
	17	+"""
	18	+
	19	+from __future__ import annotations
	20	+
	21	+import polars as pl
	22	+
	23	+from qwhpi.config import PROCESSED_DIR
	24	+
	25	+VINTAGE_DIR = PROCESSED_DIR / "vintages"
	26	+FIRST_RELEASE = PROCESSED_DIR / "first_release.parquet"
	27	+
	28	+KEY = ["geography_id", "property_type", "week"]
	29	+
	30	+
	31	+def snapshot(canonical: pl.DataFrame, data_vintage: str) -> None:
	32	+ out_dir = VINTAGE_DIR / f"data_vintage={data_vintage}"
	33	+ out_dir.mkdir(parents=True, exist_ok=True)
	34	+ canonical.write_parquet(out_dir / "qwhpi_weekly.parquet")
	35	+
	36	+
	37	+def update_first_release(canonical: pl.DataFrame, data_vintage: str) -> pl.DataFrame:
	38	+ """Append newly-seen (cell, week) rows to the first-release store."""
	39	+ fresh = canonical.select(
	40	+ *KEY,
	41	+ pl.col("index").alias("first_release_index"),
	42	+ pl.col("index_smoothed").alias("first_release_index_smoothed"),
	43	+ pl.lit(data_vintage).alias("first_release_vintage"),
	44	+ )
	45	+ if FIRST_RELEASE.exists():
	46	+ existing = pl.read_parquet(FIRST_RELEASE)
	47	+ new_rows = fresh.join(existing.select(KEY), on=KEY, how="anti")
	48	+ merged = pl.concat([existing, new_rows])
	49	+ else:
	50	+ merged = fresh
	51	+ merged.write_parquet(FIRST_RELEASE)
	52	+ return merged
	53	+
	54	+
	55	+def revision_stats(canonical: pl.DataFrame) -> pl.DataFrame \| None:
	56	+ """Current vintage vs first release, per cell (needs >=2 vintages)."""
	57	+ if not FIRST_RELEASE.exists():
	58	+ return None
	59	+ fr = pl.read_parquet(FIRST_RELEASE)
	60	+ j = canonical.join(fr, on=KEY, how="inner").filter(
	61	+ pl.col("first_release_vintage") != pl.col("data_vintage"))
	62	+ if j.height == 0:
	63	+ return None
	64	+ return (
	65	+ j.with_columns(
	66	+ ((pl.col("index_smoothed") / pl.col("first_release_index_smoothed") - 1) * 100)
	67	+ .alias("revision_pct")
	68	+ )
	69	+ .group_by(["geography_id", "property_type"])
	70	+ .agg(
	71	+ pl.col("revision_pct").abs().mean().round(3).alias("mean_abs_revision_pct"),
	72	+ pl.col("revision_pct").abs().max().round(3).alias("max_abs_revision_pct"),
	73	+ pl.len().alias("n_revised_weeks"),
	74	+ )
	75	+ )

added engine/tests/test_features_clean.py +89 −0

		`@@ -0,0 +1,89 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/tests/test_features_clean.py
	6	+# Purpose : Unit tests for cleaning flags and feature engineering.
	7	+# =============================================================================
	8	+"""Cleaning + feature unit tests on synthetic rows."""
	9	+
	10	+from __future__ import annotations
	11	+
	12	+import datetime as dt
	13	+import sys
	14	+from pathlib import Path
	15	+
	16	+sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
	17	+
	18	+import polars as pl
	19	+
	20	+from qwhpi.clean import add_flags
	21	+from qwhpi.features import build_features
	22	+
	23	+
	24	+def synthetic(n: int = 8) -> tuple[pl.DataFrame, pl.DataFrame]:
	25	+ tx = pl.DataFrame({
	26	+ "id": [f"t{i}" for i in range(n)],
	27	+ "date": [dt.date(2023, 1, 9)] * n,
	28	+ "amount": [300000.0, 300000.0, 55000.0, 20_000_000.0,
	29	+ 400000.0, 500000.0, 350000.0, 360000.0],
	30	+ "street": ["1 rue A", "1 rue A", "2 rue B", "3 rue C",
	31	+ "4 rue D", "5 rue E", "6 rue F", "7 rue G"],
	32	+ "zipCode": ["G1A 1A1"] * n,
	33	+ "city": ["X"] * n,
	34	+ "lat": [46.8] * n,
	35	+ "lng": [-71.2] * n,
	36	+ "propertyType": ["unifamilial"] * 6 + ["condo", "indéterminé"],
	37	+ "yearBuilt": [1990, 1990, 1990, 1990, 2030, None, 2000, 2000],
	38	+ "floorArea": [120.0, 120.0, 120.0, 120.0, 5000.0, None, 80.0, 80.0],
	39	+ "buildingType": ["single-story"] * 6 + [None, None],
	40	+ "previousValue": [250000.0] * n,
	41	+ "totalArValue": [280000.0, 280000.0, 280000.0, 280000.0,
	42	+ 380000.0, 100.0, 330000.0, 330000.0],
	43	+ "ownerType": ["physical_person"] * n,
	44	+ "week": [dt.date(2023, 1, 9)] * n,
	45	+ "log_amount": [12.6] * n,
	46	+ })
	47	+ geo = pl.DataFrame({
	48	+ "id": [f"t{i}" for i in range(n)],
	49	+ "geo_code": ["23027"] * n,
	50	+ "municipality": ["Québec"] * n,
	51	+ "munic_type": ["V"] * n,
	52	+ "mrc_code": ["230"] * n,
	53	+ "mrc": ["Québec"] * n,
	54	+ "region_code": ["03"] * n,
	55	+ "region": ["Capitale-Nationale"] * n,
	56	+ "join_method": ["within"] * n,
	57	+ })
	58	+ return tx, geo
	59	+
	60	+
	61	+def test_flags():
	62	+ tx, geo = synthetic()
	63	+ df = add_flags(tx, geo)
	64	+ by_id = {r["id"]: r for r in df.iter_rows(named=True)}
	65	+ assert by_id["t1"]["duplicate_flag"] is True # exact dup of t0
	66	+ assert by_id["t0"]["duplicate_flag"] is False # first kept
	67	+ assert by_id["t3"]["exclude_reason"] == "price_above_10m"
	68	+ assert by_id["t5"]["nonmarket_ratio"] is True # ratio 5000x
	69	+ assert by_id["t4"]["yb_suspect"] is True # built 2030
	70	+ assert by_id["t4"]["fa_suspect"] is True # 5000 m2
	71	+ assert by_id["t4"]["yearBuilt"] is None # nulled, kept
	72	+ assert by_id["t7"]["is_undetermined_type"] is True
	73	+ # nothing is deleted
	74	+ assert df.height == tx.height
	75	+
	76	+
	77	+def test_features_age_bins_and_imputation():
	78	+ tx, geo = synthetic()
	79	+ feat = build_features(add_flags(tx, geo))
	80	+ by_id = {r["id"]: r for r in feat.iter_rows(named=True)}
	81	+ assert by_id["t0"]["age_bin"] == "04_21-40" # age 33
	82	+ # missing yearBuilt -> conditional-median age imputation, NO missing bin
	83	+ # (time-correlated missingness rule — see features.py docstring)
	84	+ assert by_id["t5"]["yb_missing"] is True
	85	+ assert by_id["t5"]["age_filled"] is not None
	86	+ assert by_id["t5"]["age_bin"] != "99_missing"
	87	+ assert by_id["t5"]["fa_missing"] is True
	88	+ assert by_id["t5"]["floor_area_filled"] is not None # imputed
	89	+ assert by_id["t0"]["loc_fine"] == "G1A"

added engine/tests/test_smoke_pipeline.py +76 −0

		`@@ -0,0 +1,76 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/tests/test_smoke_pipeline.py
	6	+# Purpose : CI smoke test — synthetic market through stage 1 + stage 2;
	7	+# the recovered index must track the simulated price path.
	8	+# =============================================================================
	9	+"""End-to-end smoke test on a fully synthetic market (no data files)."""
	10	+
	11	+from __future__ import annotations
	12	+
	13	+import datetime as dt
	14	+import sys
	15	+from pathlib import Path
	16	+
	17	+sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
	18	+
	19	+import numpy as np
	20	+import polars as pl
	21	+
	22	+from qwhpi.hierarchy import cell_deviation, stage1_residualize, week_grid
	23	+
	24	+RNG = np.random.default_rng(3)
	25	+
	26	+
	27	+def simulate(n_weeks: int = 60, per_week: int = 150) -> tuple[pl.DataFrame, np.ndarray]:
	28	+ """Synthetic province with a known weekly log price path."""
	29	+ path = np.cumsum(RNG.normal(0.005, 0.003, n_weeks)) # clear boom
	30	+ rows = []
	31	+ start = dt.date(2021, 1, 4)
	32	+ for w in range(n_weeks):
	33	+ week = start + dt.timedelta(weeks=w)
	34	+ for i in range(per_week):
	35	+ fa = float(np.exp(RNG.normal(4.7, 0.35)))
	36	+ age_yrs = int(RNG.integers(0, 90))
	37	+ ptype = ["unifamilial", "condo", "plex"][int(RNG.integers(0, 3))]
	38	+ base = 12.0 + 0.6 * (np.log(fa) - 4.7) - 0.002 * age_yrs \
	39	+ + {"unifamilial": 0.0, "condo": -0.15, "plex": 0.2}[ptype]
	40	+ lp = base + path[w] + RNG.normal(0, 0.25)
	41	+ rows.append({
	42	+ "id": f"{w}-{i}",
	43	+ "log_amount": lp,
	44	+ "week_str": week.isoformat(),
	45	+ "propertyType": ptype,
	46	+ "log_fa": np.log(fa),
	47	+ "fa_missing": False,
	48	+ "age_bin": f"bin{age_yrs // 20}",
	49	+ "building_type": "single-story",
	50	+ "loc_fine": f"Z{int(RNG.integers(0, 6))}",
	51	+ "region_code": "03" if RNG.random() < 0.5 else "06",
	52	+ "geo_code": "23027",
	53	+ "municipality": "Québec",
	54	+ })
	55	+ return pl.DataFrame(rows), path
	56	+
	57	+
	58	+def test_pipeline_recovers_simulated_path():
	59	+ df, truth = simulate()
	60	+ s1 = stage1_residualize(df)
	61	+ # province path per type ~ truth (up to a constant)
	62	+ uni = s1.paths.filter(pl.col("property_type") == "unifamilial").sort("week")
	63	+ est = uni["delta"].to_numpy()
	64	+ est = est - est.mean()
	65	+ tr = truth[-len(est):] - truth[-len(est):].mean()
	66	+ corr = np.corrcoef(est, tr)[0, 1]
	67	+ assert corr > 0.9, f"stage-1 path corr {corr:.3f}"
	68	+
	69	+ # stage 2: a region with no true deviation should stay near zero
	70	+ grid = week_grid(s1.residuals)
	71	+ cell = s1.residuals.filter(
	72	+ (pl.col("region_code") == "03")
	73	+ & (pl.col("propertyType") == "unifamilial")).rename({"resid": "dev"})
	74	+ dev = cell_deviation(cell.select("week_str", "dev"), grid,
	75	+ float(cell["dev"].var()))
	76	+ assert np.abs(dev.fit.smoothed).max() < 0.05

added engine/tests/test_state_space.py +60 −0

		`@@ -0,0 +1,60 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : engine/tests/test_state_space.py
	6	+# Purpose : Unit tests for the heteroskedastic local-level Kalman engine.
	7	+# =============================================================================
	8	+"""State-space unit tests."""
	9	+
	10	+from __future__ import annotations
	11	+
	12	+import sys
	13	+from pathlib import Path
	14	+
	15	+sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
	16	+
	17	+import numpy as np
	18	+
	19	+from qwhpi.state_space import fit_local_level
	20	+
	21	+RNG = np.random.default_rng(0)
	22	+
	23	+
	24	+def test_recovers_constant_signal():
	25	+ T, n = 150, 30
	26	+ y = 0.05 + RNG.normal(0, 0.2 / np.sqrt(n), T)
	27	+ fit = fit_local_level(y, np.full(T, n), sigma2=0.04)
	28	+ assert abs(fit.smoothed[T // 2] - 0.05) < 0.02
	29	+ assert fit.tau2 < 1e-4 # constant state -> tiny innovation variance
	30	+
	31	+
	32	+def test_tracks_drifting_signal():
	33	+ T, n = 200, 50
	34	+ truth = np.cumsum(RNG.normal(0, 0.01, T))
	35	+ y = truth + RNG.normal(0, 0.3 / np.sqrt(n), T)
	36	+ fit = fit_local_level(y, np.full(T, n), sigma2=0.09)
	37	+ rmse = np.sqrt(np.mean((fit.smoothed - truth) ** 2))
	38	+ assert rmse < 0.02
	39	+
	40	+
	41	+def test_empty_weeks_are_predicted_not_dropped():
	42	+ T = 100
	43	+ n = np.full(T, 20.0)
	44	+ n[40:60] = 0 # 20-week gap
	45	+ truth = np.cumsum(RNG.normal(0, 0.02, T)) # real innovation -> tau2 > 0
	46	+ y = np.where(n > 0, truth + RNG.normal(0, 0.05, T), np.nan)
	47	+ fit = fit_local_level(y, n, sigma2=0.05)
	48	+ # gap weeks still get an estimate; uncertainty grows through the gap
	49	+ assert np.all(np.isfinite(fit.smoothed))
	50	+ assert fit.filtered_var[59] > fit.filtered_var[41] > fit.filtered_var[39]
	51	+ assert fit.gain[50] == 0.0 # no local data -> fully parent/past-driven
	52	+
	53	+
	54	+def test_thin_weeks_shrink_more_than_liquid_weeks():
	55	+ T = 120
	56	+ n = np.full(T, 2.0)
	57	+ n[:60] = 200.0
	58	+ y = RNG.normal(0, 0.05, T)
	59	+ fit = fit_local_level(y, n, sigma2=0.09)
	60	+ assert fit.gain[:60].mean() > fit.gain[60:].mean()

added ops/ci/ci.yml +44 −0

		`@@ -0,0 +1,44 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : ops/ci/ci.yml
	6	+# Purpose : CI pipeline — headers, lint, type-check, tests, smoke pipeline.
	7	+# (Symlink/copy to .github/workflows/ci.yml when hosted on GitHub.)
	8	+# =============================================================================
	9	+
	10	+name: qwhpi-ci
	11	+on: [push, pull_request]
	12	+
	13	+jobs:
	14	+ checks:
	15	+ runs-on: ubuntu-latest
	16	+ steps:
	17	+ - uses: actions/checkout@v4
	18	+ - uses: actions/setup-python@v5
	19	+ with: { python-version: "3.12" }
	20	+ - uses: actions/setup-node@v4
	21	+ with: { node-version: "22" }
	22	+
	23	+ - name: Install engine + api deps
	24	+ run: \|
	25	+ pip install polars pandas numpy pyarrow scipy statsmodels pyfixest \
	26	+ fastapi uvicorn pydantic pytest httpx ruff mypy
	27	+
	28	+ - name: Header check (mandatory)
	29	+ run: python scripts/check_headers.py
	30	+
	31	+ - name: Ruff lint
	32	+ run: ruff check engine api scripts ops
	33	+
	34	+ - name: Mypy (engine core)
	35	+ run: mypy engine/src/qwhpi --ignore-missing-imports \|\| true
	36	+
	37	+ - name: Engine unit tests
	38	+ run: cd engine && python -m pytest tests -q
	39	+
	40	+ - name: Smoke pipeline (synthetic small sample)
	41	+ run: cd engine && python -m pytest tests/test_smoke_pipeline.py -q
	42	+
	43	+ - name: TypeScript check
	44	+ run: cd web && npm ci && npx tsc --noEmit

added ops/scheduler/Dockerfile +13 −0

		`@@ -0,0 +1,13 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : ops/scheduler/Dockerfile
	6	+# Purpose : Container image for the weekly refresh scheduler.
	7	+# =============================================================================
	8	+FROM python:3.12-slim
	9	+RUN pip install --no-cache-dir polars numpy pyarrow scipy pandas pyfixest \
	10	+ "psycopg[binary]" schedule
	11	+WORKDIR /workspace
	12	+COPY refresh.py /opt/refresh.py
	13	+CMD ["python", "/opt/refresh.py"]

added ops/scheduler/refresh.py +90 −0

		`@@ -0,0 +1,90 @@`
	1	+#!/usr/bin/env python3
	2	+# =============================================================================
	3	+# QWHPI — Quebec Weekly Housing Price Index
	4	+# Author : Simon-Pierre Boucher
	5	+# Contact : contact@spboucher.ai
	6	+# File : ops/scheduler/refresh.py
	7	+# Purpose : Weekly refresh job — re-run the incremental pipeline every Monday
	8	+# 06:00, write a run manifest, load the DB, log structured events.
	9	+# =============================================================================
	10	+"""Weekly refresh scheduler.
	11	+
	12	+Every Monday 06:00 (container time): ingest new rows → re-clean (append-only)
	13	+→ re-estimate monthly indexes → new data_vintage → canonical rebuild → DB load.
	14	+A JSON run manifest (input hash, row counts, timings) is written to
	15	+``ops/scheduler/runs/``. The API's parquet cache invalidates automatically on
	16	+file mtime; ETag values include the data vintage, so HTTP caches roll over.
	17	+"""
	18	+
	19	+from __future__ import annotations
	20	+
	21	+import json
	22	+import logging
	23	+import subprocess
	24	+import sys
	25	+import time
	26	+from datetime import datetime, timezone
	27	+from pathlib import Path
	28	+
	29	+import schedule
	30	+
	31	+WORKSPACE = Path("/workspace")
	32	+RUNS_DIR = WORKSPACE / "ops" / "scheduler" / "runs"
	33	+
	34	+logging.basicConfig(
	35	+ level=logging.INFO,
	36	+ format='{"ts":"%(asctime)s","level":"%(levelname)s","msg":"%(message)s"}',
	37	+)
	38	+log = logging.getLogger("qwhpi.scheduler")
	39	+
	40	+STEPS = [
	41	+ "engine/scripts/03_clean.py",
	42	+ "engine/scripts/09_monthly.py",
	43	+ "engine/scripts/11_monthly_canonical.py",
	44	+]
	45	+
	46	+
	47	+def run_refresh() -> None:
	48	+ started = time.time()
	49	+ manifest: dict = {"started_at": datetime.now(timezone.utc).isoformat(),
	50	+ "steps": []}
	51	+ ok = True
	52	+ for step in STEPS:
	53	+ t0 = time.time()
	54	+ proc = subprocess.run([sys.executable, str(WORKSPACE / step)],
	55	+ cwd=WORKSPACE, capture_output=True, text=True)
	56	+ manifest["steps"].append({
	57	+ "step": step,
	58	+ "seconds": round(time.time() - t0, 1),
	59	+ "returncode": proc.returncode,
	60	+ })
	61	+ if proc.returncode != 0:
	62	+ log.error("step %s failed: %s", step, proc.stderr[-2000:])
	63	+ ok = False
	64	+ break
	65	+ log.info("step %s ok (%.0fs)", step, time.time() - t0)
	66	+
	67	+ if ok:
	68	+ sys.path.insert(0, str(WORKSPACE / "engine" / "src"))
	69	+ try:
	70	+ from qwhpi.export import input_hash, load_database
	71	+ manifest["input_hash"] = input_hash()
	72	+ manifest["db_loaded"] = load_database()
	73	+ except Exception as exc: # noqa: BLE001
	74	+ log.error("db load failed: %s", exc)
	75	+ manifest["db_loaded"] = False
	76	+
	77	+ manifest["ok"] = ok
	78	+ manifest["total_seconds"] = round(time.time() - started, 1)
	79	+ RUNS_DIR.mkdir(parents=True, exist_ok=True)
	80	+ stamp = datetime.now(timezone.utc).strftime("%Y%m%dT%H%M%SZ")
	81	+ (RUNS_DIR / f"run_{stamp}.json").write_text(json.dumps(manifest, indent=2))
	82	+ log.info("refresh finished ok=%s in %.0fs", ok, manifest["total_seconds"])
	83	+
	84	+
	85	+if __name__ == "__main__":
	86	+ log.info("scheduler up — weekly refresh Mondays 06:00")
	87	+ schedule.every().monday.at("06:00").do(run_refresh)
	88	+ while True:
	89	+ schedule.run_pending()
	90	+ time.sleep(60)

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		`@@ -0,0 +1,127 @@`
	1	+<!--
	2	+=============================================================================
	3	+QWHPI — Quebec Weekly Housing Price Index
	4	+Author : Simon-Pierre Boucher
	5	+Contact : contact@spboucher.ai
	6	+File : outputs/reports/audit_report.md
	7	+Purpose : Step 1 data audit report (generated by engine/scripts/01_profile.py)
	8	+=============================================================================
	9	+-->
	10	+
	11	+# QWHPI Data Audit Report
	12	+
	13	+Author: Simon-Pierre Boucher — contact@spboucher.ai
	14	+
	15	+## 1. Schema and shape
	16	+
	17	+- Rows: 745,119
	18	+- Columns: 17
	19	+- Date range: 2021-01-04 -> 2026-07-27
	20	+- Distinct Monday-labeled weeks with >=1 transaction: 291
	21	+- Distinct cities (raw text field): 1,100
	22	+- Distinct ids: 745,119 (duplicated ids: 0)
	23	+
	24	+ -> table saved: outputs/tables/audit_schema.csv (17 rows)
	25	+
	26	+## 2. Missingness
	27	+
	28	+ -> table saved: outputs/tables/audit_missingness.csv (17 rows)
	29	+- `buildingType`: 283,206 missing (38.01%)
	30	+- `ownerType`: 224,999 missing (30.2%)
	31	+- `yearBuilt`: 137,315 missing (18.43%)
	32	+- `floorArea`: 115,153 missing (15.45%)
	33	+- `previousValue`: 78,581 missing (10.55%)
	34	+- `zipCode`: 75,369 missing (10.12%)
	35	+- `totalArValue`: 63,160 missing (8.48%)
	36	+- `street`: 6,688 missing (0.9%)
	37	+
	38	+Sentinel / degenerate values (not encoded as null):
	39	+ -> table saved: outputs/tables/audit_sentinel_values.csv (11 rows)
	40	+- amount <= 0: 0
	41	+- amount in (1, 2): 0
	42	+- amount < 5000: 0
	43	+- floorArea <= 0: 0
	44	+- floorArea > 2000 m2: 375
	45	+- yearBuilt < 1600: 0
	46	+- yearBuilt > 2026: 0
	47	+- yearBuilt == 0: 0
	48	+- previousValue <= 0: 1,640
	49	+- totalArValue <= 0: 17
	50	+- lat/lng outside Quebec bbox (44.9-62.7N, -79.8--57W): 0
	51	+
	52	+## 3. Categorical distributions
	53	+
	54	+### propertyType
	55	+ -> table saved: outputs/tables/audit_dist_propertyType.csv (4 rows)
	56	+- unifamilial: 443,078 (59.46%)
	57	+- indéterminé: 107,656 (14.45%)
	58	+- condo: 100,218 (13.45%)
	59	+- plex: 94,167 (12.64%)
	60	+
	61	+### buildingType
	62	+ -> table saved: outputs/tables/audit_dist_buildingType.csv (6 rows)
	63	+- None: 283,206 (38.01%)
	64	+- single-story: 205,924 (27.64%)
	65	+- full-story: 188,584 (25.31%)
	66	+- mansard: 52,808 (7.09%)
	67	+- split-level: 8,743 (1.17%)
	68	+- single-wide: 5,854 (0.79%)
	69	+
	70	+### ownerType
	71	+ -> table saved: outputs/tables/audit_dist_ownerType.csv (4 rows)
	72	+- physical_person: 496,404 (66.62%)
	73	+- None: 224,999 (30.2%)
	74	+- legal_person: 22,351 (3.0%)
	75	+- mixed: 1,365 (0.18%)
	76	+
	77	+## 4. Amount descriptives by propertyType (amount > 0)
	78	+
	79	+ -> table saved: outputs/tables/audit_amount_by_type.csv (4 rows)
	80	+- unifamilial: n=443,078 \| p01=$60,000 \| median=$378,000 \| p99=$1,635,000 \| max=$345,000,000
	81	+- indéterminé: n=107,656 \| p01=$52,185 \| median=$319,252 \| p99=$1,400,000 \| max=$75,000,000
	82	+- condo: n=100,218 \| p01=$103,500 \| median=$360,000 \| p99=$1,300,000 \| max=$18,750,000
	83	+- plex: n=94,167 \| p01=$75,000 \| median=$470,577 \| p99=$1,710,000 \| max=$42,000,000
	84	+ -> table saved: outputs/tables/audit_characteristics_by_type.csv (4 rows)
	85	+
	86	+## 5. Duplicate scan
	87	+
	88	+- Exact duplicates ignoring id: 665
	89	+- Same street+city+date (candidate multi-unit or true dupes): 10,925
	90	+- Same street+city+date+amount (strong duplicate candidates): 784
	91	+- Addresses (street+city) with >=2 distinct sale dates: 87,787
	92	+
	93	+## 6. Weekly coverage and liquidity
	94	+
	95	+- Continuous Monday grid: 291 weeks (2021-01-04 -> 2026-07-27)
	96	+- Zero-transaction weeks on the grid: 0
	97	+- Median tx/week (province): 2,351
	98	+- Min tx/week: 35 \| Max: 7,845
	99	+- Last 6 weeks (partial-week check): 2026-06-22=4226, 2026-06-29=3581, 2026-07-06=2934, 2026-07-13=2973, 2026-07-20=2197, 2026-07-27=318
	100	+ -> table saved: outputs/tables/audit_weekly_volume_province.csv (291 rows)
	101	+ -> table saved: outputs/tables/audit_weekly_liquidity_topcities.csv (100 rows)
	102	+ -> table saved: outputs/tables/audit_liquidity_matrix.csv (25 rows)
	103	+
	104	+Median weekly transactions, top cities (rows) x type (cols): see audit_liquidity_matrix.csv
	105	+- {'city': 'Québec', 'condo': 41.5, 'indéterminé': 6.0, 'plex': 21.0, 'unifamilial': 66.0}
	106	+- {'city': 'Montréal', 'condo': 145.0, 'indéterminé': 39.0, 'plex': 80.0, 'unifamilial': 64.0}
	107	+- {'city': 'Gatineau', 'condo': 7.0, 'indéterminé': 12.0, 'plex': 12.0, 'unifamilial': 54.0}
	108	+- {'city': 'Laval', 'condo': 21.0, 'indéterminé': 8.0, 'plex': 8.0, 'unifamilial': 54.0}
	109	+- {'city': 'Sherbrooke', 'condo': 2.0, 'indéterminé': 6.0, 'plex': 7.0, 'unifamilial': 29.0}
	110	+- {'city': 'Longueuil', 'condo': 15.0, 'indéterminé': 10.0, 'plex': 9.0, 'unifamilial': 28.0}
	111	+- {'city': 'Lévis', 'condo': 4.0, 'indéterminé': 6.0, 'plex': 5.0, 'unifamilial': 26.0}
	112	+- {'city': 'Saguenay', 'condo': 2.0, 'indéterminé': 4.0, 'plex': 8.0, 'unifamilial': 26.0}
	113	+- {'city': 'Trois-Rivières', 'condo': 2.0, 'indéterminé': 5.0, 'plex': 8.0, 'unifamilial': 23.0}
	114	+- {'city': 'Terrebonne', 'condo': 3.0, 'indéterminé': 6.0, 'plex': 3.0, 'unifamilial': 22.0}
	115	+- {'city': 'Saint-Jean-sur-Richelieu', 'condo': 2.0, 'indéterminé': 4.0, 'plex': 3.0, 'unifamilial': 18.0}
	116	+- {'city': 'Drummondville', 'condo': 1.0, 'indéterminé': 3.0, 'plex': 4.0, 'unifamilial': 16.0}
	117	+
	118	+- Top 50 city strings cover 61.4% of transactions
	119	+ -> table saved: outputs/tables/audit_city_top200.csv (200 rows)
	120	+
	121	+## 7. `indéterminé` property type — preliminary look
	122	+
	123	+- Count: 107,656 (14.4%)
	124	+- Median amount: $319,252 (vs unifamilial $378,000)
	125	+- floorArea missing: 95.6% \| yearBuilt missing: 95.2% \| buildingType missing: 97.9%
	126	+- Top buildingType values within indéterminé: None=105,377, single-story=1,089, mansard=601, full-story=557, single-wide=26, split-level=6
	127	+- ownerType within indéterminé: None=73,911, physical_person=20,620, legal_person=12,657, mixed=468

added outputs/reports/cleaning_report.md +42 −0

		`@@ -0,0 +1,42 @@`
	1	+<!--
	2	+=============================================================================
	3	+QWHPI — Quebec Weekly Housing Price Index
	4	+Author : Simon-Pierre Boucher
	5	+Contact : contact@spboucher.ai
	6	+File : outputs/reports/cleaning_report.md
	7	+Purpose : Step 3 cleaning report (generated by engine/scripts/03_clean.py)
	8	+=============================================================================
	9	+-->
	10	+
	11	+## Cleaning report
	12	+
	13	+- Input rows: 745,119 (all retained; exclusions are flags)
	14	+- Screens: ratio band [0.2, 5.0] on amount/totalArValue; price ceiling $10,000,000; duplicate flags; floorArea sanitation [20.0, 2000.0] m².
	15	+- Provider pre-filter verified: no transaction below $50,000 exists in the raw file.
	16	+
	17	+### Exclusion table (outputs/tables/exclusions.csv)
	18	+- assessment_ratio_outside_band: 24,976 (3.352%)
	19	+- exact_duplicate: 665 (0.089%)
	20	+- addr_date_amount_duplicate: 107 (0.014%)
	21	+- price_above_10m: 46 (0.006%)
	22	+- TOTAL_EXCLUDED: 25,794 (3.462%)
	23	+- RETAINED_IN_RESEARCH_SAMPLE: 719,325 (96.538%)
	24	+
	25	+### Characteristic sanitation (row retained, value nulled)
	26	+- floorArea outside [20.0, 2000.0] m²: 576
	27	+- yearBuilt > sale year + 1: 19
	28	+
	29	+### Research sample
	30	+- Clean rows incl. indéterminé: 719,325
	31	+- Headline sample (3 determined types): 626,127 (84.03% of raw)
	32	+ - unifamilial: 439,118
	33	+ - condo: 94,843
	34	+ - plex: 92,166
	35	+- Weeks with >=1 research-sample transaction: 291 / 291
	36	+- Median weekly research-sample volume: 1,999
	37	+
	38	+### Missingness in headline research sample
	39	+- floorArea: 1.85%
	40	+- yearBuilt: 5.4%
	41	+- buildingType: 27.61%
	42	+- ownerType: 23.7%

added outputs/reports/geography_report.md +47 −0

		`@@ -0,0 +1,47 @@`
	1	+<!--
	2	+=============================================================================
	3	+QWHPI — Quebec Weekly Housing Price Index
	4	+Author : Simon-Pierre Boucher
	5	+Contact : contact@spboucher.ai
	6	+File : outputs/reports/geography_report.md
	7	+Purpose : Step 2 geography join + validation report (from 02_geography.py)
	8	+=============================================================================
	9	+-->
	10	+
	11	+## Geography spatial join (SDA 1/20k, version V2026-07)
	12	+
	13	+- Join computed/loaded in 2.1s for 745,119 transactions
	14	+- join_method=within: 745,119 (100.000%)
	15	+- Distinct regions matched: 17 \| municipalities: 1,125
	16	+
	17	+Transactions by administrative region:
	18	+- 16 Montérégie: 134,113
	19	+- 06 Montréal: 116,682
	20	+- 15 Laurentides: 77,374
	21	+- 03 Capitale-Nationale: 73,093
	22	+- 14 Lanaudière: 57,064
	23	+- 05 Estrie: 52,133
	24	+- 07 Outaouais: 44,087
	25	+- 12 Chaudière-Appalaches: 42,729
	26	+- 13 Laval: 28,651
	27	+- 02 Saguenay–Lac-Saint-Jean: 26,725
	28	+- 04 Mauricie: 26,218
	29	+- 17 Centre-du-Québec: 22,995
	30	+- 01 Bas-Saint-Laurent: 17,245
	31	+- 08 Abitibi-Témiscamingue: 12,273
	32	+- 11 Gaspésie–Îles-de-la-Madeleine: 6,452
	33	+- 09 Côte-Nord: 5,911
	34	+- 10 Nord-du-Québec: 1,374
	35	+
	36	+### Validation: joined municipality vs raw `city` text
	37	+- Name agreement (normalized, containment-tolerant): 99.92%
	38	+- Mismatching pairs saved: outputs/tables/geo_city_mismatch_top300.csv (7 distinct pairs, 618 transactions)
	39	+
	40	+Top 15 mismatch pairs (city text -> joined municipality):
	41	+- 'Saint-Bruno' -> 'Hébertville' (Saguenay–Lac-Saint-Jean): 292
	42	+- 'Courcelles-Saint-Évariste' -> 'Courcelles–Saint-Évariste' (Chaudière-Appalaches): 140
	43	+- 'Saint-Félix-de-Dalquier' -> 'Amos' (Abitibi-Témiscamingue): 95
	44	+- 'Saint-Onésime-d'Ixworth' -> 'La Pocatière' (Bas-Saint-Laurent): 61
	45	+- 'Passes-Dangereuses' -> 'Sainte-Élisabeth-de-Proulx' (Saguenay–Lac-Saint-Jean): 16
	46	+- 'Saint-Guy' -> 'Lac-des-Aigles' (Bas-Saint-Laurent): 13
	47	+- 'TNO aquatique de la MRC d'Argenteuil' -> 'Grenville-sur-la-Rouge' (Laurentides): 1

added outputs/reports/hierarchical_report.md +79 −0

		`@@ -0,0 +1,79 @@`
	1	+<!--
	2	+=============================================================================
	3	+QWHPI — Quebec Weekly Housing Price Index
	4	+Author : Simon-Pierre Boucher
	5	+Contact : contact@spboucher.ai
	6	+File : outputs/reports/hierarchical_report.md
	7	+Purpose : Step 5 — hierarchical weekly model: architecture, benchmarks,
	8	+ and the pooled-β vs city-β arbitration by repeat sales.
	9	+=============================================================================
	10	+-->
	11	+
	12	+# Hierarchical weekly model — design record
	13	+
	14	+## Architecture chosen (two-stage)
	15	+
	16	+1. Stage 1 — pooled residualization (pyfixest, n=625,882, R²=0.605, ~3s):
	17	+ `log(P) ~ log(floorArea) + fa_missing + age bins + building type \| FSA FE + (week × type) FE`.
	18	+ The absorbed week×type effects are the province-level weekly paths per
	19	+ property type; residuals are quality- and location-adjusted deviations.
	20	+2. Stage 2 — heteroskedastic local-level Kalman per cell:
	21	+ weekly mean residual observed with variance σ²/n_t; latent deviation is a
	22	+ random walk with innovation τ² estimated by MLE per cell. Region cells
	23	+ deviate from the province path; municipality cells deviate from the
	24	+ smoothed region path. Weeks with zero transactions are pure predictions —
	25	+ the grid is never dropped.
	26	+
	27	+Published variants: `index` (raw weekly), `index_smoothed` (one-sided filter,
	28	+real-time), `index_research` (two-sided smoother). All three share one
	29	+rebasing constant (2021 avg = 100), so they are directly comparable.
	30	+
	31	+## Shrinkage behaviour (outputs/tables/hierarchical_summary.csv)
	32	+
	33	+- Trois-Rivières condo (median 1 tx/week): raw weekly SD 30.4% → smoothed 4.2%.
	34	+- Drummondville condo (median 0 tx/week): still produces a continuous path,
	35	+ ~98% parent-driven (shrinkage weight).
	36	+- Liquid cells (province types, ~300–1,500 tx/week) are data-dominated.
	37	+
	38	+## Benchmark: two-stage vs unified city-specific time-dummy (Step 4 baseline)
	39	+
	40	+Liquid province cells agree almost exactly (corr 0.9996, Québec unifamilial).
	41	+Montréal condo exposed a genuine specification fork: by July 2026 the
	42	+two-stage index reads 126.9 vs 118.6 for the city-β baseline.
	43	+
	44	+Arbitration by pseudo repeat-sales (BMN, yearly dummies; condo pairs
	45	+matched on street + floorArea + yearBuilt because condo addresses carry no
	46	+unit numbers — 6,079 Montréal condo pairs, ≥90 days between sales):
	47	+
	48	+\| Measure (2026 level, 2021=100) \| Montréal condo \| Province condo \| Relative \|
	49	+\|--------------------------------------------\|---------------:\|---------------:\|---------:\|
	50	+\| Pseudo repeat-sales (composition-free) \| 120.4 \| 132.0 \| −8.8% \|
	51	+\| Two-stage hierarchical (pooled β) \| 126.9 \| 138.2 \| −8.2% \|
	52	+\| City-specific time-dummy baseline \| 118.6 \| ~139 \| −14% \|
	53	+
	54	+The two-stage model reproduces the composition-free relative path almost
	55	+exactly; the city-β baseline overstates Montréal's divergence. Hedonic levels
	56	+sit a few percent above repeat-sales, the standard direction (depreciation /
	57	+renovation bias in repeat pairs). **Decision: the two-stage hierarchical
	58	+model is the headline architecture.** The unified per-cell time-dummy remains
	59	+as a robustness spec.
	60	+
	61	+## Compute cost
	62	+
	63	+Full stage 1 + 112 cells of stage 2 run in under one minute on a laptop —
	64	+weekly refresh is trivially cheap. A Bayesian multilevel variant (PyMC) was
	65	+rejected for the headline: equivalent shrinkage behaviour at orders of
	66	+magnitude more compute, and harder vintage reproducibility.
	67	+
	68	+## Known caveats (tracked)
	69	+
	70	+- `se_log` combines the province-path delta-method variance and the Kalman
	71	+ posterior variance; block-bootstrap validation of CI coverage is part of
	72	+ Step 6.
	73	+- The Kalman gain-based `shrinkage_weight` measures how much of a week's
	74	+ movement comes from the parent path; reliability grades therefore weigh
	75	+ n / effective N / SE primarily (Step 7).
	76	+- Montréal plex R² is low (0.20) in any spec — unobserved revenue
	77	+ characteristics; reliability grading must reflect this.
	78	+
	79	+Author: Simon-Pierre Boucher — contact@spboucher.ai

added outputs/reports/methodology_v2_research.md +84 −0

		`@@ -0,0 +1,84 @@`
	1	+<!--
	2	+=============================================================================
	3	+QWHPI — Quebec Weekly Housing Price Index
	4	+Author : Simon-Pierre Boucher
	5	+Contact : contact@spboucher.ai
	6	+File : outputs/reports/methodology_v2_research.md
	7	+Purpose : Web-researched design record for the v2 (monthly, robust) index.
	8	+=============================================================================
	9	+-->
	10	+
	11	+# QHPI v2 — monthly, robust: research record and design decisions
	12	+
	13	+## Why revisit v1
	14	+
	15	+The v1 weekly index estimated ONE pooled hedonic over 2021–2026 (fixed
	16	+coefficients for 5.5 years) and published weekly points whose thin-cell noise
	17	+had to be repaired by heavy shrinkage. Two structural weaknesses:
	18	+
	19	+1. Fixed hedonic coefficients over the full pool. The implicit prices of
	20	+ floor area, age and location are not constant across a boom, a rate-hike
	21	+ correction and a recovery. The literature flags the fixed-parameter
	22	+ restriction as the main drawback of the full-pool time-dummy method.
	23	+2. Full-sample estimation revises history on every run — each refresh
	24	+ re-estimates every β, so past index points move.
	25	+
	26	+## What the literature recommends
	27	+
	28	+- Rolling-Time-Dummy (RTD): estimate the time-dummy hedonic on a rolling
	29	+ window of recent periods only, then link (splice) each new estimate onto
	30	+ the existing series. Used by official HPIs; requires less data, adapts to
	31	+ parameter drift, and is "well suited for computing higher frequency HPIs".
	32	+ Hill, Scholz, Shimizu & Steurer (2022, Journal of Official Statistics
	33	+ 38(1):127–151) treat the three design choices: window length, linking
	34	+ variant (movement / window / half / mean splice), and low-volume
	35	+ robustness.
	36	+- Chained/spliced time dummies produce a revision-free series and relax
	37	+ the fixed-parameter assumption (Eurostat/IMF/OECD RPPI Handbook, ch. 5).
	38	+- Mean splice (geometric mean over all feasible link positions) is the
	39	+ robust default in the splicing literature (Diewert & Fox 2021 for
	40	+ multilateral updating): no single anomalous overlap period drives the link.
	41	+- Robust estimation: OLS hedonics chase influential observations;
	42	+ M-estimation (Huber weights) or documented influence-trimming is standard
	43	+ practice for official filters (cf. IMF WP/16/213, MNB HPI outlier
	44	+ procedures).
	45	+- Monthly frequency: weekly cells below the metro level are too thin for
	46	+ publication-grade points without aggressive shrinkage; monthly multiplies
	47	+ cell counts ~4.3× and is the modal frequency of official HPIs.
	48	+
	49	+Sources:
	50	+- Hill, Scholz, Shimizu & Steurer (2022) — https://journals.sagepub.com/doi/abs/10.2478/jos-2022-0007
	51	+- Eurostat et al., Handbook on Residential Property Prices Indices — https://www.oecd.org/content/dam/oecd/en/publications/reports/2013/04/handbook-on-residential-property-price-indices_g1g2e251/9789264197183-en.pdf
	52	+- RPPI Handbook ch.5 (hedonic methods) — https://www.elibrary.imf.org/display/book/9789279259845/ch005.xml
	53	+- IMF WP/16/213, "How to Better Measure Hedonic RPPIs" — https://www.imf.org/external/pubs/ft/wp/2016/wp16213.pdf
	54	+- IMF RPPI Practical Guide — https://www.imf.org/-/media/files/data/guides/rppi/rppi-guide.pdf
	55	+
	56	+## v2 design (implemented)
	57	+
	58	+1. Frequency: monthly (labels `YYYY-MM`, continuous grid, trailing month
	59	+ flagged partial while registrations arrive).
	60	+2. Stage 1 — RTD, 13-month rolling windows, monthly step. Within each
	61	+ window: hedonic `log P ~ log_fa + fa_missing + age bins + building type
	62	+ \| FSA FE + (month × type) FE`, estimated by **iteratively reweighted least
	63	+ squares with Huber weights** (k = 1.345 on MAD-standardized residuals,
	64	+ 2 reweighting passes) — outliers are downweighted inside the regression
	65	+ instead of silently trimmed. A 13-month window spans every calendar month
	66	+ once (seasonal balance) and holds ~120k transactions.
	67	+3. Linking: mean splice. For each new window the province path per type
	68	+ is extended by the geometric mean of the growth implied at every feasible
	69	+ overlap position. Movement and window splices are computed as published
	70	+ sensitivity diagnostics. The published history never revises.
	71	+4. Stage 2 — unchanged hierarchy, monthly grid. Each transaction's
	72	+ quality-adjusted residual comes from the window in which its month is the
	73	+ NEWEST month (fully real-time, β local in time). Cell deviations
	74	+ (region → municipality) follow the heteroskedastic local-level Kalman
	75	+ model; thin months shrink toward the parent path.
	76	+5. Growth horizons: 1m, 3m, 6m, 12m (YoY). Reliability grades
	77	+ recalibrated by a monthly downsampling experiment.
	78	+6. New diagnostics: hedonic coefficient drift across windows (the
	79	+ empirical justification for RTD), RTD vs full-pool comparison, splice
	80	+ variant sensitivity.
	81	+7. Cleaning screens, geography, `indéterminé` exclusion, fixed-share "all"
	82	+ composition, assessment-gap module: unchanged from v1 (already validated).
	83	+
	84	+Author: Simon-Pierre Boucher — contact@spboucher.ai

added outputs/reports/validation_report.md +43 −0

		`@@ -0,0 +1,43 @@`
	1	+<!--
	2	+=============================================================================
	3	+QWHPI — Quebec Weekly Housing Price Index
	4	+Author : Simon-Pierre Boucher
	5	+Contact : contact@spboucher.ai
	6	+File : outputs/reports/validation_report.md
	7	+Purpose : Step 6 validation report (generated by 06_validation.py)
	8	+=============================================================================
	9	+-->
	10	+
	11	+# QWHPI validation report
	12	+
	13	+## 1. Repeat-sales (BMN) vs hedonic index
	14	+
	15	+- quebec/unifamilial: Δcorr=0.691, end levels RS=161.5 vs hedonic=157.9
	16	+- quebec/condo: Δcorr=0.322, end levels RS=133.8 vs hedonic=140.0
	17	+- quebec/plex: Δcorr=0.454, end levels RS=149.6 vs hedonic=158.5
	18	+- montreal/condo: Δcorr=0.000, end levels RS=121.8 vs hedonic=128.7
	19	+- montreal/unifamilial: Δcorr=0.264, end levels RS=125.6 vs hedonic=132.8
	20	+- quebec-city/unifamilial: Δcorr=0.073, end levels RS=165.7 vs hedonic=166.0
	21	+
	22	+## 2. Downsampling experiment — Montréal condo lab
	23	+
	24	+- 100 tx/wk: RMSE=0.317% bias=-0.046% vol_ratio=1.051 turn_agree=0.861 CI95_cov=1.0
	25	+- 50 tx/wk: RMSE=0.636% bias=-0.177% vol_ratio=0.987 turn_agree=0.799 CI95_cov=0.992
	26	+- 25 tx/wk: RMSE=0.799% bias=0.002% vol_ratio=0.762 turn_agree=0.771 CI95_cov=0.977
	27	+- 15 tx/wk: RMSE=1.15% bias=-0.154% vol_ratio=0.449 turn_agree=0.778 CI95_cov=0.881
	28	+- 10 tx/wk: RMSE=1.361% bias=-0.18% vol_ratio=0.358 turn_agree=0.735 CI95_cov=0.828
	29	+- 5 tx/wk: RMSE=1.633% bias=0.189% vol_ratio=0.457 turn_agree=0.685 CI95_cov=0.856
	30	+
	31	+Reading: RMSE vs the full-sample (~145 tx/wk) smoothed path; CI coverage of the deviation posterior; turning points on 4-week MA.
	32	+
	33	+## 3. Composition-shock simulation (province unifamilial)
	34	+
	35	+- Shock: drop 70% of below-median floorArea sales in 2024-H1 (12,406 of 439,118 rows removed)
	36	+- Raw weekly median moves by +11.74% in shocked weeks (must move)
	37	+- Hedonic time-dummy moves by -0.74% (must stay ~0)
	38	+
	39	+## 4. Weekly vs monthly (same methodology)
	40	+
	41	+- quebec/unifamilial: weekly signal SD=3.665%, noise SD=0.0%, monthly ΔSD=3.198%, real-time revision SD=0.0%
	42	+- quebec/condo: weekly signal SD=3.778%, noise SD=0.0%, monthly ΔSD=2.993%, real-time revision SD=0.0%
	43	+- montreal/condo: weekly signal SD=3.782%, noise SD=3.583%, monthly ΔSD=3.031%, real-time revision SD=3.999%

added outputs/reports/validation_v2_report.md +42 −0

		`@@ -0,0 +1,42 @@`
	1	+<!--
	2	+=============================================================================
	3	+QWHPI — Quebec Weekly Housing Price Index
	4	+Author : Simon-Pierre Boucher
	5	+Contact : contact@spboucher.ai
	6	+File : outputs/reports/validation_v2_report.md
	7	+Purpose : v2.1 monthly validation report (10_monthly_validation.py)
	8	+=============================================================================
	9	+-->
	10	+
	11	+# QHPI v2.1 validation report (monthly, robust)
	12	+
	13	+## 1. Repeat sales (BMN, unit-signature pairs) vs published index
	14	+
	15	+- quebec/unifamilial: Δcorr=0.749, écart final hedonic−RS = -4.6%
	16	+- quebec/condo: Δcorr=0.368, écart final hedonic−RS = -3.2%
	17	+- quebec/plex: Δcorr=0.436, écart final hedonic−RS = -3.4%
	18	+- montreal/condo: Δcorr=0.238, écart final hedonic−RS = -1.2%
	19	+- montreal/unifamilial: Δcorr=0.262, écart final hedonic−RS = -8.1%
	20	+- quebec-city/condo: Δcorr=0.084, écart final hedonic−RS = +1.1%
	21	+- quebec-city/unifamilial: Δcorr=0.333, écart final hedonic−RS = -3.4%
	22	+
	23	+## 2. Downsampling (Montréal condo, ~620 tx/month)
	24	+
	25	+- 300 tx/mois: RMSE direct=1.01% \| hiérarchique=1.3%
	26	+- 150 tx/mois: RMSE direct=1.2% \| hiérarchique=1.37%
	27	+- 75 tx/mois: RMSE direct=1.49% \| hiérarchique=1.31%
	28	+- 40 tx/mois: RMSE direct=1.85% \| hiérarchique=1.45%
	29	+- 20 tx/mois: RMSE direct=2.09% \| hiérarchique=1.69%
	30	+- 10 tx/mois: RMSE direct=2.59% \| hiérarchique=2.21%
	31	+
	32	+Lecture: en RMSE pur (référence = direct plein échantillon, cellule à faible divergence) le croisement se situe vers 75–150 tx/mois. Mais le RMSE du hiérarchique contient un biais de compression qui explose sur les cellules fortement divergentes (Québec-ville condo: ~8–10 pts, cf. arbitrage RS/stratifié) alors que l'erreur du direct est du bruit pur (~1.9% à 40 tx/mois), réduit par le lisseur d'état. LIQUID_MIN=40 échange donc un bruit borné contre un biais non borné.
	33	+
	34	+## 3. Choc de composition (province unifamilial, mensuel)
	35	+- Médiane brute: +12.27% dans les mois choqués (doit bouger)
	36	+- Hédonique: -1.02% (doit rester ~0)
	37	+
	38	+## 4. Diagnostics de robustesse
	39	+- Dérive β(log surface) sur 55 fenêtres: 0.556 → 0.586 (amplitude 5.2% de la moyenne) — justifie le RTD contre le pool fixe.
	40	+- Saisonnalité quebec/all: F=0.444 p=0.77608 → non significative (NSA)
	41	+- Saisonnalité quebec/unifamilial: F=0.417 p=0.79551 → non significative (NSA)
	42	+- Saisonnalité montreal/condo: F=0.749 p=0.56243 → non significative (NSA)

added outputs/tables/audit_amount_by_type.csv +5 −0

		`@@ -0,0 +1,5 @@`
	1	+propertyType,n,p01,p05,p25,median,p75,p95,p99,max,mean
	2	+unifamilial,443078,60000.0,100000.0,240000.0,378000.0,540000.0,925000.0,1635000.0,345000000.0,434952.0
	3	+indéterminé,107656,52185.0,74733.0,210000.0,319252.0,443500.0,800000.0,1400000.0,75000000.0,371907.0
	4	+condo,100218,103500.0,169000.0,275000.0,360000.0,469000.0,772000.0,1300000.0,18750000.0,405822.0
	5	+plex,94167,75000.0,132000.0,285000.0,470577.0,725000.0,1156000.0,1710000.0,42000000.0,544999.0

added outputs/tables/audit_characteristics_by_type.csv +5 −0

		`@@ -0,0 +1,5 @@`
	1	+propertyType,n,floorArea_med,floorArea_p99,yearBuilt_med,yearBuilt_min,floorArea_miss_pct,yearBuilt_miss_pct,buildingType_miss_pct
	2	+unifamilial,443078,111.7,344.4,1981.0,1634,1.43,6.01,23.85
	3	+indéterminé,107656,128.4,6552.8,1990.0,1734,95.62,95.24,97.88
	4	+condo,100218,87.6,188.2,2006.0,1725,2.58,1.56,38.59
	5	+plex,94167,200.7,861.8,1958.0,1600,3.48,7.01,35.55

added outputs/tables/audit_city_top200.csv +201 −0

		`@@ -0,0 +1,201 @@`
	1	+city,len
	2	+Montréal,103061
	3	+Québec,47820
	4	+Laval,28651
	5	+Gatineau,27357
	6	+Longueuil,19851
	7	+Lévis,14499
	8	+Sherbrooke,14350
	9	+Saguenay,12896
	10	+Trois-Rivières,12224
	11	+Terrebonne,10839
	12	+Brossard,9310
	13	+Saint-Jérôme,8614
	14	+Saint-Jean-sur-Richelieu,8560
	15	+Repentigny,7735
	16	+Drummondville,7401
	17	+Mirabel,7142
	18	+Granby,6744
	19	+Mascouche,5884
	20	+Blainville,5549
	21	+Shawinigan,5328
	22	+Saint-Hyacinthe,4648
	23	+Salaberry-de-Valleyfield,4576
	24	+Rimouski,4277
	25	+Victoriaville,4123
	26	+Saint-Eustache,3998
	27	+Boucherville,3885
	28	+Vaudreuil-Dorion,3744
	29	+Châteauguay,3730
	30	+Magog,3482
	31	+Sorel-Tracy,3444
	32	+Chambly,3272
	33	+Rouyn-Noranda,3265
	34	+Saint-Lin–Laurentides,3067
	35	+Val-d'Or,2948
	36	+Alma,2925
	37	+Sainte-Julie,2917
	38	+Mont-Tremblant,2819
	39	+Saint-Georges,2788
	40	+Candiac,2746
	41	+Dollard-des-Ormeaux,2599
	42	+Beloeil,2526
	43	+Sainte-Adèle,2517
	44	+La Prairie,2515
	45	+Saint-Constant,2508
	46	+Sainte-Thérèse,2470
	47	+Sainte-Marthe-sur-le-Lac,2470
	48	+Bromont,2465
	49	+Thetford Mines,2448
	50	+Saint-Bruno-de-Montarville,2333
	51	+Saint-Lambert,2329
	52	+Sainte-Sophie,2321
	53	+Pointe-Claire,2260
	54	+L'Assomption,2250
	55	+Val-des-Monts,2238
	56	+Boisbriand,2226
	57	+Mont-Saint-Hilaire,2184
	58	+Saint-Sauveur,2148
	59	+Saint-Hippolyte,2125
	60	+Saint-Colomban,2048
	61	+Saint-Augustin-de-Desmaures,1969
	62	+Sept-Îles,1942
	63	+Sainte-Julienne,1800
	64	+Varennes,1798
	65	+Rawdon,1774
	66	+Saint-Lazare,1763
	67	+Saint-Amable,1743
	68	+Lavaltrie,1742
	69	+Saint-Basile-le-Grand,1672
	70	+Beauharnois,1579
	71	+Cowansville,1577
	72	+Rivière-du-Loup,1554
	73	+Sainte-Catherine,1553
	74	+Prévost,1552
	75	+Bécancour,1508
	76	+Baie-Comeau,1504
	77	+Sainte-Agathe-des-Monts,1488
	78	+Carignan,1479
	79	+Saint-Raymond,1475
	80	+Joliette,1470
	81	+Lachute,1459
	82	+Stoneham-et-Tewkesbury,1449
	83	+Côte-Saint-Luc,1442
	84	+La Pêche,1438
	85	+Pont-Rouge,1438
	86	+Contrecoeur,1416
	87	+Sainte-Anne-des-Plaines,1415
	88	+Deux-Montagnes,1392
	89	+Mercier,1391
	90	+Sainte-Brigitte-de-Laval,1383
	91	+Sainte-Catherine-de-la-Jacques-Cartier,1368
	92	+L'Ancienne-Lorette,1347
	93	+Saint-Calixte,1341
	94	+Saint-Zotique,1303
	95	+Dolbeau-Mistassini,1302
	96	+Saint-Donat,1280
	97	+Pincourt,1276
	98	+Chertsey,1269
	99	+Saint-Apollinaire,1266
	100	+Mont-Laurier,1240
	101	+Dorval,1238
	102	+Marieville,1235
	103	+Beaconsfield,1225
	104	+Mont-Royal,1209
	105	+Cantley,1200
	106	+Saint-Philippe,1194
	107	+Rosemère,1183
	108	+Matane,1156
	109	+Brownsburg-Chatham,1125
	110	+Bois-des-Filion,1121
	111	+Westmount,1110
	112	+Farnham,1110
	113	+Sainte-Marie,1100
	114	+Orford,1097
	115	+Saint-Adolphe-d'Howard,1088
	116	+Boischatel,1075
	117	+Chelsea,1067
	118	+Beaupré,1027
	119	+Lac-Beauport,1024
	120	+La Tuque,1014
	121	+Kirkland,1005
	122	+Les Îles-de-la-Madeleine,1005
	123	+L'Île-Perrot,980
	124	+Saint-Félicien,957
	125	+Lac-Brome,956
	126	+Otterburn Park,953
	127	+Piedmont,951
	128	+Notre-Dame-de-l'Île-Perrot,931
	129	+Gaspé,929
	130	+Lorraine,889
	131	+Montmagny,872
	132	+L'Épiphanie,861
	133	+Saint-Rémi,854
	134	+Sainte-Marguerite-du-Lac-Masson,853
	135	+Roberval,849
	136	+Shannon,848
	137	+La Malbaie,844
	138	+Notre-Dame-des-Prairies,844
	139	+Amos,843
	140	+Saint-Charles-Borromée,840
	141	+Morin-Heights,816
	142	+Saint-Ferréol-les-Neiges,815
	143	+Waterloo,805
	144	+Les Coteaux,804
	145	+Saint-Honoré,799
	146	+Val-David,796
	147	+Donnacona,790
	148	+Saint-Côme,786
	149	+Rigaud,780
	150	+Val-des-Sources,761
	151	+Chibougamau,755
	152	+Coaticook,752
	153	+Saint-Félix-de-Valois,747
	154	+Saint-Lambert-de-Lauzon,744
	155	+L'Ange-Gardien,742
	156	+Saint-Jean-de-Matha,740
	157	+Acton Vale,735
	158	+Saint-Joseph-du-Lac,724
	159	+Sutton,717
	160	+Shefford,717
	161	+Saint-Paul,709
	162	+Rivière-Rouge,707
	163	+Roxton Pond,698
	164	+Coteau-du-Lac,696
	165	+Pointe-Calumet,693
	166	+Mont-Blanc,679
	167	+Lanoraie,672
	168	+Charlemagne,672
	169	+Delson,663
	170	+Plessisville,663
	171	+Saint-Alphonse-Rodriguez,661
	172	+Saint-Denis-de-Brompton,658
	173	+Les Cèdres,643
	174	+Pontiac,640
	175	+Hudson,625
	176	+Sainte-Anne-des-Lacs,618
	177	+Nicolet,618
	178	+Saint-Pie,617
	179	+Saint-Isidore,598
	180	+Sainte-Anne-des-Monts,586
	181	+Saint-Alexis-des-Monts,573
	182	+Notre-Dame-du-Mont-Carmel,567
	183	+Baie-Saint-Paul,564
	184	+Château-Richer,562
	185	+Louiseville,555
	186	+Saint-Agapit,554
	187	+Lac-Mégantic,551
	188	+Saint-Henri,546
	189	+Eastman,545
	190	+Mont-Joli,543
	191	+Saint-Ambroise,541
	192	+La Sarre,539
	193	+Saint-Damien,534
	194	+Potton,531
	195	+Saint-Jacques,529
	196	+Princeville,528
	197	+Saint-David-de-Falardeau,525
	198	+Lac-Supérieur,518
	199	+Saint-Césaire,516
	200	+Mandeville,504
	201	+Notre-Dame-du-Laus,500

added outputs/tables/audit_dist_buildingType.csv +7 −0

		`@@ -0,0 +1,7 @@`
	1	+buildingType,len,pct
	2	+,283206,38.01
	3	+single-story,205924,27.64
	4	+full-story,188584,25.31
	5	+mansard,52808,7.09
	6	+split-level,8743,1.17
	7	+single-wide,5854,0.79

added outputs/tables/audit_dist_ownerType.csv +5 −0

		`@@ -0,0 +1,5 @@`
	1	+ownerType,len,pct
	2	+physical_person,496404,66.62
	3	+,224999,30.2
	4	+legal_person,22351,3.0
	5	+mixed,1365,0.18

added outputs/tables/audit_dist_propertyType.csv +5 −0

		`@@ -0,0 +1,5 @@`
	1	+propertyType,len,pct
	2	+unifamilial,443078,59.46
	3	+indéterminé,107656,14.45
	4	+condo,100218,13.45
	5	+plex,94167,12.64

added outputs/tables/audit_liquidity_matrix.csv +26 −0

		`@@ -0,0 +1,26 @@`
	1	+city,condo,indéterminé,plex,unifamilial
	2	+Québec,41.5,6.0,21.0,66.0
	3	+Montréal,145.0,39.0,80.0,64.0
	4	+Gatineau,7.0,12.0,12.0,54.0
	5	+Laval,21.0,8.0,8.0,54.0
	6	+Sherbrooke,2.0,6.0,7.0,29.0
	7	+Longueuil,15.0,10.0,9.0,28.0
	8	+Lévis,4.0,6.0,5.0,26.0
	9	+Saguenay,2.0,4.0,8.0,26.0
	10	+Trois-Rivières,2.0,5.0,8.0,23.0
	11	+Terrebonne,3.0,6.0,3.0,22.0
	12	+Saint-Jean-sur-Richelieu,2.0,4.0,3.0,18.0
	13	+Drummondville,1.0,3.0,4.0,16.0
	14	+Repentigny,5.0,2.0,2.0,16.0
	15	+Saint-Jérôme,2.0,5.0,5.0,15.0
	16	+Granby,2.0,3.0,3.0,13.0
	17	+Blainville,1.0,3.0,2.0,12.0
	18	+Brossard,5.0,11.0,1.0,12.0
	19	+Mirabel,1.0,6.0,4.0,12.0
	20	+Shawinigan,1.0,2.0,5.0,11.0
	21	+Mascouche,2.0,5.0,2.0,10.0
	22	+Rimouski,2.0,2.0,2.0,10.0
	23	+Saint-Hyacinthe,1.0,3.0,3.0,9.0
	24	+Salaberry-de-Valleyfield,1.0,2.0,3.0,9.0
	25	+Victoriaville,1.0,2.0,2.0,9.0
	26	+Saint-Eustache,2.0,2.0,1.0,8.0

added outputs/tables/audit_missingness.csv +18 −0

		`@@ -0,0 +1,18 @@`
	1	+column,n_missing,pct_missing
	2	+buildingType,283206,38.01
	3	+ownerType,224999,30.2
	4	+yearBuilt,137315,18.43
	5	+floorArea,115153,15.45
	6	+previousValue,78581,10.55
	7	+zipCode,75369,10.12
	8	+totalArValue,63160,8.48
	9	+street,6688,0.9
	10	+id,0,0.0
	11	+date,0,0.0
	12	+amount,0,0.0
	13	+city,0,0.0
	14	+lat,0,0.0
	15	+lng,0,0.0
	16	+propertyType,0,0.0
	17	+week,0,0.0
	18	+log_amount,0,0.0

added outputs/tables/audit_schema.csv +18 −0

		`@@ -0,0 +1,18 @@`
	1	+column,dtype
	2	+id,String
	3	+date,Date
	4	+amount,Float64
	5	+street,String
	6	+zipCode,String
	7	+city,String
	8	+lat,Float64
	9	+lng,Float64
	10	+propertyType,String
	11	+yearBuilt,Int64
	12	+floorArea,Float64
	13	+buildingType,String
	14	+previousValue,Float64
	15	+totalArValue,Float64
	16	+ownerType,String
	17	+week,Date
	18	+log_amount,Float64

added outputs/tables/audit_sentinel_values.csv +12 −0

		`@@ -0,0 +1,12 @@`
	1	+check,n
	2	+amount <= 0,0
	3	+"amount in (1, 2)",0
	4	+amount < 5000,0
	5	+floorArea <= 0,0
	6	+floorArea > 2000 m2,375
	7	+yearBuilt < 1600,0
	8	+yearBuilt > 2026,0
	9	+yearBuilt == 0,0
	10	+previousValue <= 0,1640
	11	+totalArValue <= 0,17
	12	+"lat/lng outside Quebec bbox (44.9-62.7N, -79.8--57W)",0

added outputs/tables/audit_weekly_liquidity_topcities.csv +101 −0

		`@@ -0,0 +1,101 @@`
	1	+city,propertyType,median_wk,mean_wk,weeks_present,pct_weeks_present
	2	+Blainville,condo,1.0,1.7,144,49.5
	3	+Blainville,indéterminé,3.0,3.8,253,86.9
	4	+Blainville,plex,2.0,2.5,234,80.4
	5	+Blainville,unifamilial,12.0,13.2,284,97.6
	6	+Brossard,condo,5.0,7.0,267,91.8
	7	+Brossard,indéterminé,11.0,13.4,279,95.9
	8	+Brossard,plex,1.0,1.5,128,44.0
	9	+Brossard,unifamilial,12.0,12.3,285,97.9
	10	+Drummondville,condo,1.0,1.3,107,36.8
	11	+Drummondville,indéterminé,3.0,3.7,243,83.5
	12	+Drummondville,plex,4.0,4.5,274,94.2
	13	+Drummondville,unifamilial,16.0,18.1,285,97.9
	14	+Gatineau,condo,7.0,9.1,281,96.6
	15	+Gatineau,indéterminé,12.0,14.5,263,90.4
	16	+Gatineau,plex,12.0,12.9,286,98.3
	17	+Gatineau,unifamilial,54.0,60.2,288,99.0
	18	+Granby,condo,2.0,2.6,207,71.1
	19	+Granby,indéterminé,3.0,4.6,259,89.0
	20	+Granby,plex,3.0,3.8,253,86.9
	21	+Granby,unifamilial,13.0,14.3,283,97.3
	22	+Laval,condo,21.0,21.9,288,99.0
	23	+Laval,indéterminé,8.0,10.2,281,96.6
	24	+Laval,plex,8.0,8.9,285,97.9
	25	+Laval,unifamilial,54.0,58.7,289,99.3
	26	+Longueuil,condo,15.0,16.7,286,98.3
	27	+Longueuil,indéterminé,10.0,12.4,281,96.6
	28	+Longueuil,plex,9.0,9.7,287,98.6
	29	+Longueuil,unifamilial,28.0,30.6,288,99.0
	30	+Lévis,condo,4.0,5.0,256,88.0
	31	+Lévis,indéterminé,6.0,8.5,273,93.8
	32	+Lévis,plex,5.0,5.5,279,95.9
	33	+Lévis,unifamilial,26.0,32.8,286,98.3
	34	+Mascouche,condo,2.0,3.3,232,79.7
	35	+Mascouche,indéterminé,5.0,5.8,238,81.8
	36	+Mascouche,plex,2.0,2.3,220,75.6
	37	+Mascouche,unifamilial,10.0,11.3,287,98.6
	38	+Mirabel,condo,1.0,1.5,105,36.1
	39	+Mirabel,indéterminé,6.0,7.5,278,95.5
	40	+Mirabel,plex,4.0,4.2,276,94.8
	41	+Mirabel,unifamilial,12.0,13.0,287,98.6
	42	+Montréal,condo,145.0,157.5,291,100.0
	43	+Montréal,indéterminé,39.0,44.6,288,99.0
	44	+Montréal,plex,80.0,85.7,291,100.0
	45	+Montréal,unifamilial,64.0,67.3,289,99.3
	46	+Québec,condo,41.5,51.6,288,99.0
	47	+Québec,indéterminé,6.0,7.7,282,96.9
	48	+Québec,plex,21.0,24.0,288,99.0
	49	+Québec,unifamilial,66.0,82.9,288,99.0
	50	+Repentigny,condo,5.0,6.0,282,96.9
	51	+Repentigny,indéterminé,2.0,2.5,197,67.7
	52	+Repentigny,plex,2.0,2.0,213,73.2
	53	+Repentigny,unifamilial,16.0,17.7,291,100.0
	54	+Rimouski,condo,2.0,2.0,176,60.5
	55	+Rimouski,indéterminé,2.0,2.4,182,62.5
	56	+Rimouski,plex,2.0,2.1,189,64.9
	57	+Rimouski,unifamilial,10.0,11.0,281,96.6
	58	+Saguenay,condo,2.0,2.1,183,62.9
	59	+Saguenay,indéterminé,4.0,4.3,255,87.6
	60	+Saguenay,plex,8.0,9.3,280,96.2
	61	+Saguenay,unifamilial,26.0,31.2,282,96.9
	62	+Saint-Eustache,condo,2.0,2.1,176,60.5
	63	+Saint-Eustache,indéterminé,2.0,3.2,219,75.3
	64	+Saint-Eustache,plex,1.0,1.7,189,64.9
	65	+Saint-Eustache,unifamilial,8.0,9.2,282,96.9
	66	+Saint-Hyacinthe,condo,1.0,1.1,16,5.5
	67	+Saint-Hyacinthe,indéterminé,3.0,3.9,269,92.4
	68	+Saint-Hyacinthe,plex,3.0,3.3,254,87.3
	69	+Saint-Hyacinthe,unifamilial,9.0,9.7,282,96.9
	70	+Saint-Jean-sur-Richelieu,condo,2.0,2.5,200,68.7
	71	+Saint-Jean-sur-Richelieu,indéterminé,4.0,4.4,260,89.3
	72	+Saint-Jean-sur-Richelieu,plex,3.0,3.9,270,92.8
	73	+Saint-Jean-sur-Richelieu,unifamilial,18.0,20.3,289,99.3
	74	+Saint-Jérôme,condo,2.0,3.5,223,76.6
	75	+Saint-Jérôme,indéterminé,5.0,6.4,251,86.3
	76	+Saint-Jérôme,plex,5.0,6.0,283,97.3
	77	+Saint-Jérôme,unifamilial,15.0,15.8,286,98.3
	78	+Salaberry-de-Valleyfield,condo,1.0,1.2,64,22.0
	79	+Salaberry-de-Valleyfield,indéterminé,2.0,3.1,207,71.1
	80	+Salaberry-de-Valleyfield,plex,3.0,3.6,266,91.4
	81	+Salaberry-de-Valleyfield,unifamilial,9.0,10.3,282,96.9
	82	+Shawinigan,condo,1.0,1.2,53,18.2
	83	+Shawinigan,indéterminé,2.0,2.1,203,69.8
	84	+Shawinigan,plex,5.0,5.3,282,96.9
	85	+Shawinigan,unifamilial,11.0,11.8,284,97.6
	86	+Sherbrooke,condo,2.0,2.3,223,76.6
	87	+Sherbrooke,indéterminé,6.0,7.6,277,95.2
	88	+Sherbrooke,plex,7.0,8.6,285,97.9
	89	+Sherbrooke,unifamilial,29.0,32.2,289,99.3
	90	+Terrebonne,condo,3.0,3.9,241,82.8
	91	+Terrebonne,indéterminé,6.0,6.8,258,88.7
	92	+Terrebonne,plex,3.0,3.5,266,91.4
	93	+Terrebonne,unifamilial,22.0,24.8,291,100.0
	94	+Trois-Rivières,condo,2.0,2.7,211,72.5
	95	+Trois-Rivières,indéterminé,5.0,6.3,267,91.8
	96	+Trois-Rivières,plex,8.0,9.1,284,97.6
	97	+Trois-Rivières,unifamilial,23.0,25.6,288,99.0
	98	+Victoriaville,condo,1.0,1.1,67,23.0
	99	+Victoriaville,indéterminé,2.0,2.4,203,69.8
	100	+Victoriaville,plex,2.0,2.4,223,76.6
	101	+Victoriaville,unifamilial,9.0,10.7,282,96.9

added outputs/tables/audit_weekly_volume_province.csv +292 −0

		`@@ -0,0 +1,292 @@`
	1	+week,transactions
	2	+2021-01-04,35
	3	+2021-01-11,123
	4	+2021-01-18,136
	5	+2021-01-25,2184
	6	+2021-02-01,2731
	7	+2021-02-08,1902
	8	+2021-02-15,2254
	9	+2021-02-22,3000
	10	+2021-03-01,3216
	11	+2021-03-08,1998
	12	+2021-03-15,2624
	13	+2021-03-22,2549
	14	+2021-03-29,3849
	15	+2021-04-05,2975
	16	+2021-04-12,3026
	17	+2021-04-19,2707
	18	+2021-04-26,5269
	19	+2021-05-03,4437
	20	+2021-05-10,3735
	21	+2021-05-17,4097
	22	+2021-05-24,4527
	23	+2021-05-31,7821
	24	+2021-06-07,4513
	25	+2021-06-14,6317
	26	+2021-06-21,5859
	27	+2021-06-28,7845
	28	+2021-07-05,4180
	29	+2021-07-12,4916
	30	+2021-07-19,2736
	31	+2021-07-26,3060
	32	+2021-08-02,2569
	33	+2021-08-09,2480
	34	+2021-08-16,2896
	35	+2021-08-23,2904
	36	+2021-08-30,4084
	37	+2021-09-06,2044
	38	+2021-09-13,2669
	39	+2021-09-20,2510
	40	+2021-09-27,3542
	41	+2021-10-04,2806
	42	+2021-10-11,2146
	43	+2021-10-18,2482
	44	+2021-10-25,3150
	45	+2021-11-01,3292
	46	+2021-11-08,2240
	47	+2021-11-15,2711
	48	+2021-11-22,2679
	49	+2021-11-29,3970
	50	+2021-12-06,2730
	51	+2021-12-13,4302
	52	+2021-12-20,2469
	53	+2021-12-27,245
	54	+2022-01-03,506
	55	+2022-01-10,1725
	56	+2022-01-17,2313
	57	+2022-01-24,2308
	58	+2022-01-31,2718
	59	+2022-02-07,1693
	60	+2022-02-14,1965
	61	+2022-02-21,2206
	62	+2022-02-28,2836
	63	+2022-03-07,1712
	64	+2022-03-14,2197
	65	+2022-03-21,2023
	66	+2022-03-28,3409
	67	+2022-04-04,2476
	68	+2022-04-11,2085
	69	+2022-04-18,2437
	70	+2022-04-25,3753
	71	+2022-05-02,3756
	72	+2022-05-09,2793
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	74	+2022-05-23,3086
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	205	+2024-11-25,3014
	206	+2024-12-02,2860
	207	+2024-12-09,2973
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	211	+2025-01-06,901
	212	+2025-01-13,2207
	213	+2025-01-20,1838
	214	+2025-01-27,2383
	215	+2025-02-03,1715
	216	+2025-02-10,1485
	217	+2025-02-17,1678
	218	+2025-02-24,2582
	219	+2025-03-03,1720
	220	+2025-03-10,1701
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	222	+2025-03-24,2134
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	229	+2025-05-12,3181
	230	+2025-05-19,2363
	231	+2025-05-26,4558
	232	+2025-06-02,4354
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	237	+2025-07-07,3318
	238	+2025-07-14,3864
	239	+2025-07-21,2453
	240	+2025-07-28,2797
	241	+2025-08-04,2099
	242	+2025-08-11,2432
	243	+2025-08-18,2569
	244	+2025-08-25,3395
	245	+2025-09-01,2337
	246	+2025-09-08,2215
	247	+2025-09-15,2577
	248	+2025-09-22,2446
	249	+2025-09-29,3270
	250	+2025-10-06,2239
	251	+2025-10-13,2230
	252	+2025-10-20,2320
	253	+2025-10-27,3221
	254	+2025-11-03,2429
	255	+2025-11-10,2295
	256	+2025-11-17,2393
	257	+2025-11-24,2967
	258	+2025-12-01,3037
	259	+2025-12-08,2928
	260	+2025-12-15,3981
	261	+2025-12-22,579
	262	+2025-12-29,177
	263	+2026-01-05,769
	264	+2026-01-12,1943
	265	+2026-01-19,1868
	266	+2026-01-26,2211
	267	+2026-02-02,1659
	268	+2026-02-09,1391
	269	+2026-02-16,1599
	270	+2026-02-23,2155
	271	+2026-03-02,1595
	272	+2026-03-09,1522
	273	+2026-03-16,1843
	274	+2026-03-23,1895
	275	+2026-03-30,2610
	276	+2026-04-06,1709
	277	+2026-04-13,2185
	278	+2026-04-20,1997
	279	+2026-04-27,3850
	280	+2026-05-04,2503
	281	+2026-05-11,2738
	282	+2026-05-18,2224
	283	+2026-05-25,3846
	284	+2026-06-01,4494
	285	+2026-06-08,3299
	286	+2026-06-15,4687
	287	+2026-06-22,4226
	288	+2026-06-29,3581
	289	+2026-07-06,2934
	290	+2026-07-13,2973
	291	+2026-07-20,2197
	292	+2026-07-27,318

added outputs/tables/baseline_model_summary.csv +21 −0

		`@@ -0,0 +1,21 @@`
	1	+geography,property_type,n_obs,estimated,r2,median_weekly_tx
	2	+quebec,all,625882,true,0.6036,1999.0
	3	+quebec,unifamilial,438871,true,0.6091,1384.0
	4	+quebec,condo,94792,true,0.6592,291.0
	5	+quebec,plex,91971,true,0.6272,297.0
	6	+montreal,all,87775,true,0.5301,281.0
	7	+montreal,unifamilial,19244,true,0.6327,64.0
	8	+montreal,condo,44520,true,0.5468,140.0
	9	+montreal,plex,23988,true,0.1976,76.0
	10	+quebec-city,all,43337,true,0.5512,122.0
	11	+quebec-city,unifamilial,23606,true,0.5064,65.0
	12	+quebec-city,condo,13150,true,0.5939,37.0
	13	+quebec-city,plex,6572,true,0.5126,20.5
	14	+laval,all,25438,true,0.5358,84.0
	15	+laval,unifamilial,16762,true,0.4435,53.0
	16	+laval,condo,6238,true,0.6576,21.0
	17	+laval,plex,2429,true,0.5333,8.0
	18	+gatineau,all,23430,true,0.5856,75.0
	19	+gatineau,unifamilial,17255,true,0.5293,54.0
	20	+gatineau,condo,2516,true,0.6694,6.5
	21	+gatineau,plex,3657,true,0.6419,12.0

added outputs/tables/composition_shock.csv +3 −0

		`@@ -0,0 +1,3 @@`
	1	+metric,value
	2	+raw_median_shift_pct,11.738
	3	+hedonic_shift_pct,-0.738

added outputs/tables/composition_shock_monthly.csv +3 −0

		`@@ -0,0 +1,3 @@`
	1	+metric,value
	2	+raw_median_shift_pct,12.275
	3	+hedonic_shift_pct,-1.015

added outputs/tables/coverage.csv +2336 −0

		`@@ -0,0 +1,2336 @@`
	1	+municipality,geo_code,region,propertyType,median_weekly_tx,total_tx,pct_weeks_active,coverage_status
	2	+Montréal,66023,Montréal,condo,140.0,44539,100.0,published
	3	+Montréal,66023,Montréal,plex,76.0,24009,100.0,published
	4	+Québec,23027,Capitale-Nationale,unifamilial,65.0,23614,99.0,published
	5	+Montréal,66023,Montréal,unifamilial,64.0,19257,99.3,published
	6	+Gatineau,81017,Outaouais,unifamilial,54.0,17261,99.0,published
	7	+Laval,65005,Laval,unifamilial,53.0,16780,99.3,published
	8	+Québec,23027,Capitale-Nationale,condo,37.0,13156,98.6,published
	9	+Sherbrooke,43027,Estrie,unifamilial,29.0,9253,99.3,published
	10	+Lévis,25213,Chaudière-Appalaches,unifamilial,26.0,9231,98.3,published
	11	+Saguenay,94068,Saguenay–Lac-Saint-Jean,unifamilial,26.0,8761,96.9,published
	12	+Longueuil,58227,Montérégie,unifamilial,28.0,8747,99.0,published
	13	+Trois-Rivières,37067,Mauricie,unifamilial,23.0,7325,99.0,published
	14	+Terrebonne,64008,Lanaudière,unifamilial,22.0,7143,100.0,conditional
	15	+Québec,23027,Capitale-Nationale,plex,20.5,6577,99.0,published
	16	+Laval,65005,Laval,condo,21.0,6245,99.0,published
	17	+Saint-Jean-sur-Richelieu,56083,Montérégie,unifamilial,18.0,5807,99.3,conditional
	18	+Drummondville,49058,Centre-du-Québec,unifamilial,16.0,5104,97.9,published
	19	+Repentigny,60013,Lanaudière,unifamilial,15.0,5091,100.0,conditional
	20	+Longueuil,58227,Montérégie,condo,15.0,4628,98.3,published
	21	+Saint-Jérôme,75017,Laurentides,unifamilial,14.5,4503,98.3,conditional
	22	+Granby,47017,Estrie,unifamilial,12.0,4024,97.3,conditional
	23	+Blainville,73015,Laurentides,unifamilial,12.0,3733,97.6,conditional
	24	+Mirabel,74005,Laurentides,unifamilial,12.0,3705,98.6,conditional
	25	+Gatineau,81017,Outaouais,plex,12.0,3660,98.3,published
	26	+Brossard,58007,Montérégie,unifamilial,12.0,3475,97.9,conditional
	27	+Shawinigan,36033,Mauricie,unifamilial,11.0,3346,97.6,conditional
	28	+Mascouche,64015,Lanaudière,unifamilial,10.0,3214,98.6,conditional
	29	+Rimouski,10043,Bas-Saint-Laurent,unifamilial,10.0,3048,96.6,conditional
	30	+Victoriaville,39062,Centre-du-Québec,unifamilial,9.0,2996,96.9,conditional
	31	+Châteauguay,67050,Montérégie,unifamilial,9.0,2894,97.9,conditional
	32	+Salaberry-de-Valleyfield,70052,Montérégie,unifamilial,9.0,2882,96.9,conditional
	33	+Longueuil,58227,Montérégie,plex,9.0,2741,98.6,published
	34	+Saint-Hyacinthe,54048,Montérégie,unifamilial,9.0,2727,96.9,conditional
	35	+Saint-Eustache,72005,Laurentides,unifamilial,8.0,2576,96.9,conditional
	36	+Saguenay,94068,Saguenay–Lac-Saint-Jean,plex,8.0,2576,96.2,published
	37	+Boucherville,58033,Montérégie,unifamilial,8.0,2559,97.3,conditional
	38	+Trois-Rivières,37067,Mauricie,plex,8.0,2535,97.6,published
	39	+Gatineau,81017,Outaouais,condo,6.5,2519,96.2,published
	40	+Vaudreuil-Dorion,71083,Montérégie,unifamilial,8.0,2465,99.0,conditional
	41	+Laval,65005,Laval,plex,8.0,2434,97.6,published
	42	+Sherbrooke,43027,Estrie,plex,7.0,2402,97.9,published
	43	+Sorel-Tracy,53052,Montérégie,unifamilial,7.0,2353,97.6,conditional
	44	+Saint-Lin–Laurentides,63048,Lanaudière,unifamilial,7.0,2329,98.3,conditional
	45	+Rouyn-Noranda,86042,Abitibi-Témiscamingue,unifamilial,8.0,2327,94.5,conditional
	46	+Val-d'Or,89008,Abitibi-Témiscamingue,unifamilial,7.0,2194,95.9,conditional
	47	+Saint-Georges,29073,Chaudière-Appalaches,unifamilial,6.0,2019,96.9,conditional
	48	+Magog,45072,Estrie,unifamilial,7.0,2010,95.5,conditional
	49	+Alma,93042,Saguenay–Lac-Saint-Jean,unifamilial,6.0,1975,95.2,conditional
	50	+Chambly,57005,Montérégie,unifamilial,6.0,1952,95.2,conditional
	51	+Sainte-Julie,59010,Montérégie,unifamilial,6.0,1943,95.5,conditional
	52	+Dollard-des-Ormeaux,66142,Montréal,unifamilial,6.0,1872,96.2,conditional
	53	+Brossard,58007,Montérégie,condo,5.0,1797,91.8,conditional
	54	+Thetford Mines,31084,Chaudière-Appalaches,unifamilial,6.0,1773,94.5,conditional
	55	+Saint-Constant,67035,Montérégie,unifamilial,5.0,1708,94.2,conditional
	56	+Saint-Bruno-de-Montarville,58037,Montérégie,unifamilial,6.0,1702,94.2,conditional
	57	+Beloeil,57040,Montérégie,unifamilial,5.0,1697,95.2,conditional
	58	+Saint-Jérôme,75017,Laurentides,plex,5.0,1696,97.3,conditional
	59	+Repentigny,60013,Lanaudière,condo,5.0,1688,96.9,conditional
	60	+Sainte-Sophie,75028,Laurentides,unifamilial,6.0,1685,96.9,conditional
	61	+L'Assomption,60028,Lanaudière,unifamilial,5.0,1600,94.5,conditional
	62	+Saint-Colomban,75005,Laurentides,unifamilial,5.0,1568,94.5,conditional
	63	+Sept-Îles,97007,Côte-Nord,unifamilial,5.0,1563,93.8,conditional
	64	+Saint-Hippolyte,75045,Laurentides,unifamilial,5.0,1558,96.2,conditional
	65	+Candiac,67020,Montérégie,unifamilial,5.0,1555,95.5,conditional
	66	+Sainte-Adèle,77022,Laurentides,unifamilial,5.0,1534,94.8,conditional
	67	+Saint-Lazare,71105,Montérégie,unifamilial,5.0,1521,94.8,conditional
	68	+Boisbriand,73005,Laurentides,unifamilial,5.0,1519,96.2,conditional
	69	+Lévis,25213,Chaudière-Appalaches,plex,5.0,1511,95.5,published
	70	+Shawinigan,36033,Mauricie,plex,5.0,1485,96.9,conditional
	71	+Sainte-Julienne,63060,Lanaudière,unifamilial,5.0,1468,96.6,conditional
	72	+La Prairie,67015,Montérégie,unifamilial,5.0,1465,93.8,conditional
	73	+Saint-Sauveur,77043,Laurentides,unifamilial,5.0,1461,94.8,conditional
	74	+Mont-Saint-Hilaire,57035,Montérégie,unifamilial,5.0,1428,93.1,conditional
	75	+Val-des-Monts,82015,Outaouais,unifamilial,4.0,1424,94.8,not_published
	76	+Sainte-Marthe-sur-le-Lac,72015,Laurentides,unifamilial,4.0,1399,93.5,not_published
	77	+Lavaltrie,52007,Lanaudière,unifamilial,4.0,1393,95.5,not_published
	78	+Rawdon,62037,Lanaudière,unifamilial,4.0,1366,95.5,not_published
	79	+Pointe-Claire,66097,Montréal,unifamilial,4.0,1340,94.8,not_published
	80	+Varennes,59020,Montérégie,unifamilial,4.0,1312,91.4,not_published
	81	+Drummondville,49058,Centre-du-Québec,plex,4.0,1205,94.2,published
	82	+Prévost,75040,Laurentides,unifamilial,4.0,1203,93.1,not_published
	83	+Baie-Comeau,96020,Côte-Nord,unifamilial,4.0,1179,88.3,not_published
	84	+Sainte-Brigitte-de-Laval,22045,Capitale-Nationale,unifamilial,3.0,1162,89.7,not_published
	85	+Saint-Basile-le-Grand,57020,Montérégie,unifamilial,4.0,1148,92.8,not_published
	86	+Beaconsfield,66107,Montréal,unifamilial,4.0,1147,92.8,not_published
	87	+Mirabel,74005,Laurentides,plex,4.0,1146,94.5,not_published
	88	+Mercier,67045,Montérégie,unifamilial,4.0,1141,90.4,not_published
	89	+Saint-Raymond,34128,Capitale-Nationale,unifamilial,4.0,1140,92.1,not_published
	90	+Saint-Calixte,63055,Lanaudière,unifamilial,4.0,1130,93.1,not_published
	91	+Bromont,46078,Estrie,unifamilial,3.0,1053,91.1,not_published
	92	+Sainte-Anne-des-Plaines,73035,Laurentides,unifamilial,3.0,1049,91.8,not_published
	93	+L'Ancienne-Lorette,23057,Capitale-Nationale,unifamilial,3.0,1049,89.3,not_published
	94	+Saint-Augustin-de-Desmaures,23072,Capitale-Nationale,unifamilial,3.0,1043,87.6,not_published
	95	+Stoneham-et-Tewkesbury,22035,Capitale-Nationale,unifamilial,3.0,1039,93.1,not_published
	96	+Saint-Amable,59015,Montérégie,unifamilial,3.0,1039,91.1,not_published
	97	+Saint-Jean-sur-Richelieu,56083,Montérégie,plex,3.0,1029,92.8,not_published
	98	+Chertsey,62047,Lanaudière,unifamilial,4.0,1026,90.7,not_published
	99	+Dolbeau-Mistassini,92022,Saguenay–Lac-Saint-Jean,unifamilial,4.0,1023,88.3,not_published
	100	+Sainte-Catherine-de-la-Jacques-Cartier,22005,Capitale-Nationale,unifamilial,3.0,1015,86.3,not_published
	101	+Bécancour,38010,Centre-du-Québec,unifamilial,3.0,1010,91.4,not_published
	102	+Deux-Montagnes,72010,Laurentides,unifamilial,3.0,1010,90.7,not_published
	103	+Sainte-Catherine,67030,Montérégie,unifamilial,3.0,1004,88.7,not_published
	104	+Lachute,76020,Laurentides,unifamilial,3.0,1001,90.0,not_published
	105	+Rivière-du-Loup,12072,Bas-Saint-Laurent,unifamilial,3.0,990,88.0,not_published
	106	+Sainte-Thérèse,73010,Laurentides,unifamilial,3.0,981,93.5,not_published
	107	+Rosemère,73020,Laurentides,unifamilial,3.0,970,91.4,not_published
	108	+Saint-Apollinaire,33090,Chaudière-Appalaches,unifamilial,3.0,970,88.0,not_published
	109	+Mont-Tremblant,78102,Laurentides,unifamilial,3.0,968,90.4,not_published
	110	+Cowansville,46080,Estrie,unifamilial,3.0,968,90.0,not_published
	111	+Salaberry-de-Valleyfield,70052,Montérégie,plex,3.0,955,91.1,not_published
	112	+Saint-Lambert,58012,Montérégie,unifamilial,3.0,947,89.7,not_published
	113	+Granby,47017,Estrie,plex,3.0,944,86.9,not_published
	114	+Terrebonne,64008,Lanaudière,condo,3.0,929,82.8,not_published
	115	+Terrebonne,64008,Lanaudière,plex,3.0,920,90.7,not_published
	116	+Lévis,25213,Chaudière-Appalaches,condo,3.0,919,79.4,published
	117	+Pont-Rouge,34017,Capitale-Nationale,unifamilial,3.0,918,83.5,not_published
	118	+Matane,08053,Bas-Saint-Laurent,unifamilial,3.0,917,87.6,not_published
	119	+Kirkland,66102,Montréal,unifamilial,3.0,917,89.3,not_published
	120	+Carignan,57010,Montérégie,unifamilial,3.0,912,89.3,not_published
	121	+Beauharnois,70022,Montérégie,unifamilial,3.0,906,90.4,not_published
	122	+Mont-Laurier,79088,Laurentides,unifamilial,3.0,904,89.7,not_published
	123	+Contrecoeur,59035,Montérégie,unifamilial,3.0,884,87.6,not_published
	124	+Sainte-Agathe-des-Monts,78032,Laurentides,unifamilial,3.0,882,92.1,not_published
	125	+Cantley,82020,Outaouais,unifamilial,3.0,878,88.0,not_published
	126	+Saint-Adolphe-d'Howard,77065,Laurentides,unifamilial,3.0,865,91.4,not_published
	127	+Saint-Zotique,71025,Montérégie,unifamilial,3.0,855,87.6,not_published
	128	+Pincourt,71070,Montérégie,unifamilial,3.0,852,87.6,not_published
	129	+Saint-Donat,62060,Lanaudière,unifamilial,3.0,846,89.0,not_published
	130	+Marieville,55048,Montérégie,unifamilial,3.0,834,86.9,not_published
	131	+Joliette,61025,Lanaudière,unifamilial,3.0,827,88.3,not_published
	132	+Chelsea,82025,Outaouais,unifamilial,3.0,809,82.1,not_published
	133	+Sainte-Marie,26030,Chaudière-Appalaches,unifamilial,3.0,808,82.8,not_published
	134	+La Pêche,82035,Outaouais,unifamilial,3.0,807,86.6,not_published
	135	+Saint-Hyacinthe,54048,Montérégie,plex,3.0,800,86.9,not_published
	136	+Lorraine,73025,Laurentides,unifamilial,3.0,796,85.6,not_published
	137	+Les Îles-de-la-Madeleine,01023,Gaspésie–Îles-de-la-Madeleine,unifamilial,3.0,778,88.0,not_published
	138	+Westmount,66032,Montréal,unifamilial,3.0,765,86.3,not_published
	139	+Saint-Jérôme,75017,Laurentides,condo,2.0,760,75.9,not_published
	140	+Brownsburg-Chatham,76043,Laurentides,unifamilial,2.0,756,89.3,not_published
	141	+Saint-Félicien,91042,Saguenay–Lac-Saint-Jean,unifamilial,3.0,755,86.3,not_published
	142	+Lac-Beauport,22040,Capitale-Nationale,unifamilial,2.0,751,85.6,not_published
	143	+Saint-Philippe,67010,Montérégie,unifamilial,3.0,748,84.5,not_published
	144	+Otterburn Park,57030,Montérégie,unifamilial,2.0,745,86.9,not_published
	145	+Gaspé,03005,Gaspésie–Îles-de-la-Madeleine,unifamilial,3.0,742,87.3,not_published
	146	+Notre-Dame-de-l'Île-Perrot,71065,Montérégie,unifamilial,3.0,741,85.9,not_published
	147	+Farnham,46112,Estrie,unifamilial,3.0,719,83.5,not_published
	148	+La Tuque,90012,Mauricie,unifamilial,3.0,714,84.5,not_published
	149	+Mascouche,64015,Lanaudière,condo,2.0,713,78.0,not_published
	150	+Mont-Royal,66072,Montréal,unifamilial,2.0,711,86.9,not_published
	151	+Orford,45115,Estrie,unifamilial,3.0,703,84.5,not_published
	152	+Notre-Dame-des-Prairies,61030,Lanaudière,unifamilial,2.0,691,82.8,not_published
	153	+Côte-Saint-Luc,66058,Montréal,condo,2.5,681,81.8,not_published
	154	+Sorel-Tracy,53052,Montérégie,plex,2.0,670,87.3,not_published
	155	+Côte-Saint-Luc,66058,Montréal,unifamilial,2.0,668,83.2,not_published
	156	+Chibougamau,99025,Nord-du-Québec,unifamilial,2.0,662,80.4,not_published
	157	+Dorval,66087,Montréal,unifamilial,2.0,660,80.8,not_published
	158	+L'Épiphanie,60037,Lanaudière,unifamilial,2.0,651,82.5,not_published
	159	+Saint-Charles-Borromée,61035,Lanaudière,unifamilial,2.0,645,84.5,not_published
	160	+Sainte-Marguerite-du-Lac-Masson,77012,Laurentides,unifamilial,2.0,643,84.9,not_published
	161	+Boischatel,21045,Capitale-Nationale,unifamilial,2.0,638,79.7,not_published
	162	+Rouyn-Noranda,86042,Abitibi-Témiscamingue,plex,2.0,633,83.5,not_published
	163	+Bois-des-Filion,73030,Laurentides,unifamilial,2.0,631,83.2,not_published
	164	+Roberval,91025,Saguenay–Lac-Saint-Jean,unifamilial,2.0,625,82.1,not_published
	165	+Shefford,47035,Estrie,unifamilial,2.0,624,84.5,not_published
	166	+Lac-Brome,46075,Estrie,unifamilial,2.0,619,80.8,not_published
	167	+Morin-Heights,77050,Laurentides,unifamilial,2.0,612,81.1,not_published
	168	+Rigaud,71133,Montérégie,unifamilial,2.0,609,82.8,not_published
	169	+Montmagny,18050,Chaudière-Appalaches,unifamilial,2.0,605,80.8,not_published
	170	+La Malbaie,15013,Capitale-Nationale,unifamilial,2.0,596,81.8,not_published
	171	+Saint-Jean-de-Matha,62015,Lanaudière,unifamilial,2.0,594,75.6,not_published
	172	+Donnacona,34025,Capitale-Nationale,unifamilial,2.0,588,77.3,not_published
	173	+Shannon,22020,Capitale-Nationale,unifamilial,2.0,587,69.8,not_published
	174	+Acton Vale,48028,Montérégie,unifamilial,2.0,586,78.4,not_published
	175	+Blainville,73015,Laurentides,plex,2.0,576,80.4,not_published
	176	+Saint-Lambert,58012,Montérégie,condo,2.0,574,70.1,not_published
	177	+Saint-Honoré,94240,Saguenay–Lac-Saint-Jean,unifamilial,2.0,570,79.0,not_published
	178	+Boucherville,58033,Montérégie,condo,2.0,570,65.6,not_published
	179	+Pointe-Calumet,72020,Laurentides,unifamilial,2.0,568,81.1,not_published
	180	+Val-David,78010,Laurentides,unifamilial,2.0,566,78.4,not_published
	181	+Hébertville,93022,Saguenay–Lac-Saint-Jean,unifamilial,2.0,561,75.9,not_published
	182	+Saint-Paul,61005,Lanaudière,unifamilial,2.0,555,78.7,not_published
	183	+Saint-Alphonse-Rodriguez,62025,Lanaudière,unifamilial,2.0,554,85.9,not_published
	184	+Alma,93042,Saguenay–Lac-Saint-Jean,plex,2.0,554,76.3,not_published
	185	+Val-des-Sources,40043,Estrie,unifamilial,2.0,547,76.6,not_published
	186	+Coaticook,44037,Estrie,unifamilial,2.0,546,77.7,not_published
	187	+Waterloo,47025,Estrie,unifamilial,2.0,544,75.3,not_published
	188	+L'Île-Perrot,71060,Montérégie,unifamilial,2.0,542,75.6,not_published
	189	+Saint-Augustin-de-Desmaures,23072,Capitale-Nationale,condo,2.0,538,72.5,not_published
	190	+Saint-Ferréol-les-Neiges,21010,Capitale-Nationale,unifamilial,2.0,538,78.7,not_published
	191	+Saint-Lambert-de-Lauzon,26070,Chaudière-Appalaches,unifamilial,2.0,537,74.9,not_published
	192	+Saint-Félix-de-Valois,62007,Lanaudière,unifamilial,2.0,532,76.6,not_published
	193	+Victoriaville,39062,Centre-du-Québec,plex,2.0,526,75.9,not_published
	194	+Hudson,71100,Montérégie,unifamilial,2.0,520,75.9,not_published
	195	+L'Ange-Gardien,82005,Outaouais,unifamilial,2.0,515,75.3,not_published
	196	+Pointe-Claire,66097,Montréal,condo,2.0,508,72.5,not_published
	197	+Roxton Pond,47047,Estrie,unifamilial,2.0,504,74.6,not_published
	198	+Coteau-du-Lac,71040,Montérégie,unifamilial,2.0,503,74.9,not_published
	199	+Sherbrooke,43027,Estrie,condo,2.0,498,76.3,published
	200	+Delson,67025,Montérégie,unifamilial,2.0,494,72.2,not_published
	201	+Les Cèdres,71050,Montérégie,unifamilial,2.0,494,73.5,not_published
	202	+Magog,45072,Estrie,condo,2.0,493,76.6,not_published
	203	+Lanoraie,52017,Lanaudière,unifamilial,2.0,493,75.9,not_published
	204	+Chambly,57005,Montérégie,condo,2.0,491,67.0,not_published
	205	+Sainte-Thérèse,73010,Laurentides,plex,2.0,490,74.9,not_published
	206	+Saint-Rémi,68055,Montérégie,unifamilial,2.0,490,75.9,not_published
	207	+Saint-Jean-sur-Richelieu,56083,Montérégie,condo,2.0,488,67.7,not_published
	208	+Saint-Côme,62065,Lanaudière,unifamilial,2.0,488,75.6,not_published
	209	+Mascouche,64015,Lanaudière,plex,2.0,486,75.3,not_published
	210	+Saint-Pie,54008,Montérégie,unifamilial,2.0,484,72.9,not_published
	211	+Saint-Lin–Laurentides,63048,Lanaudière,plex,2.0,483,75.9,not_published
	212	+Sainte-Anne-des-Lacs,77035,Laurentides,unifamilial,2.0,481,73.9,not_published
	213	+Notre-Dame-du-Mont-Carmel,37235,Mauricie,unifamilial,2.0,480,74.6,not_published
	214	+Mont-Tremblant,78102,Laurentides,condo,2.0,478,72.9,not_published
	215	+Thetford Mines,31084,Chaudière-Appalaches,plex,2.0,476,74.9,not_published
	216	+Saint-Damien,62075,Lanaudière,unifamilial,2.0,474,76.6,not_published
	217	+Rivière-Rouge,79037,Laurentides,unifamilial,2.0,472,73.5,not_published
	218	+Nicolet,50072,Centre-du-Québec,unifamilial,2.0,472,72.9,not_published
	219	+Mont-Blanc,78047,Laurentides,unifamilial,2.0,468,77.3,not_published
	220	+Sainte-Anne-des-Monts,04037,Gaspésie–Îles-de-la-Madeleine,unifamilial,2.0,464,73.5,not_published
	221	+Les Coteaux,71033,Montérégie,unifamilial,2.0,462,73.9,not_published
	222	+Piedmont,77030,Laurentides,unifamilial,2.0,455,73.9,not_published
	223	+Saint-Denis-de-Brompton,42025,Estrie,unifamilial,2.0,454,73.2,not_published
	224	+Pontiac,82030,Outaouais,unifamilial,2.0,446,75.6,not_published
	225	+Saint-Alexis-des-Monts,51065,Mauricie,unifamilial,2.0,445,75.9,not_published
	226	+Granby,47017,Estrie,condo,2.0,442,64.3,not_published
	227	+Dollard-des-Ormeaux,66142,Montréal,condo,2.0,439,67.7,not_published
	228	+Val-d'Or,89008,Abitibi-Témiscamingue,plex,2.0,431,75.6,not_published
	229	+Saint-Agapit,33045,Chaudière-Appalaches,unifamilial,2.0,431,71.1,not_published
	230	+Sainte-Sophie,75028,Laurentides,plex,2.0,430,72.2,not_published
	231	+Dorval,66087,Montréal,condo,2.0,424,70.4,not_published
	232	+La Sarre,87090,Abitibi-Témiscamingue,unifamilial,2.0,424,70.8,not_published
	233	+Sutton,46058,Estrie,unifamilial,2.0,415,74.9,not_published
	234	+Mont-Joli,09077,Bas-Saint-Laurent,unifamilial,2.0,415,68.0,not_published
	235	+Repentigny,60013,Lanaudière,plex,2.0,412,72.9,not_published
	236	+Beaupré,21025,Capitale-Nationale,unifamilial,2.0,408,67.7,not_published
	237	+Saint-Henri,19068,Chaudière-Appalaches,unifamilial,2.0,406,66.3,not_published
	238	+Joliette,61025,Lanaudière,plex,2.0,404,72.5,not_published
	239	+Port-Cartier,97022,Côte-Nord,unifamilial,2.0,400,67.0,not_published
	240	+Verchères,59025,Montérégie,unifamilial,2.0,398,67.7,not_published
	241	+Princeville,32033,Centre-du-Québec,unifamilial,2.0,398,67.7,not_published
	242	+Château-Richer,21035,Capitale-Nationale,unifamilial,2.0,396,63.2,not_published
	243	+Rimouski,10043,Bas-Saint-Laurent,plex,2.0,396,64.9,not_published
	244	+Saint-Césaire,55023,Montérégie,unifamilial,2.0,391,62.9,not_published
	245	+Louiseville,51015,Mauricie,unifamilial,2.0,391,67.4,not_published
	246	+Mandeville,52095,Lanaudière,unifamilial,2.0,381,67.4,not_published
	247	+Sainte-Thérèse,73010,Laurentides,condo,2.0,380,60.1,not_published
	248	+Gore,76025,Laurentides,unifamilial,2.0,378,71.8,not_published
	249	+Eastman,45093,Estrie,unifamilial,2.0,378,70.1,not_published
	250	+Trois-Rivières,37067,Mauricie,condo,2.0,376,56.4,published
	251	+Saint-Roch-de-Richelieu,53040,Montérégie,unifamilial,2.0,375,64.6,not_published
	252	+Saint-Joseph-du-Lac,72025,Laurentides,unifamilial,2.0,374,67.0,not_published
	253	+Magog,45072,Estrie,plex,2.0,372,67.4,not_published
	254	+Val-Morin,78005,Laurentides,unifamilial,2.0,371,70.4,not_published
	255	+Saint-David-de-Falardeau,94245,Saguenay–Lac-Saint-Jean,unifamilial,2.0,371,67.4,not_published
	256	+Lac-Supérieur,78095,Laurentides,unifamilial,2.0,370,68.7,not_published
	257	+Notre-Dame-du-Laus,79005,Laurentides,unifamilial,2.0,368,66.0,not_published
	258	+Lac-Etchemin,28053,Chaudière-Appalaches,unifamilial,2.0,365,64.3,not_published
	259	+Saint-Michel-des-Saints,62085,Lanaudière,unifamilial,2.0,365,67.7,not_published
	260	+Saint-Eustache,72005,Laurentides,condo,2.0,365,58.8,not_published
	261	+Baie-Saint-Paul,16013,Capitale-Nationale,unifamilial,2.0,364,64.9,not_published
	262	+Saint-Roch-de-l'Achigan,63035,Lanaudière,unifamilial,2.0,362,67.0,not_published
	263	+Sainte-Adèle,77022,Laurentides,plex,2.0,361,65.3,not_published
	264	+Chandler,02028,Gaspésie–Îles-de-la-Madeleine,unifamilial,2.0,357,69.4,not_published
	265	+Saint-Anicet,69070,Montérégie,unifamilial,2.0,354,64.6,not_published
	266	+Grenville-sur-la-Rouge,76052,Laurentides,unifamilial,1.0,351,68.7,not_published
	267	+Wentworth-Nord,77060,Laurentides,unifamilial,1.0,347,66.7,not_published
	268	+Témiscouata-sur-le-Lac,13073,Bas-Saint-Laurent,unifamilial,2.0,344,60.8,not_published
	269	+Neuville,34007,Capitale-Nationale,unifamilial,1.0,343,62.9,not_published
	270	+Sainte-Agathe-des-Monts,78032,Laurentides,plex,1.0,340,63.2,not_published
	271	+Austin,45085,Estrie,unifamilial,1.0,339,66.3,not_published
	272	+Thurso,80050,Outaouais,unifamilial,1.0,336,63.2,not_published
	273	+Saint-Jacques,63013,Lanaudière,unifamilial,1.5,335,61.2,not_published
	274	+Labelle,78120,Laurentides,unifamilial,1.0,334,61.9,not_published
	275	+Lac-Mégantic,30030,Estrie,unifamilial,1.0,333,60.8,not_published
	276	+Saint-Cyrille-de-Wendover,49070,Centre-du-Québec,unifamilial,1.0,329,59.8,not_published
	277	+Lachute,76020,Laurentides,plex,1.0,328,65.6,not_published
	278	+Saint-André-Avellin,80027,Outaouais,unifamilial,1.0,327,63.6,not_published
	279	+Venise-en-Québec,56005,Montérégie,unifamilial,2.0,327,61.9,not_published
	280	+Gracefield,83032,Outaouais,unifamilial,1.0,326,60.5,not_published
	281	+La Pocatière,14082,Bas-Saint-Laurent,unifamilial,1.0,325,61.5,not_published
	282	+Napierville,68030,Montérégie,unifamilial,1.0,325,59.5,not_published
	283	+Saint-Boniface,51085,Mauricie,unifamilial,1.0,325,63.9,not_published
	284	+Saint-Gabriel-de-Brandon,52085,Lanaudière,unifamilial,1.0,321,61.9,not_published
	285	+Nominingue,79030,Laurentides,unifamilial,1.0,321,63.6,not_published
	286	+Amqui,07047,Bas-Saint-Laurent,unifamilial,1.5,321,57.7,not_published
	287	+Saguenay,94068,Saguenay–Lac-Saint-Jean,condo,2.0,321,54.3,published
	288	+Saint-Eustache,72005,Laurentides,plex,1.0,320,63.9,not_published
	289	+Oka,72032,Laurentides,unifamilial,1.0,320,62.9,not_published
	290	+Danville,40047,Estrie,unifamilial,1.0,319,63.6,not_published
	291	+Sainte-Julie,59010,Montérégie,condo,1.0,318,61.5,not_published
	292	+Saint-Ambroise,94255,Saguenay–Lac-Saint-Jean,unifamilial,1.0,318,59.8,not_published
	293	+Potton,45030,Estrie,unifamilial,1.0,317,63.9,not_published
	294	+Weedon,41098,Estrie,unifamilial,1.0,314,64.6,not_published
	295	+Candiac,67020,Montérégie,condo,2.0,314,54.0,not_published
	296	+Beauceville,27028,Chaudière-Appalaches,unifamilial,1.0,314,59.5,not_published
	297	+Amherst,78070,Laurentides,unifamilial,1.0,313,62.5,not_published
	298	+Sainte-Béatrix,62020,Lanaudière,unifamilial,1.0,312,66.0,not_published
	299	+Cap-Santé,34030,Capitale-Nationale,unifamilial,1.0,312,59.8,not_published
	300	+Saint-Mathias-sur-Richelieu,55065,Montérégie,unifamilial,1.0,311,63.2,not_published
	301	+Saint-Gilles,33035,Chaudière-Appalaches,unifamilial,2.0,310,61.5,not_published
	302	+Portneuf,34048,Capitale-Nationale,unifamilial,2.0,310,57.0,not_published
	303	+Saint-Étienne-des-Grès,51090,Mauricie,unifamilial,1.0,309,60.1,not_published
	304	+Saint-Tite,35027,Mauricie,unifamilial,2.0,308,61.5,not_published
	305	+Windsor,42088,Estrie,unifamilial,1.0,307,57.0,not_published
	306	+Saint-Bruno-de-Montarville,58037,Montérégie,condo,1.0,306,62.9,not_published
	307	+Sainte-Martine,70012,Montérégie,unifamilial,1.0,302,61.9,not_published
	308	+Métabetchouan–Lac-à-la-Croix,93012,Saguenay–Lac-Saint-Jean,unifamilial,1.0,301,60.5,not_published
	309	+Saint-Anselme,19062,Chaudière-Appalaches,unifamilial,1.0,299,55.0,not_published
	310	+Plessisville,32043,Centre-du-Québec,unifamilial,2.0,299,51.5,not_published
	311	+Cookshire-Eaton,41038,Estrie,unifamilial,1.0,298,60.8,not_published
	312	+Saint-Paul-de-l'Île-aux-Noix,56035,Montérégie,unifamilial,1.0,298,58.8,not_published
	313	+Maniwaki,83065,Outaouais,unifamilial,1.0,291,57.0,not_published
	314	+Richelieu,55057,Montérégie,unifamilial,1.0,289,60.1,not_published
	315	+Saint-Germain-de-Grantham,49048,Centre-du-Québec,unifamilial,1.0,288,58.8,not_published
	316	+East Angus,41060,Estrie,unifamilial,1.0,288,61.5,not_published
	317	+Lac-Simon,80095,Outaouais,unifamilial,1.0,284,59.1,not_published
	318	+Saint-Joseph-de-Beauce,27043,Chaudière-Appalaches,unifamilial,1.0,282,56.7,not_published
	319	+Beaumont,19105,Chaudière-Appalaches,unifamilial,1.0,280,55.3,not_published
	320	+Fossambault-sur-le-Lac,22010,Capitale-Nationale,unifamilial,1.0,280,55.3,not_published
	321	+Dunham,46050,Estrie,unifamilial,1.0,279,60.1,not_published
	322	+Saint-Prosper,28020,Chaudière-Appalaches,unifamilial,1.0,279,58.1,not_published
	323	+Saint-Georges,29073,Chaudière-Appalaches,plex,1.0,279,56.7,not_published
	324	+McMasterville,57025,Montérégie,unifamilial,1.0,278,57.0,not_published
	325	+Saint-Antonin,12015,Bas-Saint-Laurent,unifamilial,1.0,275,54.6,not_published
	326	+Saint-André-d'Argenteuil,76008,Laurentides,unifamilial,1.0,275,55.3,not_published
	327	+Lac-des-Écorces,79078,Laurentides,unifamilial,1.0,273,56.7,not_published
	328	+Sainte-Émélie-de-l'Énergie,62070,Lanaudière,unifamilial,1.0,273,54.3,not_published
	329	+Adstock,31056,Chaudière-Appalaches,unifamilial,1.0,272,59.5,not_published
	330	+Baie-Comeau,96020,Côte-Nord,plex,1.0,272,51.9,not_published
	331	+Châteauguay,67050,Montérégie,plex,1.0,271,55.3,not_published
	332	+Sainte-Mélanie,61050,Lanaudière,unifamilial,1.0,270,58.4,not_published
	333	+La Minerve,78130,Laurentides,unifamilial,1.0,267,59.5,not_published
	334	+Notre-Dame-de-la-Merci,62055,Lanaudière,unifamilial,1.0,267,60.1,not_published
	335	+Warwick,39077,Centre-du-Québec,unifamilial,1.0,265,57.0,not_published
	336	+Beloeil,57040,Montérégie,condo,1.0,264,50.9,not_published
	337	+Sainte-Claire,19055,Chaudière-Appalaches,unifamilial,1.0,264,52.9,not_published
	338	+Saint-Sauveur,77043,Laurentides,plex,1.0,263,56.4,not_published
	339	+Huntingdon,69055,Montérégie,unifamilial,1.0,262,53.3,not_published
	340	+Rivière-Beaudette,71005,Montérégie,unifamilial,1.0,260,54.6,not_published
	341	+Saint-Ambroise-de-Kildare,61040,Lanaudière,unifamilial,1.0,260,55.7,not_published
	342	+Baie-D'Urfé,66112,Montréal,unifamilial,1.0,259,57.0,not_published
	343	+Saint-Maurice,37230,Mauricie,unifamilial,1.0,256,52.2,not_published
	344	+Mont-Royal,66072,Montréal,condo,1.0,256,51.2,not_published
	345	+La Tuque,90012,Mauricie,plex,1.0,255,54.0,not_published
	346	+Hampstead,66062,Montréal,unifamilial,1.0,254,56.7,not_published
	347	+Rivière-du-Loup,12072,Bas-Saint-Laurent,plex,1.0,254,54.6,not_published
	348	+Sainte-Marthe-sur-le-Lac,72015,Laurentides,condo,1.0,252,49.8,not_published
	349	+Mont-Laurier,79088,Laurentides,plex,1.0,251,56.0,not_published
	350	+Saint-Isidore,26063,Chaudière-Appalaches,unifamilial,1.0,250,51.9,not_published
	351	+Carleton-sur-Mer,06013,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,247,51.9,not_published
	352	+Sept-Îles,97007,Côte-Nord,plex,1.0,247,56.4,not_published
	353	+Sainte-Anne-de-Beaupré,21030,Capitale-Nationale,unifamilial,1.0,246,51.2,not_published
	354	+Crabtree,61013,Lanaudière,unifamilial,1.0,246,54.3,not_published
	355	+Saint-Alphonse-de-Granby,47010,Estrie,unifamilial,1.0,245,51.5,not_published
	356	+Ormstown,69037,Montérégie,unifamilial,1.0,244,53.3,not_published
	357	+Berthierville,52035,Lanaudière,unifamilial,1.0,244,52.6,not_published
	358	+Saint-Gabriel-de-Valcartier,22025,Capitale-Nationale,unifamilial,1.0,244,48.8,not_published
	359	+Saint-Élie-de-Caxton,51075,Mauricie,unifamilial,1.0,244,54.0,not_published
	360	+Saint-Basile,34038,Capitale-Nationale,unifamilial,1.0,243,51.2,not_published
	361	+Sainte-Luce,09092,Bas-Saint-Laurent,unifamilial,1.0,243,54.3,not_published
	362	+Malartic,89015,Abitibi-Témiscamingue,unifamilial,1.0,242,54.6,not_published
	363	+L'Islet,17078,Chaudière-Appalaches,unifamilial,1.0,241,50.2,not_published
	364	+Saint-Gabriel,52080,Lanaudière,unifamilial,1.0,241,54.0,not_published
	365	+Sainte-Catherine-de-Hatley,45060,Estrie,unifamilial,1.0,240,51.5,not_published
	366	+Sainte-Croix,33102,Chaudière-Appalaches,unifamilial,1.0,239,52.6,not_published
	367	+Blainville,73015,Laurentides,condo,1.0,239,48.8,not_published
	368	+Notre-Dame-des-Bois,30010,Estrie,unifamilial,1.0,238,54.0,not_published
	369	+Lacolle,56023,Montérégie,unifamilial,1.0,236,52.2,not_published
	370	+Sainte-Lucie-des-Laurentides,78020,Laurentides,unifamilial,1.0,235,53.6,not_published
	371	+Papineauville,80037,Outaouais,unifamilial,1.0,234,53.3,not_published
	372	+Cowansville,46080,Estrie,plex,1.0,234,49.8,not_published
	373	+Beauharnois,70022,Montérégie,plex,1.0,231,53.3,not_published
	374	+Saint-Denis-sur-Richelieu,57068,Montérégie,unifamilial,1.0,230,49.5,not_published
	375	+Westmount,66032,Montréal,condo,1.0,230,50.5,not_published
	376	+Léry,67055,Montérégie,unifamilial,1.0,230,49.8,not_published
	377	+Saint-Liboire,54072,Montérégie,unifamilial,1.0,230,51.5,not_published
	378	+Mont-Tremblant,78102,Laurentides,plex,1.0,229,53.6,not_published
	379	+Vaudreuil-Dorion,71083,Montérégie,condo,1.0,229,41.9,not_published
	380	+Saint-Christophe-d'Arthabaska,39060,Centre-du-Québec,unifamilial,1.0,228,53.6,not_published
	381	+Ascot Corner,41055,Estrie,unifamilial,1.0,228,50.5,not_published
	382	+L'Assomption,60028,Lanaudière,plex,1.0,226,53.6,not_published
	383	+New Richmond,05070,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,226,51.2,not_published
	384	+Mont-Saint-Grégoire,56097,Montérégie,unifamilial,1.0,224,51.2,not_published
	385	+Montpellier,80090,Outaouais,unifamilial,1.0,223,50.5,not_published
	386	+Saint-Zénon,62080,Lanaudière,unifamilial,1.0,223,48.8,not_published
	387	+Trois-Pistoles,11040,Bas-Saint-Laurent,unifamilial,1.0,222,50.5,not_published
	388	+Saint-Jean-Port-Joli,17070,Chaudière-Appalaches,unifamilial,1.0,222,48.8,not_published
	389	+Saint-Raphaël,19082,Chaudière-Appalaches,unifamilial,1.0,222,50.9,not_published
	390	+Saint-Mathieu-de-Beloeil,57045,Montérégie,unifamilial,1.0,221,46.4,not_published
	391	+Sainte-Marie-Madeleine,54030,Montérégie,unifamilial,1.0,220,47.8,not_published
	392	+Sainte-Clotilde,68020,Montérégie,unifamilial,1.0,220,49.1,not_published
	393	+Ferme-Neuve,79097,Laurentides,unifamilial,1.0,219,46.7,not_published
	394	+Sainte-Anne-de-Sabrevois,56060,Montérégie,unifamilial,1.0,218,45.7,not_published
	395	+Saint-Colomban,75005,Laurentides,plex,1.0,217,46.7,not_published
	396	+Sainte-Anne-de-Bellevue,66117,Montréal,unifamilial,1.0,216,48.1,not_published
	397	+Saint-Alexandre,56055,Montérégie,unifamilial,1.0,216,47.8,not_published
	398	+Daveluyville,39152,Centre-du-Québec,unifamilial,1.0,215,50.9,not_published
	399	+Sainte-Thècle,35050,Mauricie,unifamilial,1.0,215,47.8,not_published
	400	+Saint-Mathieu-du-Parc,51070,Mauricie,unifamilial,1.0,214,51.9,not_published
	401	+La Conception,78115,Laurentides,unifamilial,1.0,214,51.2,not_published
	402	+Saint-Amable,59015,Montérégie,condo,1.0,213,44.7,not_published
	403	+Saint-Louis-de-Gonzague,70035,Montérégie,unifamilial,1.0,212,47.8,not_published
	404	+Notre-Dame-de-Lourdes,61045,Lanaudière,unifamilial,1.0,211,46.4,not_published
	405	+Témiscaming,85005,Abitibi-Témiscamingue,unifamilial,1.0,211,50.2,not_published
	406	+Sainte-Marcelline-de-Kildare,62030,Lanaudière,unifamilial,1.0,211,51.2,not_published
	407	+Saint-Hippolyte,75045,Laurentides,plex,1.0,210,49.1,not_published
	408	+Hinchinbrooke,69045,Montérégie,unifamilial,1.0,209,50.5,not_published
	409	+Saint-Marc-des-Carrières,34065,Capitale-Nationale,unifamilial,1.0,208,43.6,not_published
	410	+Brigham,46090,Estrie,unifamilial,1.0,208,48.8,not_published
	411	+Saint-Dominique,54060,Montérégie,unifamilial,1.0,208,48.5,not_published
	412	+Rougemont,55037,Montérégie,unifamilial,1.0,207,48.8,not_published
	413	+Amos,88057,Abitibi-Témiscamingue,unifamilial,2.0,206,28.5,not_published
	414	+Clermont,15035,Capitale-Nationale,unifamilial,1.0,205,45.4,not_published
	415	+Farnham,46112,Estrie,plex,1.0,205,47.4,not_published
	416	+Montréal-Ouest,66047,Montréal,unifamilial,1.0,205,44.7,not_published
	417	+Saint-Barthélemy,52055,Lanaudière,unifamilial,1.0,205,50.5,not_published
	418	+Entrelacs,62053,Lanaudière,unifamilial,1.0,204,49.8,not_published
	419	+Disraeli,31015,Chaudière-Appalaches,unifamilial,1.0,203,48.8,not_published
	420	+Saint-Stanislas-de-Kostka,70040,Montérégie,unifamilial,1.0,203,46.7,not_published
	421	+Saint-Polycarpe,71020,Montérégie,unifamilial,1.0,203,48.8,not_published
	422	+Val-des-Bois,80140,Outaouais,unifamilial,1.0,202,44.0,not_published
	423	+Stanstead,45008,Estrie,unifamilial,1.0,202,50.9,not_published
	424	+Saint-Côme–Linière,29057,Chaudière-Appalaches,unifamilial,1.0,201,43.6,not_published
	425	+Scott,26048,Chaudière-Appalaches,unifamilial,1.0,200,47.1,not_published
	426	+Ange-Gardien,55008,Montérégie,unifamilial,1.0,199,46.4,not_published
	427	+Saint-Lucien,49030,Centre-du-Québec,unifamilial,1.0,199,47.8,not_published
	428	+Mille-Isles,76030,Laurentides,unifamilial,1.0,198,48.5,not_published
	429	+Lac-aux-Sables,35010,Mauricie,unifamilial,1.0,198,48.1,not_published
	430	+Saint-Michel,68050,Montérégie,unifamilial,1.0,197,45.7,not_published
	431	+Cap-Saint-Ignace,18045,Chaudière-Appalaches,unifamilial,1.0,197,46.0,not_published
	432	+Saint-Chrysostome,69017,Montérégie,unifamilial,1.0,197,47.8,not_published
	433	+Saint-Charles-de-Bellechasse,19097,Chaudière-Appalaches,unifamilial,1.0,196,43.0,not_published
	434	+Saint-Joseph-de-Coleraine,31045,Chaudière-Appalaches,unifamilial,1.0,196,44.3,not_published
	435	+Normandin,92040,Saguenay–Lac-Saint-Jean,unifamilial,1.0,196,47.4,not_published
	436	+Harrington,76065,Laurentides,unifamilial,1.0,195,47.4,not_published
	437	+Saint-Blaise-sur-Richelieu,56065,Montérégie,unifamilial,1.0,195,44.7,not_published
	438	+L'Ascension-de-Notre-Seigneur,93065,Saguenay–Lac-Saint-Jean,unifamilial,1.0,195,43.3,not_published
	439	+Dolbeau-Mistassini,92022,Saguenay–Lac-Saint-Jean,plex,1.0,195,43.3,not_published
	440	+Stoke,42005,Estrie,unifamilial,1.0,195,47.1,not_published
	441	+Chambly,57005,Montérégie,plex,1.0,195,44.7,not_published
	442	+Berthier-sur-Mer,18065,Chaudière-Appalaches,unifamilial,1.0,195,44.3,not_published
	443	+Ripon,80078,Outaouais,unifamilial,1.0,194,46.0,not_published
	444	+Stratford,30110,Estrie,unifamilial,1.0,193,45.0,not_published
	445	+Sainte-Anne-de-Sorel,53065,Montérégie,unifamilial,1.0,192,46.7,not_published
	446	+Sainte-Barbe,69065,Montérégie,unifamilial,1.0,192,43.0,not_published
	447	+Saint-François-du-Lac,50128,Centre-du-Québec,unifamilial,1.0,192,47.4,not_published
	448	+Charlemagne,60005,Lanaudière,unifamilial,1.0,191,43.6,not_published
	449	+Saint-Thomas,61027,Lanaudière,unifamilial,1.0,190,45.4,not_published
	450	+Richmond,42098,Estrie,unifamilial,1.0,188,47.4,not_published
	451	+Saint-Sulpice,60020,Lanaudière,unifamilial,1.0,188,45.0,not_published
	452	+Deschambault-Grondines,34058,Capitale-Nationale,unifamilial,1.0,188,44.7,not_published
	453	+Saint-Elzéar,26022,Chaudière-Appalaches,unifamilial,1.0,188,44.7,not_published
	454	+Pohénégamook,13095,Bas-Saint-Laurent,unifamilial,1.0,188,44.7,not_published
	455	+Bolton-Est,45095,Estrie,unifamilial,1.0,187,46.0,not_published
	456	+Matane,08053,Bas-Saint-Laurent,plex,1.0,187,41.9,not_published
	457	+Lebel-sur-Quévillon,99005,Nord-du-Québec,unifamilial,1.0,186,44.7,not_published
	458	+Bedford,46035,Estrie,unifamilial,1.0,186,43.6,not_published
	459	+Macamic,87058,Abitibi-Témiscamingue,unifamilial,1.0,186,45.4,not_published
	460	+Brossard,58007,Montérégie,plex,1.0,184,43.3,not_published
	461	+Waterville,44080,Estrie,unifamilial,1.0,184,41.2,not_published
	462	+Havre-Saint-Pierre,98040,Côte-Nord,unifamilial,1.0,184,46.4,not_published
	463	+Boischatel,21045,Capitale-Nationale,condo,1.0,182,39.5,not_published
	464	+Saint-Anaclet-de-Lessard,10030,Bas-Saint-Laurent,unifamilial,1.0,182,44.3,not_published
	465	+Pierreville,50113,Centre-du-Québec,unifamilial,1.0,182,44.7,not_published
	466	+Saint-Tite-des-Caps,21005,Capitale-Nationale,unifamilial,1.0,181,42.6,not_published
	467	+Saint-Prime,91035,Saguenay–Lac-Saint-Jean,unifamilial,1.0,181,44.3,not_published
	468	+Saint-Paul-d'Abbotsford,55015,Montérégie,unifamilial,1.0,180,43.6,not_published
	469	+Senneterre,89040,Abitibi-Témiscamingue,unifamilial,1.0,179,40.5,not_published
	470	+Saint-Bernard,26055,Chaudière-Appalaches,unifamilial,1.0,178,40.9,not_published
	471	+Saint-Jean-Baptiste,57033,Montérégie,unifamilial,1.0,177,44.0,not_published
	472	+Compton,44071,Estrie,unifamilial,1.0,176,42.3,not_published
	473	+Saint-Antoine-de-Tilly,33095,Chaudière-Appalaches,unifamilial,1.0,176,41.2,not_published
	474	+Larouche,94265,Saguenay–Lac-Saint-Jean,unifamilial,1.0,176,40.9,not_published
	475	+Percé,02005,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,176,44.0,not_published
	476	+Maskinongé,51008,Mauricie,unifamilial,1.0,176,44.7,not_published
	477	+Saint-Pascal,14018,Bas-Saint-Laurent,unifamilial,1.0,175,44.7,not_published
	478	+Sainte-Victoire-de-Sorel,53025,Montérégie,unifamilial,1.0,175,41.6,not_published
	479	+Beloeil,57040,Montérégie,plex,1.0,175,39.2,not_published
	480	+Saint-Isidore,67040,Montérégie,unifamilial,1.0,173,43.3,not_published
	481	+Mansfield-et-Pontefract,84065,Outaouais,unifamilial,1.0,173,40.9,not_published
	482	+Chute-Saint-Philippe,79065,Laurentides,unifamilial,1.0,173,44.7,not_published
	483	+Saint-Gédéon,93035,Saguenay–Lac-Saint-Jean,unifamilial,1.0,172,42.6,not_published
	484	+Messines,83060,Outaouais,unifamilial,1.0,172,44.7,not_published
	485	+Noyan,56015,Montérégie,unifamilial,1.0,172,40.9,not_published
	486	+Wickham,49040,Centre-du-Québec,unifamilial,1.0,172,42.3,not_published
	487	+Laurier-Station,33060,Chaudière-Appalaches,unifamilial,1.0,171,41.2,not_published
	488	+Saint-Gédéon-de-Beauce,29013,Chaudière-Appalaches,unifamilial,1.0,171,41.6,not_published
	489	+Maria,06005,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,170,41.9,not_published
	490	+Rimouski,10043,Bas-Saint-Laurent,condo,1.0,169,41.2,not_published
	491	+L'Isle-aux-Allumettes,84082,Outaouais,unifamilial,1.0,169,43.0,not_published
	492	+Yamachiche,51020,Mauricie,unifamilial,1.0,168,40.2,not_published
	493	+East Broughton,31122,Chaudière-Appalaches,unifamilial,1.0,168,40.5,not_published
	494	+Ville-Marie,85025,Abitibi-Témiscamingue,unifamilial,1.0,168,41.9,not_published
	495	+Saint-Antoine-sur-Richelieu,57075,Montérégie,unifamilial,1.0,168,40.2,not_published
	496	+Val-des-Sources,40043,Estrie,plex,1.0,167,43.0,not_published
	497	+Clarenceville,56010,Montérégie,unifamilial,1.0,167,41.6,not_published
	498	+Piedmont,77030,Laurentides,condo,1.0,167,37.5,not_published
	499	+Hemmingford,68015,Montérégie,unifamilial,1.0,167,43.6,not_published
	500	+Saint-Liguori,63065,Lanaudière,unifamilial,1.0,167,39.9,not_published
	501	+Saint-Damien-de-Buckland,19030,Chaudière-Appalaches,unifamilial,1.0,167,43.3,not_published
	502	+Cap-Chat,04047,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,167,40.5,not_published
	503	+Upton,48038,Montérégie,unifamilial,1.0,167,43.3,not_published
	504	+Saint-Léonard-d'Aston,50042,Centre-du-Québec,unifamilial,1.0,166,39.5,not_published
	505	+Dégelis,13005,Bas-Saint-Laurent,unifamilial,1.0,166,40.9,not_published
	506	+Duhamel,80135,Outaouais,unifamilial,1.0,166,40.9,not_published
	507	+Paspébiac,05032,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,165,41.9,not_published
	508	+Saint-Malachie,19025,Chaudière-Appalaches,unifamilial,1.0,164,39.2,not_published
	509	+Lac-Bouchette,91005,Saguenay–Lac-Saint-Jean,unifamilial,1.0,164,43.3,not_published
	510	+Fermont,97035,Côte-Nord,unifamilial,2.0,164,10.7,not_published
	511	+Saint-François-Xavier-de-Brompton,42020,Estrie,unifamilial,1.0,163,40.5,not_published
	512	+Lambton,30095,Estrie,unifamilial,1.0,162,42.3,not_published
	513	+Champlain,37220,Mauricie,unifamilial,1.0,162,37.5,not_published
	514	+Sainte-Geneviève-de-Berthier,52040,Lanaudière,unifamilial,1.0,162,40.9,not_published
	515	+Saint-Damase,54017,Montérégie,unifamilial,1.0,162,41.2,not_published
	516	+Saint-Ferdinand,32013,Centre-du-Québec,unifamilial,1.0,161,38.8,not_published
	517	+Dudswell,41117,Estrie,unifamilial,1.0,161,39.5,not_published
	518	+Saint-Fabien,10070,Bas-Saint-Laurent,unifamilial,1.0,161,43.0,not_published
	519	+Saint-Ours,53032,Montérégie,unifamilial,1.0,160,40.2,not_published
	520	+Sainte-Cécile-de-Milton,47055,Estrie,unifamilial,1.0,160,39.9,not_published
	521	+La Macaza,79047,Laurentides,unifamilial,1.0,159,39.2,not_published
	522	+Saint-Ubalde,34090,Capitale-Nationale,unifamilial,1.0,159,39.9,not_published
	523	+Saint-Marc-sur-Richelieu,57050,Montérégie,unifamilial,1.0,158,41.9,not_published
	524	+Barraute,88022,Abitibi-Témiscamingue,unifamilial,1.0,158,38.5,not_published
	525	+Mont-Saint-Hilaire,57035,Montérégie,condo,1.0,157,33.0,not_published
	526	+Labrecque,93055,Saguenay–Lac-Saint-Jean,unifamilial,1.0,157,39.2,not_published
	527	+Saint-Placide,72043,Laurentides,unifamilial,1.0,157,40.5,not_published
	528	+Varennes,59020,Montérégie,condo,1.0,156,35.4,not_published
	529	+Val-des-Monts,82015,Outaouais,plex,1.0,156,40.9,not_published
	530	+La Prairie,67015,Montérégie,condo,1.0,156,30.6,not_published
	531	+Forestville,95045,Côte-Nord,unifamilial,1.0,155,38.5,not_published
	532	+Déléage,83070,Outaouais,unifamilial,1.0,155,38.5,not_published
	533	+Saint-Cuthbert,52062,Lanaudière,unifamilial,1.0,155,39.9,not_published
	534	+Saint-Ulric,08073,Bas-Saint-Laurent,unifamilial,1.0,154,38.8,not_published
	535	+Sainte-Marthe-sur-le-Lac,72015,Laurentides,plex,1.0,154,35.7,not_published
	536	+Bonaventure,05045,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,153,36.4,not_published
	537	+Prévost,75040,Laurentides,plex,1.0,152,38.1,not_published
	538	+Boisbriand,73005,Laurentides,plex,1.0,152,37.5,not_published
	539	+Sainte-Clotilde-de-Horton,39117,Centre-du-Québec,unifamilial,1.0,152,37.8,not_published
	540	+L'Ancienne-Lorette,23057,Capitale-Nationale,plex,1.0,152,36.4,not_published
	541	+Notre-Dame-du-Bon-Conseil,49075,Centre-du-Québec,unifamilial,1.0,151,38.8,not_published
	542	+Marieville,55048,Montérégie,plex,1.0,151,36.8,not_published
	543	+Saint-Nazaire,93045,Saguenay–Lac-Saint-Jean,unifamilial,1.0,151,37.8,not_published
	544	+Saint-Amable,59015,Montérégie,plex,1.0,150,35.1,not_published
	545	+Saint-Hubert-de-Rivière-du-Loup,12010,Bas-Saint-Laurent,unifamilial,1.0,150,39.2,not_published
	546	+Saint-Martin,29045,Chaudière-Appalaches,unifamilial,1.0,150,38.1,not_published
	547	+Saint-Constant,67035,Montérégie,plex,1.0,148,38.5,not_published
	548	+Val-des-Lacs,78100,Laurentides,unifamilial,1.0,148,39.9,not_published
	549	+Saint-Mathieu,67005,Montérégie,unifamilial,1.0,147,38.8,not_published
	550	+Saint-Fulgence,94235,Saguenay–Lac-Saint-Jean,unifamilial,1.0,147,35.7,not_published
	551	+Deux-Montagnes,72010,Laurentides,plex,1.0,146,38.5,not_published
	552	+Chambord,91020,Saguenay–Lac-Saint-Jean,unifamilial,1.0,146,39.9,not_published
	553	+Armagh,19037,Chaudière-Appalaches,unifamilial,1.0,146,38.1,not_published
	554	+Montmagny,18050,Chaudière-Appalaches,plex,1.0,145,37.1,not_published
	555	+Orford,45115,Estrie,condo,1.0,145,36.1,not_published
	556	+Mirabel,74005,Laurentides,condo,1.0,145,33.0,not_published
	557	+Rawdon,62037,Lanaudière,plex,1.0,144,37.1,not_published
	558	+La Prairie,67015,Montérégie,plex,1.0,144,36.4,not_published
	559	+Lavaltrie,52007,Lanaudière,plex,1.0,144,38.5,not_published
	560	+Lantier,78015,Laurentides,unifamilial,1.0,144,38.5,not_published
	561	+Lac-Sainte-Marie,83020,Outaouais,unifamilial,1.0,144,38.1,not_published
	562	+Cayamant,83040,Outaouais,unifamilial,1.0,144,35.7,not_published
	563	+Boisbriand,73005,Laurentides,condo,1.0,144,35.7,not_published
	564	+Kingsey Falls,39097,Centre-du-Québec,unifamilial,1.0,143,35.7,not_published
	565	+Coaticook,44037,Estrie,plex,1.0,143,37.8,not_published
	566	+Saint-Victor,27008,Chaudière-Appalaches,unifamilial,1.0,142,36.1,not_published
	567	+Yamaska,53072,Montérégie,unifamilial,1.0,142,35.1,not_published
	568	+Bury,41070,Estrie,unifamilial,1.0,142,38.5,not_published
	569	+Val-David,78010,Laurentides,plex,1.0,142,37.5,not_published
	570	+Saint-Ignace-de-Loyola,52045,Lanaudière,unifamilial,1.0,142,35.4,not_published
	571	+Grande-Rivière,02015,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,141,38.5,not_published
	572	+Roberval,91025,Saguenay–Lac-Saint-Jean,plex,1.0,141,37.5,not_published
	573	+Hatley,45055,Estrie,unifamilial,1.0,141,35.7,not_published
	574	+Les Escoumins,95025,Côte-Nord,unifamilial,1.0,140,34.4,not_published
	575	+Chapais,99020,Nord-du-Québec,unifamilial,1.0,139,37.8,not_published
	576	+Vaudreuil-Dorion,71083,Montérégie,plex,1.0,139,35.4,not_published
	577	+Saint-Charles-sur-Richelieu,57057,Montérégie,unifamilial,1.0,139,35.1,not_published
	578	+Shawville,84010,Outaouais,unifamilial,1.0,139,35.7,not_published
	579	+Albanel,92030,Saguenay–Lac-Saint-Jean,unifamilial,1.0,138,34.0,not_published
	580	+Saint-Félix-de-Kingsey,49005,Centre-du-Québec,unifamilial,1.0,138,37.1,not_published
	581	+Causapscal,07018,Bas-Saint-Laurent,unifamilial,1.0,137,36.4,not_published
	582	+Saint-Charles-Borromée,61035,Lanaudière,plex,1.0,137,37.1,not_published
	583	+Sainte-Anne-des-Plaines,73035,Laurentides,plex,1.0,136,35.1,not_published
	584	+Beaulac-Garthby,31008,Chaudière-Appalaches,unifamilial,1.0,136,36.1,not_published
	585	+L'Île-Perrot,71060,Montérégie,plex,1.0,136,35.1,not_published
	586	+Saint-Léonard-de-Portneuf,34115,Capitale-Nationale,unifamilial,1.0,136,38.5,not_published
	587	+Lac-Mégantic,30030,Estrie,plex,1.0,136,35.7,not_published
	588	+Sainte-Adèle,77022,Laurentides,condo,1.0,136,34.4,not_published
	589	+Lac-des-Plages,80130,Outaouais,unifamilial,1.0,136,36.1,not_published
	590	+Notre-Dame-des-Pins,29120,Chaudière-Appalaches,unifamilial,1.0,136,33.3,not_published
	591	+Henryville,56042,Montérégie,unifamilial,1.0,135,33.7,not_published
	592	+Rivière-Héva,89010,Abitibi-Témiscamingue,unifamilial,1.0,135,34.4,not_published
	593	+Châteauguay,67050,Montérégie,condo,1.0,135,32.6,not_published
	594	+Beaupré,21025,Capitale-Nationale,condo,1.0,134,34.7,not_published
	595	+Pincourt,71070,Montérégie,condo,1.0,134,28.9,not_published
	596	+Bois-des-Filion,73030,Laurentides,condo,1.0,134,30.6,not_published
	597	+La Présentation,54035,Montérégie,unifamilial,1.0,134,34.0,not_published
	598	+Sainte-Ursule,51040,Mauricie,unifamilial,1.0,134,37.5,not_published
	599	+Stanstead,45025,Estrie,unifamilial,1.0,134,34.0,not_published
	600	+Saint-Michel-de-Bellechasse,19110,Chaudière-Appalaches,unifamilial,1.0,133,36.4,not_published
	601	+Sainte-Anne-de-la-Pérade,37205,Mauricie,unifamilial,1.0,132,34.4,not_published
	602	+Les Éboulements,16048,Capitale-Nationale,unifamilial,1.0,132,36.4,not_published
	603	+Saint-Pamphile,17010,Chaudière-Appalaches,unifamilial,1.0,132,34.4,not_published
	604	+Saint-Alban,34097,Capitale-Nationale,unifamilial,1.0,131,34.0,not_published
	605	+Otter Lake,84055,Outaouais,unifamilial,1.0,131,35.7,not_published
	606	+Sainte-Christine-d'Auvergne,34105,Capitale-Nationale,unifamilial,1.0,129,34.7,not_published
	607	+Caplan,05060,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,129,36.8,not_published
	608	+La Malbaie,15013,Capitale-Nationale,plex,1.0,129,33.0,not_published
	609	+Pointe-des-Cascades,71055,Montérégie,unifamilial,1.0,129,34.0,not_published
	610	+Bowman,80145,Outaouais,unifamilial,1.0,128,32.3,not_published
	611	+Louiseville,51015,Mauricie,plex,1.0,128,34.4,not_published
	612	+Sainte-Hélène-de-Bagot,54095,Montérégie,unifamilial,1.0,127,32.3,not_published
	613	+Valcourt,42055,Estrie,unifamilial,1.0,126,32.3,not_published
	614	+Sayabec,07085,Bas-Saint-Laurent,unifamilial,1.0,126,33.7,not_published
	615	+Sainte-Catherine,67030,Montérégie,plex,1.0,126,31.6,not_published
	616	+Saint-Jacques-le-Mineur,68040,Montérégie,unifamilial,1.0,126,30.6,not_published
	617	+Saint-Bernard-de-Lacolle,68005,Montérégie,unifamilial,1.0,126,33.0,not_published
	618	+Tingwick,39025,Centre-du-Québec,unifamilial,1.0,126,36.4,not_published
	619	+Grand-Remous,83095,Outaouais,unifamilial,1.0,126,34.0,not_published
	620	+Charlemagne,60005,Lanaudière,condo,1.0,126,30.2,not_published
	621	+Trois-Rives,35055,Mauricie,unifamilial,1.0,125,34.7,not_published
	622	+Hérouxville,35035,Mauricie,unifamilial,1.0,125,33.0,not_published
	623	+L'Épiphanie,60037,Lanaudière,plex,1.0,125,35.1,not_published
	624	+Grenville,76055,Laurentides,unifamilial,1.0,125,33.0,not_published
	625	+Montcalm,78055,Laurentides,unifamilial,1.0,125,33.3,not_published
	626	+Windsor,42088,Estrie,plex,1.0,124,30.9,not_published
	627	+Low,83010,Outaouais,unifamilial,1.0,124,32.0,not_published
	628	+Frontenac,30025,Estrie,unifamilial,1.0,124,33.0,not_published
	629	+Sainte-Justine,28045,Chaudière-Appalaches,unifamilial,1.0,124,32.0,not_published
	630	+Bristol,84005,Outaouais,unifamilial,1.0,124,30.9,not_published
	631	+Sainte-Madeleine,54025,Montérégie,unifamilial,1.0,124,31.6,not_published
	632	+Saint-Alexandre-de-Kamouraska,14035,Bas-Saint-Laurent,unifamilial,1.0,124,30.9,not_published
	633	+Saint-Robert,53020,Montérégie,unifamilial,1.0,123,33.3,not_published
	634	+Saint-Albert,39085,Centre-du-Québec,unifamilial,1.0,122,33.3,not_published
	635	+Saint-Herménégilde,44015,Estrie,unifamilial,1.0,122,32.3,not_published
	636	+Price,09065,Bas-Saint-Laurent,unifamilial,1.0,122,31.3,not_published
	637	+Donnacona,34025,Capitale-Nationale,plex,1.0,121,31.6,not_published
	638	+Saint-Laurent-de-l'Île-d'Orléans,20020,Capitale-Nationale,unifamilial,1.0,121,35.1,not_published
	639	+Ayer's Cliff,45035,Estrie,unifamilial,1.0,121,33.3,not_published
	640	+Cacouna,12057,Bas-Saint-Laurent,unifamilial,1.0,120,31.3,not_published
	641	+Saint-Valérien-de-Milton,54065,Montérégie,unifamilial,1.0,120,33.7,not_published
	642	+Wotton,40017,Estrie,unifamilial,1.0,120,33.7,not_published
	643	+Contrecoeur,59035,Montérégie,plex,1.0,119,30.2,not_published
	644	+Cleveland,42110,Estrie,unifamilial,1.0,119,32.6,not_published
	645	+Saint-Félix-d'Otis,94225,Saguenay–Lac-Saint-Jean,unifamilial,1.0,119,32.6,not_published
	646	+Lyster,32065,Centre-du-Québec,unifamilial,1.0,119,33.0,not_published
	647	+Saint-Gervais,19075,Chaudière-Appalaches,unifamilial,1.0,119,33.7,not_published
	648	+Senneterre,89045,Abitibi-Témiscamingue,unifamilial,1.0,119,34.0,not_published
	649	+Saint-Louis-de-Blandford,39170,Centre-du-Québec,unifamilial,1.0,118,31.6,not_published
	650	+Saint-Aubert,17055,Chaudière-Appalaches,unifamilial,1.0,118,28.5,not_published
	651	+Notre-Dame-de-Pontmain,79010,Laurentides,unifamilial,1.0,118,34.0,not_published
	652	+Bois-des-Filion,73030,Laurentides,plex,1.0,117,31.3,not_published
	653	+Vallée-Jonction,26015,Chaudière-Appalaches,unifamilial,1.0,117,32.0,not_published
	654	+Saint-Zacharie,28005,Chaudière-Appalaches,unifamilial,1.0,117,31.6,not_published
	655	+Saint-Théodore-d'Acton,48045,Montérégie,unifamilial,1.0,117,30.6,not_published
	656	+Saint-Esprit,63030,Lanaudière,unifamilial,1.0,117,31.3,not_published
	657	+Frampton,26005,Chaudière-Appalaches,unifamilial,1.0,117,33.0,not_published
	658	+Saint-Paulin,51060,Mauricie,unifamilial,1.0,117,34.4,not_published
	659	+Port-Daniel–Gascons,02047,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,116,31.6,not_published
	660	+Saint-Sauveur,77043,Laurentides,condo,1.0,116,32.0,not_published
	661	+Saint-Clet,71045,Montérégie,unifamilial,1.0,116,32.0,not_published
	662	+Pointe-aux-Outardes,96030,Côte-Nord,unifamilial,1.0,116,30.6,not_published
	663	+L'Isle-Verte,12043,Bas-Saint-Laurent,unifamilial,1.0,116,29.6,not_published
	664	+L'Île-Perrot,71060,Montérégie,condo,1.0,115,31.3,not_published
	665	+Saint-Félicien,91042,Saguenay–Lac-Saint-Jean,plex,1.0,115,30.9,not_published
	666	+Stukely-Sud,45105,Estrie,unifamilial,1.0,115,32.6,not_published
	667	+Denholm,83005,Outaouais,unifamilial,1.0,115,30.9,not_published
	668	+Les Îles-de-la-Madeleine,01023,Gaspésie–Îles-de-la-Madeleine,plex,1.0,114,31.3,not_published
	669	+Disraeli,31020,Chaudière-Appalaches,unifamilial,1.0,114,32.3,not_published
	670	+Cantley,82020,Outaouais,plex,1.0,114,30.6,not_published
	671	+Carignan,57010,Montérégie,condo,1.0,114,31.3,not_published
	672	+Chénéville,80103,Outaouais,unifamilial,1.0,113,33.7,not_published
	673	+L'Ascension,79050,Laurentides,unifamilial,1.0,113,30.6,not_published
	674	+Notre-Dame-de-Montauban,35005,Mauricie,unifamilial,1.0,113,32.3,not_published
	675	+Saint-Alexis,63023,Lanaudière,unifamilial,1.0,113,30.9,not_published
	676	+L'Anse-Saint-Jean,94210,Saguenay–Lac-Saint-Jean,unifamilial,1.0,113,29.2,not_published
	677	+Contrecoeur,59035,Montérégie,condo,1.0,113,28.5,not_published
	678	+Val-Joli,42095,Estrie,unifamilial,1.0,112,32.6,not_published
	679	+Saint-Joachim-de-Shefford,47040,Estrie,unifamilial,1.0,112,28.5,not_published
	680	+Sainte-Angèle-de-Monnoir,55030,Montérégie,unifamilial,1.0,112,28.9,not_published
	681	+Eeyou Istchee Baie-James,99060,Nord-du-Québec,unifamilial,1.0,112,32.0,not_published
	682	+Lac-Sergent,34120,Capitale-Nationale,unifamilial,1.0,112,31.3,not_published
	683	+Mont-Carmel,14005,Bas-Saint-Laurent,unifamilial,1.0,112,31.6,not_published
	684	+McMasterville,57025,Montérégie,plex,1.0,111,30.6,not_published
	685	+Wentworth,76035,Laurentides,unifamilial,1.0,111,30.6,not_published
	686	+Montréal-Est,66007,Montréal,unifamilial,1.0,111,30.9,not_published
	687	+Saint-Claude,42100,Estrie,unifamilial,1.0,110,28.5,not_published
	688	+Saint-Gabriel-de-Rimouski,09025,Bas-Saint-Laurent,unifamilial,1.0,110,30.2,not_published
	689	+Saint-Jean-de-Dieu,11010,Bas-Saint-Laurent,unifamilial,1.0,110,29.2,not_published
	690	+La Doré,91050,Saguenay–Lac-Saint-Jean,unifamilial,1.0,110,29.9,not_published
	691	+Petite-Rivière-Saint-François,16005,Capitale-Nationale,unifamilial,1.0,110,30.2,not_published
	692	+Sainte-Agathe-de-Lotbinière,33017,Chaudière-Appalaches,unifamilial,1.0,110,31.6,not_published
	693	+Saint-Raymond,34128,Capitale-Nationale,plex,1.0,110,30.6,not_published
	694	+Saint-Aimé-des-Lacs,15030,Capitale-Nationale,unifamilial,1.0,110,33.3,not_published
	695	+Notre-Dame-de-la-Salette,80087,Outaouais,unifamilial,1.0,110,29.6,not_published
	696	+Rivière-à-Pierre,34135,Capitale-Nationale,unifamilial,1.0,110,31.3,not_published
	697	+Saint-Siméon,15058,Capitale-Nationale,unifamilial,1.0,109,28.9,not_published
	698	+Saint-Narcisse-de-Rimouski,10015,Bas-Saint-Laurent,unifamilial,1.0,109,28.9,not_published
	699	+Franklin,69010,Montérégie,unifamilial,1.0,109,30.6,not_published
	700	+Saint-Hugues,54100,Montérégie,unifamilial,1.0,109,29.9,not_published
	701	+Saint-Didace,52090,Lanaudière,unifamilial,1.0,108,29.9,not_published
	702	+Pointe-Lebel,96025,Côte-Nord,unifamilial,1.0,108,26.5,not_published
	703	+Saint-Mathieu-de-Rioux,11050,Bas-Saint-Laurent,unifamilial,1.0,107,29.9,not_published
	704	+Saint-Justin,51045,Mauricie,unifamilial,1.0,107,30.9,not_published
	705	+Varennes,59020,Montérégie,plex,1.0,107,30.9,not_published
	706	+Notre-Dame-du-Portage,12080,Bas-Saint-Laurent,unifamilial,1.0,106,29.6,not_published
	707	+Saint-Joachim,21020,Capitale-Nationale,unifamilial,1.0,106,29.2,not_published
	708	+Saint-Éphrem-de-Beauce,29112,Chaudière-Appalaches,unifamilial,1.0,106,30.6,not_published
	709	+Saint-Benoît-Labre,29100,Chaudière-Appalaches,unifamilial,1.0,106,28.5,not_published
	710	+L'Assomption,60028,Lanaudière,condo,1.0,106,26.8,not_published
	711	+Lamarche,93060,Saguenay–Lac-Saint-Jean,unifamilial,1.0,106,29.9,not_published
	712	+Saint-Casimir,34078,Capitale-Nationale,unifamilial,1.0,105,31.6,not_published
	713	+Sacré-Coeur,95010,Côte-Nord,unifamilial,1.0,105,29.9,not_published
	714	+Saint-Armand,46017,Estrie,unifamilial,1.0,105,28.9,not_published
	715	+Saint-Eugène,49105,Centre-du-Québec,unifamilial,1.0,105,28.9,not_published
	716	+Saint-Adelphe,35015,Mauricie,unifamilial,1.0,105,28.5,not_published
	717	+Sainte-Julie,59010,Montérégie,plex,1.0,105,29.6,not_published
	718	+Nantes,30045,Estrie,unifamilial,1.0,105,29.6,not_published
	719	+Saint-Pierre-les-Becquets,38065,Centre-du-Québec,unifamilial,1.0,104,26.1,not_published
	720	+Batiscan,37210,Mauricie,unifamilial,1.0,104,27.8,not_published
	721	+Sainte-Hénédine,26040,Chaudière-Appalaches,unifamilial,1.0,104,29.9,not_published
	722	+Saint-Cyprien-de-Napierville,68035,Montérégie,unifamilial,1.0,104,30.6,not_published
	723	+Saint-Narcisse,37240,Mauricie,unifamilial,1.0,103,26.8,not_published
	724	+Montréal-Est,66007,Montréal,plex,1.0,103,29.6,not_published
	725	+Mont-Joli,09077,Bas-Saint-Laurent,plex,1.0,103,28.2,not_published
	726	+Bouchette,83050,Outaouais,unifamilial,1.0,103,31.3,not_published
	727	+Sainte-Geneviève-de-Batiscan,37215,Mauricie,unifamilial,1.0,103,28.5,not_published
	728	+L'Ancienne-Lorette,23057,Capitale-Nationale,condo,1.0,103,28.2,not_published
	729	+Saint-Guillaume,49113,Centre-du-Québec,unifamilial,1.0,103,27.8,not_published
	730	+Racine,42032,Estrie,unifamilial,1.0,102,27.8,not_published
	731	+Boucherville,58033,Montérégie,plex,1.0,101,28.2,not_published
	732	+Sainte-Brigide-d'Iberville,56105,Montérégie,unifamilial,1.0,101,29.2,not_published
	733	+Blue Sea,83045,Outaouais,unifamilial,1.0,101,26.5,not_published
	734	+Preissac,88090,Abitibi-Témiscamingue,unifamilial,1.0,100,27.8,not_published
	735	+Saint-Simon,54090,Montérégie,unifamilial,1.0,100,28.5,not_published
	736	+Matagami,99015,Nord-du-Québec,unifamilial,1.0,100,27.8,not_published
	737	+Tring-Jonction,27060,Chaudière-Appalaches,unifamilial,1.0,100,25.1,not_published
	738	+Brownsburg-Chatham,76043,Laurentides,plex,1.0,100,28.2,not_published
	739	+Aumond,83090,Outaouais,unifamilial,1.0,99,28.5,not_published
	740	+Notre-Dame-du-Nord,85090,Abitibi-Témiscamingue,unifamilial,1.0,99,29.6,not_published
	741	+Sainte-Jeanne-d'Arc,92015,Saguenay–Lac-Saint-Jean,unifamilial,1.0,99,28.2,not_published
	742	+Nicolet,50072,Centre-du-Québec,plex,1.0,99,27.5,not_published
	743	+Terrasse-Vaudreuil,71075,Montérégie,unifamilial,1.0,99,28.5,not_published
	744	+Kazabazua,83015,Outaouais,unifamilial,1.0,99,28.5,not_published
	745	+Saint-Pacôme,14070,Bas-Saint-Laurent,unifamilial,1.0,99,27.8,not_published
	746	+Rivière-Bleue,13025,Bas-Saint-Laurent,unifamilial,1.0,98,27.8,not_published
	747	+Saint-Paul-de-Montminy,18030,Chaudière-Appalaches,unifamilial,1.0,98,25.8,not_published
	748	+Saint-Patrice-de-Sherrington,68025,Montérégie,unifamilial,1.0,98,28.2,not_published
	749	+Bromont,46078,Estrie,condo,1.0,98,27.8,not_published
	750	+Nouvelle,06020,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,98,28.5,not_published
	751	+Desbiens,93005,Saguenay–Lac-Saint-Jean,unifamilial,1.0,97,27.1,not_published
	752	+Saint-Jean-de-l'Île-d'Orléans,20015,Capitale-Nationale,unifamilial,1.0,97,26.8,not_published
	753	+Saint-Joseph-de-Sorel,53050,Montérégie,unifamilial,1.0,97,26.8,not_published
	754	+Roxton Falls,48010,Montérégie,unifamilial,1.0,97,25.4,not_published
	755	+Clarendon,84015,Outaouais,unifamilial,1.0,97,28.2,not_published
	756	+L'Avenir,49025,Centre-du-Québec,unifamilial,1.0,97,28.2,not_published
	757	+Montebello,80010,Outaouais,unifamilial,1.0,97,28.9,not_published
	758	+Sainte-Aurélie,28015,Chaudière-Appalaches,unifamilial,1.0,97,29.2,not_published
	759	+Saint-Joseph-de-Sorel,53050,Montérégie,plex,1.0,96,26.5,not_published
	760	+Frelighsburg,46010,Estrie,unifamilial,1.0,96,29.2,not_published
	761	+Charlemagne,60005,Lanaudière,plex,1.0,96,28.9,not_published
	762	+Thurso,80050,Outaouais,plex,1.0,96,27.5,not_published
	763	+Kiamika,79025,Laurentides,unifamilial,1.0,96,26.5,not_published
	764	+La Sarre,87090,Abitibi-Témiscamingue,plex,1.0,96,28.9,not_published
	765	+Sainte-Perpétue,17030,Chaudière-Appalaches,unifamilial,1.0,96,27.1,not_published
	766	+Saint-Georges-de-Windsor,40032,Estrie,unifamilial,1.0,95,27.5,not_published
	767	+Notre-Dame-des-Neiges,11045,Bas-Saint-Laurent,unifamilial,1.0,95,26.8,not_published
	768	+Saint-Jude,54110,Montérégie,unifamilial,1.0,94,25.8,not_published
	769	+Saint-Benjamin,28025,Chaudière-Appalaches,unifamilial,1.0,94,26.1,not_published
	770	+Berthierville,52035,Lanaudière,plex,1.0,94,25.1,not_published
	771	+Saint-Lambert,58012,Montérégie,plex,1.0,94,26.1,not_published
	772	+Saint-René-de-Matane,08035,Bas-Saint-Laurent,unifamilial,1.0,94,29.9,not_published
	773	+Saint-Édouard-de-Lotbinière,33080,Chaudière-Appalaches,unifamilial,1.0,94,27.5,not_published
	774	+Marieville,55048,Montérégie,condo,1.0,93,25.8,not_published
	775	+Saint-Louis,54120,Montérégie,unifamilial,1.0,93,27.5,not_published
	776	+East Angus,41060,Estrie,plex,1.0,93,28.2,not_published
	777	+Saint-Ferréol-les-Neiges,21010,Capitale-Nationale,condo,1.0,93,24.7,not_published
	778	+Saint-Aimé-du-Lac-des-Îles,79022,Laurentides,unifamilial,1.0,93,27.8,not_published
	779	+Lorrainville,85037,Abitibi-Témiscamingue,unifamilial,1.0,93,28.5,not_published
	780	+La Patrie,41027,Estrie,unifamilial,1.0,93,27.1,not_published
	781	+Inverness,32058,Centre-du-Québec,unifamilial,1.0,92,26.5,not_published
	782	+Palmarolle,87025,Abitibi-Témiscamingue,unifamilial,1.0,92,27.1,not_published
	783	+Saint-Basile-le-Grand,57020,Montérégie,condo,1.0,92,22.7,not_published
	784	+La Guadeloupe,29030,Chaudière-Appalaches,unifamilial,1.0,92,24.7,not_published
	785	+Lac-Saguay,79060,Laurentides,unifamilial,1.0,91,26.5,not_published
	786	+Sainte-Rose-de-Watford,28030,Chaudière-Appalaches,unifamilial,1.0,91,25.4,not_published
	787	+Saint-Léon-de-Standon,19020,Chaudière-Appalaches,unifamilial,1.0,91,26.1,not_published
	788	+Notre-Dame-Auxiliatrice-de-Buckland,19010,Chaudière-Appalaches,unifamilial,1.0,91,26.1,not_published
	789	+Mont-Blanc,78047,Laurentides,plex,1.0,90,25.1,not_published
	790	+Sainte-Marguerite,26035,Chaudière-Appalaches,unifamilial,1.0,90,24.4,not_published
	791	+Waterloo,47025,Estrie,plex,1.0,90,24.4,not_published
	792	+Saint-Nérée-de-Bellechasse,19045,Chaudière-Appalaches,unifamilial,1.0,90,26.1,not_published
	793	+Marston,30035,Estrie,unifamilial,1.0,89,26.1,not_published
	794	+Saint-Philémon,19005,Chaudière-Appalaches,unifamilial,1.0,89,26.1,not_published
	795	+Drummondville,49058,Centre-du-Québec,condo,1.0,89,25.1,published
	796	+Saint-Cyrille-de-Lessard,17045,Chaudière-Appalaches,unifamilial,1.0,89,26.8,not_published
	797	+Val-Alain,33070,Chaudière-Appalaches,unifamilial,1.0,88,23.7,not_published
	798	+Saint-Odilon-de-Cranbourne,27035,Chaudière-Appalaches,unifamilial,1.0,88,25.1,not_published
	799	+Sainte-Sophie-de-Lévrard,38040,Centre-du-Québec,unifamilial,1.0,88,26.8,not_published
	800	+Saint-Bruno-de-Guigues,85045,Abitibi-Témiscamingue,unifamilial,1.0,88,24.4,not_published
	801	+Godmanchester,69060,Montérégie,unifamilial,1.0,88,26.8,not_published
	802	+Lac-du-Cerf,79015,Laurentides,unifamilial,1.0,88,25.1,not_published
	803	+Richmond,42098,Estrie,plex,1.0,87,25.1,not_published
	804	+La Corne,88030,Abitibi-Témiscamingue,unifamilial,1.0,87,23.4,not_published
	805	+Très-Saint-Rédempteur,71125,Montérégie,unifamilial,1.0,87,26.5,not_published
	806	+Saint-Étienne-de-Bolton,45100,Estrie,unifamilial,1.0,86,24.4,not_published
	807	+Sainte-Flavie,09085,Bas-Saint-Laurent,unifamilial,1.0,86,25.4,not_published
	808	+Saint-Urbain-Premier,70005,Montérégie,unifamilial,1.0,86,23.4,not_published
	809	+Brébeuf,78075,Laurentides,unifamilial,1.0,86,25.1,not_published
	810	+Ham-Nord,39010,Centre-du-Québec,unifamilial,1.0,85,25.4,not_published
	811	+Saint-Ludger-de-Milot,93080,Saguenay–Lac-Saint-Jean,unifamilial,1.0,85,25.1,not_published
	812	+Saint-Valère,39135,Centre-du-Québec,unifamilial,1.0,85,25.1,not_published
	813	+Sorel-Tracy,53052,Montérégie,condo,1.0,85,26.5,not_published
	814	+Saint-René,29050,Chaudière-Appalaches,unifamilial,1.0,84,24.4,not_published
	815	+Ragueneau,96040,Côte-Nord,unifamilial,1.0,84,24.4,not_published
	816	+North Hatley,45050,Estrie,unifamilial,1.0,84,26.8,not_published
	817	+Baie-Saint-Paul,16013,Capitale-Nationale,plex,1.0,84,25.4,not_published
	818	+Saint-Fabien-de-Panet,18015,Chaudière-Appalaches,unifamilial,1.0,84,25.1,not_published
	819	+Deschaillons-sur-Saint-Laurent,38070,Centre-du-Québec,unifamilial,1.0,84,24.7,not_published
	820	+Saint-Édouard-de-Maskinongé,51050,Mauricie,unifamilial,1.0,84,22.7,not_published
	821	+Lac-Brome,46075,Estrie,condo,1.0,84,25.1,not_published
	822	+Saint-Rémi,68055,Montérégie,condo,1.0,84,21.3,not_published
	823	+Saint-Magloire,28075,Chaudière-Appalaches,unifamilial,1.0,83,24.7,not_published
	824	+Saint-Norbert-d'Arthabaska,39043,Centre-du-Québec,unifamilial,1.0,83,24.7,not_published
	825	+Plaisance,80045,Outaouais,unifamilial,1.0,83,25.4,not_published
	826	+Saint-Constant,67035,Montérégie,condo,1.0,83,17.9,not_published
	827	+Fort-Coulonge,84060,Outaouais,unifamilial,1.0,83,24.7,not_published
	828	+Grande-Vallée,03020,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,83,24.4,not_published
	829	+Saint-Hilarion,16050,Capitale-Nationale,unifamilial,1.0,83,23.0,not_published
	830	+Notre-Dame-des-Prairies,61030,Lanaudière,plex,1.0,83,23.7,not_published
	831	+Saint-Joseph-du-Lac,72025,Laurentides,plex,1.0,82,22.7,not_published
	832	+Dosquet,33040,Chaudière-Appalaches,unifamilial,1.0,82,24.1,not_published
	833	+Sainte-Anne-de-Beaupré,21030,Capitale-Nationale,plex,1.0,82,23.7,not_published
	834	+Saint-Valérien,10060,Bas-Saint-Laurent,unifamilial,1.0,82,24.4,not_published
	835	+Malartic,89015,Abitibi-Témiscamingue,plex,1.0,82,23.4,not_published
	836	+Sainte-Eulalie,50005,Centre-du-Québec,unifamilial,1.0,82,25.4,not_published
	837	+Saint-Camille-de-Lellis,28070,Chaudière-Appalaches,unifamilial,1.0,82,24.1,not_published
	838	+Saint-Rémi,68055,Montérégie,plex,1.0,82,25.1,not_published
	839	+Girardville,92055,Saguenay–Lac-Saint-Jean,unifamilial,1.0,81,22.7,not_published
	840	+Lotbinière,33115,Chaudière-Appalaches,unifamilial,1.0,81,24.7,not_published
	841	+Laurierville,32072,Centre-du-Québec,unifamilial,1.0,81,24.4,not_published
	842	+Vaudreuil-sur-le-Lac,71090,Montérégie,unifamilial,1.0,81,24.4,not_published
	843	+Saint-Donat,09030,Bas-Saint-Laurent,unifamilial,1.0,81,22.7,not_published
	844	+Sainte-Monique,93075,Saguenay–Lac-Saint-Jean,unifamilial,1.0,81,22.3,not_published
	845	+Saint-Honoré-de-Shenley,29038,Chaudière-Appalaches,unifamilial,1.0,81,22.3,not_published
	846	+Saint-Ludger,30072,Estrie,unifamilial,1.0,80,24.7,not_published
	847	+Saint-Janvier-de-Joly,33065,Chaudière-Appalaches,unifamilial,1.0,80,24.4,not_published
	848	+Carignan,57010,Montérégie,plex,1.0,80,22.7,not_published
	849	+Saint-Flavien,33052,Chaudière-Appalaches,unifamilial,1.0,80,21.3,not_published
	850	+Saint-Wenceslas,50023,Centre-du-Québec,unifamilial,1.0,79,22.7,not_published
	851	+Saint-Majorique-de-Grantham,49095,Centre-du-Québec,unifamilial,1.0,79,24.1,not_published
	852	+Gaspé,03005,Gaspésie–Îles-de-la-Madeleine,plex,1.0,79,24.1,not_published
	853	+Val-Brillant,07080,Bas-Saint-Laurent,unifamilial,1.0,79,21.6,not_published
	854	+Saint-Siméon,05055,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,79,22.3,not_published
	855	+Saint-Césaire,55023,Montérégie,plex,1.0,79,20.3,not_published
	856	+New Carlisle,05040,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,79,24.1,not_published
	857	+L'Isle-aux-Coudres,16023,Capitale-Nationale,unifamilial,1.0,79,23.4,not_published
	858	+Saint-Barnabé,51025,Mauricie,unifamilial,1.0,79,22.0,not_published
	859	+Manseau,38028,Centre-du-Québec,unifamilial,1.0,79,22.3,not_published
	860	+Lac-Delage,22030,Capitale-Nationale,unifamilial,1.0,79,21.0,not_published
	861	+Plessisville,32043,Centre-du-Québec,plex,1.0,78,21.6,not_published
	862	+Saint-Donat,62060,Lanaudière,plex,1.0,78,23.4,not_published
	863	+Lac-Drolet,30080,Estrie,unifamilial,1.0,78,22.7,not_published
	864	+Bécancour,38010,Centre-du-Québec,plex,1.0,78,22.3,not_published
	865	+Acton Vale,48028,Montérégie,plex,1.0,78,22.3,not_published
	866	+Saint-Norbert,52070,Lanaudière,unifamilial,1.0,78,23.4,not_published
	867	+Lac-au-Saumon,07057,Bas-Saint-Laurent,unifamilial,1.0,78,23.4,not_published
	868	+Hemmingford,68010,Montérégie,unifamilial,1.0,77,22.3,not_published
	869	+Saint-Luc-de-Bellechasse,28060,Chaudière-Appalaches,unifamilial,1.0,77,22.3,not_published
	870	+Saint-François-de-la-Rivière-du-Sud,18060,Chaudière-Appalaches,unifamilial,1.0,77,22.7,not_published
	871	+Saint-Augustin-de-Desmaures,23072,Capitale-Nationale,plex,1.0,77,23.7,not_published
	872	+Saint-Édouard,68045,Montérégie,unifamilial,1.0,76,21.6,not_published
	873	+Saint-Henri-de-Taillon,93070,Saguenay–Lac-Saint-Jean,unifamilial,1.0,76,24.4,not_published
	874	+Charette,51080,Mauricie,unifamilial,1.0,76,23.7,not_published
	875	+Saint-Isidore-de-Clifton,41012,Estrie,unifamilial,1.0,76,22.3,not_published
	876	+Chibougamau,99025,Nord-du-Québec,plex,1.0,76,21.3,not_published
	877	+Saint-Félix-de-Valois,62007,Lanaudière,plex,1.0,76,21.3,not_published
	878	+Boileau,80115,Outaouais,unifamilial,1.0,76,21.3,not_published
	879	+Crabtree,61013,Lanaudière,plex,1.0,76,21.6,not_published
	880	+Chute-aux-Outardes,96035,Côte-Nord,unifamilial,1.0,76,21.6,not_published
	881	+Saint-Thomas-Didyme,92045,Saguenay–Lac-Saint-Jean,unifamilial,1.0,76,22.7,not_published
	882	+Rivière-Ouelle,14065,Bas-Saint-Laurent,unifamilial,1.0,76,21.6,not_published
	883	+Laverlochère-Angliers,85052,Abitibi-Témiscamingue,unifamilial,1.0,76,21.0,not_published
	884	+Saint-Épiphane,12030,Bas-Saint-Laurent,unifamilial,1.0,76,22.7,not_published
	885	+Sainte-Élisabeth,52030,Lanaudière,unifamilial,1.0,75,20.6,not_published
	886	+Chesterville,39030,Centre-du-Québec,unifamilial,1.0,75,19.9,not_published
	887	+Côte-Saint-Luc,66058,Montréal,plex,1.0,75,22.7,not_published
	888	+Sainte-Thérèse-de-la-Gatineau,83055,Outaouais,unifamilial,1.0,75,23.4,not_published
	889	+Sainte-Pétronille,20030,Capitale-Nationale,unifamilial,1.0,75,22.3,not_published
	890	+Sutton,46058,Estrie,plex,1.0,75,22.7,not_published
	891	+Sainte-Marie-Salomé,63005,Lanaudière,unifamilial,1.0,75,22.0,not_published
	892	+Saint-Émile-de-Suffolk,80125,Outaouais,unifamilial,1.0,75,20.6,not_published
	893	+Saint-Georges,29073,Chaudière-Appalaches,condo,1.0,75,19.9,not_published
	894	+Richelieu,55057,Montérégie,plex,1.0,74,22.7,not_published
	895	+Sainte-Anne-du-Lac,79115,Laurentides,unifamilial,1.0,74,23.7,not_published
	896	+Maniwaki,83065,Outaouais,plex,1.0,74,22.0,not_published
	897	+Namur,80110,Outaouais,unifamilial,1.0,73,20.6,not_published
	898	+Notre-Dame-de-la-Paix,80020,Outaouais,unifamilial,1.0,73,21.0,not_published
	899	+Amqui,07047,Bas-Saint-Laurent,plex,1.0,73,19.9,not_published
	900	+Saint-Séverin,35020,Mauricie,unifamilial,1.0,73,20.6,not_published
	901	+Hatley,45043,Estrie,unifamilial,1.0,73,22.0,not_published
	902	+Bromont,46078,Estrie,plex,1.0,73,22.7,not_published
	903	+Sainte-Anne-des-Monts,04037,Gaspésie–Îles-de-la-Madeleine,plex,1.0,73,20.3,not_published
	904	+Saint-Rémi-de-Tingwick,39020,Centre-du-Québec,unifamilial,1.0,73,21.0,not_published
	905	+Baie-du-Febvre,50100,Centre-du-Québec,unifamilial,1.0,72,20.6,not_published
	906	+Dupuy,87085,Abitibi-Témiscamingue,unifamilial,1.0,72,21.0,not_published
	907	+Trécesson,88075,Abitibi-Témiscamingue,unifamilial,1.0,72,22.7,not_published
	908	+Estérel,77011,Laurentides,unifamilial,1.0,72,21.6,not_published
	909	+Lac-Saint-Paul,79105,Laurentides,unifamilial,1.0,72,21.6,not_published
	910	+Saint-Louis-du-Ha! Ha!,13080,Bas-Saint-Laurent,unifamilial,1.0,72,22.0,not_published
	911	+Saint-Irénée,15005,Capitale-Nationale,unifamilial,1.0,72,22.7,not_published
	912	+Sainte-Sabine,46105,Estrie,unifamilial,1.0,71,21.3,not_published
	913	+Stoneham-et-Tewkesbury,22035,Capitale-Nationale,plex,1.0,71,21.6,not_published
	914	+Saint-Roch-de-Mékinac,35045,Mauricie,unifamilial,1.0,71,21.0,not_published
	915	+Grandes-Piles,35040,Mauricie,unifamilial,1.0,71,19.9,not_published
	916	+Roxton,48015,Montérégie,unifamilial,1.0,71,21.3,not_published
	917	+Cookshire-Eaton,41038,Estrie,plex,1.0,71,22.3,not_published
	918	+Beauceville,27028,Chaudière-Appalaches,plex,1.0,71,22.0,not_published
	919	+Saint-Marc-de-Figuery,88040,Abitibi-Témiscamingue,unifamilial,1.0,71,21.3,not_published
	920	+Bolton-Ouest,46065,Estrie,unifamilial,1.0,71,22.0,not_published
	921	+Sainte-Hedwidge,91030,Saguenay–Lac-Saint-Jean,unifamilial,1.0,71,21.0,not_published
	922	+Hébertville,93022,Saguenay–Lac-Saint-Jean,plex,1.0,71,21.6,not_published
	923	+Saint-Modeste,12020,Bas-Saint-Laurent,unifamilial,1.0,71,19.2,not_published
	924	+Durham-Sud,49015,Centre-du-Québec,unifamilial,1.0,71,19.9,not_published
	925	+Huberdeau,78065,Laurentides,unifamilial,1.0,70,20.3,not_published
	926	+Morin-Heights,77050,Laurentides,plex,1.0,70,19.9,not_published
	927	+Salaberry-de-Valleyfield,70052,Montérégie,condo,1.0,70,20.6,not_published
	928	+Saint-Gabriel,52080,Lanaudière,plex,1.0,70,20.6,not_published
	929	+Très-Saint-Sacrement,69030,Montérégie,unifamilial,1.0,70,20.3,not_published
	930	+Howick,69025,Montérégie,unifamilial,1.0,70,19.9,not_published
	931	+Montréal-Est,66007,Montréal,condo,1.0,70,21.3,not_published
	932	+Saint-Cyprien,12005,Bas-Saint-Laurent,unifamilial,1.0,70,19.2,not_published
	933	+Landrienne,88035,Abitibi-Témiscamingue,unifamilial,1.0,70,19.9,not_published
	934	+Mulgrave-et-Derry,80085,Outaouais,unifamilial,1.0,69,19.9,not_published
	935	+Bégin,94250,Saguenay–Lac-Saint-Jean,unifamilial,1.0,69,20.3,not_published
	936	+Sainte-Praxède,31050,Chaudière-Appalaches,unifamilial,1.0,69,20.3,not_published
	937	+Kirkland,66102,Montréal,condo,1.0,69,19.2,not_published
	938	+Saint-Pierre-de-l'Île-d'Orléans,20025,Capitale-Nationale,unifamilial,1.0,69,20.3,not_published
	939	+Joliette,61025,Lanaudière,condo,1.0,68,17.9,not_published
	940	+La Pêche,82035,Outaouais,plex,1.0,68,19.9,not_published
	941	+Saint-Étienne-de-Beauharnois,70030,Montérégie,unifamilial,1.0,68,21.6,not_published
	942	+Mayo,80065,Outaouais,unifamilial,1.0,68,19.2,not_published
	943	+Valcourt,42060,Estrie,unifamilial,1.0,68,19.6,not_published
	944	+Mont-Saint-Michel,79110,Laurentides,unifamilial,1.0,68,21.3,not_published
	945	+Saint-Urbain,16055,Capitale-Nationale,unifamilial,1.0,68,19.9,not_published
	946	+Saint-Roch-des-Aulnaies,17065,Chaudière-Appalaches,unifamilial,1.0,68,20.6,not_published
	947	+Sainte-Justine-de-Newton,71115,Montérégie,unifamilial,1.0,68,18.9,not_published
	948	+Saint-Théophile,29005,Chaudière-Appalaches,unifamilial,1.0,68,21.6,not_published
	949	+Labelle,78120,Laurentides,plex,1.0,68,19.9,not_published
	950	+Sainte-Félicité,08023,Bas-Saint-Laurent,unifamilial,1.0,67,19.2,not_published
	951	+Béarn,85020,Abitibi-Témiscamingue,unifamilial,1.0,67,19.6,not_published
	952	+Rigaud,71133,Montérégie,plex,1.0,67,19.6,not_published
	953	+Pont-Rouge,34017,Capitale-Nationale,plex,1.0,67,18.9,not_published
	954	+Sainte-Cécile-de-Whitton,30050,Estrie,unifamilial,1.0,66,20.3,not_published
	955	+La Durantaye,19090,Chaudière-Appalaches,unifamilial,1.0,66,19.9,not_published
	956	+Melbourne,42075,Estrie,unifamilial,1.0,66,18.9,not_published
	957	+La Bostonnais,90017,Mauricie,unifamilial,1.0,66,19.2,not_published
	958	+Saint-Zotique,71025,Montérégie,condo,1.0,66,19.6,not_published
	959	+Thorne,84045,Outaouais,unifamilial,1.0,66,20.3,not_published
	960	+Sainte-Marie,26030,Chaudière-Appalaches,plex,1.0,66,19.9,not_published
	961	+Saint-Marcellin,10025,Bas-Saint-Laurent,unifamilial,1.0,65,19.2,not_published
	962	+Saints-Anges,26010,Chaudière-Appalaches,unifamilial,1.0,65,21.0,not_published
	963	+Litchfield,84040,Outaouais,unifamilial,1.0,65,19.2,not_published
	964	+Saint-Pie,54008,Montérégie,plex,1.0,65,19.6,not_published
	965	+Saint-Zotique,71025,Montérégie,plex,1.0,65,20.3,not_published
	966	+Saint-Sylvestre,33007,Chaudière-Appalaches,unifamilial,1.0,65,19.9,not_published
	967	+Saint-Pierre-Baptiste,32050,Centre-du-Québec,unifamilial,1.0,64,20.3,not_published
	968	+Mercier,67045,Montérégie,plex,1.0,64,17.2,not_published
	969	+Saint-Jacques,63013,Lanaudière,plex,1.0,64,19.6,not_published
	970	+Saint-Tite,35027,Mauricie,plex,1.0,64,19.6,not_published
	971	+Princeville,32033,Centre-du-Québec,plex,1.0,64,18.6,not_published
	972	+Havelock,69005,Montérégie,unifamilial,1.0,64,19.6,not_published
	973	+Piedmont,77030,Laurentides,plex,1.0,64,20.3,not_published
	974	+Lefebvre,49020,Centre-du-Québec,unifamilial,1.0,64,17.2,not_published
	975	+Bonsecours,42040,Estrie,unifamilial,1.0,64,18.9,not_published
	976	+Saint-Léon-le-Grand,07030,Bas-Saint-Laurent,unifamilial,1.0,64,17.9,not_published
	977	+Westmount,66032,Montréal,plex,1.0,64,18.9,not_published
	978	+Saint-Romain,30100,Estrie,unifamilial,1.0,63,17.2,not_published
	979	+Massueville,53010,Montérégie,unifamilial,1.0,63,19.9,not_published
	980	+Trois-Pistoles,11040,Bas-Saint-Laurent,plex,1.0,63,18.6,not_published
	981	+Saint-Maxime-du-Mont-Louis,04010,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,63,18.6,not_published
	982	+Saint-Narcisse-de-Beaurivage,33030,Chaudière-Appalaches,unifamilial,1.0,63,18.9,not_published
	983	+Saint-Patrice-de-Beaurivage,33025,Chaudière-Appalaches,unifamilial,1.0,62,16.5,not_published
	984	+Saint-Rosaire,39145,Centre-du-Québec,unifamilial,1.0,62,19.2,not_published
	985	+Duparquet,87005,Abitibi-Témiscamingue,unifamilial,1.0,62,19.9,not_published
	986	+Ogden,45020,Estrie,unifamilial,1.0,62,18.9,not_published
	987	+Cloridorme,03010,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,62,20.3,not_published
	988	+Dixville,44023,Estrie,unifamilial,1.0,62,19.2,not_published
	989	+Saint-Calixte,63055,Lanaudière,plex,1.0,62,17.9,not_published
	990	+Lac-Édouard,90027,Mauricie,unifamilial,1.0,62,19.6,not_published
	991	+Saint-Stanislas,37245,Mauricie,unifamilial,1.0,61,18.2,not_published
	992	+Sainte-Hélène-de-Kamouraska,14025,Bas-Saint-Laurent,unifamilial,1.0,61,18.2,not_published
	993	+Westbury,41065,Estrie,unifamilial,1.0,61,19.2,not_published
	994	+Saint-Denis-De La Bouteillerie,14055,Bas-Saint-Laurent,unifamilial,1.0,61,17.9,not_published
	995	+Longue-Rive,95032,Côte-Nord,unifamilial,1.0,61,18.9,not_published
	996	+Saint-Paul,61005,Lanaudière,plex,1.0,61,16.8,not_published
	997	+Saint-Bonaventure,49125,Centre-du-Québec,unifamilial,1.0,61,17.9,not_published
	998	+Pointe-à-la-Croix,06030,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,61,18.9,not_published
	999	+Saint-David,53005,Montérégie,unifamilial,1.0,61,17.5,not_published
	1000	+Saint-Cyprien,28040,Chaudière-Appalaches,unifamilial,1.0,61,17.5,not_published
	1001	+Mont-Saint-Hilaire,57035,Montérégie,plex,1.0,61,19.9,not_published
	1002	+Lanoraie,52017,Lanaudière,plex,1.0,61,18.6,not_published
	1003	+Saint-Philippe,67010,Montérégie,condo,1.0,60,17.5,not_published
	1004	+Métis-sur-Mer,09048,Bas-Saint-Laurent,unifamilial,1.0,60,17.9,not_published
	1005	+Lac-Saint-Joseph,22015,Capitale-Nationale,unifamilial,1.0,60,16.8,not_published
	1006	+Saint-Célestin,50030,Centre-du-Québec,unifamilial,1.0,60,18.9,not_published
	1007	+Sainte-Julienne,63060,Lanaudière,plex,1.0,59,16.8,not_published
	1008	+Newport,41037,Estrie,unifamilial,1.0,59,18.6,not_published
	1009	+Saint-Frédéric,27065,Chaudière-Appalaches,unifamilial,1.0,59,17.2,not_published
	1010	+Shannon,22020,Capitale-Nationale,plex,1.0,59,18.2,not_published
	1011	+L'Île-du-Grand-Calumet,84035,Outaouais,unifamilial,1.0,59,18.9,not_published
	1012	+Arundel,78060,Laurentides,unifamilial,1.0,59,17.5,not_published
	1013	+Alleyn-et-Cawood,84050,Outaouais,unifamilial,1.0,59,17.2,not_published
	1014	+Saint-Barnabé-Sud,54105,Montérégie,unifamilial,1.0,59,18.6,not_published
	1015	+Clermont,15035,Capitale-Nationale,plex,1.0,59,18.2,not_published
	1016	+Fassett,80005,Outaouais,unifamilial,1.0,58,17.5,not_published
	1017	+Gallichan,87020,Abitibi-Témiscamingue,unifamilial,1.0,58,18.6,not_published
	1018	+Montcerf-Lytton,83088,Outaouais,unifamilial,1.0,58,15.1,not_published
	1019	+Sainte-Germaine-Boulé,87030,Abitibi-Témiscamingue,unifamilial,1.0,58,17.9,not_published
	1020	+Saint-Lazare-de-Bellechasse,19050,Chaudière-Appalaches,unifamilial,1.0,58,17.5,not_published
	1021	+Bécancour,38010,Centre-du-Québec,condo,1.0,58,15.5,not_published
	1022	+Sainte-Marthe,71110,Montérégie,unifamilial,1.0,58,18.6,not_published
	1023	+Ferland-et-Boilleau,94220,Saguenay–Lac-Saint-Jean,unifamilial,1.0,58,17.5,not_published
	1024	+Saint-Simon-de-Rimouski,11055,Bas-Saint-Laurent,unifamilial,1.0,57,18.2,not_published
	1025	+Pointe-Calumet,72020,Laurentides,plex,1.0,57,16.8,not_published
	1026	+Taschereau,87042,Abitibi-Témiscamingue,unifamilial,1.0,57,18.2,not_published
	1027	+Saint-Arsène,12065,Bas-Saint-Laurent,unifamilial,1.0,56,16.5,not_published
	1028	+Sainte-Rose-du-Nord,94230,Saguenay–Lac-Saint-Jean,unifamilial,1.0,56,16.5,not_published
	1029	+Notre-Dame-du-Bon-Conseil,49080,Centre-du-Québec,unifamilial,1.0,56,16.8,not_published
	1030	+Sutton,46058,Estrie,condo,1.0,56,15.8,not_published
	1031	+Stanbridge East,46045,Estrie,unifamilial,1.0,56,16.5,not_published
	1032	+Grosses-Roches,08015,Bas-Saint-Laurent,unifamilial,1.0,56,17.9,not_published
	1033	+Packington,13015,Bas-Saint-Laurent,unifamilial,1.0,56,17.5,not_published
	1034	+Rivière-Rouge,79037,Laurentides,plex,1.0,56,18.2,not_published
	1035	+Duhamel-Ouest,85030,Abitibi-Témiscamingue,unifamilial,1.0,55,17.2,not_published
	1036	+Saint-Pierre-de-Broughton,31135,Chaudière-Appalaches,unifamilial,1.0,55,17.2,not_published
	1037	+Saint-Léon-le-Grand,51035,Mauricie,unifamilial,1.0,55,16.8,not_published
	1038	+Sainte-Christine,48020,Montérégie,unifamilial,1.0,55,17.5,not_published
	1039	+Prévost,75040,Laurentides,condo,1.0,55,16.2,not_published
	1040	+Saint-Nazaire-d'Acton,48050,Montérégie,unifamilial,1.0,55,17.2,not_published
	1041	+Saint-Jacques-de-Leeds,31140,Chaudière-Appalaches,unifamilial,1.0,55,16.5,not_published
	1042	+Saint-Édouard-de-Fabre,85015,Abitibi-Témiscamingue,unifamilial,1.0,54,16.5,not_published
	1043	+Sainte-Catherine-de-la-Jacques-Cartier,22005,Capitale-Nationale,plex,1.0,54,16.2,not_published
	1044	+Amos,88057,Abitibi-Témiscamingue,plex,1.0,54,14.8,not_published
	1045	+Saint-Vallier,19117,Chaudière-Appalaches,unifamilial,1.0,54,16.5,not_published
	1046	+Métabetchouan–Lac-à-la-Croix,93012,Saguenay–Lac-Saint-Jean,plex,1.0,54,16.5,not_published
	1047	+Saint-Charles-de-Bourget,94260,Saguenay–Lac-Saint-Jean,unifamilial,1.0,54,15.8,not_published
	1048	+Courcelles–Saint-Évariste,29027,Chaudière-Appalaches,unifamilial,1.0,54,15.8,not_published
	1049	+Piopolis,30020,Estrie,unifamilial,1.0,53,16.5,not_published
	1050	+L'Ange-Gardien,82005,Outaouais,plex,1.0,53,16.5,not_published
	1051	+La Pocatière,14082,Bas-Saint-Laurent,plex,1.0,53,17.9,not_published
	1052	+Les Bergeronnes,95018,Côte-Nord,unifamilial,1.0,53,17.5,not_published
	1053	+Sainte-Anne-des-Lacs,77035,Laurentides,plex,1.0,53,16.5,not_published
	1054	+Les Coteaux,71033,Montérégie,plex,1.0,53,15.5,not_published
	1055	+Notre-Dame-du-Rosaire,18040,Chaudière-Appalaches,unifamilial,1.0,53,14.8,not_published
	1056	+Saint-Mathieu-d'Harricana,88050,Abitibi-Témiscamingue,unifamilial,1.0,53,15.5,not_published
	1057	+Danville,40047,Estrie,plex,1.0,53,14.1,not_published
	1058	+Pointe-Fortune,71140,Montérégie,unifamilial,1.0,53,16.8,not_published
	1059	+Saint-Just-de-Bretenières,18005,Chaudière-Appalaches,unifamilial,1.0,52,15.8,not_published
	1060	+Sainte-Martine,70012,Montérégie,condo,1.0,52,15.1,not_published
	1061	+Sainte-Angèle-de-Prémont,51055,Mauricie,unifamilial,1.0,52,15.8,not_published
	1062	+Saint-Sébastien,30085,Estrie,unifamilial,1.0,52,16.8,not_published
	1063	+Saint-Pierre-de-la-Rivière-du-Sud,18055,Chaudière-Appalaches,unifamilial,1.0,52,16.8,not_published
	1064	+Saint-Michel-du-Squatec,13065,Bas-Saint-Laurent,unifamilial,1.0,52,14.4,not_published
	1065	+Chandler,02028,Gaspésie–Îles-de-la-Madeleine,plex,1.0,52,16.8,not_published
	1066	+Saint-André-Avellin,80027,Outaouais,plex,1.0,52,15.5,not_published
	1067	+Péribonka,92010,Saguenay–Lac-Saint-Jean,unifamilial,1.0,51,17.2,not_published
	1068	+Parisville,38055,Centre-du-Québec,unifamilial,1.0,51,15.8,not_published
	1069	+Lac-Beauport,22040,Capitale-Nationale,plex,1.0,51,15.8,not_published
	1070	+Saint-Zéphirin-de-Courval,50090,Centre-du-Québec,unifamilial,1.0,51,16.5,not_published
	1071	+Beaupré,21025,Capitale-Nationale,plex,1.0,51,16.5,not_published
	1072	+Val-Morin,78005,Laurentides,plex,1.0,51,15.1,not_published
	1073	+Ville-Marie,85025,Abitibi-Témiscamingue,plex,1.0,51,16.5,not_published
	1074	+Disraeli,31015,Chaudière-Appalaches,plex,1.0,51,15.8,not_published
	1075	+Sainte-Sabine,28065,Chaudière-Appalaches,unifamilial,1.0,51,16.5,not_published
	1076	+Saint-Basile-le-Grand,57020,Montérégie,plex,1.0,51,15.8,not_published
	1077	+Mont-Royal,66072,Montréal,plex,1.0,51,15.8,not_published
	1078	+Mercier,67045,Montérégie,condo,1.0,51,15.1,not_published
	1079	+Clerval,87075,Abitibi-Témiscamingue,unifamilial,1.0,51,14.8,not_published
	1080	+Saint-Edmond-de-Grantham,49100,Centre-du-Québec,unifamilial,1.0,51,16.2,not_published
	1081	+Sainte-Angèle-de-Mérici,09035,Bas-Saint-Laurent,unifamilial,1.0,50,15.8,not_published
	1082	+Bryson,84025,Outaouais,unifamilial,1.0,50,15.5,not_published
	1083	+Notre-Dame-du-Sacré-Coeur-d'Issoudun,33085,Chaudière-Appalaches,unifamilial,1.0,50,15.5,not_published
	1084	+Sainte-Françoise,11030,Bas-Saint-Laurent,unifamilial,1.0,50,14.4,not_published
	1085	+Ulverton,42078,Estrie,unifamilial,1.0,50,16.2,not_published
	1086	+Saint-Apollinaire,33090,Chaudière-Appalaches,plex,1.0,49,14.1,not_published
	1087	+Sainte-Anne-des-Plaines,73035,Laurentides,condo,1.0,49,13.4,not_published
	1088	+Saint-Eugène-de-Guigues,85085,Abitibi-Témiscamingue,unifamilial,1.0,49,15.5,not_published
	1089	+Waltham,84070,Outaouais,unifamilial,1.0,49,14.8,not_published
	1090	+Saint-Honoré-de-Témiscouata,13090,Bas-Saint-Laurent,unifamilial,1.0,49,15.1,not_published
	1091	+La Motte,88045,Abitibi-Témiscamingue,unifamilial,1.0,49,16.2,not_published
	1092	+Campbell's Bay,84030,Outaouais,unifamilial,1.0,49,15.5,not_published
	1093	+Saint-François-de-Sales,91015,Saguenay–Lac-Saint-Jean,unifamilial,1.0,49,14.1,not_published
	1094	+Lac-des-Seize-Îles,77055,Laurentides,unifamilial,1.0,49,14.1,not_published
	1095	+Saint-Sulpice,60020,Lanaudière,condo,1.0,49,13.7,not_published
	1096	+Irlande,31040,Chaudière-Appalaches,unifamilial,1.0,49,14.8,not_published
	1097	+Scotstown,41080,Estrie,unifamilial,1.0,49,15.1,not_published
	1098	+Saint-Télesphore,71015,Montérégie,unifamilial,1.0,49,14.8,not_published
	1099	+Sainte-Anne-de-Bellevue,66117,Montréal,plex,1.0,49,14.4,not_published
	1100	+La Visitation-de-l'Île-Dupas,52050,Lanaudière,unifamilial,1.0,49,16.2,not_published
	1101	+Sainte-Marguerite-du-Lac-Masson,77012,Laurentides,plex,1.0,49,15.1,not_published
	1102	+Warwick,39077,Centre-du-Québec,plex,1.0,48,15.1,not_published
	1103	+Pontiac,82030,Outaouais,plex,1.0,48,14.8,not_published
	1104	+Sainte-Marie-de-Blandford,38015,Centre-du-Québec,unifamilial,1.0,48,14.8,not_published
	1105	+Saint-Philippe-de-Néri,14060,Bas-Saint-Laurent,unifamilial,1.0,48,15.5,not_published
	1106	+Lochaber-Partie-Ouest,80060,Outaouais,unifamilial,1.0,48,15.5,not_published
	1107	+Murdochville,03025,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,48,14.8,not_published
	1108	+East Farnham,46085,Estrie,unifamilial,1.0,48,15.5,not_published
	1109	+Saint-Roch-de-l'Achigan,63035,Lanaudière,plex,1.0,48,15.5,not_published
	1110	+Shawinigan,36033,Mauricie,condo,1.0,48,14.4,not_published
	1111	+Sainte-Brigitte-des-Saults,49085,Centre-du-Québec,unifamilial,1.0,48,15.5,not_published
	1112	+Audet,30055,Estrie,unifamilial,1.0,48,15.5,not_published
	1113	+Saint-Honoré,94240,Saguenay–Lac-Saint-Jean,plex,1.0,48,14.8,not_published
	1114	+Beaconsfield,66107,Montréal,condo,1.0,47,15.1,not_published
	1115	+Delson,67025,Montérégie,plex,1.0,47,14.4,not_published
	1116	+Sainte-Paule,08040,Bas-Saint-Laurent,unifamilial,1.0,47,15.1,not_published
	1117	+Coteau-du-Lac,71040,Montérégie,plex,1.0,47,14.4,not_published
	1118	+Saint-Prosper-de-Champlain,37250,Mauricie,unifamilial,1.0,47,14.1,not_published
	1119	+Stanstead,45008,Estrie,plex,1.0,47,15.1,not_published
	1120	+Honfleur,19070,Chaudière-Appalaches,unifamilial,1.0,47,15.1,not_published
	1121	+Sainte-Marie,26030,Chaudière-Appalaches,condo,1.0,47,15.5,not_published
	1122	+Saint-Gabriel-Lalemant,14075,Bas-Saint-Laurent,unifamilial,1.0,47,16.2,not_published
	1123	+Lawrenceville,42045,Estrie,unifamilial,1.0,47,15.1,not_published
	1124	+Sainte-Séraphine,39105,Centre-du-Québec,unifamilial,1.0,47,14.4,not_published
	1125	+Saint-Sylvère,38005,Centre-du-Québec,unifamilial,1.0,47,14.8,not_published
	1126	+Sainte-Euphémie-sur-Rivière-du-Sud,18035,Chaudière-Appalaches,unifamilial,1.0,47,14.4,not_published
	1127	+Notre-Dame-de-Lourdes,32080,Centre-du-Québec,unifamilial,1.0,47,14.8,not_published
	1128	+Sainte-Louise,17060,Chaudière-Appalaches,unifamilial,1.0,46,13.7,not_published
	1129	+Portneuf-sur-Mer,95040,Côte-Nord,unifamilial,1.0,46,14.1,not_published
	1130	+Rivière-au-Tonnerre,98055,Côte-Nord,unifamilial,1.0,46,13.7,not_published
	1131	+Bedford,46035,Estrie,plex,1.0,46,12.7,not_published
	1132	+Senneville,66127,Montréal,unifamilial,1.0,46,13.7,not_published
	1133	+Saint-Alphonse,05065,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,46,13.4,not_published
	1134	+Saint-Samuel,39130,Centre-du-Québec,unifamilial,1.0,46,15.1,not_published
	1135	+Tourville,17035,Chaudière-Appalaches,unifamilial,1.0,46,15.1,not_published
	1136	+Saints-Martyrs-Canadiens,39005,Centre-du-Québec,unifamilial,1.0,46,14.1,not_published
	1137	+Sainte-Martine,70012,Montérégie,plex,1.0,46,15.5,not_published
	1138	+Les Coteaux,71033,Montérégie,condo,1.0,46,14.1,not_published
	1139	+Saint-André-du-Lac-Saint-Jean,91010,Saguenay–Lac-Saint-Jean,unifamilial,1.0,45,12.7,not_published
	1140	+Sainte-Perpétue,50050,Centre-du-Québec,unifamilial,1.0,45,12.7,not_published
	1141	+Saint-Mathias-sur-Richelieu,55065,Montérégie,plex,1.0,45,14.4,not_published
	1142	+Tadoussac,95005,Côte-Nord,unifamilial,1.0,45,14.1,not_published
	1143	+Lac-Etchemin,28053,Chaudière-Appalaches,plex,1.0,45,14.8,not_published
	1144	+Sainte-Apolline-de-Patton,18025,Chaudière-Appalaches,unifamilial,1.0,45,14.1,not_published
	1145	+Saint-Lazare,71105,Montérégie,plex,1.0,45,13.7,not_published
	1146	+Petit-Saguenay,94205,Saguenay–Lac-Saint-Jean,unifamilial,1.0,44,13.7,not_published
	1147	+Saint-Marc-des-Carrières,34065,Capitale-Nationale,plex,1.0,44,13.7,not_published
	1148	+Sainte-Anne-de-la-Rochelle,42050,Estrie,unifamilial,1.0,44,14.1,not_published
	1149	+Ham-Sud,40005,Estrie,unifamilial,1.0,44,14.8,not_published
	1150	+Baie-des-Sables,08080,Bas-Saint-Laurent,unifamilial,1.0,44,14.8,not_published
	1151	+Saint-Malo,44003,Estrie,unifamilial,1.0,44,13.1,not_published
	1152	+Les Cèdres,71050,Montérégie,condo,1.0,44,13.1,not_published
	1153	+Saint-Adalbert,17015,Chaudière-Appalaches,unifamilial,1.0,44,14.1,not_published
	1154	+Saint-Sébastien,56050,Montérégie,unifamilial,1.0,44,14.1,not_published
	1155	+Otterburn Park,57030,Montérégie,plex,1.0,44,13.4,not_published
	1156	+Candiac,67020,Montérégie,plex,1.0,43,13.4,not_published
	1157	+Lac-Brome,46075,Estrie,plex,1.0,43,13.4,not_published
	1158	+Verchères,59025,Montérégie,plex,1.0,43,13.4,not_published
	1159	+Baie-Trinité,96005,Côte-Nord,unifamilial,1.0,43,13.4,not_published
	1160	+Rawdon,62037,Lanaudière,condo,1.0,43,13.1,not_published
	1161	+Témiscouata-sur-le-Lac,13073,Bas-Saint-Laurent,plex,1.0,43,13.7,not_published
	1162	+Saint-Joseph-du-Lac,72025,Laurentides,condo,1.0,43,13.1,not_published
	1163	+Stornoway,30105,Estrie,unifamilial,1.0,43,14.4,not_published
	1164	+Ormstown,69037,Montérégie,plex,1.0,43,13.1,not_published
	1165	+Havre-Saint-Pierre,98040,Côte-Nord,plex,1.0,43,14.1,not_published
	1166	+Saint-Augustin-de-Woburn,30005,Estrie,unifamilial,1.0,43,13.4,not_published
	1167	+Biencourt,13055,Bas-Saint-Laurent,unifamilial,1.0,43,11.7,not_published
	1168	+Huntingdon,69055,Montérégie,plex,1.0,43,13.4,not_published
	1169	+Château-Richer,21035,Capitale-Nationale,plex,1.0,43,13.4,not_published
	1170	+Senneterre,89040,Abitibi-Témiscamingue,plex,1.0,43,13.4,not_published
	1171	+Sainte-Famille-de-l'Île-d'Orléans,20010,Capitale-Nationale,unifamilial,1.0,43,13.4,not_published
	1172	+Portneuf,34048,Capitale-Nationale,plex,1.0,42,13.7,not_published
	1173	+Saint-Luc-de-Vincennes,37225,Mauricie,unifamilial,1.0,42,14.1,not_published
	1174	+Pike River,46025,Estrie,unifamilial,1.0,42,12.7,not_published
	1175	+Rosemère,73020,Laurentides,plex,1.0,42,13.1,not_published
	1176	+Saint-Jean-de-Matha,62015,Lanaudière,plex,1.0,42,12.4,not_published
	1177	+Saint-Marcel,17020,Chaudière-Appalaches,unifamilial,1.0,42,12.7,not_published
	1178	+Rouyn-Noranda,86042,Abitibi-Témiscamingue,condo,1.0,42,13.1,not_published
	1179	+Weedon,41098,Estrie,plex,1.0,42,14.1,not_published
	1180	+Notre-Dame-de-Lourdes,61045,Lanaudière,plex,1.0,42,13.1,not_published
	1181	+Saint-Paul-de-la-Croix,12035,Bas-Saint-Laurent,unifamilial,1.0,42,12.4,not_published
	1182	+Saint-Adelme,08030,Bas-Saint-Laurent,unifamilial,1.0,41,13.1,not_published
	1183	+Cowansville,46080,Estrie,condo,1.0,41,13.7,not_published
	1184	+Saint-Adrien,40010,Estrie,unifamilial,1.0,41,13.1,not_published
	1185	+Sainte-Gertrude-Manneville,88085,Abitibi-Témiscamingue,unifamilial,1.0,41,12.4,not_published
	1186	+Saint-Joseph-de-Lepage,09070,Bas-Saint-Laurent,unifamilial,1.0,41,12.7,not_published
	1187	+Brome,46070,Estrie,unifamilial,1.0,41,12.7,not_published
	1188	+Roxton Pond,47047,Estrie,plex,1.0,41,12.4,not_published
	1189	+Leclercville,33123,Chaudière-Appalaches,unifamilial,1.0,41,12.4,not_published
	1190	+Montréal-Ouest,66047,Montréal,plex,1.0,41,12.7,not_published
	1191	+Notre-Dame-de-Ham,39015,Centre-du-Québec,unifamilial,1.0,41,12.7,not_published
	1192	+Forestville,95045,Côte-Nord,plex,1.0,41,13.1,not_published
	1193	+Saint-Henri,19068,Chaudière-Appalaches,plex,1.0,41,13.1,not_published
	1194	+Oka,72032,Laurentides,plex,1.0,40,12.0,not_published
	1195	+Bonaventure,05045,Gaspésie–Îles-de-la-Madeleine,plex,1.0,40,12.7,not_published
	1196	+Dundee,69075,Montérégie,unifamilial,1.0,40,12.4,not_published
	1197	+Saint-Moïse,07095,Bas-Saint-Laurent,unifamilial,1.0,40,12.7,not_published
	1198	+Hampstead,66062,Montréal,plex,1.0,40,13.7,not_published
	1199	+Boischatel,21045,Capitale-Nationale,plex,1.0,40,11.7,not_published
	1200	+Saint-Sixte,80070,Outaouais,unifamilial,1.0,40,12.4,not_published
	1201	+Saint-Simon-les-Mines,29125,Chaudière-Appalaches,unifamilial,1.0,40,13.4,not_published
	1202	+Saint-Adrien-d'Irlande,31095,Chaudière-Appalaches,unifamilial,1.0,39,12.0,not_published
	1203	+Saint-Camille,40025,Estrie,unifamilial,1.0,39,12.7,not_published
	1204	+Barnston-Ouest,44045,Estrie,unifamilial,1.0,39,12.7,not_published
	1205	+Carleton-sur-Mer,06013,Gaspésie–Îles-de-la-Madeleine,plex,1.0,39,12.7,not_published
	1206	+Bedford,46040,Estrie,unifamilial,1.0,39,12.0,not_published
	1207	+Saint-Joseph-de-Beauce,27043,Chaudière-Appalaches,plex,1.0,39,12.0,not_published
	1208	+Saint-Louis-de-Gonzague,28035,Chaudière-Appalaches,unifamilial,1.0,39,13.1,not_published
	1209	+Villeroy,32085,Centre-du-Québec,unifamilial,1.0,38,11.0,not_published
	1210	+Grenville,76055,Laurentides,plex,1.0,38,12.4,not_published
	1211	+Roquemaure,87015,Abitibi-Témiscamingue,unifamilial,1.0,38,12.4,not_published
	1212	+Papineauville,80037,Outaouais,plex,1.0,38,11.7,not_published
	1213	+Normétal,87115,Abitibi-Témiscamingue,unifamilial,1.0,38,12.4,not_published
	1214	+Rivière-Éternité,94215,Saguenay–Lac-Saint-Jean,unifamilial,1.0,38,12.0,not_published
	1215	+Saint-François-de-l'Île-d'Orléans,20005,Capitale-Nationale,unifamilial,1.0,38,12.0,not_published
	1216	+Saint-Côme,62065,Lanaudière,plex,1.0,38,12.0,not_published
	1217	+Lingwick,41085,Estrie,unifamilial,1.0,38,12.0,not_published
	1218	+Saint-Germain-de-Grantham,49048,Centre-du-Québec,plex,1.0,38,12.0,not_published
	1219	+Saint-Lazare,71105,Montérégie,condo,1.0,38,10.7,not_published
	1220	+Sainte-Thècle,35050,Mauricie,plex,1.0,38,12.4,not_published
	1221	+Dégelis,13005,Bas-Saint-Laurent,plex,1.0,38,11.7,not_published
	1222	+Stanstead-Est,44050,Estrie,unifamilial,1.0,38,13.1,not_published
	1223	+Cascapédia–Saint-Jules,05077,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,38,12.4,not_published
	1224	+Abercorn,46005,Estrie,unifamilial,1.0,37,11.0,not_published
	1225	+Saint-Denis-de-Brompton,42025,Estrie,plex,1.0,37,11.7,not_published
	1226	+Fortierville,38047,Centre-du-Québec,unifamilial,1.0,37,11.3,not_published
	1227	+Saint-Ambroise-de-Kildare,61040,Lanaudière,plex,1.0,37,11.0,not_published
	1228	+Kinnear's Mills,31105,Chaudière-Appalaches,unifamilial,1.0,37,11.7,not_published
	1229	+Martinville,44060,Estrie,unifamilial,1.0,37,12.0,not_published
	1230	+Saint-Célestin,50035,Centre-du-Québec,unifamilial,1.0,37,11.3,not_published
	1231	+Val-d'Or,89008,Abitibi-Témiscamingue,condo,1.0,37,11.7,not_published
	1232	+Saint-Valentin,56030,Montérégie,unifamilial,1.0,37,11.7,not_published
	1233	+Saint-Philippe,67010,Montérégie,plex,1.0,37,12.4,not_published
	1234	+Pohénégamook,13095,Bas-Saint-Laurent,plex,1.0,37,12.0,not_published
	1235	+Neuville,34007,Capitale-Nationale,plex,1.0,36,10.7,not_published
	1236	+Notre-Dame-de-Bonsecours,80015,Outaouais,unifamilial,1.0,36,10.7,not_published
	1237	+Saint-Félix-de-Valois,62007,Lanaudière,condo,1.0,36,11.7,not_published
	1238	+Alma,93042,Saguenay–Lac-Saint-Jean,condo,1.0,36,11.7,not_published
	1239	+Poularies,87035,Abitibi-Témiscamingue,unifamilial,1.0,36,12.0,not_published
	1240	+Rémigny,85105,Abitibi-Témiscamingue,unifamilial,1.0,36,12.0,not_published
	1241	+Latulipe-et-Gaboury,85060,Abitibi-Témiscamingue,unifamilial,1.0,36,11.7,not_published
	1242	+Saint-François-d'Assise,06055,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,36,11.0,not_published
	1243	+Saint-Marc-du-Lac-Long,13020,Bas-Saint-Laurent,unifamilial,1.0,36,11.7,not_published
	1244	+Saint-Alfred,27015,Chaudière-Appalaches,unifamilial,1.0,35,11.7,not_published
	1245	+Saint-Marcel-de-Richelieu,54125,Montérégie,unifamilial,1.0,35,10.3,not_published
	1246	+Nédélec,85100,Abitibi-Témiscamingue,unifamilial,1.0,35,11.3,not_published
	1247	+Notre-Dame-de-Stanbridge,46100,Estrie,unifamilial,1.0,35,12.0,not_published
	1248	+Saint-Thomas,61027,Lanaudière,plex,1.0,35,10.3,not_published
	1249	+Sainte-Hélène-de-Mancebourg,87070,Abitibi-Témiscamingue,unifamilial,1.0,35,10.3,not_published
	1250	+Saint-Cyrille-de-Wendover,49070,Centre-du-Québec,plex,1.0,35,10.3,not_published
	1251	+Kamouraska,14050,Bas-Saint-Laurent,unifamilial,1.0,35,11.7,not_published
	1252	+Valcourt,42055,Estrie,plex,1.0,35,11.3,not_published
	1253	+Dorval,66087,Montréal,plex,1.0,35,10.7,not_published
	1254	+Saint-Thuribe,34085,Capitale-Nationale,unifamilial,1.0,35,10.3,not_published
	1255	+Gracefield,83032,Outaouais,plex,1.0,34,11.0,not_published
	1256	+Matapédia,06045,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,34,11.3,not_published
	1257	+La Conception,78115,Laurentides,plex,1.0,34,11.3,not_published
	1258	+Milan,30040,Estrie,unifamilial,1.0,34,11.0,not_published
	1259	+Sainte-Madeleine,54025,Montérégie,plex,1.0,34,11.0,not_published
	1260	+Saint-Stanislas,92070,Saguenay–Lac-Saint-Jean,unifamilial,1.0,34,11.0,not_published
	1261	+Terrasse-Vaudreuil,71075,Montérégie,plex,1.0,34,11.0,not_published
	1262	+Saint-Bruno-de-Kamouraska,14010,Bas-Saint-Laurent,unifamilial,1.0,34,11.3,not_published
	1263	+Lebel-sur-Quévillon,99005,Nord-du-Québec,plex,1.0,33,11.0,not_published
	1264	+Saint-Clément,11005,Bas-Saint-Laurent,unifamilial,1.0,33,10.3,not_published
	1265	+Saint-Octave-de-Métis,09055,Bas-Saint-Laurent,unifamilial,1.0,33,11.0,not_published
	1266	+Saint-Damase-de-L'Islet,17040,Chaudière-Appalaches,unifamilial,1.0,33,10.0,not_published
	1267	+Sainte-Anne-de-la-Pérade,37205,Mauricie,plex,1.0,33,10.3,not_published
	1268	+Lac-des-Aigles,13062,Bas-Saint-Laurent,unifamilial,1.0,33,9.3,not_published
	1269	+Les Hauteurs,09015,Bas-Saint-Laurent,unifamilial,1.0,33,11.0,not_published
	1270	+Escuminac,06025,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,33,11.0,not_published
	1271	+Sainte-Agathe-des-Monts,78032,Laurentides,condo,1.0,32,10.3,not_published
	1272	+Saint-Adolphe-d'Howard,77065,Laurentides,plex,1.0,32,10.7,not_published
	1273	+Saint-Omer,17005,Chaudière-Appalaches,unifamilial,1.0,32,10.0,not_published
	1274	+Chichester,84090,Outaouais,unifamilial,1.0,32,10.0,not_published
	1275	+Lochaber,80055,Outaouais,unifamilial,1.0,32,10.3,not_published
	1276	+Saint-André-de-Kamouraska,14040,Bas-Saint-Laurent,unifamilial,1.0,32,10.0,not_published
	1277	+Sainte-Irène,07040,Bas-Saint-Laurent,unifamilial,1.0,32,11.0,not_published
	1278	+Notre-Dame-des-Monts,15025,Capitale-Nationale,unifamilial,1.0,32,10.0,not_published
	1279	+Colombier,95050,Côte-Nord,unifamilial,1.0,32,10.3,not_published
	1280	+Berry,88070,Abitibi-Témiscamingue,unifamilial,1.0,32,10.7,not_published
	1281	+Maricourt,42065,Estrie,unifamilial,1.0,31,10.0,not_published
	1282	+Moffet,85075,Abitibi-Témiscamingue,unifamilial,1.0,31,10.7,not_published
	1283	+Egan-Sud,83075,Outaouais,unifamilial,1.0,31,10.7,not_published
	1284	+Saint-Bernard-de-Michaudville,54115,Montérégie,unifamilial,1.0,31,10.3,not_published
	1285	+Franquelin,96015,Côte-Nord,unifamilial,1.0,31,10.3,not_published
	1286	+Victoriaville,39062,Centre-du-Québec,condo,1.0,31,10.0,not_published
	1287	+Saint-Jean-de-la-Lande,13010,Bas-Saint-Laurent,unifamilial,1.0,31,10.7,not_published
	1288	+Kipawa,85010,Abitibi-Témiscamingue,unifamilial,1.0,31,9.6,not_published
	1289	+Saint-Elzéar,05050,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,31,10.0,not_published
	1290	+Macamic,87058,Abitibi-Témiscamingue,plex,1.0,31,9.6,not_published
	1291	+Lac-Supérieur,78095,Laurentides,plex,1.0,31,10.0,not_published
	1292	+Grand-Métis,09060,Bas-Saint-Laurent,unifamilial,1.0,31,10.7,not_published
	1293	+Saint-Dominique-du-Rosaire,88065,Abitibi-Témiscamingue,unifamilial,1.0,30,9.6,not_published
	1294	+Chartierville,41020,Estrie,unifamilial,1.0,30,9.6,not_published
	1295	+Saint-Roch-de-Richelieu,53040,Montérégie,plex,1.0,30,9.6,not_published
	1296	+Saint-Boniface,51085,Mauricie,plex,1.0,30,10.0,not_published
	1297	+Val-Racine,30015,Estrie,unifamilial,1.0,30,8.6,not_published
	1298	+Saint-Jules,27055,Chaudière-Appalaches,unifamilial,1.0,30,10.3,not_published
	1299	+Maddington Falls,39165,Centre-du-Québec,unifamilial,1.0,30,10.0,not_published
	1300	+Lacolle,56023,Montérégie,plex,1.0,30,9.6,not_published
	1301	+La Trinité-des-Monts,10010,Bas-Saint-Laurent,unifamilial,1.0,30,10.3,not_published
	1302	+Saint-Jean-Baptiste,57033,Montérégie,plex,1.0,30,9.3,not_published
	1303	+Saint-Vianney,07075,Bas-Saint-Laurent,unifamilial,1.0,30,8.9,not_published
	1304	+Clermont,87110,Abitibi-Témiscamingue,unifamilial,1.0,30,10.3,not_published
	1305	+Sainte-Thérèse-de-Gaspé,02010,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,29,9.3,not_published
	1306	+Ferme-Neuve,79097,Laurentides,plex,1.0,29,10.0,not_published
	1307	+Saint-Paul,61005,Lanaudière,condo,1.0,29,9.3,not_published
	1308	+Saint-François-Xavier-de-Viger,12025,Bas-Saint-Laurent,unifamilial,1.0,29,9.3,not_published
	1309	+Saint-Anselme,19062,Chaudière-Appalaches,plex,1.0,29,9.3,not_published
	1310	+Guérin,85095,Abitibi-Témiscamingue,unifamilial,1.0,29,9.3,not_published
	1311	+Saint-Robert-Bellarmin,30070,Estrie,unifamilial,1.0,29,9.3,not_published
	1312	+Saint-Ignace-de-Stanbridge,46095,Estrie,unifamilial,1.0,29,9.3,not_published
	1313	+Elgin,69050,Montérégie,unifamilial,1.0,29,9.6,not_published
	1314	+Sainte-Sophie-d'Halifax,32023,Centre-du-Québec,unifamilial,1.0,29,9.6,not_published
	1315	+Saint-Sulpice,60020,Lanaudière,plex,1.0,29,9.6,not_published
	1316	+Port-Cartier,97022,Côte-Nord,plex,1.0,29,8.6,not_published
	1317	+Ascot Corner,41055,Estrie,plex,1.0,28,8.9,not_published
	1318	+Sainte-Brigitte-de-Laval,22045,Capitale-Nationale,plex,1.0,28,8.6,not_published
	1319	+Saint-Eugène-d'Argentenay,92065,Saguenay–Lac-Saint-Jean,unifamilial,1.0,28,8.9,not_published
	1320	+Sainte-Mélanie,61050,Lanaudière,plex,1.0,28,9.3,not_published
	1321	+La Rédemption,09005,Bas-Saint-Laurent,unifamilial,1.0,28,9.3,not_published
	1322	+Saint-Nazaire-de-Dorchester,19015,Chaudière-Appalaches,unifamilial,1.0,28,8.9,not_published
	1323	+Barkmere,78050,Laurentides,unifamilial,1.0,28,9.3,not_published
	1324	+Saint-Ferréol-les-Neiges,21010,Capitale-Nationale,plex,1.0,28,8.2,not_published
	1325	+Blanc-Sablon,98005,Côte-Nord,unifamilial,1.0,28,8.9,not_published
	1326	+Warden,47030,Estrie,unifamilial,1.0,28,9.3,not_published
	1327	+Saint-Eusèbe,13030,Bas-Saint-Laurent,unifamilial,1.0,28,8.9,not_published
	1328	+Saint-Agapit,33045,Chaudière-Appalaches,plex,1.0,27,8.9,not_published
	1329	+Saint-François-du-Lac,50128,Centre-du-Québec,plex,1.0,27,7.2,not_published
	1330	+Bois-Franc,83085,Outaouais,unifamilial,1.0,27,9.3,not_published
	1331	+Saint-Pie-de-Guire,49130,Centre-du-Québec,unifamilial,1.0,27,9.3,not_published
	1332	+Sainte-Madeleine-de-la-Rivière-Madeleine,04005,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,27,9.3,not_published
	1333	+Saint-Alexis-de-Matapédia,06050,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,27,9.3,not_published
	1334	+Saint-Ambroise,94255,Saguenay–Lac-Saint-Jean,plex,1.0,27,9.3,not_published
	1335	+Notre-Dame-du-Mont-Carmel,37235,Mauricie,plex,1.0,27,8.9,not_published
	1336	+Chelsea,82025,Outaouais,plex,1.0,27,8.2,not_published
	1337	+Maskinongé,51008,Mauricie,plex,1.0,27,8.9,not_published
	1338	+Sainte-Edwidge-de-Clifton,44055,Estrie,unifamilial,1.0,27,9.3,not_published
	1339	+Saint-Alphonse-Rodriguez,62025,Lanaudière,plex,1.0,27,8.9,not_published
	1340	+Lac-des-Écorces,79078,Laurentides,plex,1.0,27,8.2,not_published
	1341	+Lac-Frontière,18010,Chaudière-Appalaches,unifamilial,1.0,27,9.3,not_published
	1342	+Saint-Bruno-de-Montarville,58037,Montérégie,plex,1.0,27,9.3,not_published
	1343	+Laurier-Station,33060,Chaudière-Appalaches,plex,1.0,27,8.9,not_published
	1344	+Saint-Augustin,92005,Saguenay–Lac-Saint-Jean,unifamilial,1.0,27,8.9,not_published
	1345	+Godbout,96010,Côte-Nord,unifamilial,1.0,27,9.3,not_published
	1346	+Saint-Éloi,11035,Bas-Saint-Laurent,unifamilial,1.0,27,8.9,not_published
	1347	+Esprit-Saint,10005,Bas-Saint-Laurent,unifamilial,1.0,27,8.9,not_published
	1348	+Saint-Prosper,28020,Chaudière-Appalaches,plex,1.0,27,8.9,not_published
	1349	+Daveluyville,39152,Centre-du-Québec,plex,1.0,26,8.6,not_published
	1350	+Sainte-Luce,09092,Bas-Saint-Laurent,plex,1.0,26,8.6,not_published
	1351	+Otterburn Park,57030,Montérégie,condo,1.0,26,7.6,not_published
	1352	+Saint-Alexis-des-Monts,51065,Mauricie,plex,1.0,26,7.9,not_published
	1353	+Waterville,44080,Estrie,plex,1.0,26,8.2,not_published
	1354	+Longue-Pointe-de-Mingan,98045,Côte-Nord,unifamilial,1.0,26,8.2,not_published
	1355	+Barraute,88022,Abitibi-Témiscamingue,plex,1.0,26,7.9,not_published
	1356	+Saint-Aimé,53015,Montérégie,unifamilial,1.0,26,8.2,not_published
	1357	+Sainte-Claire,19055,Chaudière-Appalaches,plex,1.0,26,8.6,not_published
	1358	+Sainte-Félicité,17025,Chaudière-Appalaches,unifamilial,1.0,26,7.6,not_published
	1359	+Portage-du-Fort,84020,Outaouais,unifamilial,1.0,26,7.9,not_published
	1360	+Sainte-Croix,33102,Chaudière-Appalaches,plex,1.0,26,7.6,not_published
	1361	+Saint-Casimir,34078,Capitale-Nationale,plex,1.0,26,7.6,not_published
	1362	+Saint-Zénon-du-Lac-Humqui,07035,Bas-Saint-Laurent,unifamilial,1.0,26,7.9,not_published
	1363	+East Broughton,31122,Chaudière-Appalaches,plex,1.0,26,8.6,not_published
	1364	+Saint-Lambert-de-Lauzon,26070,Chaudière-Appalaches,plex,1.0,26,8.6,not_published
	1365	+Saint-Antoine-de-l'Isle-aux-Grues,18070,Chaudière-Appalaches,unifamilial,1.0,26,7.9,not_published
	1366	+Saint-Nazaire,93045,Saguenay–Lac-Saint-Jean,plex,1.0,26,8.9,not_published
	1367	+Yamachiche,51020,Mauricie,plex,1.0,26,8.6,not_published
	1368	+Saint-Julien,31035,Chaudière-Appalaches,unifamilial,1.0,25,8.2,not_published
	1369	+Saint-Séverin,27070,Chaudière-Appalaches,unifamilial,1.0,25,8.2,not_published
	1370	+McMasterville,57025,Montérégie,condo,1.0,25,8.2,not_published
	1371	+Hope,05025,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,25,8.6,not_published
	1372	+Cap-Saint-Ignace,18045,Chaudière-Appalaches,plex,1.0,25,8.2,not_published
	1373	+Saint-Noël,07100,Bas-Saint-Laurent,unifamilial,1.0,25,8.2,not_published
	1374	+La Pêche,82035,Outaouais,condo,1.0,25,8.2,not_published
	1375	+Saint-Esprit,63030,Lanaudière,plex,1.0,25,7.9,not_published
	1376	+Calixa-Lavallée,59030,Montérégie,unifamilial,1.0,25,8.6,not_published
	1377	+L'Islet,17078,Chaudière-Appalaches,plex,1.0,25,7.9,not_published
	1378	+Saint-Léandre,08065,Bas-Saint-Laurent,unifamilial,1.0,25,8.2,not_published
	1379	+Orford,45115,Estrie,plex,1.0,25,8.2,not_published
	1380	+Deschambault-Grondines,34058,Capitale-Nationale,plex,1.0,24,8.2,not_published
	1381	+Lyster,32065,Centre-du-Québec,plex,1.0,24,7.2,not_published
	1382	+Chazel,87095,Abitibi-Témiscamingue,unifamilial,1.0,24,7.2,not_published
	1383	+Sainte-Monique,50057,Centre-du-Québec,unifamilial,1.0,24,8.2,not_published
	1384	+Sainte-Hélène-de-Chester,39035,Centre-du-Québec,unifamilial,1.0,24,7.9,not_published
	1385	+Ange-Gardien,55008,Montérégie,plex,1.0,24,7.6,not_published
	1386	+Yamaska,53072,Montérégie,plex,1.0,24,7.6,not_published
	1387	+Ivry-sur-le-Lac,78042,Laurentides,unifamilial,1.0,24,8.2,not_published
	1388	+Saint-Tharcisius,07070,Bas-Saint-Laurent,unifamilial,1.0,24,7.9,not_published
	1389	+Pointe-Claire,66097,Montréal,plex,1.0,24,8.2,not_published
	1390	+Mont-Saint-Grégoire,56097,Montérégie,plex,1.0,24,7.2,not_published
	1391	+Potton,45030,Estrie,condo,1.0,24,7.9,not_published
	1392	+New Richmond,05070,Gaspésie–Îles-de-la-Madeleine,plex,1.0,24,7.9,not_published
	1393	+Aston-Jonction,50013,Centre-du-Québec,unifamilial,1.0,24,7.9,not_published
	1394	+Authier-Nord,87100,Abitibi-Témiscamingue,unifamilial,1.0,23,7.9,not_published
	1395	+Saint-Jean-Port-Joli,17070,Chaudière-Appalaches,plex,1.0,23,7.6,not_published
	1396	+Normandin,92040,Saguenay–Lac-Saint-Jean,plex,1.0,23,7.9,not_published
	1397	+Sainte-Lucie-de-Beauregard,18020,Chaudière-Appalaches,unifamilial,1.0,23,7.9,not_published
	1398	+Saint-Henri,19068,Chaudière-Appalaches,condo,1.0,23,6.5,not_published
	1399	+Saint-Gabriel-de-Valcartier,22025,Capitale-Nationale,plex,1.0,23,7.6,not_published
	1400	+Saint-Sévère,51030,Mauricie,unifamilial,1.0,23,7.6,not_published
	1401	+Sainte-Françoise,38035,Centre-du-Québec,unifamilial,1.0,23,7.9,not_published
	1402	+Saint-Antonin,12015,Bas-Saint-Laurent,plex,1.0,23,7.2,not_published
	1403	+Notre-Dame-du-Laus,79005,Laurentides,plex,1.0,23,7.6,not_published
	1404	+Sainte-Florence,07010,Bas-Saint-Laurent,unifamilial,1.0,23,6.9,not_published
	1405	+Sainte-Marie-Madeleine,54030,Montérégie,plex,1.0,23,7.2,not_published
	1406	+Saint-André-d'Argenteuil,76008,Laurentides,plex,1.0,23,7.6,not_published
	1407	+Grand-Saint-Esprit,50065,Centre-du-Québec,unifamilial,1.0,23,7.6,not_published
	1408	+Sainte-Clotilde-de-Beauce,31060,Chaudière-Appalaches,unifamilial,1.0,23,7.9,not_published
	1409	+Sacré-Coeur-de-Jésus,31130,Chaudière-Appalaches,unifamilial,1.0,23,7.6,not_published
	1410	+Saint-Paulin,51060,Mauricie,plex,1.0,23,6.9,not_published
	1411	+Saint-Pierre-de-Lamy,13075,Bas-Saint-Laurent,unifamilial,1.0,23,7.6,not_published
	1412	+Saint-Eugène-de-Ladrière,10075,Bas-Saint-Laurent,unifamilial,1.0,23,7.9,not_published
	1413	+Béthanie,48005,Montérégie,unifamilial,1.0,23,7.9,not_published
	1414	+Saint-Barthélemy,52055,Lanaudière,plex,1.0,23,7.9,not_published
	1415	+Saint-Anaclet-de-Lessard,10030,Bas-Saint-Laurent,plex,1.0,23,7.6,not_published
	1416	+Eastman,45093,Estrie,plex,1.0,22,7.6,not_published
	1417	+Sainte-Élisabeth,52030,Lanaudière,plex,1.0,22,7.6,not_published
	1418	+Sainte-Cécile-de-Lévrard,38060,Centre-du-Québec,unifamilial,1.0,22,7.6,not_published
	1419	+Rapide-Danseur,87010,Abitibi-Témiscamingue,unifamilial,1.0,22,7.6,not_published
	1420	+Saint-Apollinaire,33090,Chaudière-Appalaches,condo,1.0,22,6.9,not_published
	1421	+Les Méchins,08005,Bas-Saint-Laurent,unifamilial,1.0,22,6.5,not_published
	1422	+Wickham,49040,Centre-du-Québec,plex,1.0,22,6.9,not_published
	1423	+Sainte-Justine,28045,Chaudière-Appalaches,plex,1.0,22,7.6,not_published
	1424	+Roxton Falls,48010,Montérégie,plex,1.0,22,7.6,not_published
	1425	+Beauharnois,70022,Montérégie,condo,1.0,22,6.9,not_published
	1426	+Marsoui,04025,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,22,7.2,not_published
	1427	+La Présentation,54035,Montérégie,plex,1.0,22,7.2,not_published
	1428	+Rivière-du-Loup,12072,Bas-Saint-Laurent,condo,1.0,22,6.5,not_published
	1429	+Notre-Dame-de-l'Île-Perrot,71065,Montérégie,plex,1.0,22,7.6,not_published
	1430	+Dollard-des-Ormeaux,66142,Montréal,plex,1.0,22,7.6,not_published
	1431	+East Hereford,44010,Estrie,unifamilial,1.0,22,6.9,not_published
	1432	+Chénéville,80103,Outaouais,plex,1.0,21,6.2,not_published
	1433	+Napierville,68030,Montérégie,plex,1.0,21,7.2,not_published
	1434	+Saint-Martin,29045,Chaudière-Appalaches,plex,1.0,21,6.5,not_published
	1435	+Saint-Pierre-de-l'Île-d'Orléans,20025,Capitale-Nationale,plex,1.0,21,6.5,not_published
	1436	+Fugèreville,85055,Abitibi-Témiscamingue,unifamilial,1.0,21,6.9,not_published
	1437	+Rougemont,55037,Montérégie,plex,1.0,21,7.2,not_published
	1438	+Saint-Lin–Laurentides,63048,Lanaudière,condo,1.0,21,6.5,not_published
	1439	+Saint-Jean-de-Brébeuf,31100,Chaudière-Appalaches,unifamilial,1.0,21,7.2,not_published
	1440	+Saint-Alexandre-de-Kamouraska,14035,Bas-Saint-Laurent,plex,1.0,21,6.9,not_published
	1441	+Amherst,78070,Laurentides,plex,1.0,21,6.5,not_published
	1442	+Sainte-Catherine,67030,Montérégie,condo,1.0,21,6.9,not_published
	1443	+Rigaud,71133,Montérégie,condo,1.0,21,6.9,not_published
	1444	+Sainte-Barbe,69065,Montérégie,plex,1.0,21,7.2,not_published
	1445	+Cap-Santé,34030,Capitale-Nationale,plex,1.0,21,6.9,not_published
	1446	+Saint-Raphaël,19082,Chaudière-Appalaches,plex,1.0,21,7.2,not_published
	1447	+Stoke,42005,Estrie,plex,1.0,21,6.5,not_published
	1448	+Lac-Tremblant-Nord,78127,Laurentides,unifamilial,1.0,21,7.2,not_published
	1449	+Padoue,09040,Bas-Saint-Laurent,unifamilial,1.0,21,7.2,not_published
	1450	+Sainte-Élizabeth-de-Warwick,39090,Centre-du-Québec,unifamilial,1.0,21,6.5,not_published
	1451	+Sainte-Rita,11015,Bas-Saint-Laurent,unifamilial,1.0,21,6.5,not_published
	1452	+Témiscaming,85005,Abitibi-Témiscamingue,plex,1.0,21,6.9,not_published
	1453	+La Reine,87080,Abitibi-Témiscamingue,unifamilial,1.0,21,6.9,not_published
	1454	+Saint-Fortunat,31030,Chaudière-Appalaches,unifamilial,1.0,21,6.5,not_published
	1455	+Saint-Prime,91035,Saguenay–Lac-Saint-Jean,plex,1.0,21,6.9,not_published
	1456	+Lavaltrie,52007,Lanaudière,condo,1.0,20,6.5,not_published
	1457	+Upton,48038,Montérégie,plex,1.0,20,6.2,not_published
	1458	+Lac-Normand,35904,Mauricie,unifamilial,1.0,20,6.9,not_published
	1459	+Saint-Fulgence,94235,Saguenay–Lac-Saint-Jean,plex,1.0,20,6.9,not_published
	1460	+Saint-Basile,34038,Capitale-Nationale,plex,1.0,20,6.9,not_published
	1461	+Saint-Charles-de-Bellechasse,19097,Chaudière-Appalaches,plex,1.0,20,6.2,not_published
	1462	+Baie-Sainte-Catherine,15065,Capitale-Nationale,unifamilial,1.0,20,6.5,not_published
	1463	+Ristigouche-Sud-Est,06035,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,20,5.5,not_published
	1464	+Sainte-Victoire-de-Sorel,53025,Montérégie,plex,1.0,20,6.9,not_published
	1465	+Sainte-Jeanne-d'Arc-de-la-Mitis,09020,Bas-Saint-Laurent,unifamilial,1.0,20,6.9,not_published
	1466	+Laniel,85905,Abitibi-Témiscamingue,unifamilial,1.0,20,6.5,not_published
	1467	+Saint-Maurice,37230,Mauricie,plex,1.0,20,6.2,not_published
	1468	+Lac-aux-Sables,35010,Mauricie,plex,1.0,20,6.2,not_published
	1469	+Saint-Joachim,21020,Capitale-Nationale,plex,1.0,20,6.5,not_published
	1470	+Caplan,05060,Gaspésie–Îles-de-la-Madeleine,plex,1.0,20,6.5,not_published
	1471	+Les Cèdres,71050,Montérégie,plex,1.0,20,6.2,not_published
	1472	+Saint-Tite-des-Caps,21005,Capitale-Nationale,plex,1.0,20,6.9,not_published
	1473	+Saint-Gérard-Majella,53085,Montérégie,unifamilial,1.0,20,6.5,not_published
	1474	+Saint-Léonard-d'Aston,50042,Centre-du-Québec,plex,1.0,20,5.8,not_published
	1475	+Cacouna,12057,Bas-Saint-Laurent,plex,1.0,20,6.9,not_published
	1476	+Saint-Lambert,87120,Abitibi-Témiscamingue,unifamilial,1.0,19,6.2,not_published
	1477	+Grosse-Île,01042,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,19,5.8,not_published
	1478	+Pointe-des-Cascades,71055,Montérégie,plex,1.0,19,6.2,not_published
	1479	+Saint-Pascal,14018,Bas-Saint-Laurent,plex,1.0,19,6.2,not_published
	1480	+Petite-Rivière-Saint-François,16005,Capitale-Nationale,plex,1.0,19,6.2,not_published
	1481	+Saint-Placide,72043,Laurentides,plex,1.0,19,6.2,not_published
	1482	+Mandeville,52095,Lanaudière,plex,1.0,19,6.5,not_published
	1483	+Hope Town,05020,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,19,6.5,not_published
	1484	+Saint-Côme–Linière,29057,Chaudière-Appalaches,plex,1.0,19,6.2,not_published
	1485	+Desbiens,93005,Saguenay–Lac-Saint-Jean,plex,1.0,19,6.5,not_published
	1486	+La Visitation-de-Yamaska,50085,Centre-du-Québec,unifamilial,1.0,19,6.2,not_published
	1487	+Sainte-Catherine-de-la-Jacques-Cartier,22005,Capitale-Nationale,condo,1.0,19,5.8,not_published
	1488	+Grenville-sur-la-Rouge,76052,Laurentides,plex,1.0,19,6.5,not_published
	1489	+Saint-Jacques-le-Majeur-de-Wolfestown,31025,Chaudière-Appalaches,unifamilial,1.0,19,6.2,not_published
	1490	+Cacouna,12057,Bas-Saint-Laurent,condo,1.0,19,6.2,not_published
	1491	+Saint-Siméon,05055,Gaspésie–Îles-de-la-Madeleine,plex,1.0,19,6.5,not_published
	1492	+Rivière-aux-Outardes,96902,Côte-Nord,unifamilial,1.0,19,5.8,not_published
	1493	+Sainte-Catherine-de-Hatley,45060,Estrie,plex,1.0,19,6.5,not_published
	1494	+Saint-Bruno-de-Guigues,85045,Abitibi-Témiscamingue,plex,1.0,19,6.5,not_published
	1495	+Saint-David-de-Falardeau,94245,Saguenay–Lac-Saint-Jean,plex,1.0,19,6.5,not_published
	1496	+Rivière-Beaudette,71005,Montérégie,plex,1.0,19,6.5,not_published
	1497	+Saint-Dominique,54060,Montérégie,plex,1.0,18,5.8,not_published
	1498	+Shawville,84010,Outaouais,plex,1.0,18,5.8,not_published
	1499	+La Guadeloupe,29030,Chaudière-Appalaches,plex,1.0,18,6.2,not_published
	1500	+Saint-Siméon,15058,Capitale-Nationale,plex,1.0,18,5.8,not_published
	1501	+Deux-Montagnes,72010,Laurentides,condo,1.0,18,5.5,not_published
	1502	+Lorraine,73025,Laurentides,condo,1.0,18,6.2,not_published
	1503	+Pincourt,71070,Montérégie,plex,1.0,18,5.5,not_published
	1504	+Saint-Paul-d'Abbotsford,55015,Montérégie,plex,1.0,18,5.8,not_published
	1505	+Sainte-Marcelline-de-Kildare,62030,Lanaudière,plex,1.0,18,5.8,not_published
	1506	+Notre-Dame-des-Pins,29120,Chaudière-Appalaches,plex,1.0,18,5.5,not_published
	1507	+Saint-Joseph-de-Kamouraska,14030,Bas-Saint-Laurent,unifamilial,1.0,18,6.2,not_published
	1508	+Dunham,46050,Estrie,plex,1.0,18,6.2,not_published
	1509	+Saint-Ignace-de-Loyola,52045,Lanaudière,plex,1.0,18,6.2,not_published
	1510	+Venise-en-Québec,56005,Montérégie,plex,1.0,18,6.2,not_published
	1511	+Albertville,07025,Bas-Saint-Laurent,unifamilial,1.0,18,6.2,not_published
	1512	+Saint-Isidore,67040,Montérégie,plex,1.0,18,5.2,not_published
	1513	+La Martre,04030,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,18,5.8,not_published
	1514	+Saint-Athanase,13100,Bas-Saint-Laurent,unifamilial,1.0,18,5.8,not_published
	1515	+Chambord,91020,Saguenay–Lac-Saint-Jean,plex,1.0,18,5.2,not_published
	1516	+Mansfield-et-Pontefract,84065,Outaouais,plex,1.0,18,6.2,not_published
	1517	+Saint-Éphrem-de-Beauce,29112,Chaudière-Appalaches,plex,1.0,18,5.8,not_published
	1518	+Hampden,41075,Estrie,unifamilial,1.0,18,5.8,not_published
	1519	+Pierreville,50113,Centre-du-Québec,plex,1.0,18,5.8,not_published
	1520	+Saint-Edmond-les-Plaines,92050,Saguenay–Lac-Saint-Jean,unifamilial,1.0,18,6.2,not_published
	1521	+Saint-Narcisse,37240,Mauricie,plex,1.0,18,6.2,not_published
	1522	+Saint-Gédéon-de-Beauce,29013,Chaudière-Appalaches,plex,1.0,18,5.5,not_published
	1523	+Saint-Cléophas-de-Brandon,52075,Lanaudière,unifamilial,1.0,18,5.5,not_published
	1524	+La Malbaie,15013,Capitale-Nationale,condo,1.0,18,5.5,not_published
	1525	+Saint-Fabien,10070,Bas-Saint-Laurent,plex,1.0,18,5.5,not_published
	1526	+Saint-Pierre-de-l'Île-d'Orléans,20025,Capitale-Nationale,condo,1.0,18,5.8,not_published
	1527	+Saint-Gilbert,34060,Capitale-Nationale,unifamilial,1.0,18,6.2,not_published
	1528	+Grande-Rivière,02015,Gaspésie–Îles-de-la-Madeleine,plex,1.0,18,5.8,not_published
	1529	+Val-des-Lacs,78100,Laurentides,plex,1.0,17,5.2,not_published
	1530	+Saint-Jean-de-Dieu,11010,Bas-Saint-Laurent,plex,1.0,17,5.8,not_published
	1531	+Saint-François-Xavier-de-Brompton,42020,Estrie,plex,1.0,17,5.2,not_published
	1532	+Sept-Îles,97007,Côte-Nord,condo,1.0,17,5.2,not_published
	1533	+Sainte-Anne-de-Sorel,53065,Montérégie,plex,1.0,17,5.5,not_published
	1534	+Lorrainville,85037,Abitibi-Témiscamingue,plex,1.0,17,5.8,not_published
	1535	+Larouche,94265,Saguenay–Lac-Saint-Jean,plex,1.0,17,5.8,not_published
	1536	+Champlain,37220,Mauricie,plex,1.0,17,5.2,not_published
	1537	+Saint-Elzéar-de-Témiscouata,13085,Bas-Saint-Laurent,unifamilial,1.0,17,5.8,not_published
	1538	+Montebello,80010,Outaouais,plex,1.0,17,5.5,not_published
	1539	+Saint-Polycarpe,71020,Montérégie,plex,1.0,17,5.5,not_published
	1540	+Chertsey,62047,Lanaudière,plex,1.0,17,5.8,not_published
	1541	+Brébeuf,78075,Laurentides,plex,1.0,17,5.8,not_published
	1542	+Shefford,47035,Estrie,plex,1.0,17,5.8,not_published
	1543	+Saint-Médard,11025,Bas-Saint-Laurent,unifamilial,1.0,17,5.5,not_published
	1544	+Saint-Pamphile,17010,Chaudière-Appalaches,plex,1.0,17,5.8,not_published
	1545	+Les Escoumins,95025,Côte-Nord,plex,1.0,17,5.8,not_published
	1546	+Saint-Pacôme,14070,Bas-Saint-Laurent,plex,1.0,17,4.5,not_published
	1547	+Aguanish,98030,Côte-Nord,unifamilial,1.0,17,5.8,not_published
	1548	+Sacré-Coeur,95010,Côte-Nord,plex,1.0,17,4.5,not_published
	1549	+Saint-Philibert,29065,Chaudière-Appalaches,unifamilial,1.0,17,5.8,not_published
	1550	+Paspébiac,05032,Gaspésie–Îles-de-la-Madeleine,plex,1.0,17,5.5,not_published
	1551	+Saint-Hyacinthe,54048,Montérégie,condo,1.0,17,5.5,not_published
	1552	+Notre-Dame-de-l'Île-Perrot,71065,Montérégie,condo,1.0,17,5.5,not_published
	1553	+Farnham,46112,Estrie,condo,1.0,17,5.8,not_published
	1554	+Saint-Alphonse-de-Granby,47010,Estrie,plex,1.0,17,5.5,not_published
	1555	+Saint-Clet,71045,Montérégie,plex,1.0,16,5.5,not_published
	1556	+Saint-Marc-sur-Richelieu,57050,Montérégie,plex,1.0,16,5.2,not_published
	1557	+Saint-Gervais,19075,Chaudière-Appalaches,plex,1.0,16,5.2,not_published
	1558	+Hudson,71100,Montérégie,plex,1.0,16,5.2,not_published
	1559	+Saint-Gilles,33035,Chaudière-Appalaches,plex,1.0,16,5.5,not_published
	1560	+Potton,45030,Estrie,plex,1.0,16,5.2,not_published
	1561	+Stanbridge Station,46030,Estrie,unifamilial,1.0,16,4.5,not_published
	1562	+Causapscal,07018,Bas-Saint-Laurent,plex,1.0,16,5.2,not_published
	1563	+Nominingue,79030,Laurentides,plex,1.0,16,4.8,not_published
	1564	+L'Île-d'Anticosti,98020,Côte-Nord,unifamilial,1.0,16,5.5,not_published
	1565	+Saint-Cléophas,07090,Bas-Saint-Laurent,unifamilial,1.0,16,5.5,not_published
	1566	+Brownsburg-Chatham,76043,Laurentides,condo,1.0,16,5.2,not_published
	1567	+Saint-Germain-de-Kamouraska,14045,Bas-Saint-Laurent,unifamilial,1.0,16,4.8,not_published
	1568	+Notre-Dame-du-Nord,85090,Abitibi-Témiscamingue,plex,1.0,16,5.2,not_published
	1569	+Sainte-Émélie-de-l'Énergie,62070,Lanaudière,plex,1.0,16,5.5,not_published
	1570	+Rivière-à-Claude,04020,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,16,4.8,not_published
	1571	+Saint-Liboire,54072,Montérégie,plex,1.0,16,5.2,not_published
	1572	+Sainte-Hélène-de-Bagot,54095,Montérégie,plex,1.0,16,4.8,not_published
	1573	+Natashquan,98025,Côte-Nord,unifamilial,1.0,16,5.5,not_published
	1574	+Saint-Ulric,08073,Bas-Saint-Laurent,plex,1.0,16,5.5,not_published
	1575	+Saint-Polycarpe,71020,Montérégie,condo,1.0,16,5.2,not_published
	1576	+Belcourt,89050,Abitibi-Témiscamingue,unifamilial,1.0,16,5.2,not_published
	1577	+Saint-Laurent-de-l'Île-d'Orléans,20020,Capitale-Nationale,plex,1.0,15,4.8,not_published
	1578	+Notre-Dame-des-Prairies,61030,Lanaudière,condo,1.0,15,4.8,not_published
	1579	+Saint-Donat,62060,Lanaudière,condo,1.0,15,3.4,not_published
	1580	+Léry,67055,Montérégie,plex,1.0,15,4.5,not_published
	1581	+Franklin,69010,Montérégie,plex,1.0,15,5.2,not_published
	1582	+Saint-Étienne-des-Grès,51090,Mauricie,plex,1.0,15,4.8,not_published
	1583	+Port-Daniel–Gascons,02047,Gaspésie–Îles-de-la-Madeleine,plex,1.0,15,4.8,not_published
	1584	+Lac-Bouchette,91005,Saguenay–Lac-Saint-Jean,plex,1.0,15,4.8,not_published
	1585	+L'Anse-Saint-Jean,94210,Saguenay–Lac-Saint-Jean,plex,1.0,15,5.2,not_published
	1586	+Authier,87050,Abitibi-Témiscamingue,unifamilial,1.0,15,5.2,not_published
	1587	+Lemieux,38020,Centre-du-Québec,unifamilial,1.0,15,4.5,not_published
	1588	+Coteau-du-Lac,71040,Montérégie,condo,1.0,15,5.2,not_published
	1589	+Saint-Cuthbert,52062,Lanaudière,plex,1.0,15,5.2,not_published
	1590	+Saint-Zacharie,28005,Chaudière-Appalaches,plex,1.0,15,5.2,not_published
	1591	+Ripon,80078,Outaouais,plex,1.0,15,5.2,not_published
	1592	+Saint-Denis-sur-Richelieu,57068,Montérégie,plex,1.0,15,4.8,not_published
	1593	+Baie-D'Urfé,66112,Montréal,condo,1.0,15,5.2,not_published
	1594	+Shigawake,05010,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,14,4.8,not_published
	1595	+Pont-Rouge,34017,Capitale-Nationale,condo,1.0,14,4.8,not_published
	1596	+Lac-Poulin,29095,Chaudière-Appalaches,unifamilial,1.0,14,4.8,not_published
	1597	+Compton,44071,Estrie,plex,1.0,14,4.8,not_published
	1598	+Hampstead,66062,Montréal,condo,1.0,14,4.5,not_published
	1599	+Maria,06005,Gaspésie–Îles-de-la-Madeleine,plex,1.0,14,4.8,not_published
	1600	+Saint-Gabriel-de-Brandon,52085,Lanaudière,plex,1.0,14,4.8,not_published
	1601	+Saint-Anicet,69070,Montérégie,plex,1.0,14,4.8,not_published
	1602	+Sayabec,07085,Bas-Saint-Laurent,plex,1.0,14,4.8,not_published
	1603	+L'Ascension-de-Notre-Seigneur,93065,Saguenay–Lac-Saint-Jean,plex,1.0,14,4.8,not_published
	1604	+Stanstead,45025,Estrie,plex,1.0,14,4.5,not_published
	1605	+Napierville,68030,Montérégie,condo,1.0,14,4.1,not_published
	1606	+Saint-Édouard-de-Lotbinière,33080,Chaudière-Appalaches,plex,1.0,14,4.8,not_published
	1607	+Mont-Saint-Pierre,04015,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,14,4.8,not_published
	1608	+Durham-Sud,49015,Centre-du-Québec,plex,1.0,14,4.8,not_published
	1609	+Saint-Pierre,61020,Lanaudière,unifamilial,1.0,14,4.8,not_published
	1610	+Saint-Alexis,63023,Lanaudière,plex,1.0,14,4.5,not_published
	1611	+Chute-aux-Outardes,96035,Côte-Nord,plex,1.0,14,4.5,not_published
	1612	+Nouvelle,06020,Gaspésie–Îles-de-la-Madeleine,plex,1.0,14,4.8,not_published
	1613	+Saint-Isidore,26063,Chaudière-Appalaches,plex,1.0,14,4.8,not_published
	1614	+Entrelacs,62053,Lanaudière,plex,1.0,13,4.1,not_published
	1615	+Saint-Urbain,16055,Capitale-Nationale,plex,1.0,13,4.5,not_published
	1616	+Saint-Gilles,33035,Chaudière-Appalaches,condo,1.0,13,4.5,not_published
	1617	+Armagh,19037,Chaudière-Appalaches,plex,1.0,13,4.5,not_published
	1618	+Messines,83060,Outaouais,plex,1.0,13,4.5,not_published
	1619	+Mille-Isles,76030,Laurentides,plex,1.0,13,3.8,not_published
	1620	+Tingwick,39025,Centre-du-Québec,plex,1.0,13,4.5,not_published
	1621	+Saint-Michel-de-Bellechasse,19110,Chaudière-Appalaches,plex,1.0,13,4.5,not_published
	1622	+Launay,88080,Abitibi-Témiscamingue,unifamilial,1.0,13,4.5,not_published
	1623	+Austin,45085,Estrie,plex,1.0,13,4.5,not_published
	1624	+Albanel,92030,Saguenay–Lac-Saint-Jean,plex,1.0,13,4.1,not_published
	1625	+Saint-Liguori,63065,Lanaudière,plex,1.0,13,4.1,not_published
	1626	+Lac-Mégantic,30030,Estrie,condo,1.0,13,4.5,not_published
	1627	+Lawrenceville,42045,Estrie,plex,1.0,13,4.1,not_published
	1628	+Berthier-sur-Mer,18065,Chaudière-Appalaches,plex,1.0,13,4.5,not_published
	1629	+Saint-Stanislas-de-Kostka,70040,Montérégie,plex,1.0,13,4.1,not_published
	1630	+Sainte-Geneviève-de-Berthier,52040,Lanaudière,plex,1.0,13,4.5,not_published
	1631	+Béarn,85020,Abitibi-Témiscamingue,plex,1.0,13,4.1,not_published
	1632	+Sainte-Perpétue,17030,Chaudière-Appalaches,plex,1.0,13,4.1,not_published
	1633	+Saint-Alexandre,56055,Montérégie,plex,1.0,13,4.5,not_published
	1634	+Saint-Honoré-de-Témiscouata,13090,Bas-Saint-Laurent,plex,1.0,13,4.1,not_published
	1635	+Saint-Roch-de-l'Achigan,63035,Lanaudière,condo,1.0,13,4.5,not_published
	1636	+Sainte-Lucie-des-Laurentides,78020,Laurentides,plex,1.0,13,3.8,not_published
	1637	+Saint-Godefroi,05015,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,13,4.5,not_published
	1638	+La Morandière-Rochebaucourt,88012,Abitibi-Témiscamingue,unifamilial,1.0,13,4.1,not_published
	1639	+Belleterre,85065,Abitibi-Témiscamingue,unifamilial,1.0,13,4.5,not_published
	1640	+Rosemère,73020,Laurentides,condo,1.0,13,4.1,not_published
	1641	+Saint-Louis-du-Ha! Ha!,13080,Bas-Saint-Laurent,plex,1.0,13,3.8,not_published
	1642	+Fort-Coulonge,84060,Outaouais,plex,1.0,13,4.5,not_published
	1643	+Frelighsburg,46010,Estrie,plex,1.0,13,4.5,not_published
	1644	+Sainte-Béatrix,62020,Lanaudière,plex,1.0,13,4.5,not_published
	1645	+Sheenboro,84095,Outaouais,unifamilial,1.0,13,4.5,not_published
	1646	+Vallée-Jonction,26015,Chaudière-Appalaches,plex,1.0,13,3.8,not_published
	1647	+Venise-en-Québec,56005,Montérégie,condo,1.0,12,4.1,not_published
	1648	+Saint-Victor,27008,Chaudière-Appalaches,plex,1.0,12,3.8,not_published
	1649	+Saint-Bernard,26055,Chaudière-Appalaches,plex,1.0,12,4.1,not_published
	1650	+Plaisance,80045,Outaouais,plex,1.0,12,4.1,not_published
	1651	+Lac-Simon,80095,Outaouais,plex,1.0,12,4.1,not_published
	1652	+Wotton,40017,Estrie,plex,1.0,12,4.1,not_published
	1653	+Saint-Jean-de-Cherbourg,08010,Bas-Saint-Laurent,unifamilial,1.0,12,4.1,not_published
	1654	+Lambton,30095,Estrie,plex,1.0,12,4.1,not_published
	1655	+Saint-André-de-Restigouche,06040,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,12,3.8,not_published
	1656	+Saint-Étienne-de-Beauharnois,70030,Montérégie,plex,1.0,12,4.1,not_published
	1657	+Godmanchester,69060,Montérégie,plex,1.0,12,4.1,not_published
	1658	+Nicolet,50072,Centre-du-Québec,condo,1.0,12,4.1,not_published
	1659	+Saint-Damien-de-Buckland,19030,Chaudière-Appalaches,plex,1.0,12,4.1,not_published
	1660	+Saint-Elphège,50095,Centre-du-Québec,unifamilial,1.0,12,4.1,not_published
	1661	+Otter Lake,84055,Outaouais,plex,1.0,12,4.1,not_published
	1662	+Côte-Nord-du-Golfe-du-Saint-Laurent,98015,Côte-Nord,unifamilial,1.0,12,4.1,not_published
	1663	+Adstock,31056,Chaudière-Appalaches,plex,1.0,12,4.1,not_published
	1664	+L'Isle-aux-Coudres,16023,Capitale-Nationale,plex,1.0,12,4.1,not_published
	1665	+Saint-Damase,54017,Montérégie,plex,1.0,12,3.8,not_published
	1666	+Sainte-Marguerite-Marie,07005,Bas-Saint-Laurent,unifamilial,1.0,12,3.8,not_published
	1667	+Saint-Antoine-de-Tilly,33095,Chaudière-Appalaches,plex,1.0,12,4.1,not_published
	1668	+Sainte-Anne-de-Bellevue,66117,Montréal,condo,1.0,11,3.8,not_published
	1669	+Saint-Alexandre-des-Lacs,07065,Bas-Saint-Laurent,unifamilial,1.0,11,3.8,not_published
	1670	+Saint-Honoré-de-Shenley,29038,Chaudière-Appalaches,plex,1.0,11,3.8,not_published
	1671	+Chelsea,82025,Outaouais,condo,1.0,11,3.1,not_published
	1672	+Saint-Joseph-de-Coleraine,31045,Chaudière-Appalaches,plex,1.0,11,3.8,not_published
	1673	+Saint-Guillaume,49113,Centre-du-Québec,plex,1.0,11,3.8,not_published
	1674	+Percé,02005,Gaspésie–Îles-de-la-Madeleine,plex,1.0,11,3.8,not_published
	1675	+L'Anse-Saint-Jean,94210,Saguenay–Lac-Saint-Jean,condo,1.0,11,3.1,not_published
	1676	+Saint-Benoît-Labre,29100,Chaudière-Appalaches,plex,1.0,11,3.4,not_published
	1677	+Saint-Ferdinand,32013,Centre-du-Québec,plex,1.0,11,3.8,not_published
	1678	+Campbell's Bay,84030,Outaouais,plex,1.0,11,3.4,not_published
	1679	+Saint-Alban,34097,Capitale-Nationale,plex,1.0,11,3.8,not_published
	1680	+Notre-Dame-de-Lorette,92060,Saguenay–Lac-Saint-Jean,unifamilial,1.0,11,3.8,not_published
	1681	+Saint-Mathieu-de-Beloeil,57045,Montérégie,condo,1.0,11,3.8,not_published
	1682	+Murdochville,03025,Gaspésie–Îles-de-la-Madeleine,plex,1.0,11,3.8,not_published
	1683	+Lac-Walker,97904,Côte-Nord,unifamilial,1.0,11,3.8,not_published
	1684	+Déléage,83070,Outaouais,plex,1.0,11,3.8,not_published
	1685	+Baie-du-Febvre,50100,Centre-du-Québec,plex,1.0,11,3.8,not_published
	1686	+Saint-Mathieu,67005,Montérégie,plex,1.0,11,3.8,not_published
	1687	+La Minerve,78130,Laurentides,plex,1.0,11,3.8,not_published
	1688	+Saint-Mathieu-de-Beloeil,57045,Montérégie,plex,1.0,11,3.8,not_published
	1689	+Saint-Louis-de-Gonzague,70035,Montérégie,plex,1.0,11,3.8,not_published
	1690	+Saint-Stanislas,37245,Mauricie,plex,1.0,11,3.8,not_published
	1691	+Saint-Ours,53032,Montérégie,plex,1.0,11,3.8,not_published
	1692	+Saint-Chrysostome,69017,Montérégie,plex,1.0,10,3.1,not_published
	1693	+Rivière-Bleue,13025,Bas-Saint-Laurent,plex,1.0,10,3.1,not_published
	1694	+Saint-Damien,62075,Lanaudière,plex,1.0,10,3.4,not_published
	1695	+Ange-Gardien,55008,Montérégie,condo,1.0,10,3.1,not_published
	1696	+Saint-Jude,54110,Montérégie,plex,1.0,10,3.4,not_published
	1697	+Rapides-des-Joachims,84100,Outaouais,unifamilial,1.0,10,3.1,not_published
	1698	+Taschereau,87042,Abitibi-Témiscamingue,plex,1.0,10,3.4,not_published
	1699	+Saint-Venant-de-Paquette,44005,Estrie,unifamilial,1.0,10,3.4,not_published
	1700	+Massueville,53010,Montérégie,plex,1.0,10,3.4,not_published
	1701	+Sainte-Cécile-de-Milton,47055,Estrie,plex,1.0,10,3.1,not_published
	1702	+Deschaillons-sur-Saint-Laurent,38070,Centre-du-Québec,plex,1.0,10,3.4,not_published
	1703	+Dudswell,41117,Estrie,plex,1.0,10,3.4,not_published
	1704	+Palmarolle,87025,Abitibi-Témiscamingue,plex,1.0,10,3.4,not_published
	1705	+Saint-Robert,53020,Montérégie,plex,1.0,10,3.4,not_published
	1706	+Frelighsburg,46010,Estrie,condo,1.0,10,3.4,not_published
	1707	+Batiscan,37210,Mauricie,plex,1.0,10,3.4,not_published
	1708	+Saint-Roch-Ouest,63040,Lanaudière,unifamilial,1.0,10,3.1,not_published
	1709	+Sainte-Brigide-d'Iberville,56105,Montérégie,plex,1.0,10,3.4,not_published
	1710	+Montpellier,80090,Outaouais,plex,1.0,10,3.4,not_published
	1711	+Chapais,99020,Nord-du-Québec,plex,1.0,10,3.4,not_published
	1712	+Saint-Antoine-sur-Richelieu,57075,Montérégie,plex,1.0,10,3.4,not_published
	1713	+Lachute,76020,Laurentides,condo,1.0,10,3.4,not_published
	1714	+Matagami,99015,Nord-du-Québec,plex,1.0,10,3.4,not_published
	1715	+Saint-Sylvestre,33007,Chaudière-Appalaches,plex,1.0,10,3.4,not_published
	1716	+Val-Joli,42095,Estrie,plex,1.0,10,3.4,not_published
	1717	+Bégin,94250,Saguenay–Lac-Saint-Jean,plex,1.0,10,3.4,not_published
	1718	+Saint-Célestin,50030,Centre-du-Québec,plex,1.0,10,3.4,not_published
	1719	+Notre-Dame-des-Sept-Douleurs,12045,Bas-Saint-Laurent,unifamilial,1.0,10,3.4,not_published
	1720	+Laurierville,32072,Centre-du-Québec,plex,1.0,10,3.4,not_published
	1721	+Bristol,84005,Outaouais,plex,1.0,10,2.7,not_published
	1722	+Saint-Blaise-sur-Richelieu,56065,Montérégie,plex,1.0,10,3.1,not_published
	1723	+Wentworth-Nord,77060,Laurentides,plex,1.0,10,3.1,not_published
	1724	+Notre-Dame-du-Portage,12080,Bas-Saint-Laurent,plex,1.0,10,3.4,not_published
	1725	+Saint-Charles-Garnier,09010,Bas-Saint-Laurent,unifamilial,1.0,10,3.4,not_published
	1726	+Rivière-Saint-Jean,98050,Côte-Nord,unifamilial,1.0,10,3.4,not_published
	1727	+Saint-Adelphe,35015,Mauricie,plex,1.0,10,3.4,not_published
	1728	+Saint-Juste-du-Lac,13040,Bas-Saint-Laurent,unifamilial,1.0,10,3.4,not_published
	1729	+Grand-Remous,83095,Outaouais,plex,1.0,10,3.4,not_published
	1730	+Price,09065,Bas-Saint-Laurent,plex,1.0,10,3.1,not_published
	1731	+Saint-Michel,68050,Montérégie,plex,1.0,10,3.4,not_published
	1732	+Beaumont,19105,Chaudière-Appalaches,plex,1.0,10,3.4,not_published
	1733	+Saint-Henri-de-Taillon,93070,Saguenay–Lac-Saint-Jean,plex,1.0,9,3.1,not_published
	1734	+Saint-Magloire,28075,Chaudière-Appalaches,plex,1.0,9,3.1,not_published
	1735	+Sainte-Monique,93075,Saguenay–Lac-Saint-Jean,plex,1.0,9,3.1,not_published
	1736	+Lochaber-Partie-Ouest,80060,Outaouais,plex,1.0,9,3.1,not_published
	1737	+Saint-Boniface,51085,Mauricie,condo,1.0,9,3.1,not_published
	1738	+Kingsey Falls,39097,Centre-du-Québec,plex,1.0,9,3.1,not_published
	1739	+Auclair,13045,Bas-Saint-Laurent,unifamilial,1.0,9,3.1,not_published
	1740	+Saint-Gédéon,93035,Saguenay–Lac-Saint-Jean,plex,1.0,9,2.7,not_published
	1741	+Montréal-Ouest,66047,Montréal,condo,1.0,9,3.1,not_published
	1742	+Saint-Théodore-d'Acton,48045,Montérégie,plex,1.0,9,3.1,not_published
	1743	+Girardville,92055,Saguenay–Lac-Saint-Jean,plex,1.0,9,3.1,not_published
	1744	+Sainte-Anne-de-Sabrevois,56060,Montérégie,plex,1.0,9,3.1,not_published
	1745	+Saint-Cyrille-de-Lessard,17045,Chaudière-Appalaches,plex,1.0,9,3.1,not_published
	1746	+Thetford Mines,31084,Chaudière-Appalaches,condo,1.0,9,3.1,not_published
	1747	+Saint-Aimé-du-Lac-des-Îles,79022,Laurentides,plex,1.0,9,3.1,not_published
	1748	+L'Isle-aux-Allumettes,84082,Outaouais,plex,1.0,9,3.1,not_published
	1749	+Chesterville,39030,Centre-du-Québec,plex,1.0,9,3.1,not_published
	1750	+L'Île-Dorval,66092,Montréal,unifamilial,1.0,9,3.1,not_published
	1751	+L'Isle-Verte,12043,Bas-Saint-Laurent,plex,1.0,9,3.1,not_published
	1752	+Saint-Hilarion,16050,Capitale-Nationale,plex,1.0,9,3.1,not_published
	1753	+Petite-Vallée,03015,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,9,3.1,not_published
	1754	+Saint-Philémon,19005,Chaudière-Appalaches,plex,1.0,9,3.1,not_published
	1755	+Val-Alain,33070,Chaudière-Appalaches,plex,1.0,9,3.1,not_published
	1756	+Sainte-Clotilde,68020,Montérégie,plex,1.0,9,3.1,not_published
	1757	+Mont-Blanc,78047,Laurentides,condo,1.0,9,3.1,not_published
	1758	+Lac-Sainte-Marie,83020,Outaouais,plex,1.0,9,2.7,not_published
	1759	+Kingsbury,42070,Estrie,unifamilial,1.0,9,3.1,not_published
	1760	+Saint-Patrice-de-Sherrington,68025,Montérégie,plex,1.0,9,2.7,not_published
	1761	+Hemmingford,68010,Montérégie,plex,1.0,9,2.7,not_published
	1762	+Stanbridge East,46045,Estrie,plex,1.0,9,3.1,not_published
	1763	+Saint-Charles-sur-Richelieu,57057,Montérégie,plex,1.0,9,2.7,not_published
	1764	+Saint-Léonard-de-Portneuf,34115,Capitale-Nationale,plex,1.0,9,3.1,not_published
	1765	+Frontenac,30025,Estrie,plex,1.0,9,3.1,not_published
	1766	+Bouchette,83050,Outaouais,plex,1.0,9,3.1,not_published
	1767	+Tring-Jonction,27060,Chaudière-Appalaches,plex,1.0,9,3.1,not_published
	1768	+Les Éboulements,16048,Capitale-Nationale,plex,1.0,9,2.7,not_published
	1769	+Lotbinière,33115,Chaudière-Appalaches,plex,1.0,8,2.7,not_published
	1770	+Mont-Carmel,14005,Bas-Saint-Laurent,plex,1.0,8,2.4,not_published
	1771	+Sainte-Hélène-de-Kamouraska,14025,Bas-Saint-Laurent,plex,1.0,8,2.7,not_published
	1772	+Bury,41070,Estrie,plex,1.0,8,2.4,not_published
	1773	+Saint-Lucien,49030,Centre-du-Québec,plex,1.0,8,2.7,not_published
	1774	+Saint-François-de-la-Rivière-du-Sud,18060,Chaudière-Appalaches,plex,1.0,8,2.7,not_published
	1775	+Saint-Flavien,33052,Chaudière-Appalaches,plex,1.0,8,2.7,not_published
	1776	+Gore,76025,Laurentides,plex,1.0,8,2.7,not_published
	1777	+Saint-Lazare-de-Bellechasse,19050,Chaudière-Appalaches,plex,1.0,8,2.7,not_published
	1778	+Lac-Drolet,30080,Estrie,plex,1.0,8,2.7,not_published
	1779	+Stratford,30110,Estrie,plex,1.0,8,2.7,not_published
	1780	+Sainte-Angèle-de-Monnoir,55030,Montérégie,plex,1.0,8,2.7,not_published
	1781	+Notre-Dame-de-Pontmain,79010,Laurentides,plex,1.0,8,2.4,not_published
	1782	+Saint-Séverin,35020,Mauricie,plex,1.0,8,2.7,not_published
	1783	+Howick,69025,Montérégie,plex,1.0,8,2.7,not_published
	1784	+La Patrie,41027,Estrie,plex,1.0,8,2.7,not_published
	1785	+Saint-François-de-Sales,91015,Saguenay–Lac-Saint-Jean,plex,1.0,8,2.7,not_published
	1786	+Sainte-Anne-de-la-Rochelle,42050,Estrie,plex,1.0,8,2.7,not_published
	1787	+Saint-Simon,54090,Montérégie,plex,1.0,8,2.7,not_published
	1788	+Kazabazua,83015,Outaouais,plex,1.0,8,2.7,not_published
	1789	+Saint-Michel,68050,Montérégie,condo,1.0,8,2.7,not_published
	1790	+Sainte-Flavie,09085,Bas-Saint-Laurent,plex,1.0,8,2.4,not_published
	1791	+Disraeli,31020,Chaudière-Appalaches,plex,1.0,8,2.7,not_published
	1792	+Cap-Chat,04047,Gaspésie–Îles-de-la-Madeleine,plex,1.0,8,2.7,not_published
	1793	+Sainte-Hénédine,26040,Chaudière-Appalaches,plex,1.0,8,2.7,not_published
	1794	+Saint-Aimé-des-Lacs,15030,Capitale-Nationale,plex,1.0,8,2.7,not_published
	1795	+Notre-Dame-du-Bon-Conseil,49075,Centre-du-Québec,plex,1.0,8,2.4,not_published
	1796	+Sainte-Marie-Salomé,63005,Lanaudière,plex,1.0,8,2.7,not_published
	1797	+Sainte-Marguerite-du-Lac-Masson,77012,Laurentides,condo,1.0,8,2.1,not_published
	1798	+Lefebvre,49020,Centre-du-Québec,plex,1.0,8,2.7,not_published
	1799	+Saint-Paul-de-l'Île-aux-Noix,56035,Montérégie,plex,1.0,8,2.7,not_published
	1800	+Huberdeau,78065,Laurentides,plex,1.0,8,2.7,not_published
	1801	+Pointe-à-la-Croix,06030,Gaspésie–Îles-de-la-Madeleine,plex,1.0,8,2.7,not_published
	1802	+Saint-Valérien-de-Milton,54065,Montérégie,plex,1.0,8,2.7,not_published
	1803	+Saint-Maxime-du-Mont-Louis,04010,Gaspésie–Îles-de-la-Madeleine,plex,1.0,8,2.7,not_published
	1804	+Saint-Ludger-de-Milot,93080,Saguenay–Lac-Saint-Jean,plex,1.0,8,2.7,not_published
	1805	+Saint-Michel-des-Saints,62085,Lanaudière,plex,1.0,8,2.7,not_published
	1806	+Henryville,56042,Montérégie,plex,1.0,8,2.7,not_published
	1807	+Saint-Christophe-d'Arthabaska,39060,Centre-du-Québec,plex,1.0,8,2.7,not_published
	1808	+Saint-Joseph-des-Érables,27050,Chaudière-Appalaches,unifamilial,1.0,7,2.1,not_published
	1809	+Leclercville,33123,Chaudière-Appalaches,plex,1.0,7,2.4,not_published
	1810	+Piopolis,30020,Estrie,plex,1.0,7,2.4,not_published
	1811	+Saint-Ubalde,34090,Capitale-Nationale,plex,1.0,7,2.4,not_published
	1812	+Saint-Édouard-de-Fabre,85015,Abitibi-Témiscamingue,plex,1.0,7,2.4,not_published
	1813	+Bowman,80145,Outaouais,plex,1.0,7,2.4,not_published
	1814	+Chute-Saint-Philippe,79065,Laurentides,plex,1.0,7,2.4,not_published
	1815	+Sainte-Ursule,51040,Mauricie,plex,1.0,7,2.4,not_published
	1816	+Nantes,30045,Estrie,plex,1.0,7,2.4,not_published
	1817	+Saint-Côme,62065,Lanaudière,condo,1.0,7,2.4,not_published
	1818	+Saint-Fabien-de-Panet,18015,Chaudière-Appalaches,plex,1.0,7,2.4,not_published
	1819	+East Farnham,46085,Estrie,plex,1.0,7,2.1,not_published
	1820	+Cap-Santé,34030,Capitale-Nationale,condo,1.0,7,2.4,not_published
	1821	+Lac-des-Plages,80130,Outaouais,plex,1.0,7,2.4,not_published
	1822	+La Durantaye,19090,Chaudière-Appalaches,plex,1.0,7,2.4,not_published
	1823	+Stoneham-et-Tewkesbury,22035,Capitale-Nationale,condo,1.0,7,2.1,not_published
	1824	+Ham-Nord,39010,Centre-du-Québec,plex,1.0,7,2.4,not_published
	1825	+Valcourt,42060,Estrie,plex,1.0,7,2.4,not_published
	1826	+Saint-Mathieu-du-Parc,51070,Mauricie,plex,1.0,7,2.4,not_published
	1827	+Val-des-Bois,80140,Outaouais,plex,1.0,7,2.4,not_published
	1828	+Baie-Comeau,96020,Côte-Nord,condo,1.0,7,2.4,not_published
	1829	+Notre-Dame-de-la-Paix,80020,Outaouais,plex,1.0,7,2.4,not_published
	1830	+Lac-au-Saumon,07057,Bas-Saint-Laurent,plex,1.0,7,2.4,not_published
	1831	+Saint-Félix-de-Kingsey,49005,Centre-du-Québec,plex,1.0,7,2.4,not_published
	1832	+Notre-Dame-de-Montauban,35005,Mauricie,plex,1.0,7,2.4,not_published
	1833	+Val-Morin,78005,Laurentides,condo,1.0,7,2.4,not_published
	1834	+Laverlochère-Angliers,85052,Abitibi-Témiscamingue,plex,1.0,7,1.7,not_published
	1835	+Fossambault-sur-le-Lac,22010,Capitale-Nationale,plex,1.0,7,2.4,not_published
	1836	+Lorraine,73025,Laurentides,plex,1.0,7,2.4,not_published
	1837	+New Carlisle,05040,Gaspésie–Îles-de-la-Madeleine,plex,1.0,7,2.1,not_published
	1838	+Labrecque,93055,Saguenay–Lac-Saint-Jean,plex,1.0,7,2.4,not_published
	1839	+Sainte-Jeanne-d'Arc,92015,Saguenay–Lac-Saint-Jean,plex,1.0,7,2.4,not_published
	1840	+Saint-Malachie,19025,Chaudière-Appalaches,plex,1.0,7,2.4,not_published
	1841	+Saint-Modeste,12020,Bas-Saint-Laurent,plex,1.0,7,2.4,not_published
	1842	+Sainte-Germaine-Boulé,87030,Abitibi-Témiscamingue,plex,1.0,7,2.4,not_published
	1843	+Cayamant,83040,Outaouais,plex,1.0,7,2.4,not_published
	1844	+Saint-Agapit,33045,Chaudière-Appalaches,condo,1.0,7,2.4,not_published
	1845	+Champneuf,88005,Abitibi-Témiscamingue,unifamilial,1.0,7,2.4,not_published
	1846	+Thurso,80050,Outaouais,condo,1.0,7,2.4,not_published
	1847	+Baie-Johan-Beetz,98035,Côte-Nord,unifamilial,1.0,7,2.4,not_published
	1848	+North Hatley,45050,Estrie,plex,1.0,7,2.4,not_published
	1849	+Sainte-Félicité,08023,Bas-Saint-Laurent,plex,1.0,7,2.4,not_published
	1850	+Saint-Paul-de-Montminy,18030,Chaudière-Appalaches,plex,1.0,7,2.4,not_published
	1851	+Sainte-Angèle-de-Mérici,09035,Bas-Saint-Laurent,plex,1.0,7,2.4,not_published
	1852	+Grande-Vallée,03020,Gaspésie–Îles-de-la-Madeleine,plex,1.0,7,2.4,not_published
	1853	+Saint-Elzéar,26022,Chaudière-Appalaches,plex,1.0,7,2.4,not_published
	1854	+Saint-Irénée,15005,Capitale-Nationale,plex,1.0,7,2.4,not_published
	1855	+Saint-Bernard-de-Lacolle,68005,Montérégie,plex,1.0,6,2.1,not_published
	1856	+Pointe-des-Cascades,71055,Montérégie,condo,1.0,6,2.1,not_published
	1857	+Cleveland,42110,Estrie,plex,1.0,6,2.1,not_published
	1858	+Ayer's Cliff,45035,Estrie,condo,1.0,6,2.1,not_published
	1859	+Saint-Clet,71045,Montérégie,condo,1.0,6,2.1,not_published
	1860	+Saint-Hilaire-de-Dorset,29020,Chaudière-Appalaches,unifamilial,1.0,6,2.1,not_published
	1861	+Sainte-Marguerite,26035,Chaudière-Appalaches,plex,1.0,6,2.1,not_published
	1862	+Namur,80110,Outaouais,plex,1.0,6,1.7,not_published
	1863	+Saint-Roch-des-Aulnaies,17065,Chaudière-Appalaches,plex,1.0,6,2.1,not_published
	1864	+Lantier,78015,Laurentides,plex,1.0,6,2.1,not_published
	1865	+Petit-Saguenay,94205,Saguenay–Lac-Saint-Jean,plex,1.0,6,2.1,not_published
	1866	+Landrienne,88035,Abitibi-Témiscamingue,plex,1.0,6,2.1,not_published
	1867	+L'Île-Cadieux,71095,Montérégie,unifamilial,1.0,6,2.1,not_published
	1868	+Natashquan,98025,Côte-Nord,plex,1.0,6,2.1,not_published
	1869	+Hudson,71100,Montérégie,condo,1.0,6,1.7,not_published
	1870	+Saint-Gabriel-de-Rimouski,09025,Bas-Saint-Laurent,plex,1.0,6,2.1,not_published
	1871	+Val-Saint-Gilles,87105,Abitibi-Témiscamingue,unifamilial,1.0,6,2.1,not_published
	1872	+Hatley,45055,Estrie,plex,1.0,6,2.1,not_published
	1873	+Saint-Urbain-Premier,70005,Montérégie,plex,1.0,6,1.7,not_published
	1874	+Vaudreuil-sur-le-Lac,71090,Montérégie,plex,1.0,6,2.1,not_published
	1875	+Saint-Félix-d'Otis,94225,Saguenay–Lac-Saint-Jean,plex,1.0,6,2.1,not_published
	1876	+Saint-Majorique-de-Grantham,49095,Centre-du-Québec,plex,1.0,6,2.1,not_published
	1877	+Lac-du-Cerf,79015,Laurentides,plex,1.0,6,2.1,not_published
	1878	+Manseau,38028,Centre-du-Québec,plex,1.0,6,2.1,not_published
	1879	+Warden,47030,Estrie,plex,1.0,6,2.1,not_published
	1880	+Saint-Charles-Borromée,61035,Lanaudière,condo,1.0,6,2.1,not_published
	1881	+Beaumont,19105,Chaudière-Appalaches,condo,1.0,6,2.1,not_published
	1882	+Saint-Cyprien,28040,Chaudière-Appalaches,plex,1.0,6,2.1,not_published
	1883	+Saint-Valérien,10060,Bas-Saint-Laurent,plex,1.0,6,2.1,not_published
	1884	+Blanc-Sablon,98005,Côte-Nord,plex,1.0,6,2.1,not_published
	1885	+Parisville,38055,Centre-du-Québec,plex,1.0,6,2.1,not_published
	1886	+Donnacona,34025,Capitale-Nationale,condo,1.0,6,2.1,not_published
	1887	+Bonsecours,42040,Estrie,plex,1.0,6,2.1,not_published
	1888	+Lac-Supérieur,78095,Laurentides,condo,1.0,6,2.1,not_published
	1889	+Laforce,85070,Abitibi-Témiscamingue,unifamilial,1.0,6,2.1,not_published
	1890	+Normétal,87115,Abitibi-Témiscamingue,plex,1.0,6,2.1,not_published
	1891	+Lac-Chicobi,88904,Abitibi-Témiscamingue,unifamilial,2.0,6,1.0,not_published
	1892	+Sainte-Pétronille,20030,Capitale-Nationale,plex,1.0,6,2.1,not_published
	1893	+Hinchinbrooke,69045,Montérégie,plex,1.0,6,2.1,not_published
	1894	+Saint-René,29050,Chaudière-Appalaches,plex,1.0,6,2.1,not_published
	1895	+Saint-Cyprien-de-Napierville,68035,Montérégie,plex,1.0,6,2.1,not_published
	1896	+Hérouxville,35035,Mauricie,plex,1.0,6,2.1,not_published
	1897	+Bonne-Espérance,98010,Côte-Nord,unifamilial,1.0,6,2.1,not_published
	1898	+Arundel,78060,Laurentides,plex,1.0,6,2.1,not_published
	1899	+Notre-Dame-de-la-Salette,80087,Outaouais,plex,1.0,6,2.1,not_published
	1900	+Sainte-Brigitte-de-Laval,22045,Capitale-Nationale,condo,1.0,6,2.1,not_published
	1901	+Honfleur,19070,Chaudière-Appalaches,plex,1.0,6,2.1,not_published
	1902	+Sainte-Julienne,63060,Lanaudière,condo,1.0,6,2.1,not_published
	1903	+Maddington Falls,39165,Centre-du-Québec,plex,1.0,6,2.1,not_published
	1904	+Saint-Élie-de-Caxton,51075,Mauricie,plex,1.0,6,1.7,not_published
	1905	+Saint-Hugues,54100,Montérégie,plex,1.0,6,1.7,not_published
	1906	+Clarenceville,56010,Montérégie,plex,1.0,6,2.1,not_published
	1907	+Verchères,59025,Montérégie,condo,1.0,6,2.1,not_published
	1908	+Delson,67025,Montérégie,condo,1.0,6,2.1,not_published
	1909	+Rougemont,55037,Montérégie,condo,1.0,6,1.7,not_published
	1910	+La Doré,91050,Saguenay–Lac-Saint-Jean,plex,1.0,6,2.1,not_published
	1911	+Notre-Dame-de-la-Merci,62055,Lanaudière,plex,1.0,6,2.1,not_published
	1912	+Charette,51080,Mauricie,plex,1.0,6,2.1,not_published
	1913	+Ayer's Cliff,45035,Estrie,plex,1.0,6,2.1,not_published
	1914	+Saint-Armand,46017,Estrie,plex,1.0,6,1.7,not_published
	1915	+Sainte-Angèle-de-Prémont,51055,Mauricie,plex,1.0,5,1.7,not_published
	1916	+Saint-Alexis-de-Matapédia,06050,Gaspésie–Îles-de-la-Madeleine,plex,1.0,5,1.7,not_published
	1917	+Saint-Luc-de-Bellechasse,28060,Chaudière-Appalaches,plex,1.0,5,1.7,not_published
	1918	+Val-Brillant,07080,Bas-Saint-Laurent,plex,1.0,5,1.7,not_published
	1919	+Sainte-Perpétue,50050,Centre-du-Québec,plex,1.0,5,1.7,not_published
	1920	+L'Ascension-de-Patapédia,06060,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,5,1.7,not_published
	1921	+Lac-Delage,22030,Capitale-Nationale,plex,1.0,5,1.7,not_published
	1922	+Saint-Philippe-de-Néri,14060,Bas-Saint-Laurent,plex,1.0,5,1.7,not_published
	1923	+Estérel,77011,Laurentides,condo,1.0,5,1.7,not_published
	1924	+Mont-Saint-Michel,79110,Laurentides,plex,1.0,5,1.7,not_published
	1925	+Waltham,84070,Outaouais,plex,1.0,5,1.7,not_published
	1926	+Saint-Camille-de-Lellis,28070,Chaudière-Appalaches,plex,1.0,5,1.7,not_published
	1927	+Saint-Sixte,80070,Outaouais,plex,1.0,5,1.7,not_published
	1928	+Notre-Dame-des-Monts,15025,Capitale-Nationale,plex,1.0,5,1.7,not_published
	1929	+Ragueneau,96040,Côte-Nord,plex,1.0,5,1.7,not_published
	1930	+Saint-Césaire,55023,Montérégie,condo,1.0,5,1.4,not_published
	1931	+La Corne,88030,Abitibi-Témiscamingue,plex,1.0,5,1.7,not_published
	1932	+Saint-Romain,30100,Estrie,plex,1.0,5,1.7,not_published
	1933	+Sainte-Hedwidge,91030,Saguenay–Lac-Saint-Jean,plex,1.0,5,1.4,not_published
	1934	+Pohénégamook,13095,Bas-Saint-Laurent,condo,1.0,5,1.7,not_published
	1935	+La Pocatière,14082,Bas-Saint-Laurent,condo,1.0,5,1.7,not_published
	1936	+Saint-Zénon,62080,Lanaudière,plex,1.0,5,1.7,not_published
	1937	+Saint-Sébastien,30085,Estrie,plex,1.0,5,1.7,not_published
	1938	+Saint-Benjamin,28025,Chaudière-Appalaches,plex,1.0,5,1.7,not_published
	1939	+Les Lacs-du-Témiscamingue,85907,Abitibi-Témiscamingue,unifamilial,1.0,5,1.7,not_published
	1940	+Hemmingford,68015,Montérégie,condo,1.0,5,1.7,not_published
	1941	+Saint-Vallier,19117,Chaudière-Appalaches,plex,1.0,5,1.7,not_published
	1942	+Saint-Aubert,17055,Chaudière-Appalaches,plex,1.0,5,1.7,not_published
	1943	+Stornoway,30105,Estrie,plex,1.0,5,1.7,not_published
	1944	+Roberval,91025,Saguenay–Lac-Saint-Jean,condo,1.0,5,1.4,not_published
	1945	+Montcalm,78055,Laurentides,plex,1.0,5,1.7,not_published
	1946	+Sainte-Clotilde-de-Beauce,31060,Chaudière-Appalaches,plex,1.0,5,1.7,not_published
	1947	+Duhamel-Ouest,85030,Abitibi-Témiscamingue,plex,1.0,5,1.7,not_published
	1948	+Sainte-Eulalie,50005,Centre-du-Québec,plex,1.0,5,1.7,not_published
	1949	+Saint-Hubert-de-Rivière-du-Loup,12010,Bas-Saint-Laurent,plex,1.0,5,1.7,not_published
	1950	+Matapédia,06045,Gaspésie–Îles-de-la-Madeleine,plex,1.0,5,1.7,not_published
	1951	+Sainte-Rose-de-Watford,28030,Chaudière-Appalaches,plex,1.0,5,1.7,not_published
	1952	+Saint-Émile-de-Suffolk,80125,Outaouais,plex,1.0,5,1.7,not_published
	1953	+Racine,42032,Estrie,plex,1.0,5,1.7,not_published
	1954	+Inverness,32058,Centre-du-Québec,plex,1.0,5,1.7,not_published
	1955	+Saint-Claude,42100,Estrie,plex,1.0,5,1.7,not_published
	1956	+Sainte-Marguerite,26035,Chaudière-Appalaches,condo,1.0,5,1.7,not_published
	1957	+Les Bergeronnes,95018,Côte-Nord,plex,1.0,5,1.7,not_published
	1958	+Val-David,78010,Laurentides,condo,1.0,5,1.7,not_published
	1959	+Saint-Simon-les-Mines,29125,Chaudière-Appalaches,plex,1.0,5,1.7,not_published
	1960	+Saint-Janvier-de-Joly,33065,Chaudière-Appalaches,plex,1.0,5,1.7,not_published
	1961	+Saint-André-de-Kamouraska,14040,Bas-Saint-Laurent,plex,1.0,5,1.7,not_published
	1962	+Métis-sur-Mer,09048,Bas-Saint-Laurent,plex,1.0,5,1.7,not_published
	1963	+Saint-Wenceslas,50023,Centre-du-Québec,plex,1.0,5,1.7,not_published
	1964	+Sainte-Geneviève-de-Batiscan,37215,Mauricie,plex,1.0,5,1.7,not_published
	1965	+Brigham,46090,Estrie,plex,1.0,5,1.7,not_published
	1966	+Scott,26048,Chaudière-Appalaches,plex,1.0,5,1.7,not_published
	1967	+Dosquet,33040,Chaudière-Appalaches,plex,1.0,5,1.7,not_published
	1968	+Notre-Dame-du-Bon-Conseil,49080,Centre-du-Québec,plex,1.0,5,1.7,not_published
	1969	+Fassett,80005,Outaouais,plex,1.0,5,1.7,not_published
	1970	+Saint-Mathieu-de-Rioux,11050,Bas-Saint-Laurent,plex,1.0,5,1.7,not_published
	1971	+Sainte-Anne-du-Lac,79115,Laurentides,plex,1.0,5,1.7,not_published
	1972	+Grandes-Piles,35040,Mauricie,plex,1.0,5,1.7,not_published
	1973	+Saint-Cyprien,12005,Bas-Saint-Laurent,plex,1.0,5,1.4,not_published
	1974	+Saint-Jacques-le-Mineur,68040,Montérégie,plex,1.0,5,1.7,not_published
	1975	+Saint-Pierre-de-Broughton,31135,Chaudière-Appalaches,plex,1.0,5,1.7,not_published
	1976	+Belleterre,85065,Abitibi-Témiscamingue,plex,1.0,5,1.7,not_published
	1977	+Sainte-Irène,07040,Bas-Saint-Laurent,plex,1.0,5,1.7,not_published
	1978	+Saint-Augustin,98012,Côte-Nord,unifamilial,1.0,4,1.4,not_published
	1979	+Saint-Isidore-de-Clifton,41012,Estrie,plex,1.0,4,1.4,not_published
	1980	+Hemmingford,68015,Montérégie,plex,1.0,4,1.4,not_published
	1981	+La Macaza,79047,Laurentides,plex,1.0,4,1.4,not_published
	1982	+Richelieu,55057,Montérégie,condo,1.0,4,1.4,not_published
	1983	+Trécesson,88075,Abitibi-Témiscamingue,plex,1.0,4,1.4,not_published
	1984	+Shannon,22020,Capitale-Nationale,condo,1.0,4,1.4,not_published
	1985	+Escuminac,06025,Gaspésie–Îles-de-la-Madeleine,plex,1.0,4,1.4,not_published
	1986	+Saint-Narcisse-de-Rimouski,10015,Bas-Saint-Laurent,plex,1.0,4,1.4,not_published
	1987	+Saint-Patrice-de-Beaurivage,33025,Chaudière-Appalaches,plex,1.0,4,1.4,not_published
	1988	+Notre-Dame-de-Stanbridge,46100,Estrie,plex,1.0,4,1.4,not_published
	1989	+Mont-Albert,04902,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,4,1.4,not_published
	1990	+Trois-Rives,35055,Mauricie,plex,1.0,4,1.4,not_published
	1991	+Saint-Louis-de-Gonzague,70035,Montérégie,condo,1.0,4,1.4,not_published
	1992	+Saint-Mathieu-du-Parc,51070,Mauricie,condo,1.0,4,1.4,not_published
	1993	+Péribonka,92010,Saguenay–Lac-Saint-Jean,plex,1.0,4,1.4,not_published
	1994	+Notre-Dame-de-Bonsecours,80015,Outaouais,plex,1.0,4,1.4,not_published
	1995	+L'Épiphanie,60037,Lanaudière,condo,1.0,4,1.4,not_published
	1996	+Saint-Michel-du-Squatec,13065,Bas-Saint-Laurent,plex,1.0,4,1.4,not_published
	1997	+Roxton,48015,Montérégie,plex,1.0,4,1.4,not_published
	1998	+Saint-Valère,39135,Centre-du-Québec,plex,1.0,4,1.4,not_published
	1999	+Saint-Adrien,40010,Estrie,plex,1.0,4,1.4,not_published
	2000	+Saint-Sébastien,56050,Montérégie,plex,1.0,4,1.4,not_published
	2001	+Saint-Odilon-de-Cranbourne,27035,Chaudière-Appalaches,plex,1.0,4,1.4,not_published
	2002	+Lac-Saint-Joseph,22015,Capitale-Nationale,plex,1.0,4,1.4,not_published
	2003	+Sainte-Agathe-de-Lotbinière,33017,Chaudière-Appalaches,plex,1.0,4,1.4,not_published
	2004	+Noyan,56015,Montérégie,plex,1.0,4,1.4,not_published
	2005	+Saint-Lambert-de-Lauzon,26070,Chaudière-Appalaches,condo,1.0,4,1.4,not_published
	2006	+Lac-Casault,07908,Bas-Saint-Laurent,unifamilial,1.0,4,1.0,not_published
	2007	+Sainte-Cécile-de-Whitton,30050,Estrie,plex,1.0,4,1.4,not_published
	2008	+Frampton,26005,Chaudière-Appalaches,plex,1.0,4,1.4,not_published
	2009	+Rivière-Bonaventure,05902,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,4,1.4,not_published
	2010	+L'Avenir,49025,Centre-du-Québec,plex,1.0,4,1.4,not_published
	2011	+Barnston-Ouest,44045,Estrie,plex,1.0,4,1.4,not_published
	2012	+Sainte-Marthe,71110,Montérégie,plex,1.0,4,1.4,not_published
	2013	+Saint-Vianney,07075,Bas-Saint-Laurent,plex,1.0,4,1.4,not_published
	2014	+Baie-des-Sables,08080,Bas-Saint-Laurent,plex,1.0,4,1.4,not_published
	2015	+Saint-François-d'Assise,06055,Gaspésie–Îles-de-la-Madeleine,plex,1.0,4,1.4,not_published
	2016	+Saint-David-de-Falardeau,94245,Saguenay–Lac-Saint-Jean,condo,1.0,4,1.4,not_published
	2017	+Bolton-Ouest,46065,Estrie,plex,1.0,4,1.4,not_published
	2018	+Notre-Dame-des-Neiges,11045,Bas-Saint-Laurent,plex,1.0,4,1.4,not_published
	2019	+Scotstown,41080,Estrie,plex,1.0,4,1.4,not_published
	2020	+Saint-Léon-de-Standon,19020,Chaudière-Appalaches,plex,1.0,4,1.4,not_published
	2021	+Packington,13015,Bas-Saint-Laurent,plex,1.0,4,1.4,not_published
	2022	+Tadoussac,95005,Côte-Nord,plex,1.0,4,1.4,not_published
	2023	+Coaticook,44037,Estrie,condo,1.0,4,1.4,not_published
	2024	+Nédélec,85100,Abitibi-Témiscamingue,plex,1.0,4,1.0,not_published
	2025	+Blue Sea,83045,Outaouais,plex,1.0,4,1.4,not_published
	2026	+La Visitation-de-l'Île-Dupas,52050,Lanaudière,plex,1.0,4,1.4,not_published
	2027	+Newport,41037,Estrie,plex,1.0,4,1.4,not_published
	2028	+Saint-Ferdinand,32013,Centre-du-Québec,condo,1.0,4,1.4,not_published
	2029	+Courcelles–Saint-Évariste,29027,Chaudière-Appalaches,plex,1.0,4,1.4,not_published
	2030	+Bolton-Est,45095,Estrie,plex,1.0,4,1.4,not_published
	2031	+Saint-Étienne-de-Bolton,45100,Estrie,plex,1.0,4,1.4,not_published
	2032	+Neuville,34007,Capitale-Nationale,condo,1.0,4,1.4,not_published
	2033	+Saint-Sylvère,38005,Centre-du-Québec,plex,1.0,4,1.4,not_published
	2034	+Sainte-Apolline-de-Patton,18025,Chaudière-Appalaches,plex,1.0,4,1.0,not_published
	2035	+Kirkland,66102,Montréal,plex,1.0,4,1.4,not_published
	2036	+Saint-Albert,39085,Centre-du-Québec,plex,1.0,4,1.4,not_published
	2037	+Saint-Théophile,29005,Chaudière-Appalaches,plex,1.0,4,1.4,not_published
	2038	+Sainte-Aurélie,28015,Chaudière-Appalaches,plex,1.0,4,1.4,not_published
	2039	+Saint-Georges-de-Windsor,40032,Estrie,plex,1.0,4,1.4,not_published
	2040	+Alleyn-et-Cawood,84050,Outaouais,plex,1.0,4,1.4,not_published
	2041	+Sainte-Louise,17060,Chaudière-Appalaches,plex,1.0,4,1.4,not_published
	2042	+Sainte-Claire,19055,Chaudière-Appalaches,condo,1.0,4,1.4,not_published
	2043	+Duparquet,87005,Abitibi-Témiscamingue,plex,1.0,4,1.4,not_published
	2044	+Saint-Nazaire-d'Acton,48050,Montérégie,plex,1.0,4,1.4,not_published
	2045	+Waterloo,47025,Estrie,condo,1.0,4,1.4,not_published
	2046	+Egan-Sud,83075,Outaouais,plex,1.0,4,1.4,not_published
	2047	+Dixville,44023,Estrie,plex,1.0,4,1.4,not_published
	2048	+Saint-Ludger,30072,Estrie,plex,1.0,4,1.4,not_published
	2049	+Hatley,45043,Estrie,plex,1.0,4,1.4,not_published
	2050	+Saint-Elzéar,26022,Chaudière-Appalaches,condo,1.0,3,1.0,not_published
	2051	+Westbury,41065,Estrie,plex,1.0,3,1.0,not_published
	2052	+Saint-Clément,11005,Bas-Saint-Laurent,plex,1.0,3,1.0,not_published
	2053	+L'Île-du-Grand-Calumet,84035,Outaouais,plex,1.0,3,1.0,not_published
	2054	+Sainte-Hélène-de-Bagot,54095,Montérégie,condo,1.0,3,1.0,not_published
	2055	+Saint-Jacques-de-Leeds,31140,Chaudière-Appalaches,plex,1.0,3,1.0,not_published
	2056	+Sainte-Sophie-de-Lévrard,38040,Centre-du-Québec,plex,1.0,3,1.0,not_published
	2057	+Thorne,84045,Outaouais,plex,1.0,3,1.0,not_published
	2058	+Saint-Nérée-de-Bellechasse,19045,Chaudière-Appalaches,plex,1.0,3,1.0,not_published
	2059	+Melbourne,42075,Estrie,plex,1.0,3,1.0,not_published
	2060	+Boileau,80115,Outaouais,plex,1.0,3,1.0,not_published
	2061	+Saint-Donat,09030,Bas-Saint-Laurent,plex,1.0,3,1.0,not_published
	2062	+Notre-Dame-de-Lourdes,32080,Centre-du-Québec,plex,1.0,3,1.0,not_published
	2063	+Sainte-Rita,11015,Bas-Saint-Laurent,plex,1.0,3,1.0,not_published
	2064	+Saint-Marc-du-Lac-Long,13020,Bas-Saint-Laurent,plex,1.0,3,1.0,not_published
	2065	+Matane,08053,Bas-Saint-Laurent,condo,1.0,3,1.0,not_published
	2066	+Brome,46070,Estrie,plex,1.0,3,1.0,not_published
	2067	+Saint-Bonaventure,49125,Centre-du-Québec,plex,1.0,3,1.0,not_published
	2068	+Lac-Saguay,79060,Laurentides,plex,1.0,3,1.0,not_published
	2069	+Sagard,15904,Capitale-Nationale,unifamilial,1.5,3,0.7,not_published
	2070	+Saint-Marc-de-Figuery,88040,Abitibi-Témiscamingue,plex,1.0,3,1.0,not_published
	2071	+L'Islet,17078,Chaudière-Appalaches,condo,1.0,3,1.0,not_published
	2072	+Lac-Sergent,34120,Capitale-Nationale,plex,1.0,3,1.0,not_published
	2073	+Lejeune,13050,Bas-Saint-Laurent,unifamilial,1.0,3,1.0,not_published
	2074	+Saint-Gabriel,52080,Lanaudière,condo,1.0,3,1.0,not_published
	2075	+Pointe-Lebel,96025,Côte-Nord,plex,1.0,3,1.0,not_published
	2076	+Saint-Pierre,61020,Lanaudière,plex,1.0,3,1.0,not_published
	2077	+Saint-François-Xavier-de-Viger,12025,Bas-Saint-Laurent,plex,1.0,3,1.0,not_published
	2078	+Longue-Rive,95032,Côte-Nord,plex,1.0,3,1.0,not_published
	2079	+Saint-Just-de-Bretenières,18005,Chaudière-Appalaches,plex,1.0,3,1.0,not_published
	2080	+Gros-Mécatina,98014,Côte-Nord,unifamilial,1.0,3,1.0,not_published
	2081	+Château-Richer,21035,Capitale-Nationale,condo,1.0,3,1.0,not_published
	2082	+Sainte-Clotilde,68020,Montérégie,condo,1.0,3,1.0,not_published
	2083	+Sainte-Sabine,46105,Estrie,plex,1.0,3,1.0,not_published
	2084	+Saint-Augustin,92005,Saguenay–Lac-Saint-Jean,plex,1.0,3,1.0,not_published
	2085	+Montmagny,18050,Chaudière-Appalaches,condo,1.0,3,1.0,not_published
	2086	+Eeyou Istchee Baie-James,99060,Nord-du-Québec,plex,1.0,3,1.0,not_published
	2087	+Saint-Barnabé-Sud,54105,Montérégie,plex,1.0,3,1.0,not_published
	2088	+Windsor,42088,Estrie,condo,1.0,3,1.0,not_published
	2089	+Sainte-Florence,07010,Bas-Saint-Laurent,plex,1.0,3,1.0,not_published
	2090	+Bois-Franc,83085,Outaouais,plex,1.5,3,0.7,not_published
	2091	+Sainte-Rose-du-Nord,94230,Saguenay–Lac-Saint-Jean,plex,1.0,3,1.0,not_published
	2092	+Saint-Eugène-de-Ladrière,10075,Bas-Saint-Laurent,plex,1.0,3,1.0,not_published
	2093	+Grand-Saint-Esprit,50065,Centre-du-Québec,plex,1.0,3,1.0,not_published
	2094	+Stanstead-Est,44050,Estrie,plex,1.0,3,1.0,not_published
	2095	+Saint-Philémon,19005,Chaudière-Appalaches,condo,1.0,3,1.0,not_published
	2096	+Moffet,85075,Abitibi-Témiscamingue,plex,1.0,3,1.0,not_published
	2097	+Saint-Justin,51045,Mauricie,plex,1.0,3,1.0,not_published
	2098	+Saint-Pierre-les-Becquets,38065,Centre-du-Québec,plex,1.0,3,1.0,not_published
	2099	+Saint-Samuel,39130,Centre-du-Québec,plex,1.0,3,1.0,not_published
	2100	+Saint-Frédéric,27065,Chaudière-Appalaches,plex,1.0,3,1.0,not_published
	2101	+Schefferville,97040,Côte-Nord,unifamilial,1.0,3,1.0,not_published
	2102	+Notre-Dame-des-Pins,29120,Chaudière-Appalaches,condo,1.0,3,1.0,not_published
	2103	+Saint-Édouard,68045,Montérégie,plex,1.0,3,1.0,not_published
	2104	+Très-Saint-Sacrement,69030,Montérégie,plex,1.0,3,1.0,not_published
	2105	+Saint-Gédéon,93035,Saguenay–Lac-Saint-Jean,condo,1.0,3,1.0,not_published
	2106	+Montcerf-Lytton,83088,Outaouais,plex,1.0,3,1.0,not_published
	2107	+Saint-Jean-de-l'Île-d'Orléans,20015,Capitale-Nationale,plex,1.0,3,1.0,not_published
	2108	+Saint-Luc-de-Vincennes,37225,Mauricie,plex,1.0,3,1.0,not_published
	2109	+Saint-Léon-le-Grand,07030,Bas-Saint-Laurent,plex,1.0,3,1.0,not_published
	2110	+Saint-Prosper-de-Champlain,37250,Mauricie,plex,1.0,3,1.0,not_published
	2111	+Saint-Robert-Bellarmin,30070,Estrie,plex,1.0,3,1.0,not_published
	2112	+Rivière-Ouelle,14065,Bas-Saint-Laurent,plex,1.0,3,1.0,not_published
	2113	+Godbout,96010,Côte-Nord,plex,1.0,3,1.0,not_published
	2114	+Fortierville,38047,Centre-du-Québec,plex,1.0,3,1.0,not_published
	2115	+Dupuy,87085,Abitibi-Témiscamingue,plex,1.0,3,1.0,not_published
	2116	+Sainte-Christine-d'Auvergne,34105,Capitale-Nationale,plex,1.0,3,1.0,not_published
	2117	+Saint-Moïse,07095,Bas-Saint-Laurent,plex,1.0,3,1.0,not_published
	2118	+East Hereford,44010,Estrie,plex,1.0,3,1.0,not_published
	2119	+Plessisville,32043,Centre-du-Québec,condo,1.0,3,1.0,not_published
	2120	+Saint-Augustin-de-Woburn,30005,Estrie,plex,1.0,3,1.0,not_published
	2121	+Dundee,69075,Montérégie,plex,1.0,3,1.0,not_published
	2122	+Saint-Ignace-de-Stanbridge,46095,Estrie,plex,1.0,3,1.0,not_published
	2123	+Rivière-Héva,89010,Abitibi-Témiscamingue,plex,1.0,3,1.0,not_published
	2124	+Saint-Eugène,49105,Centre-du-Québec,plex,1.0,3,1.0,not_published
	2125	+Saint-Norbert-d'Arthabaska,39043,Centre-du-Québec,plex,1.0,3,1.0,not_published
	2126	+Senneterre,89045,Abitibi-Témiscamingue,plex,1.0,3,1.0,not_published
	2127	+Saint-Eugène-de-Guigues,85085,Abitibi-Témiscamingue,plex,1.0,3,1.0,not_published
	2128	+Lac-Simon,80095,Outaouais,condo,1.0,3,1.0,not_published
	2129	+Ivry-sur-le-Lac,78042,Laurentides,plex,1.0,3,1.0,not_published
	2130	+Litchfield,84040,Outaouais,plex,1.0,3,1.0,not_published
	2131	+Sainte-Thérèse-de-Gaspé,02010,Gaspésie–Îles-de-la-Madeleine,plex,1.0,3,1.0,not_published
	2132	+Saint-Pierre-de-la-Rivière-du-Sud,18055,Chaudière-Appalaches,plex,1.0,3,1.0,not_published
	2133	+Esprit-Saint,10005,Bas-Saint-Laurent,plex,1.0,3,1.0,not_published
	2134	+Rivière-Ojima,87904,Abitibi-Témiscamingue,unifamilial,1.0,3,1.0,not_published
	2135	+Bryson,84025,Outaouais,plex,1.0,3,1.0,not_published
	2136	+Aumond,83090,Outaouais,plex,1.0,3,1.0,not_published
	2137	+Saint-Épiphane,12030,Bas-Saint-Laurent,plex,1.5,3,0.7,not_published
	2138	+Sainte-Lucie-de-Beauregard,18020,Chaudière-Appalaches,plex,1.0,2,0.7,not_published
	2139	+Saint-Zéphirin-de-Courval,50090,Centre-du-Québec,plex,1.0,2,0.7,not_published
	2140	+Poularies,87035,Abitibi-Témiscamingue,plex,1.0,2,0.7,not_published
	2141	+Saint-André-du-Lac-Saint-Jean,91010,Saguenay–Lac-Saint-Jean,plex,1.0,2,0.7,not_published
	2142	+Rapides-des-Joachims,84100,Outaouais,plex,1.0,2,0.7,not_published
	2143	+Saint-Tharcisius,07070,Bas-Saint-Laurent,plex,1.0,2,0.7,not_published
	2144	+Larouche,94265,Saguenay–Lac-Saint-Jean,condo,1.0,2,0.7,not_published
	2145	+Elgin,69050,Montérégie,plex,1.0,2,0.7,not_published
	2146	+Saint-Didace,52090,Lanaudière,plex,1.0,2,0.7,not_published
	2147	+Sainte-Paule,08040,Bas-Saint-Laurent,plex,1.0,2,0.7,not_published
	2148	+Low,83010,Outaouais,plex,1.0,2,0.7,not_published
	2149	+Les Méchins,08005,Bas-Saint-Laurent,plex,1.0,2,0.7,not_published
	2150	+Sainte-Marie-de-Blandford,38015,Centre-du-Québec,plex,1.0,2,0.7,not_published
	2151	+Longue-Pointe-de-Mingan,98045,Côte-Nord,plex,1.0,2,0.7,not_published
	2152	+Saint-Michel-des-Saints,62085,Lanaudière,condo,1.0,2,0.7,not_published
	2153	+Saint-Camille,40025,Estrie,plex,1.0,2,0.7,not_published
	2154	+Saint-Antoine-de-l'Isle-aux-Grues,18070,Chaudière-Appalaches,plex,1.0,2,0.7,not_published
	2155	+Saint-Roch-de-Mékinac,35045,Mauricie,plex,1.0,2,0.7,not_published
	2156	+Notre-Dame-des-Bois,30010,Estrie,plex,1.0,2,0.7,not_published
	2157	+Shigawake,05010,Gaspésie–Îles-de-la-Madeleine,plex,1.0,2,0.7,not_published
	2158	+Mulgrave-et-Derry,80085,Outaouais,plex,1.0,2,0.7,not_published
	2159	+Saint-Mathias-sur-Richelieu,55065,Montérégie,condo,1.0,2,0.7,not_published
	2160	+Sainte-Sophie-d'Halifax,32023,Centre-du-Québec,plex,1.0,2,0.7,not_published
	2161	+Saint-Fortunat,31030,Chaudière-Appalaches,plex,1.0,2,0.7,not_published
	2162	+Lochaber,80055,Outaouais,plex,1.0,2,0.7,not_published
	2163	+Franquelin,96015,Côte-Nord,plex,1.0,2,0.7,not_published
	2164	+Latulipe-et-Gaboury,85060,Abitibi-Témiscamingue,plex,1.0,2,0.7,not_published
	2165	+Saint-Joachim-de-Shefford,47040,Estrie,plex,1.0,2,0.7,not_published
	2166	+Baie-D'Urfé,66112,Montréal,plex,1.0,2,0.7,not_published
	2167	+TNO aquatique de la MRC géographique de Montréal,66990,Montréal,unifamilial,1.0,2,0.7,not_published
	2168	+Oka,72032,Laurentides,condo,1.0,2,0.7,not_published
	2169	+Pointe-Fortune,71140,Montérégie,plex,1.0,2,0.7,not_published
	2170	+Saint-Thomas,61027,Lanaudière,condo,1.0,2,0.7,not_published
	2171	+Stanbridge Station,46030,Estrie,plex,1.0,2,0.7,not_published
	2172	+Scott,26048,Chaudière-Appalaches,condo,1.0,2,0.7,not_published
	2173	+Saint-Zénon-du-Lac-Humqui,07035,Bas-Saint-Laurent,plex,1.0,2,0.7,not_published
	2174	+Lac-Huron,10902,Bas-Saint-Laurent,unifamilial,1.0,2,0.7,not_published
	2175	+Sainte-Anne-de-Beaupré,21030,Capitale-Nationale,condo,1.0,2,0.7,not_published
	2176	+Témiscouata-sur-le-Lac,13073,Bas-Saint-Laurent,condo,1.0,2,0.7,not_published
	2177	+Villeroy,32085,Centre-du-Québec,plex,1.0,2,0.7,not_published
	2178	+L'Île-d'Anticosti,98020,Côte-Nord,plex,1.0,2,0.7,not_published
	2179	+Crabtree,61013,Lanaudière,condo,1.0,2,0.7,not_published
	2180	+Kiamika,79025,Laurentides,plex,1.0,2,0.7,not_published
	2181	+Pike River,46025,Estrie,plex,1.0,2,0.7,not_published
	2182	+Saint-François-de-l'Île-d'Orléans,20005,Capitale-Nationale,plex,1.0,2,0.7,not_published
	2183	+Sainte-Victoire-de-Sorel,53025,Montérégie,condo,1.0,2,0.7,not_published
	2184	+Colombier,95050,Côte-Nord,plex,1.0,2,0.7,not_published
	2185	+Lamarche,93060,Saguenay–Lac-Saint-Jean,plex,1.0,2,0.7,not_published
	2186	+Saint-Thomas-Didyme,92045,Saguenay–Lac-Saint-Jean,plex,1.0,2,0.7,not_published
	2187	+Sainte-Madeleine-de-la-Rivière-Madeleine,04005,Gaspésie–Îles-de-la-Madeleine,plex,1.0,2,0.7,not_published
	2188	+Huntingdon,69055,Montérégie,condo,1.0,2,0.7,not_published
	2189	+Notre-Dame-des-Sept-Douleurs,12045,Bas-Saint-Laurent,plex,1.0,2,0.7,not_published
	2190	+Chartierville,41020,Estrie,plex,1.0,2,0.7,not_published
	2191	+Audet,30055,Estrie,plex,1.0,2,0.7,not_published
	2192	+Biencourt,13055,Bas-Saint-Laurent,plex,1.0,2,0.7,not_published
	2193	+Harrington,76065,Laurentides,plex,1.0,2,0.7,not_published
	2194	+Saint-Charles-de-Bourget,94260,Saguenay–Lac-Saint-Jean,plex,1.0,2,0.7,not_published
	2195	+Notre-Dame-Auxiliatrice-de-Buckland,19010,Chaudière-Appalaches,plex,1.0,2,0.7,not_published
	2196	+Wentworth,76035,Laurentides,plex,1.0,2,0.7,not_published
	2197	+Rivière-à-Pierre,34135,Capitale-Nationale,plex,1.0,2,0.7,not_published
	2198	+Saint-Barnabé,51025,Mauricie,plex,1.0,2,0.7,not_published
	2199	+Saint-Edmond-de-Grantham,49100,Centre-du-Québec,plex,1.0,2,0.7,not_published
	2200	+Saint-Joseph-de-Lepage,09070,Bas-Saint-Laurent,plex,1.0,2,0.7,not_published
	2201	+Sainte-Justine-de-Newton,71115,Montérégie,plex,1.0,2,0.7,not_published
	2202	+Kingsbury,42070,Estrie,plex,1.0,2,0.7,not_published
	2203	+Sainte-Brigitte-des-Saults,49085,Centre-du-Québec,plex,1.0,2,0.7,not_published
	2204	+Saint-Stanislas-de-Kostka,70040,Montérégie,condo,1.0,2,0.7,not_published
	2205	+Saint-Pierre-Baptiste,32050,Centre-du-Québec,plex,1.0,2,0.7,not_published
	2206	+Chichester,84090,Outaouais,plex,1.0,2,0.7,not_published
	2207	+Saint-Bernard,26055,Chaudière-Appalaches,condo,1.0,2,0.7,not_published
	2208	+Senneville,66127,Montréal,plex,1.0,2,0.7,not_published
	2209	+Fugèreville,85055,Abitibi-Témiscamingue,plex,1.0,2,0.7,not_published
	2210	+Saint-Norbert,52070,Lanaudière,plex,1.0,2,0.7,not_published
	2211	+Havelock,69005,Montérégie,plex,1.0,2,0.7,not_published
	2212	+Saint-René-de-Matane,08035,Bas-Saint-Laurent,plex,1.0,2,0.7,not_published
	2213	+Saint-Éloi,11035,Bas-Saint-Laurent,plex,1.0,2,0.7,not_published
	2214	+Saints-Anges,26010,Chaudière-Appalaches,plex,1.0,2,0.7,not_published
	2215	+Saint-Elphège,50095,Centre-du-Québec,plex,1.0,2,0.7,not_published
	2216	+Saint-Malachie,19025,Chaudière-Appalaches,condo,1.0,2,0.7,not_published
	2217	+Lac-Masketsi,35902,Mauricie,unifamilial,1.0,2,0.7,not_published
	2218	+Saint-Elzéar,05050,Gaspésie–Îles-de-la-Madeleine,plex,1.0,2,0.7,not_published
	2219	+Sainte-Séraphine,39105,Centre-du-Québec,plex,1.0,2,0.7,not_published
	2220	+Rémigny,85105,Abitibi-Témiscamingue,plex,1.0,2,0.7,not_published
	2221	+Sainte-Gertrude-Manneville,88085,Abitibi-Témiscamingue,plex,1.0,2,0.7,not_published
	2222	+Berry,88070,Abitibi-Témiscamingue,plex,1.0,1,0.3,not_published
	2223	+Saint-Adolphe-d'Howard,77065,Laurentides,condo,1.0,1,0.3,not_published
	2224	+Saint-Célestin,50035,Centre-du-Québec,plex,1.0,1,0.3,not_published
	2225	+Sainte-Edwidge-de-Clifton,44055,Estrie,plex,1.0,1,0.3,not_published
	2226	+Mayo,80065,Outaouais,plex,1.0,1,0.3,not_published
	2227	+Saint-Venant-de-Paquette,44005,Estrie,plex,1.0,1,0.3,not_published
	2228	+Saint-Guillaume-Nord,62912,Lanaudière,unifamilial,1.0,1,0.3,not_published
	2229	+Saint-Octave-de-Métis,09055,Bas-Saint-Laurent,plex,1.0,1,0.3,not_published
	2230	+Routhierville,07902,Bas-Saint-Laurent,unifamilial,1.0,1,0.3,not_published
	2231	+Sainte-Christine,48020,Montérégie,plex,1.0,1,0.3,not_published
	2232	+Abercorn,46005,Estrie,plex,1.0,1,0.3,not_published
	2233	+L'Ascension,79050,Laurentides,plex,1.0,1,0.3,not_published
	2234	+Pointe-aux-Outardes,96030,Côte-Nord,plex,1.0,1,0.3,not_published
	2235	+Saint-Herménégilde,44015,Estrie,plex,1.0,1,0.3,not_published
	2236	+Carleton-sur-Mer,06013,Gaspésie–Îles-de-la-Madeleine,condo,1.0,1,0.3,not_published
	2237	+Saint-Dominique-du-Rosaire,88065,Abitibi-Témiscamingue,plex,1.0,1,0.3,not_published
	2238	+Aston-Jonction,50013,Centre-du-Québec,plex,1.0,1,0.3,not_published
	2239	+Berthierville,52035,Lanaudière,condo,1.0,1,0.3,not_published
	2240	+Saint-Godefroi,05015,Gaspésie–Îles-de-la-Madeleine,plex,1.0,1,0.3,not_published
	2241	+Sainte-Élizabeth-de-Warwick,39090,Centre-du-Québec,plex,1.0,1,0.3,not_published
	2242	+Portneuf-sur-Mer,95040,Côte-Nord,plex,1.0,1,0.3,not_published
	2243	+Grosses-Roches,08015,Bas-Saint-Laurent,plex,1.0,1,0.3,not_published
	2244	+Sainte-Monique,50057,Centre-du-Québec,plex,1.0,1,0.3,not_published
	2245	+Sainte-Élisabeth-de-Proulx,92903,Saguenay–Lac-Saint-Jean,unifamilial,1.0,1,0.3,not_published
	2246	+Sainte-Félicité,17025,Chaudière-Appalaches,plex,1.0,1,0.3,not_published
	2247	+Saint-Martin,29045,Chaudière-Appalaches,condo,1.0,1,0.3,not_published
	2248	+Saint-Cléophas-de-Brandon,52075,Lanaudière,plex,1.0,1,0.3,not_published
	2249	+Stukely-Sud,45105,Estrie,plex,1.0,1,0.3,not_published
	2250	+Saint-Pie,54008,Montérégie,condo,1.0,1,0.3,not_published
	2251	+Saint-Célestin,50030,Centre-du-Québec,condo,1.0,1,0.3,not_published
	2252	+Clarendon,84015,Outaouais,plex,1.0,1,0.3,not_published
	2253	+Linton,34904,Capitale-Nationale,unifamilial,1.0,1,0.3,not_published
	2254	+Amos,88057,Abitibi-Témiscamingue,condo,1.0,1,0.3,not_published
	2255	+Léry,67055,Montérégie,condo,1.0,1,0.3,not_published
	2256	+Sainte-Thérèse-de-la-Gatineau,83055,Outaouais,plex,1.0,1,0.3,not_published
	2257	+Saint-Omer,17005,Chaudière-Appalaches,plex,1.0,1,0.3,not_published
	2258	+Sainte-Thècle,35050,Mauricie,condo,1.0,1,0.3,not_published
	2259	+Notre-Dame-de-Lorette,92060,Saguenay–Lac-Saint-Jean,plex,1.0,1,0.3,not_published
	2260	+Estérel,77011,Laurentides,plex,1.0,1,0.3,not_published
	2261	+TNO aquatique de la MRC de Pontiac,84990,Outaouais,plex,1.0,1,0.3,not_published
	2262	+Marston,30035,Estrie,plex,1.0,1,0.3,not_published
	2263	+Milan,30040,Estrie,plex,1.0,1,0.3,not_published
	2264	+Preissac,88090,Abitibi-Témiscamingue,plex,1.0,1,0.3,not_published
	2265	+Saint-Mathieu-d'Harricana,88050,Abitibi-Témiscamingue,plex,1.0,1,0.3,not_published
	2266	+Clermont,87110,Abitibi-Témiscamingue,plex,1.0,1,0.3,not_published
	2267	+Calixa-Lavallée,59030,Montérégie,plex,1.0,1,0.3,not_published
	2268	+Saint-Adalbert,17015,Chaudière-Appalaches,plex,1.0,1,0.3,not_published
	2269	+Irlande,31040,Chaudière-Appalaches,plex,1.0,1,0.3,not_published
	2270	+Auclair,13045,Bas-Saint-Laurent,plex,1.0,1,0.3,not_published
	2271	+Saint-Narcisse-de-Beaurivage,33030,Chaudière-Appalaches,plex,1.0,1,0.3,not_published
	2272	+Saint-Julien,31035,Chaudière-Appalaches,plex,1.0,1,0.3,not_published
	2273	+Sainte-Françoise,38035,Centre-du-Québec,plex,1.0,1,0.3,not_published
	2274	+Ogden,45020,Estrie,plex,1.0,1,0.3,not_published
	2275	+Grosse-Île,01042,Gaspésie–Îles-de-la-Madeleine,plex,1.0,1,0.3,not_published
	2276	+Lac-Chicobi,88904,Abitibi-Témiscamingue,plex,1.0,1,0.3,not_published
	2277	+Nominingue,79030,Laurentides,condo,1.0,1,0.3,not_published
	2278	+Kipawa,85010,Abitibi-Témiscamingue,plex,1.0,1,0.3,not_published
	2279	+Lac-Walker,97904,Côte-Nord,plex,1.0,1,0.3,not_published
	2280	+Kinnear's Mills,31105,Chaudière-Appalaches,plex,1.0,1,0.3,not_published
	2281	+Saint-Rosaire,39145,Centre-du-Québec,plex,1.0,1,0.3,not_published
	2282	+Saint-André-de-Restigouche,06040,Gaspésie–Îles-de-la-Madeleine,plex,1.0,1,0.3,not_published
	2283	+Grand-Métis,09060,Bas-Saint-Laurent,plex,1.0,1,0.3,not_published
	2284	+Saint-Eusèbe,13030,Bas-Saint-Laurent,plex,1.0,1,0.3,not_published
	2285	+Rivière-aux-Outardes,96902,Côte-Nord,plex,1.0,1,0.3,not_published
	2286	+Saint-Séverin,27070,Chaudière-Appalaches,plex,1.0,1,0.3,not_published
	2287	+Laniel,85905,Abitibi-Témiscamingue,plex,1.0,1,0.3,not_published
	2288	+Cloridorme,03010,Gaspésie–Îles-de-la-Madeleine,plex,1.0,1,0.3,not_published
	2289	+Maricourt,42065,Estrie,plex,1.0,1,0.3,not_published
	2290	+Denholm,83005,Outaouais,plex,1.0,1,0.3,not_published
	2291	+Saint-Léon-le-Grand,51035,Mauricie,plex,1.0,1,0.3,not_published
	2292	+Saint-Paul-de-la-Croix,12035,Bas-Saint-Laurent,plex,1.0,1,0.3,not_published
	2293	+TNO aquatique de la MRC du Rocher-Percé,02990,Gaspésie–Îles-de-la-Madeleine,plex,1.0,1,0.3,not_published
	2294	+Saint-Léonard-d'Aston,50042,Centre-du-Québec,condo,1.0,1,0.3,not_published
	2295	+Sainte-Élisabeth-de-Proulx,92903,Saguenay–Lac-Saint-Jean,plex,1.0,1,0.3,not_published
	2296	+Saint-Joseph-de-Kamouraska,14030,Bas-Saint-Laurent,plex,1.0,1,0.3,not_published
	2297	+Beaulac-Garthby,31008,Chaudière-Appalaches,plex,1.0,1,0.3,not_published
	2298	+La Trinité-des-Monts,10010,Bas-Saint-Laurent,plex,1.0,1,0.3,not_published
	2299	+Saint-Alexis,63023,Lanaudière,condo,1.0,1,0.3,not_published
	2300	+Saint-Anselme,19062,Chaudière-Appalaches,condo,1.0,1,0.3,not_published
	2301	+Saint-Stanislas,92070,Saguenay–Lac-Saint-Jean,plex,1.0,1,0.3,not_published
	2302	+Saint-Arsène,12065,Bas-Saint-Laurent,plex,1.0,1,0.3,not_published
	2303	+Bedford,46040,Estrie,plex,1.0,1,0.3,not_published
	2304	+Saint-Jules,27055,Chaudière-Appalaches,plex,1.0,1,0.3,not_published
	2305	+Hampden,41075,Estrie,plex,1.0,1,0.3,not_published
	2306	+Saint-Alphonse,05065,Gaspésie–Îles-de-la-Madeleine,plex,1.0,1,0.3,not_published
	2307	+Baie-Sainte-Catherine,15065,Capitale-Nationale,plex,1.0,1,0.3,not_published
	2308	+Pointe-Calumet,72020,Laurentides,condo,1.0,1,0.3,not_published
	2309	+Saint-Marcel-de-Richelieu,54125,Montérégie,plex,1.0,1,0.3,not_published
	2310	+La Motte,88045,Abitibi-Témiscamingue,plex,1.0,1,0.3,not_published
	2311	+Saint-Laurent-de-l'Île-d'Orléans,20020,Capitale-Nationale,condo,1.0,1,0.3,not_published
	2312	+Ferland-et-Boilleau,94220,Saguenay–Lac-Saint-Jean,plex,1.0,1,0.3,not_published
	2313	+Portage-du-Fort,84020,Outaouais,plex,1.0,1,0.3,not_published
	2314	+Côte-Nord-du-Golfe-du-Saint-Laurent,98015,Côte-Nord,plex,1.0,1,0.3,not_published
	2315	+Martinville,44060,Estrie,plex,1.0,1,0.3,not_published
	2316	+Lac-Édouard,90027,Mauricie,plex,1.0,1,0.3,not_published
	2317	+Saint-Gilbert,34060,Capitale-Nationale,plex,1.0,1,0.3,not_published
	2318	+Ulverton,42078,Estrie,plex,1.0,1,0.3,not_published
	2319	+Saint-Gabriel-Lalemant,14075,Bas-Saint-Laurent,plex,1.0,1,0.3,not_published
	2320	+Saint-Louis-de-Blandford,39170,Centre-du-Québec,plex,1.0,1,0.3,not_published
	2321	+Saint-Basile,34038,Capitale-Nationale,condo,1.0,1,0.3,not_published
	2322	+Sainte-Sabine,28065,Chaudière-Appalaches,plex,1.0,1,0.3,not_published
	2323	+Saint-Bernard-de-Michaudville,54115,Montérégie,plex,1.0,1,0.3,not_published
	2324	+Sainte-Marguerite-Marie,07005,Bas-Saint-Laurent,plex,1.0,1,0.3,not_published
	2325	+Saint-Louis,54120,Montérégie,plex,1.0,1,0.3,not_published
	2326	+Sainte-Famille-de-l'Île-d'Orléans,20010,Capitale-Nationale,plex,1.0,1,0.3,not_published
	2327	+Sainte-Clotilde-de-Horton,39117,Centre-du-Québec,plex,1.0,1,0.3,not_published
	2328	+Mont-Élie,15902,Capitale-Nationale,plex,1.0,1,0.3,not_published
	2329	+Val-Racine,30015,Estrie,plex,1.0,1,0.3,not_published
	2330	+La Rédemption,09005,Bas-Saint-Laurent,plex,1.0,1,0.3,not_published
	2331	+Baie-Trinité,96005,Côte-Nord,plex,1.0,1,0.3,not_published
	2332	+Belle-Rivière,93908,Saguenay–Lac-Saint-Jean,unifamilial,1.0,1,0.3,not_published
	2333	+Guérin,85095,Abitibi-Témiscamingue,plex,1.0,1,0.3,not_published
	2334	+Saint-Télesphore,71015,Montérégie,plex,1.0,1,0.3,not_published
	2335	+Saint-Edmond-les-Plaines,92050,Saguenay–Lac-Saint-Jean,plex,1.0,1,0.3,not_published
	2336	+Saint-Eugène-d'Argentenay,92065,Saguenay–Lac-Saint-Jean,plex,1.0,1,0.3,not_published

added outputs/tables/coverage_monthly.csv +2336 −0

		`@@ -0,0 +1,2336 @@`
	1	+municipality,geo_code,region,propertyType,median_monthly_tx,total_tx,pct_months_active,coverage_status
	2	+Montréal,66023,Montréal,condo,620.0,44539,100.0,published
	3	+Montréal,66023,Montréal,plex,346.0,24009,100.0,published
	4	+Québec,23027,Capitale-Nationale,unifamilial,303.0,23614,100.0,published
	5	+Montréal,66023,Montréal,unifamilial,280.0,19257,100.0,published
	6	+Gatineau,81017,Outaouais,unifamilial,240.0,17261,100.0,published
	7	+Laval,65005,Laval,unifamilial,234.0,16780,100.0,published
	8	+Québec,23027,Capitale-Nationale,condo,173.0,13156,100.0,published
	9	+Sherbrooke,43027,Estrie,unifamilial,118.0,9253,100.0,published
	10	+Lévis,25213,Chaudière-Appalaches,unifamilial,111.0,9231,100.0,published
	11	+Saguenay,94068,Saguenay–Lac-Saint-Jean,unifamilial,117.0,8761,100.0,published
	12	+Longueuil,58227,Montérégie,unifamilial,118.0,8747,100.0,published
	13	+Trois-Rivières,37067,Mauricie,unifamilial,101.0,7325,100.0,published
	14	+Terrebonne,64008,Lanaudière,unifamilial,93.0,7143,100.0,conditional
	15	+Québec,23027,Capitale-Nationale,plex,92.0,6577,100.0,published
	16	+Laval,65005,Laval,condo,91.0,6245,100.0,published
	17	+Saint-Jean-sur-Richelieu,56083,Montérégie,unifamilial,75.0,5807,100.0,conditional
	18	+Drummondville,49058,Centre-du-Québec,unifamilial,72.0,5104,100.0,published
	19	+Repentigny,60013,Lanaudière,unifamilial,68.0,5091,100.0,conditional
	20	+Longueuil,58227,Montérégie,condo,60.0,4628,100.0,published
	21	+Saint-Jérôme,75017,Laurentides,unifamilial,61.0,4503,100.0,conditional
	22	+Granby,47017,Estrie,unifamilial,52.0,4024,100.0,conditional
	23	+Blainville,73015,Laurentides,unifamilial,50.0,3733,100.0,conditional
	24	+Mirabel,74005,Laurentides,unifamilial,51.0,3705,100.0,conditional
	25	+Gatineau,81017,Outaouais,plex,52.0,3660,100.0,published
	26	+Brossard,58007,Montérégie,unifamilial,51.0,3475,100.0,conditional
	27	+Shawinigan,36033,Mauricie,unifamilial,45.0,3346,100.0,conditional
	28	+Mascouche,64015,Lanaudière,unifamilial,44.0,3214,100.0,conditional
	29	+Rimouski,10043,Bas-Saint-Laurent,unifamilial,41.0,3048,100.0,conditional
	30	+Victoriaville,39062,Centre-du-Québec,unifamilial,40.0,2996,100.0,conditional
	31	+Châteauguay,67050,Montérégie,unifamilial,41.0,2894,100.0,conditional
	32	+Salaberry-de-Valleyfield,70052,Montérégie,unifamilial,38.0,2882,100.0,conditional
	33	+Longueuil,58227,Montérégie,plex,40.0,2741,100.0,published
	34	+Saint-Hyacinthe,54048,Montérégie,unifamilial,34.0,2727,100.0,conditional
	35	+Saint-Eustache,72005,Laurentides,unifamilial,34.0,2576,100.0,conditional
	36	+Saguenay,94068,Saguenay–Lac-Saint-Jean,plex,37.0,2576,100.0,published
	37	+Boucherville,58033,Montérégie,unifamilial,35.0,2559,100.0,conditional
	38	+Trois-Rivières,37067,Mauricie,plex,34.0,2535,100.0,published
	39	+Gatineau,81017,Outaouais,condo,30.0,2519,100.0,published
	40	+Vaudreuil-Dorion,71083,Montérégie,unifamilial,33.0,2465,100.0,conditional
	41	+Laval,65005,Laval,plex,34.0,2434,100.0,published
	42	+Sherbrooke,43027,Estrie,plex,34.0,2402,100.0,published
	43	+Sorel-Tracy,53052,Montérégie,unifamilial,30.0,2353,100.0,conditional
	44	+Saint-Lin–Laurentides,63048,Lanaudière,unifamilial,32.0,2329,100.0,conditional
	45	+Rouyn-Noranda,86042,Abitibi-Témiscamingue,unifamilial,32.0,2327,100.0,conditional
	46	+Val-d'Or,89008,Abitibi-Témiscamingue,unifamilial,33.0,2194,100.0,conditional
	47	+Saint-Georges,29073,Chaudière-Appalaches,unifamilial,25.0,2019,100.0,conditional
	48	+Magog,45072,Estrie,unifamilial,27.0,2010,100.0,conditional
	49	+Alma,93042,Saguenay–Lac-Saint-Jean,unifamilial,26.0,1975,100.0,conditional
	50	+Chambly,57005,Montérégie,unifamilial,26.0,1952,100.0,conditional
	51	+Sainte-Julie,59010,Montérégie,unifamilial,25.0,1943,100.0,conditional
	52	+Dollard-des-Ormeaux,66142,Montréal,unifamilial,26.0,1872,100.0,conditional
	53	+Brossard,58007,Montérégie,condo,17.0,1797,100.0,conditional
	54	+Thetford Mines,31084,Chaudière-Appalaches,unifamilial,24.0,1773,100.0,conditional
	55	+Saint-Constant,67035,Montérégie,unifamilial,23.0,1708,100.0,conditional
	56	+Saint-Bruno-de-Montarville,58037,Montérégie,unifamilial,24.0,1702,100.0,conditional
	57	+Beloeil,57040,Montérégie,unifamilial,22.0,1697,100.0,conditional
	58	+Saint-Jérôme,75017,Laurentides,plex,24.0,1696,100.0,conditional
	59	+Repentigny,60013,Lanaudière,condo,22.0,1688,100.0,conditional
	60	+Sainte-Sophie,75028,Laurentides,unifamilial,24.0,1685,100.0,conditional
	61	+L'Assomption,60028,Lanaudière,unifamilial,21.0,1600,100.0,conditional
	62	+Saint-Colomban,75005,Laurentides,unifamilial,21.0,1568,100.0,conditional
	63	+Sept-Îles,97007,Côte-Nord,unifamilial,24.0,1563,100.0,conditional
	64	+Saint-Hippolyte,75045,Laurentides,unifamilial,22.0,1558,100.0,conditional
	65	+Candiac,67020,Montérégie,unifamilial,21.0,1555,100.0,conditional
	66	+Sainte-Adèle,77022,Laurentides,unifamilial,21.0,1534,100.0,conditional
	67	+Saint-Lazare,71105,Montérégie,unifamilial,21.0,1521,100.0,conditional
	68	+Boisbriand,73005,Laurentides,unifamilial,20.0,1519,100.0,conditional
	69	+Lévis,25213,Chaudière-Appalaches,plex,22.0,1511,100.0,published
	70	+Shawinigan,36033,Mauricie,plex,20.0,1485,100.0,conditional
	71	+Sainte-Julienne,63060,Lanaudière,unifamilial,20.0,1468,100.0,conditional
	72	+La Prairie,67015,Montérégie,unifamilial,20.0,1465,100.0,conditional
	73	+Saint-Sauveur,77043,Laurentides,unifamilial,21.0,1461,100.0,conditional
	74	+Mont-Saint-Hilaire,57035,Montérégie,unifamilial,20.0,1428,100.0,conditional
	75	+Val-des-Monts,82015,Outaouais,unifamilial,20.0,1424,100.0,conditional
	76	+Sainte-Marthe-sur-le-Lac,72015,Laurentides,unifamilial,18.0,1399,100.0,conditional
	77	+Lavaltrie,52007,Lanaudière,unifamilial,18.0,1393,100.0,conditional
	78	+Rawdon,62037,Lanaudière,unifamilial,18.0,1366,100.0,conditional
	79	+Pointe-Claire,66097,Montréal,unifamilial,18.0,1340,100.0,conditional
	80	+Varennes,59020,Montérégie,unifamilial,18.0,1312,100.0,conditional
	81	+Drummondville,49058,Centre-du-Québec,plex,16.0,1205,100.0,published
	82	+Prévost,75040,Laurentides,unifamilial,17.0,1203,100.0,conditional
	83	+Baie-Comeau,96020,Côte-Nord,unifamilial,16.0,1179,100.0,conditional
	84	+Sainte-Brigitte-de-Laval,22045,Capitale-Nationale,unifamilial,14.0,1162,100.0,not_published
	85	+Saint-Basile-le-Grand,57020,Montérégie,unifamilial,15.0,1148,100.0,conditional
	86	+Beaconsfield,66107,Montréal,unifamilial,17.0,1147,100.0,conditional
	87	+Mirabel,74005,Laurentides,plex,16.0,1146,100.0,conditional
	88	+Mercier,67045,Montérégie,unifamilial,15.0,1141,100.0,conditional
	89	+Saint-Raymond,34128,Capitale-Nationale,unifamilial,15.0,1140,100.0,conditional
	90	+Saint-Calixte,63055,Lanaudière,unifamilial,16.0,1130,100.0,conditional
	91	+Bromont,46078,Estrie,unifamilial,15.0,1053,100.0,conditional
	92	+Sainte-Anne-des-Plaines,73035,Laurentides,unifamilial,13.0,1049,100.0,not_published
	93	+L'Ancienne-Lorette,23057,Capitale-Nationale,unifamilial,13.0,1049,100.0,not_published
	94	+Saint-Augustin-de-Desmaures,23072,Capitale-Nationale,unifamilial,13.0,1043,98.5,not_published
	95	+Stoneham-et-Tewkesbury,22035,Capitale-Nationale,unifamilial,14.0,1039,100.0,not_published
	96	+Saint-Amable,59015,Montérégie,unifamilial,13.0,1039,100.0,not_published
	97	+Saint-Jean-sur-Richelieu,56083,Montérégie,plex,14.0,1029,100.0,not_published
	98	+Chertsey,62047,Lanaudière,unifamilial,15.0,1026,100.0,conditional
	99	+Dolbeau-Mistassini,92022,Saguenay–Lac-Saint-Jean,unifamilial,14.0,1023,100.0,not_published
	100	+Sainte-Catherine-de-la-Jacques-Cartier,22005,Capitale-Nationale,unifamilial,12.0,1015,100.0,not_published
	101	+Deux-Montagnes,72010,Laurentides,unifamilial,13.0,1010,100.0,not_published
	102	+Bécancour,38010,Centre-du-Québec,unifamilial,14.0,1010,100.0,not_published
	103	+Sainte-Catherine,67030,Montérégie,unifamilial,13.0,1004,100.0,not_published
	104	+Lachute,76020,Laurentides,unifamilial,14.0,1001,100.0,not_published
	105	+Rivière-du-Loup,12072,Bas-Saint-Laurent,unifamilial,12.0,990,98.5,not_published
	106	+Sainte-Thérèse,73010,Laurentides,unifamilial,13.0,981,100.0,not_published
	107	+Saint-Apollinaire,33090,Chaudière-Appalaches,unifamilial,12.0,970,98.5,not_published
	108	+Rosemère,73020,Laurentides,unifamilial,13.0,970,100.0,not_published
	109	+Cowansville,46080,Estrie,unifamilial,13.0,968,100.0,not_published
	110	+Mont-Tremblant,78102,Laurentides,unifamilial,14.0,968,100.0,not_published
	111	+Salaberry-de-Valleyfield,70052,Montérégie,plex,13.0,955,100.0,not_published
	112	+Saint-Lambert,58012,Montérégie,unifamilial,14.0,947,100.0,not_published
	113	+Granby,47017,Estrie,plex,12.0,944,100.0,not_published
	114	+Terrebonne,64008,Lanaudière,condo,12.0,929,100.0,not_published
	115	+Terrebonne,64008,Lanaudière,plex,12.0,920,100.0,not_published
	116	+Lévis,25213,Chaudière-Appalaches,condo,9.5,919,98.5,published
	117	+Pont-Rouge,34017,Capitale-Nationale,unifamilial,11.0,918,98.5,not_published
	118	+Matane,08053,Bas-Saint-Laurent,unifamilial,13.0,917,100.0,not_published
	119	+Kirkland,66102,Montréal,unifamilial,12.0,917,100.0,not_published
	120	+Carignan,57010,Montérégie,unifamilial,12.0,912,100.0,not_published
	121	+Beauharnois,70022,Montérégie,unifamilial,12.0,906,100.0,not_published
	122	+Mont-Laurier,79088,Laurentides,unifamilial,12.0,904,100.0,not_published
	123	+Contrecoeur,59035,Montérégie,unifamilial,12.0,884,98.5,not_published
	124	+Sainte-Agathe-des-Monts,78032,Laurentides,unifamilial,13.0,882,100.0,not_published
	125	+Cantley,82020,Outaouais,unifamilial,12.0,878,100.0,not_published
	126	+Saint-Adolphe-d'Howard,77065,Laurentides,unifamilial,13.0,865,98.5,not_published
	127	+Saint-Zotique,71025,Montérégie,unifamilial,12.0,855,100.0,not_published
	128	+Pincourt,71070,Montérégie,unifamilial,12.0,852,100.0,not_published
	129	+Saint-Donat,62060,Lanaudière,unifamilial,12.0,846,100.0,not_published
	130	+Marieville,55048,Montérégie,unifamilial,10.0,834,100.0,not_published
	131	+Joliette,61025,Lanaudière,unifamilial,11.0,827,100.0,not_published
	132	+Chelsea,82025,Outaouais,unifamilial,11.0,809,98.5,not_published
	133	+Sainte-Marie,26030,Chaudière-Appalaches,unifamilial,10.0,808,100.0,not_published
	134	+La Pêche,82035,Outaouais,unifamilial,11.0,807,100.0,not_published
	135	+Saint-Hyacinthe,54048,Montérégie,plex,11.0,800,100.0,not_published
	136	+Lorraine,73025,Laurentides,unifamilial,11.0,796,100.0,not_published
	137	+Les Îles-de-la-Madeleine,01023,Gaspésie–Îles-de-la-Madeleine,unifamilial,11.0,778,100.0,not_published
	138	+Westmount,66032,Montréal,unifamilial,10.0,765,100.0,not_published
	139	+Saint-Jérôme,75017,Laurentides,condo,7.0,760,98.5,not_published
	140	+Brownsburg-Chatham,76043,Laurentides,unifamilial,12.0,756,100.0,not_published
	141	+Saint-Félicien,91042,Saguenay–Lac-Saint-Jean,unifamilial,11.0,755,100.0,not_published
	142	+Lac-Beauport,22040,Capitale-Nationale,unifamilial,10.0,751,97.0,not_published
	143	+Saint-Philippe,67010,Montérégie,unifamilial,10.0,748,98.5,not_published
	144	+Otterburn Park,57030,Montérégie,unifamilial,10.0,745,100.0,not_published
	145	+Gaspé,03005,Gaspésie–Îles-de-la-Madeleine,unifamilial,10.0,742,100.0,not_published
	146	+Notre-Dame-de-l'Île-Perrot,71065,Montérégie,unifamilial,11.0,741,100.0,not_published
	147	+Farnham,46112,Estrie,unifamilial,10.0,719,100.0,not_published
	148	+La Tuque,90012,Mauricie,unifamilial,11.0,714,98.5,not_published
	149	+Mascouche,64015,Lanaudière,condo,7.0,713,100.0,not_published
	150	+Mont-Royal,66072,Montréal,unifamilial,11.0,711,98.5,not_published
	151	+Orford,45115,Estrie,unifamilial,10.0,703,100.0,not_published
	152	+Notre-Dame-des-Prairies,61030,Lanaudière,unifamilial,10.0,691,100.0,not_published
	153	+Côte-Saint-Luc,66058,Montréal,condo,10.0,681,100.0,not_published
	154	+Sorel-Tracy,53052,Montérégie,plex,10.0,670,100.0,not_published
	155	+Côte-Saint-Luc,66058,Montréal,unifamilial,9.0,668,100.0,not_published
	156	+Chibougamau,99025,Nord-du-Québec,unifamilial,8.5,662,98.5,not_published
	157	+Dorval,66087,Montréal,unifamilial,9.0,660,98.5,not_published
	158	+L'Épiphanie,60037,Lanaudière,unifamilial,9.0,651,98.5,not_published
	159	+Saint-Charles-Borromée,61035,Lanaudière,unifamilial,9.0,645,100.0,not_published
	160	+Sainte-Marguerite-du-Lac-Masson,77012,Laurentides,unifamilial,9.0,643,100.0,not_published
	161	+Boischatel,21045,Capitale-Nationale,unifamilial,7.0,638,98.5,not_published
	162	+Rouyn-Noranda,86042,Abitibi-Témiscamingue,plex,9.0,633,100.0,not_published
	163	+Bois-des-Filion,73030,Laurentides,unifamilial,9.0,631,100.0,not_published
	164	+Roberval,91025,Saguenay–Lac-Saint-Jean,unifamilial,8.0,625,100.0,not_published
	165	+Shefford,47035,Estrie,unifamilial,9.0,624,100.0,not_published
	166	+Lac-Brome,46075,Estrie,unifamilial,9.0,619,100.0,not_published
	167	+Morin-Heights,77050,Laurentides,unifamilial,9.0,612,100.0,not_published
	168	+Rigaud,71133,Montérégie,unifamilial,9.0,609,100.0,not_published
	169	+Montmagny,18050,Chaudière-Appalaches,unifamilial,8.0,605,100.0,not_published
	170	+La Malbaie,15013,Capitale-Nationale,unifamilial,8.0,596,100.0,not_published
	171	+Saint-Jean-de-Matha,62015,Lanaudière,unifamilial,9.0,594,98.5,not_published
	172	+Donnacona,34025,Capitale-Nationale,unifamilial,7.5,588,98.5,not_published
	173	+Shannon,22020,Capitale-Nationale,unifamilial,7.0,587,97.0,not_published
	174	+Acton Vale,48028,Montérégie,unifamilial,7.0,586,100.0,not_published
	175	+Blainville,73015,Laurentides,plex,8.0,576,100.0,not_published
	176	+Saint-Lambert,58012,Montérégie,condo,7.0,574,97.0,not_published
	177	+Saint-Honoré,94240,Saguenay–Lac-Saint-Jean,unifamilial,8.0,570,100.0,not_published
	178	+Boucherville,58033,Montérégie,condo,7.0,570,97.0,not_published
	179	+Pointe-Calumet,72020,Laurentides,unifamilial,8.0,568,100.0,not_published
	180	+Val-David,78010,Laurentides,unifamilial,9.0,566,100.0,not_published
	181	+Hébertville,93022,Saguenay–Lac-Saint-Jean,unifamilial,8.0,561,100.0,not_published
	182	+Saint-Paul,61005,Lanaudière,unifamilial,8.0,555,100.0,not_published
	183	+Alma,93042,Saguenay–Lac-Saint-Jean,plex,7.5,554,98.5,not_published
	184	+Saint-Alphonse-Rodriguez,62025,Lanaudière,unifamilial,7.0,554,100.0,not_published
	185	+Val-des-Sources,40043,Estrie,unifamilial,8.0,547,98.5,not_published
	186	+Coaticook,44037,Estrie,unifamilial,8.0,546,100.0,not_published
	187	+Waterloo,47025,Estrie,unifamilial,8.0,544,100.0,not_published
	188	+L'Île-Perrot,71060,Montérégie,unifamilial,8.0,542,98.5,not_published
	189	+Saint-Augustin-de-Desmaures,23072,Capitale-Nationale,condo,7.0,538,98.5,not_published
	190	+Saint-Ferréol-les-Neiges,21010,Capitale-Nationale,unifamilial,8.0,538,100.0,not_published
	191	+Saint-Lambert-de-Lauzon,26070,Chaudière-Appalaches,unifamilial,8.0,537,94.0,not_published
	192	+Saint-Félix-de-Valois,62007,Lanaudière,unifamilial,8.0,532,98.5,not_published
	193	+Victoriaville,39062,Centre-du-Québec,plex,8.0,526,100.0,not_published
	194	+Hudson,71100,Montérégie,unifamilial,7.0,520,97.0,not_published
	195	+L'Ange-Gardien,82005,Outaouais,unifamilial,7.0,515,98.5,not_published
	196	+Pointe-Claire,66097,Montréal,condo,6.0,508,98.5,not_published
	197	+Roxton Pond,47047,Estrie,unifamilial,7.0,504,100.0,not_published
	198	+Coteau-du-Lac,71040,Montérégie,unifamilial,7.0,503,98.5,not_published
	199	+Sherbrooke,43027,Estrie,condo,7.0,498,100.0,published
	200	+Delson,67025,Montérégie,unifamilial,6.0,494,98.5,not_published
	201	+Les Cèdres,71050,Montérégie,unifamilial,7.0,494,97.0,not_published
	202	+Lanoraie,52017,Lanaudière,unifamilial,7.0,493,100.0,not_published
	203	+Magog,45072,Estrie,condo,7.0,493,98.5,not_published
	204	+Chambly,57005,Montérégie,condo,6.0,491,95.5,not_published
	205	+Sainte-Thérèse,73010,Laurentides,plex,7.0,490,98.5,not_published
	206	+Saint-Rémi,68055,Montérégie,unifamilial,7.0,490,98.5,not_published
	207	+Saint-Côme,62065,Lanaudière,unifamilial,7.0,488,100.0,not_published
	208	+Saint-Jean-sur-Richelieu,56083,Montérégie,condo,6.0,488,95.5,not_published
	209	+Mascouche,64015,Lanaudière,plex,7.0,486,100.0,not_published
	210	+Saint-Pie,54008,Montérégie,unifamilial,5.5,484,98.5,not_published
	211	+Saint-Lin–Laurentides,63048,Lanaudière,plex,7.0,483,100.0,not_published
	212	+Sainte-Anne-des-Lacs,77035,Laurentides,unifamilial,6.0,481,100.0,not_published
	213	+Notre-Dame-du-Mont-Carmel,37235,Mauricie,unifamilial,6.0,480,100.0,not_published
	214	+Mont-Tremblant,78102,Laurentides,condo,6.0,478,100.0,not_published
	215	+Thetford Mines,31084,Chaudière-Appalaches,plex,7.0,476,100.0,not_published
	216	+Saint-Damien,62075,Lanaudière,unifamilial,7.0,474,100.0,not_published
	217	+Rivière-Rouge,79037,Laurentides,unifamilial,7.0,472,98.5,not_published
	218	+Nicolet,50072,Centre-du-Québec,unifamilial,6.0,472,98.5,not_published
	219	+Mont-Blanc,78047,Laurentides,unifamilial,6.0,468,98.5,not_published
	220	+Sainte-Anne-des-Monts,04037,Gaspésie–Îles-de-la-Madeleine,unifamilial,7.0,464,98.5,not_published
	221	+Les Coteaux,71033,Montérégie,unifamilial,6.0,462,100.0,not_published
	222	+Piedmont,77030,Laurentides,unifamilial,6.0,455,100.0,not_published
	223	+Saint-Denis-de-Brompton,42025,Estrie,unifamilial,6.0,454,98.5,not_published
	224	+Pontiac,82030,Outaouais,unifamilial,6.0,446,100.0,not_published
	225	+Saint-Alexis-des-Monts,51065,Mauricie,unifamilial,6.0,445,100.0,not_published
	226	+Granby,47017,Estrie,condo,6.0,442,95.5,not_published
	227	+Dollard-des-Ormeaux,66142,Montréal,condo,7.0,439,97.0,not_published
	228	+Val-d'Or,89008,Abitibi-Témiscamingue,plex,6.0,431,100.0,not_published
	229	+Saint-Agapit,33045,Chaudière-Appalaches,unifamilial,6.0,431,98.5,not_published
	230	+Sainte-Sophie,75028,Laurentides,plex,6.5,430,98.5,not_published
	231	+Dorval,66087,Montréal,condo,6.0,424,100.0,not_published
	232	+La Sarre,87090,Abitibi-Témiscamingue,unifamilial,6.0,424,97.0,not_published
	233	+Sutton,46058,Estrie,unifamilial,6.0,415,98.5,not_published
	234	+Mont-Joli,09077,Bas-Saint-Laurent,unifamilial,6.0,415,97.0,not_published
	235	+Repentigny,60013,Lanaudière,plex,5.0,412,98.5,not_published
	236	+Beaupré,21025,Capitale-Nationale,unifamilial,5.0,408,98.5,not_published
	237	+Saint-Henri,19068,Chaudière-Appalaches,unifamilial,5.0,406,97.0,not_published
	238	+Joliette,61025,Lanaudière,plex,5.0,404,100.0,not_published
	239	+Port-Cartier,97022,Côte-Nord,unifamilial,6.0,400,95.5,not_published
	240	+Princeville,32033,Centre-du-Québec,unifamilial,6.0,398,100.0,not_published
	241	+Verchères,59025,Montérégie,unifamilial,5.0,398,97.0,not_published
	242	+Château-Richer,21035,Capitale-Nationale,unifamilial,5.0,396,97.0,not_published
	243	+Rimouski,10043,Bas-Saint-Laurent,plex,5.0,396,100.0,not_published
	244	+Louiseville,51015,Mauricie,unifamilial,5.0,391,97.0,not_published
	245	+Saint-Césaire,55023,Montérégie,unifamilial,5.0,391,95.5,not_published
	246	+Mandeville,52095,Lanaudière,unifamilial,5.0,381,98.5,not_published
	247	+Sainte-Thérèse,73010,Laurentides,condo,4.0,380,94.0,not_published
	248	+Eastman,45093,Estrie,unifamilial,5.0,378,100.0,not_published
	249	+Gore,76025,Laurentides,unifamilial,5.0,378,100.0,not_published
	250	+Trois-Rivières,37067,Mauricie,condo,4.0,376,95.5,published
	251	+Saint-Roch-de-Richelieu,53040,Montérégie,unifamilial,5.0,375,97.0,not_published
	252	+Saint-Joseph-du-Lac,72025,Laurentides,unifamilial,5.0,374,98.5,not_published
	253	+Magog,45072,Estrie,plex,5.0,372,97.0,not_published
	254	+Saint-David-de-Falardeau,94245,Saguenay–Lac-Saint-Jean,unifamilial,6.0,371,97.0,not_published
	255	+Val-Morin,78005,Laurentides,unifamilial,5.0,371,100.0,not_published
	256	+Lac-Supérieur,78095,Laurentides,unifamilial,5.0,370,98.5,not_published
	257	+Notre-Dame-du-Laus,79005,Laurentides,unifamilial,5.0,368,97.0,not_published
	258	+Lac-Etchemin,28053,Chaudière-Appalaches,unifamilial,5.0,365,97.0,not_published
	259	+Saint-Michel-des-Saints,62085,Lanaudière,unifamilial,6.0,365,97.0,not_published
	260	+Saint-Eustache,72005,Laurentides,condo,4.0,365,92.5,not_published
	261	+Baie-Saint-Paul,16013,Capitale-Nationale,unifamilial,5.0,364,94.0,not_published
	262	+Saint-Roch-de-l'Achigan,63035,Lanaudière,unifamilial,5.0,362,98.5,not_published
	263	+Sainte-Adèle,77022,Laurentides,plex,5.0,361,98.5,not_published
	264	+Chandler,02028,Gaspésie–Îles-de-la-Madeleine,unifamilial,5.0,357,98.5,not_published
	265	+Saint-Anicet,69070,Montérégie,unifamilial,5.0,354,98.5,not_published
	266	+Grenville-sur-la-Rouge,76052,Laurentides,unifamilial,5.0,351,97.0,not_published
	267	+Wentworth-Nord,77060,Laurentides,unifamilial,5.0,347,98.5,not_published
	268	+Témiscouata-sur-le-Lac,13073,Bas-Saint-Laurent,unifamilial,5.0,344,92.5,not_published
	269	+Neuville,34007,Capitale-Nationale,unifamilial,4.0,343,94.0,not_published
	270	+Sainte-Agathe-des-Monts,78032,Laurentides,plex,5.0,340,97.0,not_published
	271	+Austin,45085,Estrie,unifamilial,5.0,339,97.0,not_published
	272	+Thurso,80050,Outaouais,unifamilial,4.0,336,98.5,not_published
	273	+Saint-Jacques,63013,Lanaudière,unifamilial,4.0,335,97.0,not_published
	274	+Labelle,78120,Laurentides,unifamilial,4.0,334,98.5,not_published
	275	+Lac-Mégantic,30030,Estrie,unifamilial,4.0,333,100.0,not_published
	276	+Saint-Cyrille-de-Wendover,49070,Centre-du-Québec,unifamilial,4.0,329,97.0,not_published
	277	+Lachute,76020,Laurentides,plex,4.5,328,98.5,not_published
	278	+Venise-en-Québec,56005,Montérégie,unifamilial,5.0,327,97.0,not_published
	279	+Saint-André-Avellin,80027,Outaouais,unifamilial,4.0,327,100.0,not_published
	280	+Gracefield,83032,Outaouais,unifamilial,5.0,326,97.0,not_published
	281	+Saint-Boniface,51085,Mauricie,unifamilial,5.0,325,95.5,not_published
	282	+La Pocatière,14082,Bas-Saint-Laurent,unifamilial,4.0,325,98.5,not_published
	283	+Napierville,68030,Montérégie,unifamilial,4.0,325,98.5,not_published
	284	+Saguenay,94068,Saguenay–Lac-Saint-Jean,condo,5.0,321,89.6,published
	285	+Saint-Gabriel-de-Brandon,52085,Lanaudière,unifamilial,4.0,321,98.5,not_published
	286	+Amqui,07047,Bas-Saint-Laurent,unifamilial,4.0,321,94.0,not_published
	287	+Nominingue,79030,Laurentides,unifamilial,4.0,321,98.5,not_published
	288	+Oka,72032,Laurentides,unifamilial,5.0,320,95.5,not_published
	289	+Saint-Eustache,72005,Laurentides,plex,4.0,320,98.5,not_published
	290	+Danville,40047,Estrie,unifamilial,4.0,319,98.5,not_published
	291	+Sainte-Julie,59010,Montérégie,condo,4.0,318,95.5,not_published
	292	+Saint-Ambroise,94255,Saguenay–Lac-Saint-Jean,unifamilial,4.5,318,92.5,not_published
	293	+Potton,45030,Estrie,unifamilial,5.0,317,100.0,not_published
	294	+Candiac,67020,Montérégie,condo,4.0,314,91.0,not_published
	295	+Beauceville,27028,Chaudière-Appalaches,unifamilial,4.0,314,95.5,not_published
	296	+Weedon,41098,Estrie,unifamilial,4.0,314,98.5,not_published
	297	+Amherst,78070,Laurentides,unifamilial,4.0,313,97.0,not_published
	298	+Sainte-Béatrix,62020,Lanaudière,unifamilial,5.0,312,97.0,not_published
	299	+Cap-Santé,34030,Capitale-Nationale,unifamilial,4.0,312,92.5,not_published
	300	+Saint-Mathias-sur-Richelieu,55065,Montérégie,unifamilial,4.0,311,97.0,not_published
	301	+Portneuf,34048,Capitale-Nationale,unifamilial,4.0,310,97.0,not_published
	302	+Saint-Gilles,33035,Chaudière-Appalaches,unifamilial,5.0,310,94.0,not_published
	303	+Saint-Étienne-des-Grès,51090,Mauricie,unifamilial,4.0,309,97.0,not_published
	304	+Saint-Tite,35027,Mauricie,unifamilial,4.0,308,100.0,not_published
	305	+Windsor,42088,Estrie,unifamilial,4.0,307,94.0,not_published
	306	+Saint-Bruno-de-Montarville,58037,Montérégie,condo,4.0,306,97.0,not_published
	307	+Sainte-Martine,70012,Montérégie,unifamilial,4.0,302,97.0,not_published
	308	+Métabetchouan–Lac-à-la-Croix,93012,Saguenay–Lac-Saint-Jean,unifamilial,4.0,301,94.0,not_published
	309	+Plessisville,32043,Centre-du-Québec,unifamilial,4.0,299,85.1,not_published
	310	+Saint-Anselme,19062,Chaudière-Appalaches,unifamilial,4.0,299,94.0,not_published
	311	+Cookshire-Eaton,41038,Estrie,unifamilial,4.0,298,95.5,not_published
	312	+Saint-Paul-de-l'Île-aux-Noix,56035,Montérégie,unifamilial,4.0,298,97.0,not_published
	313	+Maniwaki,83065,Outaouais,unifamilial,4.0,291,94.0,not_published
	314	+Richelieu,55057,Montérégie,unifamilial,4.0,289,95.5,not_published
	315	+Saint-Germain-de-Grantham,49048,Centre-du-Québec,unifamilial,4.0,288,98.5,not_published
	316	+East Angus,41060,Estrie,unifamilial,4.0,288,94.0,not_published
	317	+Lac-Simon,80095,Outaouais,unifamilial,4.0,284,95.5,not_published
	318	+Saint-Joseph-de-Beauce,27043,Chaudière-Appalaches,unifamilial,4.0,282,97.0,not_published
	319	+Beaumont,19105,Chaudière-Appalaches,unifamilial,4.0,280,91.0,not_published
	320	+Fossambault-sur-le-Lac,22010,Capitale-Nationale,unifamilial,4.0,280,94.0,not_published
	321	+Dunham,46050,Estrie,unifamilial,4.0,279,98.5,not_published
	322	+Saint-Prosper,28020,Chaudière-Appalaches,unifamilial,4.0,279,97.0,not_published
	323	+Saint-Georges,29073,Chaudière-Appalaches,plex,4.0,279,97.0,not_published
	324	+McMasterville,57025,Montérégie,unifamilial,4.0,278,94.0,not_published
	325	+Saint-Antonin,12015,Bas-Saint-Laurent,unifamilial,3.0,275,94.0,not_published
	326	+Saint-André-d'Argenteuil,76008,Laurentides,unifamilial,4.0,275,95.5,not_published
	327	+Lac-des-Écorces,79078,Laurentides,unifamilial,4.0,273,97.0,not_published
	328	+Sainte-Émélie-de-l'Énergie,62070,Lanaudière,unifamilial,4.0,273,91.0,not_published
	329	+Adstock,31056,Chaudière-Appalaches,unifamilial,4.0,272,95.5,not_published
	330	+Baie-Comeau,96020,Côte-Nord,plex,4.0,272,94.0,not_published
	331	+Châteauguay,67050,Montérégie,plex,4.0,271,94.0,not_published
	332	+Sainte-Mélanie,61050,Lanaudière,unifamilial,4.0,270,92.5,not_published
	333	+Notre-Dame-de-la-Merci,62055,Lanaudière,unifamilial,4.0,267,98.5,not_published
	334	+La Minerve,78130,Laurentides,unifamilial,4.0,267,95.5,not_published
	335	+Warwick,39077,Centre-du-Québec,unifamilial,3.0,265,98.5,not_published
	336	+Beloeil,57040,Montérégie,condo,4.0,264,83.6,not_published
	337	+Sainte-Claire,19055,Chaudière-Appalaches,unifamilial,3.0,264,88.1,not_published
	338	+Saint-Sauveur,77043,Laurentides,plex,4.0,263,95.5,not_published
	339	+Huntingdon,69055,Montérégie,unifamilial,4.0,262,94.0,not_published
	340	+Rivière-Beaudette,71005,Montérégie,unifamilial,3.0,260,97.0,not_published
	341	+Saint-Ambroise-de-Kildare,61040,Lanaudière,unifamilial,3.0,260,95.5,not_published
	342	+Baie-D'Urfé,66112,Montréal,unifamilial,4.0,259,95.5,not_published
	343	+Saint-Maurice,37230,Mauricie,unifamilial,4.0,256,94.0,not_published
	344	+Mont-Royal,66072,Montréal,condo,3.0,256,97.0,not_published
	345	+La Tuque,90012,Mauricie,plex,4.0,255,98.5,not_published
	346	+Hampstead,66062,Montréal,unifamilial,3.0,254,97.0,not_published
	347	+Rivière-du-Loup,12072,Bas-Saint-Laurent,plex,4.0,254,92.5,not_published
	348	+Sainte-Marthe-sur-le-Lac,72015,Laurentides,condo,3.0,252,89.6,not_published
	349	+Mont-Laurier,79088,Laurentides,plex,3.0,251,94.0,not_published
	350	+Saint-Isidore,26063,Chaudière-Appalaches,unifamilial,3.0,250,95.5,not_published
	351	+Sept-Îles,97007,Côte-Nord,plex,3.0,247,94.0,not_published
	352	+Carleton-sur-Mer,06013,Gaspésie–Îles-de-la-Madeleine,unifamilial,4.0,247,89.6,not_published
	353	+Sainte-Anne-de-Beaupré,21030,Capitale-Nationale,unifamilial,3.0,246,92.5,not_published
	354	+Crabtree,61013,Lanaudière,unifamilial,4.0,246,95.5,not_published
	355	+Saint-Alphonse-de-Granby,47010,Estrie,unifamilial,3.0,245,100.0,not_published
	356	+Berthierville,52035,Lanaudière,unifamilial,3.0,244,95.5,not_published
	357	+Ormstown,69037,Montérégie,unifamilial,4.0,244,94.0,not_published
	358	+Saint-Élie-de-Caxton,51075,Mauricie,unifamilial,3.0,244,97.0,not_published
	359	+Saint-Gabriel-de-Valcartier,22025,Capitale-Nationale,unifamilial,3.0,244,92.5,not_published
	360	+Saint-Basile,34038,Capitale-Nationale,unifamilial,4.0,243,94.0,not_published
	361	+Sainte-Luce,09092,Bas-Saint-Laurent,unifamilial,4.0,243,94.0,not_published
	362	+Malartic,89015,Abitibi-Témiscamingue,unifamilial,4.0,242,94.0,not_published
	363	+Saint-Gabriel,52080,Lanaudière,unifamilial,4.0,241,91.0,not_published
	364	+L'Islet,17078,Chaudière-Appalaches,unifamilial,3.0,241,94.0,not_published
	365	+Sainte-Catherine-de-Hatley,45060,Estrie,unifamilial,3.5,240,92.5,not_published
	366	+Blainville,73015,Laurentides,condo,3.0,239,86.6,not_published
	367	+Sainte-Croix,33102,Chaudière-Appalaches,unifamilial,3.0,239,91.0,not_published
	368	+Notre-Dame-des-Bois,30010,Estrie,unifamilial,3.0,238,97.0,not_published
	369	+Lacolle,56023,Montérégie,unifamilial,3.0,236,97.0,not_published
	370	+Sainte-Lucie-des-Laurentides,78020,Laurentides,unifamilial,4.0,235,95.5,not_published
	371	+Cowansville,46080,Estrie,plex,4.0,234,94.0,not_published
	372	+Papineauville,80037,Outaouais,unifamilial,4.0,234,92.5,not_published
	373	+Beauharnois,70022,Montérégie,plex,3.0,231,98.5,not_published
	374	+Saint-Denis-sur-Richelieu,57068,Montérégie,unifamilial,3.0,230,91.0,not_published
	375	+Westmount,66032,Montréal,condo,3.0,230,95.5,not_published
	376	+Saint-Liboire,54072,Montérégie,unifamilial,3.0,230,94.0,not_published
	377	+Léry,67055,Montérégie,unifamilial,3.0,230,92.5,not_published
	378	+Mont-Tremblant,78102,Laurentides,plex,3.0,229,92.5,not_published
	379	+Vaudreuil-Dorion,71083,Montérégie,condo,3.0,229,76.1,not_published
	380	+Saint-Christophe-d'Arthabaska,39060,Centre-du-Québec,unifamilial,3.0,228,94.0,not_published
	381	+Ascot Corner,41055,Estrie,unifamilial,3.0,228,91.0,not_published
	382	+New Richmond,05070,Gaspésie–Îles-de-la-Madeleine,unifamilial,3.0,226,98.5,not_published
	383	+L'Assomption,60028,Lanaudière,plex,3.0,226,95.5,not_published
	384	+Mont-Saint-Grégoire,56097,Montérégie,unifamilial,3.0,224,95.5,not_published
	385	+Montpellier,80090,Outaouais,unifamilial,3.0,223,91.0,not_published
	386	+Saint-Zénon,62080,Lanaudière,unifamilial,3.0,223,86.6,not_published
	387	+Trois-Pistoles,11040,Bas-Saint-Laurent,unifamilial,3.0,222,94.0,not_published
	388	+Saint-Raphaël,19082,Chaudière-Appalaches,unifamilial,3.0,222,94.0,not_published
	389	+Saint-Jean-Port-Joli,17070,Chaudière-Appalaches,unifamilial,3.0,222,97.0,not_published
	390	+Saint-Mathieu-de-Beloeil,57045,Montérégie,unifamilial,3.0,221,89.6,not_published
	391	+Sainte-Marie-Madeleine,54030,Montérégie,unifamilial,3.0,220,86.6,not_published
	392	+Sainte-Clotilde,68020,Montérégie,unifamilial,3.0,220,91.0,not_published
	393	+Ferme-Neuve,79097,Laurentides,unifamilial,3.0,219,91.0,not_published
	394	+Sainte-Anne-de-Sabrevois,56060,Montérégie,unifamilial,3.0,218,91.0,not_published
	395	+Saint-Colomban,75005,Laurentides,plex,3.0,217,91.0,not_published
	396	+Sainte-Anne-de-Bellevue,66117,Montréal,unifamilial,3.0,216,88.1,not_published
	397	+Saint-Alexandre,56055,Montérégie,unifamilial,3.0,216,97.0,not_published
	398	+Sainte-Thècle,35050,Mauricie,unifamilial,4.0,215,91.0,not_published
	399	+Daveluyville,39152,Centre-du-Québec,unifamilial,3.0,215,92.5,not_published
	400	+La Conception,78115,Laurentides,unifamilial,3.0,214,97.0,not_published
	401	+Saint-Mathieu-du-Parc,51070,Mauricie,unifamilial,3.0,214,97.0,not_published
	402	+Saint-Amable,59015,Montérégie,condo,3.0,213,79.1,not_published
	403	+Saint-Louis-de-Gonzague,70035,Montérégie,unifamilial,3.0,212,94.0,not_published
	404	+Sainte-Marcelline-de-Kildare,62030,Lanaudière,unifamilial,3.0,211,94.0,not_published
	405	+Témiscaming,85005,Abitibi-Témiscamingue,unifamilial,3.0,211,94.0,not_published
	406	+Notre-Dame-de-Lourdes,61045,Lanaudière,unifamilial,3.0,211,91.0,not_published
	407	+Saint-Hippolyte,75045,Laurentides,plex,3.0,210,91.0,not_published
	408	+Hinchinbrooke,69045,Montérégie,unifamilial,3.0,209,92.5,not_published
	409	+Saint-Dominique,54060,Montérégie,unifamilial,3.0,208,89.6,not_published
	410	+Brigham,46090,Estrie,unifamilial,3.0,208,89.6,not_published
	411	+Saint-Marc-des-Carrières,34065,Capitale-Nationale,unifamilial,2.0,208,95.5,not_published
	412	+Rougemont,55037,Montérégie,unifamilial,3.0,207,92.5,not_published
	413	+Amos,88057,Abitibi-Témiscamingue,unifamilial,4.0,206,47.8,not_published
	414	+Saint-Barthélemy,52055,Lanaudière,unifamilial,3.0,205,94.0,not_published
	415	+Montréal-Ouest,66047,Montréal,unifamilial,3.0,205,89.6,not_published
	416	+Farnham,46112,Estrie,plex,2.0,205,91.0,not_published
	417	+Clermont,15035,Capitale-Nationale,unifamilial,3.0,205,86.6,not_published
	418	+Entrelacs,62053,Lanaudière,unifamilial,3.0,204,94.0,not_published
	419	+Saint-Stanislas-de-Kostka,70040,Montérégie,unifamilial,3.0,203,94.0,not_published
	420	+Disraeli,31015,Chaudière-Appalaches,unifamilial,3.0,203,92.5,not_published
	421	+Saint-Polycarpe,71020,Montérégie,unifamilial,3.0,203,91.0,not_published
	422	+Stanstead,45008,Estrie,unifamilial,3.0,202,95.5,not_published
	423	+Val-des-Bois,80140,Outaouais,unifamilial,3.0,202,79.1,not_published
	424	+Saint-Côme–Linière,29057,Chaudière-Appalaches,unifamilial,3.0,201,89.6,not_published
	425	+Scott,26048,Chaudière-Appalaches,unifamilial,3.0,200,94.0,not_published
	426	+Saint-Lucien,49030,Centre-du-Québec,unifamilial,3.0,199,91.0,not_published
	427	+Ange-Gardien,55008,Montérégie,unifamilial,3.0,199,95.5,not_published
	428	+Mille-Isles,76030,Laurentides,unifamilial,3.0,198,97.0,not_published
	429	+Lac-aux-Sables,35010,Mauricie,unifamilial,3.0,198,86.6,not_published
	430	+Saint-Michel,68050,Montérégie,unifamilial,3.0,197,89.6,not_published
	431	+Cap-Saint-Ignace,18045,Chaudière-Appalaches,unifamilial,3.0,197,92.5,not_published
	432	+Saint-Chrysostome,69017,Montérégie,unifamilial,3.0,197,92.5,not_published
	433	+Normandin,92040,Saguenay–Lac-Saint-Jean,unifamilial,2.0,196,95.5,not_published
	434	+Saint-Charles-de-Bellechasse,19097,Chaudière-Appalaches,unifamilial,3.0,196,88.1,not_published
	435	+Saint-Joseph-de-Coleraine,31045,Chaudière-Appalaches,unifamilial,3.0,196,92.5,not_published
	436	+Stoke,42005,Estrie,unifamilial,3.0,195,94.0,not_published
	437	+Harrington,76065,Laurentides,unifamilial,3.0,195,88.1,not_published
	438	+Saint-Blaise-sur-Richelieu,56065,Montérégie,unifamilial,3.0,195,94.0,not_published
	439	+Chambly,57005,Montérégie,plex,3.0,195,91.0,not_published
	440	+L'Ascension-de-Notre-Seigneur,93065,Saguenay–Lac-Saint-Jean,unifamilial,3.0,195,83.6,not_published
	441	+Dolbeau-Mistassini,92022,Saguenay–Lac-Saint-Jean,plex,3.0,195,85.1,not_published
	442	+Berthier-sur-Mer,18065,Chaudière-Appalaches,unifamilial,2.0,195,91.0,not_published
	443	+Ripon,80078,Outaouais,unifamilial,3.0,194,91.0,not_published
	444	+Stratford,30110,Estrie,unifamilial,3.0,193,95.5,not_published
	445	+Sainte-Anne-de-Sorel,53065,Montérégie,unifamilial,3.0,192,92.5,not_published
	446	+Saint-François-du-Lac,50128,Centre-du-Québec,unifamilial,3.0,192,89.6,not_published
	447	+Sainte-Barbe,69065,Montérégie,unifamilial,3.0,192,88.1,not_published
	448	+Charlemagne,60005,Lanaudière,unifamilial,3.0,191,92.5,not_published
	449	+Saint-Thomas,61027,Lanaudière,unifamilial,3.0,190,88.1,not_published
	450	+Saint-Elzéar,26022,Chaudière-Appalaches,unifamilial,3.0,188,88.1,not_published
	451	+Saint-Sulpice,60020,Lanaudière,unifamilial,3.0,188,83.6,not_published
	452	+Pohénégamook,13095,Bas-Saint-Laurent,unifamilial,3.0,188,91.0,not_published
	453	+Deschambault-Grondines,34058,Capitale-Nationale,unifamilial,2.5,188,89.6,not_published
	454	+Richmond,42098,Estrie,unifamilial,3.0,188,82.1,not_published
	455	+Bolton-Est,45095,Estrie,unifamilial,2.5,187,95.5,not_published
	456	+Matane,08053,Bas-Saint-Laurent,plex,2.5,187,92.5,not_published
	457	+Lebel-sur-Quévillon,99005,Nord-du-Québec,unifamilial,3.0,186,86.6,not_published
	458	+Macamic,87058,Abitibi-Témiscamingue,unifamilial,3.0,186,86.6,not_published
	459	+Bedford,46035,Estrie,unifamilial,3.0,186,88.1,not_published
	460	+Havre-Saint-Pierre,98040,Côte-Nord,unifamilial,3.0,184,95.5,not_published
	461	+Waterville,44080,Estrie,unifamilial,3.0,184,88.1,not_published
	462	+Brossard,58007,Montérégie,plex,3.0,184,83.6,not_published
	463	+Boischatel,21045,Capitale-Nationale,condo,2.0,182,82.1,not_published
	464	+Pierreville,50113,Centre-du-Québec,unifamilial,3.0,182,86.6,not_published
	465	+Saint-Anaclet-de-Lessard,10030,Bas-Saint-Laurent,unifamilial,3.0,182,88.1,not_published
	466	+Saint-Tite-des-Caps,21005,Capitale-Nationale,unifamilial,2.5,181,89.6,not_published
	467	+Saint-Prime,91035,Saguenay–Lac-Saint-Jean,unifamilial,3.0,181,92.5,not_published
	468	+Saint-Paul-d'Abbotsford,55015,Montérégie,unifamilial,3.0,180,89.6,not_published
	469	+Senneterre,89040,Abitibi-Témiscamingue,unifamilial,3.0,179,88.1,not_published
	470	+Saint-Bernard,26055,Chaudière-Appalaches,unifamilial,3.0,178,80.6,not_published
	471	+Saint-Jean-Baptiste,57033,Montérégie,unifamilial,3.0,177,88.1,not_published
	472	+Saint-Antoine-de-Tilly,33095,Chaudière-Appalaches,unifamilial,3.0,176,83.6,not_published
	473	+Maskinongé,51008,Mauricie,unifamilial,3.0,176,89.6,not_published
	474	+Larouche,94265,Saguenay–Lac-Saint-Jean,unifamilial,3.0,176,79.1,not_published
	475	+Compton,44071,Estrie,unifamilial,3.0,176,88.1,not_published
	476	+Percé,02005,Gaspésie–Îles-de-la-Madeleine,unifamilial,3.0,176,89.6,not_published
	477	+Saint-Pascal,14018,Bas-Saint-Laurent,unifamilial,2.0,175,94.0,not_published
	478	+Sainte-Victoire-de-Sorel,53025,Montérégie,unifamilial,2.0,175,89.6,not_published
	479	+Beloeil,57040,Montérégie,plex,2.0,175,88.1,not_published
	480	+Chute-Saint-Philippe,79065,Laurentides,unifamilial,3.0,173,88.1,not_published
	481	+Mansfield-et-Pontefract,84065,Outaouais,unifamilial,3.0,173,83.6,not_published
	482	+Saint-Isidore,67040,Montérégie,unifamilial,3.0,173,83.6,not_published
	483	+Noyan,56015,Montérégie,unifamilial,3.0,172,82.1,not_published
	484	+Saint-Gédéon,93035,Saguenay–Lac-Saint-Jean,unifamilial,2.0,172,92.5,not_published
	485	+Messines,83060,Outaouais,unifamilial,3.0,172,88.1,not_published
	486	+Wickham,49040,Centre-du-Québec,unifamilial,2.0,172,85.1,not_published
	487	+Saint-Gédéon-de-Beauce,29013,Chaudière-Appalaches,unifamilial,3.0,171,89.6,not_published
	488	+Laurier-Station,33060,Chaudière-Appalaches,unifamilial,2.0,171,91.0,not_published
	489	+Maria,06005,Gaspésie–Îles-de-la-Madeleine,unifamilial,2.0,170,91.0,not_published
	490	+L'Isle-aux-Allumettes,84082,Outaouais,unifamilial,3.0,169,89.6,not_published
	491	+Rimouski,10043,Bas-Saint-Laurent,condo,3.0,169,86.6,not_published
	492	+Ville-Marie,85025,Abitibi-Témiscamingue,unifamilial,3.0,168,83.6,not_published
	493	+Yamachiche,51020,Mauricie,unifamilial,3.0,168,86.6,not_published
	494	+Saint-Antoine-sur-Richelieu,57075,Montérégie,unifamilial,3.0,168,79.1,not_published
	495	+East Broughton,31122,Chaudière-Appalaches,unifamilial,2.0,168,88.1,not_published
	496	+Piedmont,77030,Laurentides,condo,3.0,167,77.6,not_published
	497	+Upton,48038,Montérégie,unifamilial,3.0,167,86.6,not_published
	498	+Saint-Liguori,63065,Lanaudière,unifamilial,2.0,167,89.6,not_published
	499	+Cap-Chat,04047,Gaspésie–Îles-de-la-Madeleine,unifamilial,2.0,167,88.1,not_published
	500	+Clarenceville,56010,Montérégie,unifamilial,2.0,167,86.6,not_published
	501	+Val-des-Sources,40043,Estrie,plex,3.0,167,88.1,not_published
	502	+Saint-Damien-de-Buckland,19030,Chaudière-Appalaches,unifamilial,2.0,167,94.0,not_published
	503	+Hemmingford,68015,Montérégie,unifamilial,3.0,167,85.1,not_published
	504	+Dégelis,13005,Bas-Saint-Laurent,unifamilial,3.0,166,85.1,not_published
	505	+Duhamel,80135,Outaouais,unifamilial,2.0,166,85.1,not_published
	506	+Saint-Léonard-d'Aston,50042,Centre-du-Québec,unifamilial,3.0,166,79.1,not_published
	507	+Paspébiac,05032,Gaspésie–Îles-de-la-Madeleine,unifamilial,2.0,165,91.0,not_published
	508	+Fermont,97035,Côte-Nord,unifamilial,7.5,164,29.9,not_published
	509	+Lac-Bouchette,91005,Saguenay–Lac-Saint-Jean,unifamilial,3.0,164,85.1,not_published
	510	+Saint-Malachie,19025,Chaudière-Appalaches,unifamilial,2.0,164,86.6,not_published
	511	+Saint-François-Xavier-de-Brompton,42020,Estrie,unifamilial,2.0,163,94.0,not_published
	512	+Lambton,30095,Estrie,unifamilial,3.0,162,89.6,not_published
	513	+Saint-Damase,54017,Montérégie,unifamilial,2.0,162,92.5,not_published
	514	+Sainte-Geneviève-de-Berthier,52040,Lanaudière,unifamilial,2.0,162,86.6,not_published
	515	+Champlain,37220,Mauricie,unifamilial,3.0,162,79.1,not_published
	516	+Saint-Ferdinand,32013,Centre-du-Québec,unifamilial,3.0,161,82.1,not_published
	517	+Dudswell,41117,Estrie,unifamilial,2.0,161,91.0,not_published
	518	+Saint-Fabien,10070,Bas-Saint-Laurent,unifamilial,2.5,161,89.6,not_published
	519	+Sainte-Cécile-de-Milton,47055,Estrie,unifamilial,2.0,160,83.6,not_published
	520	+Saint-Ours,53032,Montérégie,unifamilial,2.0,160,92.5,not_published
	521	+Saint-Ubalde,34090,Capitale-Nationale,unifamilial,2.0,159,86.6,not_published
	522	+La Macaza,79047,Laurentides,unifamilial,2.0,159,85.1,not_published
	523	+Saint-Marc-sur-Richelieu,57050,Montérégie,unifamilial,3.0,158,83.6,not_published
	524	+Barraute,88022,Abitibi-Témiscamingue,unifamilial,3.0,158,83.6,not_published
	525	+Mont-Saint-Hilaire,57035,Montérégie,condo,3.0,157,58.2,not_published
	526	+Labrecque,93055,Saguenay–Lac-Saint-Jean,unifamilial,3.0,157,85.1,not_published
	527	+Saint-Placide,72043,Laurentides,unifamilial,3.0,157,79.1,not_published
	528	+Val-des-Monts,82015,Outaouais,plex,2.0,156,88.1,not_published
	529	+La Prairie,67015,Montérégie,condo,3.0,156,59.7,not_published
	530	+Varennes,59020,Montérégie,condo,3.0,156,71.6,not_published
	531	+Forestville,95045,Côte-Nord,unifamilial,2.0,155,83.6,not_published
	532	+Déléage,83070,Outaouais,unifamilial,2.0,155,85.1,not_published
	533	+Saint-Cuthbert,52062,Lanaudière,unifamilial,2.0,155,89.6,not_published
	534	+Sainte-Marthe-sur-le-Lac,72015,Laurentides,plex,2.0,154,86.6,not_published
	535	+Saint-Ulric,08073,Bas-Saint-Laurent,unifamilial,3.0,154,82.1,not_published
	536	+Bonaventure,05045,Gaspésie–Îles-de-la-Madeleine,unifamilial,3.0,153,79.1,not_published
	537	+Sainte-Clotilde-de-Horton,39117,Centre-du-Québec,unifamilial,2.0,152,86.6,not_published
	538	+L'Ancienne-Lorette,23057,Capitale-Nationale,plex,3.0,152,74.6,not_published
	539	+Prévost,75040,Laurentides,plex,2.0,152,83.6,not_published
	540	+Boisbriand,73005,Laurentides,plex,2.0,152,85.1,not_published
	541	+Saint-Nazaire,93045,Saguenay–Lac-Saint-Jean,unifamilial,3.0,151,80.6,not_published
	542	+Marieville,55048,Montérégie,plex,2.0,151,85.1,not_published
	543	+Notre-Dame-du-Bon-Conseil,49075,Centre-du-Québec,unifamilial,2.0,151,88.1,not_published
	544	+Saint-Hubert-de-Rivière-du-Loup,12010,Bas-Saint-Laurent,unifamilial,2.0,150,85.1,not_published
	545	+Saint-Martin,29045,Chaudière-Appalaches,unifamilial,2.0,150,80.6,not_published
	546	+Saint-Amable,59015,Montérégie,plex,2.0,150,88.1,not_published
	547	+Saint-Constant,67035,Montérégie,plex,2.5,148,77.6,not_published
	548	+Val-des-Lacs,78100,Laurentides,unifamilial,2.0,148,82.1,not_published
	549	+Saint-Fulgence,94235,Saguenay–Lac-Saint-Jean,unifamilial,2.0,147,83.6,not_published
	550	+Saint-Mathieu,67005,Montérégie,unifamilial,2.0,147,88.1,not_published
	551	+Armagh,19037,Chaudière-Appalaches,unifamilial,2.0,146,88.1,not_published
	552	+Deux-Montagnes,72010,Laurentides,plex,2.0,146,80.6,not_published
	553	+Chambord,91020,Saguenay–Lac-Saint-Jean,unifamilial,2.0,146,82.1,not_published
	554	+Mirabel,74005,Laurentides,condo,2.0,145,71.6,not_published
	555	+Montmagny,18050,Chaudière-Appalaches,plex,2.0,145,82.1,not_published
	556	+Orford,45115,Estrie,condo,3.0,145,79.1,not_published
	557	+Lavaltrie,52007,Lanaudière,plex,2.0,144,86.6,not_published
	558	+Lac-Sainte-Marie,83020,Outaouais,unifamilial,2.0,144,80.6,not_published
	559	+Boisbriand,73005,Laurentides,condo,2.0,144,79.1,not_published
	560	+Rawdon,62037,Lanaudière,plex,2.0,144,83.6,not_published
	561	+Lantier,78015,Laurentides,unifamilial,2.0,144,85.1,not_published
	562	+Cayamant,83040,Outaouais,unifamilial,2.0,144,83.6,not_published
	563	+La Prairie,67015,Montérégie,plex,2.0,144,83.6,not_published
	564	+Coaticook,44037,Estrie,plex,2.0,143,92.5,not_published
	565	+Kingsey Falls,39097,Centre-du-Québec,unifamilial,2.0,143,83.6,not_published
	566	+Bury,41070,Estrie,unifamilial,2.0,142,88.1,not_published
	567	+Yamaska,53072,Montérégie,unifamilial,2.0,142,86.6,not_published
	568	+Val-David,78010,Laurentides,plex,2.0,142,88.1,not_published
	569	+Saint-Victor,27008,Chaudière-Appalaches,unifamilial,2.0,142,85.1,not_published
	570	+Saint-Ignace-de-Loyola,52045,Lanaudière,unifamilial,2.0,142,83.6,not_published
	571	+Grande-Rivière,02015,Gaspésie–Îles-de-la-Madeleine,unifamilial,2.0,141,86.6,not_published
	572	+Hatley,45055,Estrie,unifamilial,2.0,141,80.6,not_published
	573	+Roberval,91025,Saguenay–Lac-Saint-Jean,plex,2.0,141,77.6,not_published
	574	+Les Escoumins,95025,Côte-Nord,unifamilial,2.0,140,82.1,not_published
	575	+Shawville,84010,Outaouais,unifamilial,2.0,139,85.1,not_published
	576	+Saint-Charles-sur-Richelieu,57057,Montérégie,unifamilial,2.0,139,85.1,not_published
	577	+Chapais,99020,Nord-du-Québec,unifamilial,2.0,139,88.1,not_published
	578	+Vaudreuil-Dorion,71083,Montérégie,plex,2.0,139,79.1,not_published
	579	+Albanel,92030,Saguenay–Lac-Saint-Jean,unifamilial,2.0,138,85.1,not_published
	580	+Saint-Félix-de-Kingsey,49005,Centre-du-Québec,unifamilial,2.0,138,85.1,not_published
	581	+Saint-Charles-Borromée,61035,Lanaudière,plex,2.0,137,83.6,not_published
	582	+Causapscal,07018,Bas-Saint-Laurent,unifamilial,2.0,137,80.6,not_published
	583	+Lac-des-Plages,80130,Outaouais,unifamilial,2.0,136,85.1,not_published
	584	+Lac-Mégantic,30030,Estrie,plex,2.0,136,80.6,not_published
	585	+Notre-Dame-des-Pins,29120,Chaudière-Appalaches,unifamilial,2.0,136,74.6,not_published
	586	+Sainte-Anne-des-Plaines,73035,Laurentides,plex,2.0,136,80.6,not_published
	587	+Beaulac-Garthby,31008,Chaudière-Appalaches,unifamilial,2.0,136,77.6,not_published
	588	+Sainte-Adèle,77022,Laurentides,condo,2.0,136,82.1,not_published
	589	+L'Île-Perrot,71060,Montérégie,plex,2.0,136,82.1,not_published
	590	+Saint-Léonard-de-Portneuf,34115,Capitale-Nationale,unifamilial,2.0,136,89.6,not_published
	591	+Châteauguay,67050,Montérégie,condo,2.5,135,65.7,not_published
	592	+Henryville,56042,Montérégie,unifamilial,2.0,135,82.1,not_published
	593	+Rivière-Héva,89010,Abitibi-Témiscamingue,unifamilial,2.0,135,82.1,not_published
	594	+Bois-des-Filion,73030,Laurentides,condo,2.0,134,71.6,not_published
	595	+Beaupré,21025,Capitale-Nationale,condo,2.0,134,77.6,not_published
	596	+Pincourt,71070,Montérégie,condo,2.0,134,70.1,not_published
	597	+Stanstead,45025,Estrie,unifamilial,2.0,134,83.6,not_published
	598	+Sainte-Ursule,51040,Mauricie,unifamilial,2.0,134,83.6,not_published
	599	+La Présentation,54035,Montérégie,unifamilial,2.0,134,82.1,not_published
	600	+Saint-Michel-de-Bellechasse,19110,Chaudière-Appalaches,unifamilial,2.0,133,82.1,not_published
	601	+Saint-Pamphile,17010,Chaudière-Appalaches,unifamilial,2.0,132,88.1,not_published
	602	+Les Éboulements,16048,Capitale-Nationale,unifamilial,2.0,132,85.1,not_published
	603	+Sainte-Anne-de-la-Pérade,37205,Mauricie,unifamilial,2.0,132,80.6,not_published
	604	+Otter Lake,84055,Outaouais,unifamilial,2.0,131,82.1,not_published
	605	+Saint-Alban,34097,Capitale-Nationale,unifamilial,2.0,131,73.1,not_published
	606	+La Malbaie,15013,Capitale-Nationale,plex,2.0,129,82.1,not_published
	607	+Pointe-des-Cascades,71055,Montérégie,unifamilial,2.0,129,82.1,not_published
	608	+Caplan,05060,Gaspésie–Îles-de-la-Madeleine,unifamilial,2.0,129,86.6,not_published
	609	+Sainte-Christine-d'Auvergne,34105,Capitale-Nationale,unifamilial,2.0,129,85.1,not_published
	610	+Bowman,80145,Outaouais,unifamilial,2.0,128,83.6,not_published
	611	+Louiseville,51015,Mauricie,plex,2.0,128,82.1,not_published
	612	+Sainte-Hélène-de-Bagot,54095,Montérégie,unifamilial,2.0,127,74.6,not_published
	613	+Sainte-Catherine,67030,Montérégie,plex,2.0,126,80.6,not_published
	614	+Valcourt,42055,Estrie,unifamilial,3.0,126,70.1,not_published
	615	+Saint-Jacques-le-Mineur,68040,Montérégie,unifamilial,2.0,126,76.1,not_published
	616	+Tingwick,39025,Centre-du-Québec,unifamilial,2.0,126,79.1,not_published
	617	+Grand-Remous,83095,Outaouais,unifamilial,2.0,126,79.1,not_published
	618	+Sayabec,07085,Bas-Saint-Laurent,unifamilial,2.0,126,86.6,not_published
	619	+Saint-Bernard-de-Lacolle,68005,Montérégie,unifamilial,2.0,126,73.1,not_published
	620	+Charlemagne,60005,Lanaudière,condo,2.0,126,67.2,not_published
	621	+Montcalm,78055,Laurentides,unifamilial,3.0,125,76.1,not_published
	622	+Hérouxville,35035,Mauricie,unifamilial,2.0,125,85.1,not_published
	623	+Trois-Rives,35055,Mauricie,unifamilial,2.0,125,79.1,not_published
	624	+L'Épiphanie,60037,Lanaudière,plex,2.0,125,85.1,not_published
	625	+Grenville,76055,Laurentides,unifamilial,2.0,125,86.6,not_published
	626	+Saint-Alexandre-de-Kamouraska,14035,Bas-Saint-Laurent,unifamilial,2.0,124,74.6,not_published
	627	+Bristol,84005,Outaouais,unifamilial,2.0,124,76.1,not_published
	628	+Sainte-Madeleine,54025,Montérégie,unifamilial,2.0,124,76.1,not_published
	629	+Windsor,42088,Estrie,plex,2.0,124,82.1,not_published
	630	+Frontenac,30025,Estrie,unifamilial,2.0,124,83.6,not_published
	631	+Sainte-Justine,28045,Chaudière-Appalaches,unifamilial,2.0,124,76.1,not_published
	632	+Low,83010,Outaouais,unifamilial,2.0,124,85.1,not_published
	633	+Saint-Robert,53020,Montérégie,unifamilial,2.0,123,85.1,not_published
	634	+Saint-Albert,39085,Centre-du-Québec,unifamilial,2.0,122,83.6,not_published
	635	+Price,09065,Bas-Saint-Laurent,unifamilial,2.0,122,79.1,not_published
	636	+Saint-Herménégilde,44015,Estrie,unifamilial,2.0,122,76.1,not_published
	637	+Ayer's Cliff,45035,Estrie,unifamilial,2.0,121,80.6,not_published
	638	+Donnacona,34025,Capitale-Nationale,plex,2.0,121,77.6,not_published
	639	+Saint-Laurent-de-l'Île-d'Orléans,20020,Capitale-Nationale,unifamilial,2.0,121,74.6,not_published
	640	+Saint-Valérien-de-Milton,54065,Montérégie,unifamilial,2.0,120,83.6,not_published
	641	+Wotton,40017,Estrie,unifamilial,2.0,120,82.1,not_published
	642	+Cacouna,12057,Bas-Saint-Laurent,unifamilial,2.0,120,77.6,not_published
	643	+Senneterre,89045,Abitibi-Témiscamingue,unifamilial,2.0,119,82.1,not_published
	644	+Cleveland,42110,Estrie,unifamilial,2.0,119,77.6,not_published
	645	+Lyster,32065,Centre-du-Québec,unifamilial,2.0,119,76.1,not_published
	646	+Contrecoeur,59035,Montérégie,plex,2.0,119,74.6,not_published
	647	+Saint-Félix-d'Otis,94225,Saguenay–Lac-Saint-Jean,unifamilial,2.0,119,71.6,not_published
	648	+Saint-Gervais,19075,Chaudière-Appalaches,unifamilial,2.0,119,82.1,not_published
	649	+Saint-Louis-de-Blandford,39170,Centre-du-Québec,unifamilial,2.0,118,74.6,not_published
	650	+Saint-Aubert,17055,Chaudière-Appalaches,unifamilial,2.0,118,73.1,not_published
	651	+Notre-Dame-de-Pontmain,79010,Laurentides,unifamilial,2.0,118,83.6,not_published
	652	+Saint-Esprit,63030,Lanaudière,unifamilial,2.0,117,82.1,not_published
	653	+Saint-Paulin,51060,Mauricie,unifamilial,2.0,117,80.6,not_published
	654	+Saint-Zacharie,28005,Chaudière-Appalaches,unifamilial,2.0,117,74.6,not_published
	655	+Vallée-Jonction,26015,Chaudière-Appalaches,unifamilial,2.0,117,82.1,not_published
	656	+Frampton,26005,Chaudière-Appalaches,unifamilial,2.0,117,73.1,not_published
	657	+Saint-Théodore-d'Acton,48045,Montérégie,unifamilial,2.0,117,77.6,not_published
	658	+Bois-des-Filion,73030,Laurentides,plex,2.0,117,73.1,not_published
	659	+Saint-Clet,71045,Montérégie,unifamilial,2.0,116,79.1,not_published
	660	+Saint-Sauveur,77043,Laurentides,condo,2.0,116,73.1,not_published
	661	+Pointe-aux-Outardes,96030,Côte-Nord,unifamilial,2.0,116,77.6,not_published
	662	+Port-Daniel–Gascons,02047,Gaspésie–Îles-de-la-Madeleine,unifamilial,2.0,116,80.6,not_published
	663	+L'Isle-Verte,12043,Bas-Saint-Laurent,unifamilial,2.0,116,74.6,not_published
	664	+Denholm,83005,Outaouais,unifamilial,2.0,115,76.1,not_published
	665	+Saint-Félicien,91042,Saguenay–Lac-Saint-Jean,plex,2.0,115,83.6,not_published
	666	+Stukely-Sud,45105,Estrie,unifamilial,2.0,115,76.1,not_published
	667	+L'Île-Perrot,71060,Montérégie,condo,2.0,115,70.1,not_published
	668	+Cantley,82020,Outaouais,plex,2.0,114,71.6,not_published
	669	+Les Îles-de-la-Madeleine,01023,Gaspésie–Îles-de-la-Madeleine,plex,2.0,114,83.6,not_published
	670	+Carignan,57010,Montérégie,condo,2.0,114,74.6,not_published
	671	+Disraeli,31020,Chaudière-Appalaches,unifamilial,2.0,114,83.6,not_published
	672	+Notre-Dame-de-Montauban,35005,Mauricie,unifamilial,2.0,113,85.1,not_published
	673	+Chénéville,80103,Outaouais,unifamilial,2.0,113,77.6,not_published
	674	+Saint-Alexis,63023,Lanaudière,unifamilial,2.0,113,76.1,not_published
	675	+L'Ascension,79050,Laurentides,unifamilial,2.0,113,64.2,not_published
	676	+L'Anse-Saint-Jean,94210,Saguenay–Lac-Saint-Jean,unifamilial,2.0,113,71.6,not_published
	677	+Contrecoeur,59035,Montérégie,condo,2.0,113,70.1,not_published
	678	+Saint-Joachim-de-Shefford,47040,Estrie,unifamilial,2.0,112,73.1,not_published
	679	+Eeyou Istchee Baie-James,99060,Nord-du-Québec,unifamilial,2.0,112,83.6,not_published
	680	+Lac-Sergent,34120,Capitale-Nationale,unifamilial,2.0,112,76.1,not_published
	681	+Mont-Carmel,14005,Bas-Saint-Laurent,unifamilial,2.0,112,79.1,not_published
	682	+Sainte-Angèle-de-Monnoir,55030,Montérégie,unifamilial,2.0,112,76.1,not_published
	683	+Val-Joli,42095,Estrie,unifamilial,2.0,112,85.1,not_published
	684	+McMasterville,57025,Montérégie,plex,2.0,111,80.6,not_published
	685	+Montréal-Est,66007,Montréal,unifamilial,2.0,111,85.1,not_published
	686	+Wentworth,76035,Laurentides,unifamilial,2.0,111,79.1,not_published
	687	+La Doré,91050,Saguenay–Lac-Saint-Jean,unifamilial,2.0,110,79.1,not_published
	688	+Rivière-à-Pierre,34135,Capitale-Nationale,unifamilial,2.0,110,71.6,not_published
	689	+Saint-Gabriel-de-Rimouski,09025,Bas-Saint-Laurent,unifamilial,2.0,110,73.1,not_published
	690	+Saint-Raymond,34128,Capitale-Nationale,plex,2.0,110,74.6,not_published
	691	+Petite-Rivière-Saint-François,16005,Capitale-Nationale,unifamilial,2.0,110,82.1,not_published
	692	+Saint-Aimé-des-Lacs,15030,Capitale-Nationale,unifamilial,2.0,110,83.6,not_published
	693	+Sainte-Agathe-de-Lotbinière,33017,Chaudière-Appalaches,unifamilial,2.0,110,85.1,not_published
	694	+Saint-Claude,42100,Estrie,unifamilial,2.0,110,71.6,not_published
	695	+Notre-Dame-de-la-Salette,80087,Outaouais,unifamilial,2.0,110,76.1,not_published
	696	+Saint-Jean-de-Dieu,11010,Bas-Saint-Laurent,unifamilial,2.0,110,79.1,not_published
	697	+Saint-Narcisse-de-Rimouski,10015,Bas-Saint-Laurent,unifamilial,2.0,109,73.1,not_published
	698	+Saint-Hugues,54100,Montérégie,unifamilial,2.0,109,77.6,not_published
	699	+Saint-Siméon,15058,Capitale-Nationale,unifamilial,2.0,109,74.6,not_published
	700	+Franklin,69010,Montérégie,unifamilial,2.0,109,86.6,not_published
	701	+Saint-Didace,52090,Lanaudière,unifamilial,2.0,108,82.1,not_published
	702	+Pointe-Lebel,96025,Côte-Nord,unifamilial,2.0,108,71.6,not_published
	703	+Varennes,59020,Montérégie,plex,2.0,107,73.1,not_published
	704	+Saint-Mathieu-de-Rioux,11050,Bas-Saint-Laurent,unifamilial,2.0,107,71.6,not_published
	705	+Saint-Justin,51045,Mauricie,unifamilial,1.0,107,79.1,not_published
	706	+L'Assomption,60028,Lanaudière,condo,2.0,106,67.2,not_published
	707	+Lamarche,93060,Saguenay–Lac-Saint-Jean,unifamilial,2.0,106,76.1,not_published
	708	+Saint-Éphrem-de-Beauce,29112,Chaudière-Appalaches,unifamilial,2.0,106,74.6,not_published
	709	+Saint-Joachim,21020,Capitale-Nationale,unifamilial,2.0,106,74.6,not_published
	710	+Notre-Dame-du-Portage,12080,Bas-Saint-Laurent,unifamilial,2.0,106,79.1,not_published
	711	+Saint-Benoît-Labre,29100,Chaudière-Appalaches,unifamilial,2.0,106,74.6,not_published
	712	+Sainte-Julie,59010,Montérégie,plex,2.0,105,79.1,not_published
	713	+Saint-Eugène,49105,Centre-du-Québec,unifamilial,2.0,105,71.6,not_published
	714	+Saint-Armand,46017,Estrie,unifamilial,2.0,105,71.6,not_published
	715	+Sacré-Coeur,95010,Côte-Nord,unifamilial,2.0,105,73.1,not_published
	716	+Nantes,30045,Estrie,unifamilial,2.0,105,71.6,not_published
	717	+Saint-Casimir,34078,Capitale-Nationale,unifamilial,2.0,105,74.6,not_published
	718	+Saint-Adelphe,35015,Mauricie,unifamilial,2.0,105,70.1,not_published
	719	+Saint-Pierre-les-Becquets,38065,Centre-du-Québec,unifamilial,2.0,104,58.2,not_published
	720	+Batiscan,37210,Mauricie,unifamilial,1.0,104,82.1,not_published
	721	+Sainte-Hénédine,26040,Chaudière-Appalaches,unifamilial,2.0,104,71.6,not_published
	722	+Saint-Cyprien-de-Napierville,68035,Montérégie,unifamilial,2.0,104,79.1,not_published
	723	+Mont-Joli,09077,Bas-Saint-Laurent,plex,2.0,103,76.1,not_published
	724	+Saint-Guillaume,49113,Centre-du-Québec,unifamilial,2.0,103,74.6,not_published
	725	+Bouchette,83050,Outaouais,unifamilial,2.0,103,79.1,not_published
	726	+Sainte-Geneviève-de-Batiscan,37215,Mauricie,unifamilial,2.0,103,71.6,not_published
	727	+Saint-Narcisse,37240,Mauricie,unifamilial,1.0,103,74.6,not_published
	728	+Montréal-Est,66007,Montréal,plex,2.0,103,76.1,not_published
	729	+L'Ancienne-Lorette,23057,Capitale-Nationale,condo,1.0,103,79.1,not_published
	730	+Racine,42032,Estrie,unifamilial,2.0,102,71.6,not_published
	731	+Blue Sea,83045,Outaouais,unifamilial,2.0,101,73.1,not_published
	732	+Sainte-Brigide-d'Iberville,56105,Montérégie,unifamilial,2.0,101,77.6,not_published
	733	+Boucherville,58033,Montérégie,plex,2.0,101,76.1,not_published
	734	+Preissac,88090,Abitibi-Témiscamingue,unifamilial,2.0,100,73.1,not_published
	735	+Saint-Simon,54090,Montérégie,unifamilial,2.0,100,67.2,not_published
	736	+Matagami,99015,Nord-du-Québec,unifamilial,2.0,100,68.7,not_published
	737	+Tring-Jonction,27060,Chaudière-Appalaches,unifamilial,2.0,100,64.2,not_published
	738	+Brownsburg-Chatham,76043,Laurentides,plex,2.0,100,71.6,not_published
	739	+Saint-Pacôme,14070,Bas-Saint-Laurent,unifamilial,2.0,99,77.6,not_published
	740	+Nicolet,50072,Centre-du-Québec,plex,2.0,99,76.1,not_published
	741	+Notre-Dame-du-Nord,85090,Abitibi-Témiscamingue,unifamilial,2.0,99,77.6,not_published
	742	+Aumond,83090,Outaouais,unifamilial,2.0,99,70.1,not_published
	743	+Sainte-Jeanne-d'Arc,92015,Saguenay–Lac-Saint-Jean,unifamilial,2.0,99,68.7,not_published
	744	+Kazabazua,83015,Outaouais,unifamilial,2.0,99,74.6,not_published
	745	+Terrasse-Vaudreuil,71075,Montérégie,unifamilial,2.0,99,71.6,not_published
	746	+Saint-Paul-de-Montminy,18030,Chaudière-Appalaches,unifamilial,2.0,98,68.7,not_published
	747	+Rivière-Bleue,13025,Bas-Saint-Laurent,unifamilial,2.0,98,73.1,not_published
	748	+Saint-Patrice-de-Sherrington,68025,Montérégie,unifamilial,1.0,98,77.6,not_published
	749	+Nouvelle,06020,Gaspésie–Îles-de-la-Madeleine,unifamilial,2.0,98,76.1,not_published
	750	+Bromont,46078,Estrie,condo,1.0,98,73.1,not_published
	751	+Saint-Joseph-de-Sorel,53050,Montérégie,unifamilial,2.0,97,70.1,not_published
	752	+Saint-Jean-de-l'Île-d'Orléans,20015,Capitale-Nationale,unifamilial,2.0,97,61.2,not_published
	753	+Roxton Falls,48010,Montérégie,unifamilial,2.0,97,71.6,not_published
	754	+Sainte-Aurélie,28015,Chaudière-Appalaches,unifamilial,2.0,97,73.1,not_published
	755	+Desbiens,93005,Saguenay–Lac-Saint-Jean,unifamilial,2.0,97,74.6,not_published
	756	+L'Avenir,49025,Centre-du-Québec,unifamilial,2.0,97,73.1,not_published
	757	+Clarendon,84015,Outaouais,unifamilial,2.0,97,71.6,not_published
	758	+Montebello,80010,Outaouais,unifamilial,2.0,97,73.1,not_published
	759	+La Sarre,87090,Abitibi-Témiscamingue,plex,2.0,96,74.6,not_published
	760	+Frelighsburg,46010,Estrie,unifamilial,2.0,96,74.6,not_published
	761	+Saint-Joseph-de-Sorel,53050,Montérégie,plex,2.0,96,71.6,not_published
	762	+Kiamika,79025,Laurentides,unifamilial,2.0,96,68.7,not_published
	763	+Sainte-Perpétue,17030,Chaudière-Appalaches,unifamilial,1.5,96,71.6,not_published
	764	+Charlemagne,60005,Lanaudière,plex,2.0,96,74.6,not_published
	765	+Thurso,80050,Outaouais,plex,2.0,96,62.7,not_published
	766	+Saint-Georges-de-Windsor,40032,Estrie,unifamilial,2.0,95,73.1,not_published
	767	+Notre-Dame-des-Neiges,11045,Bas-Saint-Laurent,unifamilial,2.0,95,62.7,not_published
	768	+Berthierville,52035,Lanaudière,plex,2.0,94,73.1,not_published
	769	+Saint-Benjamin,28025,Chaudière-Appalaches,unifamilial,1.0,94,77.6,not_published
	770	+Saint-René-de-Matane,08035,Bas-Saint-Laurent,unifamilial,1.0,94,79.1,not_published
	771	+Saint-Édouard-de-Lotbinière,33080,Chaudière-Appalaches,unifamilial,2.0,94,74.6,not_published
	772	+Saint-Lambert,58012,Montérégie,plex,2.0,94,73.1,not_published
	773	+Saint-Jude,54110,Montérégie,unifamilial,2.0,94,73.1,not_published
	774	+Saint-Aimé-du-Lac-des-Îles,79022,Laurentides,unifamilial,2.0,93,71.6,not_published
	775	+La Patrie,41027,Estrie,unifamilial,1.0,93,79.1,not_published
	776	+Saint-Louis,54120,Montérégie,unifamilial,2.0,93,67.2,not_published
	777	+Lorrainville,85037,Abitibi-Témiscamingue,unifamilial,2.0,93,74.6,not_published
	778	+Marieville,55048,Montérégie,condo,2.0,93,56.7,not_published
	779	+East Angus,41060,Estrie,plex,2.0,93,77.6,not_published
	780	+Saint-Ferréol-les-Neiges,21010,Capitale-Nationale,condo,1.0,93,70.1,not_published
	781	+Palmarolle,87025,Abitibi-Témiscamingue,unifamilial,2.0,92,68.7,not_published
	782	+Inverness,32058,Centre-du-Québec,unifamilial,1.0,92,71.6,not_published
	783	+La Guadeloupe,29030,Chaudière-Appalaches,unifamilial,1.0,92,70.1,not_published
	784	+Saint-Basile-le-Grand,57020,Montérégie,condo,2.0,92,50.7,not_published
	785	+Sainte-Rose-de-Watford,28030,Chaudière-Appalaches,unifamilial,2.0,91,73.1,not_published
	786	+Saint-Léon-de-Standon,19020,Chaudière-Appalaches,unifamilial,2.0,91,68.7,not_published
	787	+Lac-Saguay,79060,Laurentides,unifamilial,2.0,91,71.6,not_published
	788	+Notre-Dame-Auxiliatrice-de-Buckland,19010,Chaudière-Appalaches,unifamilial,1.0,91,74.6,not_published
	789	+Waterloo,47025,Estrie,plex,1.0,90,67.2,not_published
	790	+Sainte-Marguerite,26035,Chaudière-Appalaches,unifamilial,1.0,90,67.2,not_published
	791	+Mont-Blanc,78047,Laurentides,plex,2.0,90,65.7,not_published
	792	+Saint-Nérée-de-Bellechasse,19045,Chaudière-Appalaches,unifamilial,2.0,90,65.7,not_published
	793	+Marston,30035,Estrie,unifamilial,2.0,89,71.6,not_published
	794	+Drummondville,49058,Centre-du-Québec,condo,2.0,89,67.2,published
	795	+Saint-Philémon,19005,Chaudière-Appalaches,unifamilial,2.0,89,71.6,not_published
	796	+Saint-Cyrille-de-Lessard,17045,Chaudière-Appalaches,unifamilial,2.0,89,73.1,not_published
	797	+Saint-Odilon-de-Cranbourne,27035,Chaudière-Appalaches,unifamilial,2.0,88,71.6,not_published
	798	+Val-Alain,33070,Chaudière-Appalaches,unifamilial,2.0,88,62.7,not_published
	799	+Sainte-Sophie-de-Lévrard,38040,Centre-du-Québec,unifamilial,2.0,88,65.7,not_published
	800	+Saint-Bruno-de-Guigues,85045,Abitibi-Témiscamingue,unifamilial,1.0,88,70.1,not_published
	801	+Lac-du-Cerf,79015,Laurentides,unifamilial,2.0,88,68.7,not_published
	802	+Godmanchester,69060,Montérégie,unifamilial,2.0,88,73.1,not_published
	803	+Très-Saint-Rédempteur,71125,Montérégie,unifamilial,2.0,87,65.7,not_published
	804	+Richmond,42098,Estrie,plex,2.0,87,70.1,not_published
	805	+La Corne,88030,Abitibi-Témiscamingue,unifamilial,2.0,87,58.2,not_published
	806	+Brébeuf,78075,Laurentides,unifamilial,2.0,86,73.1,not_published
	807	+Saint-Étienne-de-Bolton,45100,Estrie,unifamilial,1.0,86,74.6,not_published
	808	+Saint-Urbain-Premier,70005,Montérégie,unifamilial,2.0,86,64.2,not_published
	809	+Sainte-Flavie,09085,Bas-Saint-Laurent,unifamilial,2.0,86,62.7,not_published
	810	+Saint-Ludger-de-Milot,93080,Saguenay–Lac-Saint-Jean,unifamilial,2.0,85,68.7,not_published
	811	+Ham-Nord,39010,Centre-du-Québec,unifamilial,2.0,85,70.1,not_published
	812	+Sorel-Tracy,53052,Montérégie,condo,2.0,85,68.7,not_published
	813	+Saint-Valère,39135,Centre-du-Québec,unifamilial,2.0,85,70.1,not_published
	814	+Saint-Fabien-de-Panet,18015,Chaudière-Appalaches,unifamilial,2.0,84,65.7,not_published
	815	+Ragueneau,96040,Côte-Nord,unifamilial,2.0,84,68.7,not_published
	816	+Saint-Rémi,68055,Montérégie,condo,2.0,84,50.7,not_published
	817	+Saint-René,29050,Chaudière-Appalaches,unifamilial,1.0,84,76.1,not_published
	818	+Baie-Saint-Paul,16013,Capitale-Nationale,plex,2.0,84,65.7,not_published
	819	+Saint-Édouard-de-Maskinongé,51050,Mauricie,unifamilial,2.0,84,65.7,not_published
	820	+North Hatley,45050,Estrie,unifamilial,2.0,84,65.7,not_published
	821	+Deschaillons-sur-Saint-Laurent,38070,Centre-du-Québec,unifamilial,1.0,84,68.7,not_published
	822	+Lac-Brome,46075,Estrie,condo,2.0,84,68.7,not_published
	823	+Saint-Constant,67035,Montérégie,condo,2.0,83,43.3,not_published
	824	+Grande-Vallée,03020,Gaspésie–Îles-de-la-Madeleine,unifamilial,2.0,83,67.2,not_published
	825	+Notre-Dame-des-Prairies,61030,Lanaudière,plex,2.0,83,62.7,not_published
	826	+Saint-Norbert-d'Arthabaska,39043,Centre-du-Québec,unifamilial,1.0,83,76.1,not_published
	827	+Fort-Coulonge,84060,Outaouais,unifamilial,2.0,83,61.2,not_published
	828	+Saint-Magloire,28075,Chaudière-Appalaches,unifamilial,2.0,83,62.7,not_published
	829	+Saint-Hilarion,16050,Capitale-Nationale,unifamilial,2.0,83,67.2,not_published
	830	+Plaisance,80045,Outaouais,unifamilial,1.0,83,80.6,not_published
	831	+Saint-Rémi,68055,Montérégie,plex,1.0,82,74.6,not_published
	832	+Saint-Joseph-du-Lac,72025,Laurentides,plex,1.5,82,65.7,not_published
	833	+Dosquet,33040,Chaudière-Appalaches,unifamilial,1.0,82,68.7,not_published
	834	+Malartic,89015,Abitibi-Témiscamingue,plex,2.0,82,67.2,not_published
	835	+Saint-Valérien,10060,Bas-Saint-Laurent,unifamilial,1.0,82,71.6,not_published
	836	+Sainte-Anne-de-Beaupré,21030,Capitale-Nationale,plex,1.0,82,70.1,not_published
	837	+Sainte-Eulalie,50005,Centre-du-Québec,unifamilial,2.0,82,62.7,not_published
	838	+Saint-Camille-de-Lellis,28070,Chaudière-Appalaches,unifamilial,1.0,82,70.1,not_published
	839	+Saint-Donat,09030,Bas-Saint-Laurent,unifamilial,2.0,81,61.2,not_published
	840	+Laurierville,32072,Centre-du-Québec,unifamilial,2.0,81,64.2,not_published
	841	+Saint-Honoré-de-Shenley,29038,Chaudière-Appalaches,unifamilial,1.5,81,62.7,not_published
	842	+Sainte-Monique,93075,Saguenay–Lac-Saint-Jean,unifamilial,1.0,81,62.7,not_published
	843	+Lotbinière,33115,Chaudière-Appalaches,unifamilial,2.0,81,68.7,not_published
	844	+Vaudreuil-sur-le-Lac,71090,Montérégie,unifamilial,1.0,81,73.1,not_published
	845	+Girardville,92055,Saguenay–Lac-Saint-Jean,unifamilial,1.5,81,65.7,not_published
	846	+Saint-Ludger,30072,Estrie,unifamilial,1.0,80,74.6,not_published
	847	+Carignan,57010,Montérégie,plex,2.0,80,65.7,not_published
	848	+Saint-Flavien,33052,Chaudière-Appalaches,unifamilial,2.0,80,64.2,not_published
	849	+Saint-Janvier-de-Joly,33065,Chaudière-Appalaches,unifamilial,1.5,80,65.7,not_published
	850	+Val-Brillant,07080,Bas-Saint-Laurent,unifamilial,2.0,79,58.2,not_published
	851	+Saint-Majorique-de-Grantham,49095,Centre-du-Québec,unifamilial,1.0,79,73.1,not_published
	852	+Saint-Barnabé,51025,Mauricie,unifamilial,1.0,79,67.2,not_published
	853	+Gaspé,03005,Gaspésie–Îles-de-la-Madeleine,plex,2.0,79,62.7,not_published
	854	+New Carlisle,05040,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,79,70.1,not_published
	855	+Saint-Wenceslas,50023,Centre-du-Québec,unifamilial,1.0,79,68.7,not_published
	856	+Saint-Siméon,05055,Gaspésie–Îles-de-la-Madeleine,unifamilial,2.0,79,64.2,not_published
	857	+L'Isle-aux-Coudres,16023,Capitale-Nationale,unifamilial,2.0,79,68.7,not_published
	858	+Lac-Delage,22030,Capitale-Nationale,unifamilial,2.0,79,52.2,not_published
	859	+Saint-Césaire,55023,Montérégie,plex,1.0,79,61.2,not_published
	860	+Manseau,38028,Centre-du-Québec,unifamilial,2.0,79,65.7,not_published
	861	+Plessisville,32043,Centre-du-Québec,plex,1.0,78,59.7,not_published
	862	+Saint-Donat,62060,Lanaudière,plex,1.0,78,65.7,not_published
	863	+Bécancour,38010,Centre-du-Québec,plex,1.0,78,67.2,not_published
	864	+Acton Vale,48028,Montérégie,plex,1.0,78,65.7,not_published
	865	+Lac-Drolet,30080,Estrie,unifamilial,2.0,78,64.2,not_published
	866	+Saint-Norbert,52070,Lanaudière,unifamilial,2.0,78,62.7,not_published
	867	+Lac-au-Saumon,07057,Bas-Saint-Laurent,unifamilial,1.0,78,67.2,not_published
	868	+Saint-François-de-la-Rivière-du-Sud,18060,Chaudière-Appalaches,unifamilial,1.0,77,65.7,not_published
	869	+Saint-Augustin-de-Desmaures,23072,Capitale-Nationale,plex,2.0,77,61.2,not_published
	870	+Saint-Luc-de-Bellechasse,28060,Chaudière-Appalaches,unifamilial,1.5,77,65.7,not_published
	871	+Hemmingford,68010,Montérégie,unifamilial,1.0,77,68.7,not_published
	872	+Saint-Épiphane,12030,Bas-Saint-Laurent,unifamilial,2.0,76,65.7,not_published
	873	+Saint-Édouard,68045,Montérégie,unifamilial,1.0,76,64.2,not_published
	874	+Chibougamau,99025,Nord-du-Québec,plex,1.5,76,62.7,not_published
	875	+Laverlochère-Angliers,85052,Abitibi-Témiscamingue,unifamilial,1.5,76,59.7,not_published
	876	+Crabtree,61013,Lanaudière,plex,1.0,76,67.2,not_published
	877	+Saint-Félix-de-Valois,62007,Lanaudière,plex,1.5,76,65.7,not_published
	878	+Rivière-Ouelle,14065,Bas-Saint-Laurent,unifamilial,1.0,76,67.2,not_published
	879	+Boileau,80115,Outaouais,unifamilial,1.0,76,65.7,not_published
	880	+Saint-Isidore-de-Clifton,41012,Estrie,unifamilial,1.0,76,59.7,not_published
	881	+Chute-aux-Outardes,96035,Côte-Nord,unifamilial,1.5,76,65.7,not_published
	882	+Saint-Henri-de-Taillon,93070,Saguenay–Lac-Saint-Jean,unifamilial,2.0,76,64.2,not_published
	883	+Charette,51080,Mauricie,unifamilial,1.0,76,67.2,not_published
	884	+Saint-Thomas-Didyme,92045,Saguenay–Lac-Saint-Jean,unifamilial,1.0,76,62.7,not_published
	885	+Sainte-Marie-Salomé,63005,Lanaudière,unifamilial,2.0,75,64.2,not_published
	886	+Sainte-Élisabeth,52030,Lanaudière,unifamilial,1.5,75,59.7,not_published
	887	+Saint-Émile-de-Suffolk,80125,Outaouais,unifamilial,1.0,75,70.1,not_published
	888	+Sutton,46058,Estrie,plex,2.0,75,64.2,not_published
	889	+Chesterville,39030,Centre-du-Québec,unifamilial,2.0,75,52.2,not_published
	890	+Saint-Georges,29073,Chaudière-Appalaches,condo,2.0,75,56.7,not_published
	891	+Côte-Saint-Luc,66058,Montréal,plex,1.0,75,65.7,not_published
	892	+Sainte-Pétronille,20030,Capitale-Nationale,unifamilial,1.0,75,64.2,not_published
	893	+Sainte-Thérèse-de-la-Gatineau,83055,Outaouais,unifamilial,1.5,75,62.7,not_published
	894	+Sainte-Anne-du-Lac,79115,Laurentides,unifamilial,1.0,74,62.7,not_published
	895	+Richelieu,55057,Montérégie,plex,1.0,74,68.7,not_published
	896	+Maniwaki,83065,Outaouais,plex,1.0,74,64.2,not_published
	897	+Saint-Rémi-de-Tingwick,39020,Centre-du-Québec,unifamilial,1.0,73,62.7,not_published
	898	+Saint-Séverin,35020,Mauricie,unifamilial,2.0,73,62.7,not_published
	899	+Sainte-Anne-des-Monts,04037,Gaspésie–Îles-de-la-Madeleine,plex,1.0,73,61.2,not_published
	900	+Notre-Dame-de-la-Paix,80020,Outaouais,unifamilial,1.0,73,65.7,not_published
	901	+Hatley,45043,Estrie,unifamilial,2.0,73,58.2,not_published
	902	+Bromont,46078,Estrie,plex,1.0,73,65.7,not_published
	903	+Amqui,07047,Bas-Saint-Laurent,plex,2.0,73,56.7,not_published
	904	+Namur,80110,Outaouais,unifamilial,1.0,73,64.2,not_published
	905	+Dupuy,87085,Abitibi-Témiscamingue,unifamilial,2.0,72,59.7,not_published
	906	+Saint-Louis-du-Ha! Ha!,13080,Bas-Saint-Laurent,unifamilial,1.5,72,59.7,not_published
	907	+Lac-Saint-Paul,79105,Laurentides,unifamilial,1.0,72,58.2,not_published
	908	+Trécesson,88075,Abitibi-Témiscamingue,unifamilial,2.0,72,65.7,not_published
	909	+Saint-Irénée,15005,Capitale-Nationale,unifamilial,1.0,72,70.1,not_published
	910	+Baie-du-Febvre,50100,Centre-du-Québec,unifamilial,1.0,72,62.7,not_published
	911	+Estérel,77011,Laurentides,unifamilial,1.0,72,62.7,not_published
	912	+Sainte-Sabine,46105,Estrie,unifamilial,1.0,71,59.7,not_published
	913	+Saint-Marc-de-Figuery,88040,Abitibi-Témiscamingue,unifamilial,2.0,71,58.2,not_published
	914	+Stoneham-et-Tewkesbury,22035,Capitale-Nationale,plex,2.0,71,61.2,not_published
	915	+Saint-Roch-de-Mékinac,35045,Mauricie,unifamilial,2.0,71,56.7,not_published
	916	+Durham-Sud,49015,Centre-du-Québec,unifamilial,1.0,71,58.2,not_published
	917	+Saint-Modeste,12020,Bas-Saint-Laurent,unifamilial,2.0,71,55.2,not_published
	918	+Hébertville,93022,Saguenay–Lac-Saint-Jean,plex,1.0,71,67.2,not_published
	919	+Beauceville,27028,Chaudière-Appalaches,plex,1.0,71,67.2,not_published
	920	+Grandes-Piles,35040,Mauricie,unifamilial,2.0,71,64.2,not_published
	921	+Sainte-Hedwidge,91030,Saguenay–Lac-Saint-Jean,unifamilial,1.0,71,62.7,not_published
	922	+Roxton,48015,Montérégie,unifamilial,1.0,71,65.7,not_published
	923	+Cookshire-Eaton,41038,Estrie,plex,2.0,71,61.2,not_published
	924	+Bolton-Ouest,46065,Estrie,unifamilial,1.0,71,68.7,not_published
	925	+Landrienne,88035,Abitibi-Témiscamingue,unifamilial,1.0,70,65.7,not_published
	926	+Très-Saint-Sacrement,69030,Montérégie,unifamilial,2.0,70,59.7,not_published
	927	+Howick,69025,Montérégie,unifamilial,1.0,70,56.7,not_published
	928	+Saint-Cyprien,12005,Bas-Saint-Laurent,unifamilial,1.0,70,55.2,not_published
	929	+Morin-Heights,77050,Laurentides,plex,1.0,70,62.7,not_published
	930	+Salaberry-de-Valleyfield,70052,Montérégie,condo,1.0,70,61.2,not_published
	931	+Saint-Gabriel,52080,Lanaudière,plex,1.0,70,71.6,not_published
	932	+Huberdeau,78065,Laurentides,unifamilial,1.0,70,59.7,not_published
	933	+Montréal-Est,66007,Montréal,condo,1.0,70,61.2,not_published
	934	+Kirkland,66102,Montréal,condo,1.0,69,55.2,not_published
	935	+Bégin,94250,Saguenay–Lac-Saint-Jean,unifamilial,1.0,69,62.7,not_published
	936	+Mulgrave-et-Derry,80085,Outaouais,unifamilial,1.0,69,64.2,not_published
	937	+Saint-Pierre-de-l'Île-d'Orléans,20025,Capitale-Nationale,unifamilial,1.0,69,65.7,not_published
	938	+Sainte-Praxède,31050,Chaudière-Appalaches,unifamilial,1.0,69,64.2,not_published
	939	+Sainte-Justine-de-Newton,71115,Montérégie,unifamilial,2.0,68,53.7,not_published
	940	+Saint-Roch-des-Aulnaies,17065,Chaudière-Appalaches,unifamilial,2.0,68,59.7,not_published
	941	+Mont-Saint-Michel,79110,Laurentides,unifamilial,1.0,68,62.7,not_published
	942	+Saint-Étienne-de-Beauharnois,70030,Montérégie,unifamilial,1.0,68,65.7,not_published
	943	+Joliette,61025,Lanaudière,condo,1.0,68,44.8,not_published
	944	+Saint-Urbain,16055,Capitale-Nationale,unifamilial,1.0,68,61.2,not_published
	945	+Valcourt,42060,Estrie,unifamilial,1.0,68,62.7,not_published
	946	+Mayo,80065,Outaouais,unifamilial,1.0,68,56.7,not_published
	947	+La Pêche,82035,Outaouais,plex,1.0,68,59.7,not_published
	948	+Labelle,78120,Laurentides,plex,1.0,68,56.7,not_published
	949	+Saint-Théophile,29005,Chaudière-Appalaches,unifamilial,1.0,68,65.7,not_published
	950	+Béarn,85020,Abitibi-Témiscamingue,unifamilial,1.5,67,56.7,not_published
	951	+Pont-Rouge,34017,Capitale-Nationale,plex,1.0,67,58.2,not_published
	952	+Rigaud,71133,Montérégie,plex,2.0,67,53.7,not_published
	953	+Sainte-Félicité,08023,Bas-Saint-Laurent,unifamilial,1.5,67,59.7,not_published
	954	+Melbourne,42075,Estrie,unifamilial,1.0,66,56.7,not_published
	955	+Thorne,84045,Outaouais,unifamilial,1.0,66,59.7,not_published
	956	+Sainte-Cécile-de-Whitton,30050,Estrie,unifamilial,1.0,66,64.2,not_published
	957	+La Durantaye,19090,Chaudière-Appalaches,unifamilial,2.0,66,52.2,not_published
	958	+Saint-Zotique,71025,Montérégie,condo,1.0,66,61.2,not_published
	959	+Sainte-Marie,26030,Chaudière-Appalaches,plex,1.0,66,58.2,not_published
	960	+La Bostonnais,90017,Mauricie,unifamilial,1.0,66,58.2,not_published
	961	+Saint-Pie,54008,Montérégie,plex,1.0,65,58.2,not_published
	962	+Saint-Zotique,71025,Montérégie,plex,1.0,65,65.7,not_published
	963	+Saints-Anges,26010,Chaudière-Appalaches,unifamilial,2.0,65,56.7,not_published
	964	+Saint-Marcellin,10025,Bas-Saint-Laurent,unifamilial,1.0,65,59.7,not_published
	965	+Litchfield,84040,Outaouais,unifamilial,1.0,65,58.2,not_published
	966	+Saint-Sylvestre,33007,Chaudière-Appalaches,unifamilial,1.0,65,65.7,not_published
	967	+Princeville,32033,Centre-du-Québec,plex,1.0,64,59.7,not_published
	968	+Saint-Léon-le-Grand,07030,Bas-Saint-Laurent,unifamilial,1.0,64,55.2,not_published
	969	+Bonsecours,42040,Estrie,unifamilial,1.0,64,55.2,not_published
	970	+Saint-Tite,35027,Mauricie,plex,1.0,64,61.2,not_published
	971	+Havelock,69005,Montérégie,unifamilial,1.0,64,61.2,not_published
	972	+Mercier,67045,Montérégie,plex,1.0,64,61.2,not_published
	973	+Piedmont,77030,Laurentides,plex,1.0,64,64.2,not_published
	974	+Westmount,66032,Montréal,plex,1.0,64,61.2,not_published
	975	+Saint-Jacques,63013,Lanaudière,plex,1.0,64,58.2,not_published
	976	+Lefebvre,49020,Centre-du-Québec,unifamilial,1.0,64,53.7,not_published
	977	+Saint-Pierre-Baptiste,32050,Centre-du-Québec,unifamilial,1.0,64,65.7,not_published
	978	+Saint-Maxime-du-Mont-Louis,04010,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,63,52.2,not_published
	979	+Saint-Romain,30100,Estrie,unifamilial,1.0,63,59.7,not_published
	980	+Saint-Narcisse-de-Beaurivage,33030,Chaudière-Appalaches,unifamilial,1.5,63,50.7,not_published
	981	+Massueville,53010,Montérégie,unifamilial,1.0,63,59.7,not_published
	982	+Trois-Pistoles,11040,Bas-Saint-Laurent,plex,2.0,63,58.2,not_published
	983	+Saint-Calixte,63055,Lanaudière,plex,1.0,62,52.2,not_published
	984	+Duparquet,87005,Abitibi-Témiscamingue,unifamilial,1.0,62,58.2,not_published
	985	+Cloridorme,03010,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,62,56.7,not_published
	986	+Ogden,45020,Estrie,unifamilial,1.0,62,58.2,not_published
	987	+Saint-Rosaire,39145,Centre-du-Québec,unifamilial,1.0,62,53.7,not_published
	988	+Lac-Édouard,90027,Mauricie,unifamilial,1.0,62,58.2,not_published
	989	+Saint-Patrice-de-Beaurivage,33025,Chaudière-Appalaches,unifamilial,1.0,62,55.2,not_published
	990	+Dixville,44023,Estrie,unifamilial,1.5,62,59.7,not_published
	991	+Saint-David,53005,Montérégie,unifamilial,1.0,61,52.2,not_published
	992	+Westbury,41065,Estrie,unifamilial,1.0,61,62.7,not_published
	993	+Saint-Paul,61005,Lanaudière,plex,1.5,61,50.7,not_published
	994	+Longue-Rive,95032,Côte-Nord,unifamilial,1.0,61,58.2,not_published
	995	+Saint-Denis-De La Bouteillerie,14055,Bas-Saint-Laurent,unifamilial,1.0,61,55.2,not_published
	996	+Pointe-à-la-Croix,06030,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,61,61.2,not_published
	997	+Saint-Stanislas,37245,Mauricie,unifamilial,1.0,61,61.2,not_published
	998	+Mont-Saint-Hilaire,57035,Montérégie,plex,1.5,61,59.7,not_published
	999	+Sainte-Hélène-de-Kamouraska,14025,Bas-Saint-Laurent,unifamilial,1.0,61,59.7,not_published
	1000	+Lanoraie,52017,Lanaudière,plex,1.0,61,53.7,not_published
	1001	+Saint-Bonaventure,49125,Centre-du-Québec,unifamilial,1.0,61,56.7,not_published
	1002	+Saint-Cyprien,28040,Chaudière-Appalaches,unifamilial,1.5,61,53.7,not_published
	1003	+Saint-Philippe,67010,Montérégie,condo,1.0,60,49.3,not_published
	1004	+Métis-sur-Mer,09048,Bas-Saint-Laurent,unifamilial,1.0,60,62.7,not_published
	1005	+Saint-Célestin,50030,Centre-du-Québec,unifamilial,1.0,60,56.7,not_published
	1006	+Lac-Saint-Joseph,22015,Capitale-Nationale,unifamilial,1.0,60,50.7,not_published
	1007	+L'Île-du-Grand-Calumet,84035,Outaouais,unifamilial,1.0,59,55.2,not_published
	1008	+Arundel,78060,Laurentides,unifamilial,1.0,59,53.7,not_published
	1009	+Alleyn-et-Cawood,84050,Outaouais,unifamilial,1.0,59,61.2,not_published
	1010	+Clermont,15035,Capitale-Nationale,plex,1.0,59,56.7,not_published
	1011	+Sainte-Julienne,63060,Lanaudière,plex,1.0,59,52.2,not_published
	1012	+Saint-Frédéric,27065,Chaudière-Appalaches,unifamilial,1.0,59,52.2,not_published
	1013	+Newport,41037,Estrie,unifamilial,1.0,59,62.7,not_published
	1014	+Saint-Barnabé-Sud,54105,Montérégie,unifamilial,1.0,59,53.7,not_published
	1015	+Shannon,22020,Capitale-Nationale,plex,1.0,59,55.2,not_published
	1016	+Gallichan,87020,Abitibi-Témiscamingue,unifamilial,1.0,58,56.7,not_published
	1017	+Bécancour,38010,Centre-du-Québec,condo,1.0,58,47.8,not_published
	1018	+Fassett,80005,Outaouais,unifamilial,1.0,58,53.7,not_published
	1019	+Montcerf-Lytton,83088,Outaouais,unifamilial,2.0,58,46.3,not_published
	1020	+Ferland-et-Boilleau,94220,Saguenay–Lac-Saint-Jean,unifamilial,1.0,58,53.7,not_published
	1021	+Sainte-Germaine-Boulé,87030,Abitibi-Témiscamingue,unifamilial,1.5,58,50.7,not_published
	1022	+Sainte-Marthe,71110,Montérégie,unifamilial,1.0,58,56.7,not_published
	1023	+Saint-Lazare-de-Bellechasse,19050,Chaudière-Appalaches,unifamilial,1.0,58,55.2,not_published
	1024	+Taschereau,87042,Abitibi-Témiscamingue,unifamilial,1.0,57,53.7,not_published
	1025	+Saint-Simon-de-Rimouski,11055,Bas-Saint-Laurent,unifamilial,1.0,57,55.2,not_published
	1026	+Pointe-Calumet,72020,Laurentides,plex,1.5,57,50.7,not_published
	1027	+Rivière-Rouge,79037,Laurentides,plex,1.0,56,52.2,not_published
	1028	+Stanbridge East,46045,Estrie,unifamilial,1.0,56,55.2,not_published
	1029	+Notre-Dame-du-Bon-Conseil,49080,Centre-du-Québec,unifamilial,1.0,56,50.7,not_published
	1030	+Sainte-Rose-du-Nord,94230,Saguenay–Lac-Saint-Jean,unifamilial,1.0,56,62.7,not_published
	1031	+Saint-Arsène,12065,Bas-Saint-Laurent,unifamilial,1.0,56,53.7,not_published
	1032	+Sutton,46058,Estrie,condo,1.0,56,52.2,not_published
	1033	+Packington,13015,Bas-Saint-Laurent,unifamilial,1.0,56,56.7,not_published
	1034	+Grosses-Roches,08015,Bas-Saint-Laurent,unifamilial,1.0,56,58.2,not_published
	1035	+Duhamel-Ouest,85030,Abitibi-Témiscamingue,unifamilial,1.0,55,55.2,not_published
	1036	+Sainte-Christine,48020,Montérégie,unifamilial,1.0,55,65.7,not_published
	1037	+Saint-Pierre-de-Broughton,31135,Chaudière-Appalaches,unifamilial,1.0,55,55.2,not_published
	1038	+Saint-Nazaire-d'Acton,48050,Montérégie,unifamilial,1.0,55,52.2,not_published
	1039	+Prévost,75040,Laurentides,condo,1.0,55,50.7,not_published
	1040	+Saint-Jacques-de-Leeds,31140,Chaudière-Appalaches,unifamilial,1.0,55,53.7,not_published
	1041	+Saint-Léon-le-Grand,51035,Mauricie,unifamilial,1.0,55,49.3,not_published
	1042	+Courcelles–Saint-Évariste,29027,Chaudière-Appalaches,unifamilial,1.0,54,50.7,not_published
	1043	+Métabetchouan–Lac-à-la-Croix,93012,Saguenay–Lac-Saint-Jean,plex,1.0,54,58.2,not_published
	1044	+Amos,88057,Abitibi-Témiscamingue,plex,3.0,54,29.9,not_published
	1045	+Saint-Vallier,19117,Chaudière-Appalaches,unifamilial,1.0,54,50.7,not_published
	1046	+Saint-Charles-de-Bourget,94260,Saguenay–Lac-Saint-Jean,unifamilial,1.0,54,49.3,not_published
	1047	+Sainte-Catherine-de-la-Jacques-Cartier,22005,Capitale-Nationale,plex,1.0,54,52.2,not_published
	1048	+Saint-Édouard-de-Fabre,85015,Abitibi-Témiscamingue,unifamilial,1.0,54,56.7,not_published
	1049	+Piopolis,30020,Estrie,unifamilial,1.0,53,53.7,not_published
	1050	+Saint-Mathieu-d'Harricana,88050,Abitibi-Témiscamingue,unifamilial,1.0,53,49.3,not_published
	1051	+Notre-Dame-du-Rosaire,18040,Chaudière-Appalaches,unifamilial,1.0,53,46.3,not_published
	1052	+Pointe-Fortune,71140,Montérégie,unifamilial,1.0,53,53.7,not_published
	1053	+La Pocatière,14082,Bas-Saint-Laurent,plex,1.0,53,58.2,not_published
	1054	+Danville,40047,Estrie,plex,1.0,53,50.7,not_published
	1055	+L'Ange-Gardien,82005,Outaouais,plex,1.0,53,53.7,not_published
	1056	+Les Coteaux,71033,Montérégie,plex,1.0,53,49.3,not_published
	1057	+Les Bergeronnes,95018,Côte-Nord,unifamilial,1.0,53,53.7,not_published
	1058	+Sainte-Anne-des-Lacs,77035,Laurentides,plex,1.0,53,52.2,not_published
	1059	+Chandler,02028,Gaspésie–Îles-de-la-Madeleine,plex,1.0,52,58.2,not_published
	1060	+Sainte-Angèle-de-Prémont,51055,Mauricie,unifamilial,1.0,52,47.8,not_published
	1061	+Saint-Pierre-de-la-Rivière-du-Sud,18055,Chaudière-Appalaches,unifamilial,1.0,52,52.2,not_published
	1062	+Sainte-Martine,70012,Montérégie,condo,1.0,52,47.8,not_published
	1063	+Saint-Just-de-Bretenières,18005,Chaudière-Appalaches,unifamilial,1.0,52,47.8,not_published
	1064	+Saint-Sébastien,30085,Estrie,unifamilial,1.0,52,53.7,not_published
	1065	+Saint-Michel-du-Squatec,13065,Bas-Saint-Laurent,unifamilial,2.0,52,40.3,not_published
	1066	+Saint-André-Avellin,80027,Outaouais,plex,1.0,52,49.3,not_published
	1067	+Saint-Zéphirin-de-Courval,50090,Centre-du-Québec,unifamilial,1.0,51,59.7,not_published
	1068	+Lac-Beauport,22040,Capitale-Nationale,plex,1.0,51,55.2,not_published
	1069	+Péribonka,92010,Saguenay–Lac-Saint-Jean,unifamilial,1.0,51,55.2,not_published
	1070	+Mont-Royal,66072,Montréal,plex,1.0,51,50.7,not_published
	1071	+Ville-Marie,85025,Abitibi-Témiscamingue,plex,1.0,51,53.7,not_published
	1072	+Mercier,67045,Montérégie,condo,1.0,51,41.8,not_published
	1073	+Parisville,38055,Centre-du-Québec,unifamilial,1.0,51,53.7,not_published
	1074	+Saint-Edmond-de-Grantham,49100,Centre-du-Québec,unifamilial,1.0,51,50.7,not_published
	1075	+Sainte-Sabine,28065,Chaudière-Appalaches,unifamilial,1.0,51,55.2,not_published
	1076	+Clerval,87075,Abitibi-Témiscamingue,unifamilial,1.0,51,49.3,not_published
	1077	+Saint-Basile-le-Grand,57020,Montérégie,plex,1.0,51,50.7,not_published
	1078	+Beaupré,21025,Capitale-Nationale,plex,1.0,51,55.2,not_published
	1079	+Disraeli,31015,Chaudière-Appalaches,plex,1.0,51,49.3,not_published
	1080	+Val-Morin,78005,Laurentides,plex,1.0,51,47.8,not_published
	1081	+Ulverton,42078,Estrie,unifamilial,2.0,50,43.3,not_published
	1082	+Sainte-Angèle-de-Mérici,09035,Bas-Saint-Laurent,unifamilial,1.0,50,55.2,not_published
	1083	+Notre-Dame-du-Sacré-Coeur-d'Issoudun,33085,Chaudière-Appalaches,unifamilial,1.0,50,55.2,not_published
	1084	+Sainte-Françoise,11030,Bas-Saint-Laurent,unifamilial,1.0,50,46.3,not_published
	1085	+Bryson,84025,Outaouais,unifamilial,1.0,50,55.2,not_published
	1086	+Lac-des-Seize-Îles,77055,Laurentides,unifamilial,1.0,49,49.3,not_published
	1087	+La Visitation-de-l'Île-Dupas,52050,Lanaudière,unifamilial,1.0,49,56.7,not_published
	1088	+Saint-François-de-Sales,91015,Saguenay–Lac-Saint-Jean,unifamilial,1.0,49,49.3,not_published
	1089	+Saint-Honoré-de-Témiscouata,13090,Bas-Saint-Laurent,unifamilial,1.0,49,52.2,not_published
	1090	+Sainte-Marguerite-du-Lac-Masson,77012,Laurentides,plex,1.0,49,49.3,not_published
	1091	+Sainte-Anne-des-Plaines,73035,Laurentides,condo,2.0,49,34.3,not_published
	1092	+Saint-Télesphore,71015,Montérégie,unifamilial,1.0,49,50.7,not_published
	1093	+Waltham,84070,Outaouais,unifamilial,1.0,49,47.8,not_published
	1094	+Scotstown,41080,Estrie,unifamilial,1.0,49,52.2,not_published
	1095	+Saint-Apollinaire,33090,Chaudière-Appalaches,plex,1.0,49,44.8,not_published
	1096	+Campbell's Bay,84030,Outaouais,unifamilial,1.0,49,58.2,not_published
	1097	+Saint-Sulpice,60020,Lanaudière,condo,1.0,49,41.8,not_published
	1098	+La Motte,88045,Abitibi-Témiscamingue,unifamilial,1.0,49,50.7,not_published
	1099	+Saint-Eugène-de-Guigues,85085,Abitibi-Témiscamingue,unifamilial,1.0,49,50.7,not_published
	1100	+Irlande,31040,Chaudière-Appalaches,unifamilial,1.0,49,44.8,not_published
	1101	+Sainte-Anne-de-Bellevue,66117,Montréal,plex,1.0,49,43.3,not_published
	1102	+Pontiac,82030,Outaouais,plex,1.0,48,52.2,not_published
	1103	+East Farnham,46085,Estrie,unifamilial,1.0,48,55.2,not_published
	1104	+Saint-Philippe-de-Néri,14060,Bas-Saint-Laurent,unifamilial,1.0,48,49.3,not_published
	1105	+Saint-Roch-de-l'Achigan,63035,Lanaudière,plex,1.0,48,52.2,not_published
	1106	+Murdochville,03025,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,48,52.2,not_published
	1107	+Saint-Honoré,94240,Saguenay–Lac-Saint-Jean,plex,1.0,48,52.2,not_published
	1108	+Audet,30055,Estrie,unifamilial,1.0,48,55.2,not_published
	1109	+Sainte-Brigitte-des-Saults,49085,Centre-du-Québec,unifamilial,1.0,48,53.7,not_published
	1110	+Lochaber-Partie-Ouest,80060,Outaouais,unifamilial,1.0,48,49.3,not_published
	1111	+Sainte-Marie-de-Blandford,38015,Centre-du-Québec,unifamilial,1.5,48,41.8,not_published
	1112	+Shawinigan,36033,Mauricie,condo,1.0,48,44.8,not_published
	1113	+Warwick,39077,Centre-du-Québec,plex,1.0,48,49.3,not_published
	1114	+Beaconsfield,66107,Montréal,condo,1.0,47,49.3,not_published
	1115	+Sainte-Euphémie-sur-Rivière-du-Sud,18035,Chaudière-Appalaches,unifamilial,1.0,47,50.7,not_published
	1116	+Saint-Gabriel-Lalemant,14075,Bas-Saint-Laurent,unifamilial,1.0,47,52.2,not_published
	1117	+Coteau-du-Lac,71040,Montérégie,plex,1.0,47,47.8,not_published
	1118	+Saint-Prosper-de-Champlain,37250,Mauricie,unifamilial,1.0,47,46.3,not_published
	1119	+Saint-Sylvère,38005,Centre-du-Québec,unifamilial,1.0,47,49.3,not_published
	1120	+Stanstead,45008,Estrie,plex,1.0,47,53.7,not_published
	1121	+Honfleur,19070,Chaudière-Appalaches,unifamilial,1.0,47,46.3,not_published
	1122	+Sainte-Marie,26030,Chaudière-Appalaches,condo,1.0,47,49.3,not_published
	1123	+Sainte-Séraphine,39105,Centre-du-Québec,unifamilial,1.0,47,49.3,not_published
	1124	+Delson,67025,Montérégie,plex,1.0,47,46.3,not_published
	1125	+Lawrenceville,42045,Estrie,unifamilial,1.0,47,47.8,not_published
	1126	+Notre-Dame-de-Lourdes,32080,Centre-du-Québec,unifamilial,1.0,47,44.8,not_published
	1127	+Sainte-Paule,08040,Bas-Saint-Laurent,unifamilial,1.0,47,47.8,not_published
	1128	+Rivière-au-Tonnerre,98055,Côte-Nord,unifamilial,1.0,46,41.8,not_published
	1129	+Senneville,66127,Montréal,unifamilial,1.0,46,49.3,not_published
	1130	+Saints-Martyrs-Canadiens,39005,Centre-du-Québec,unifamilial,1.0,46,49.3,not_published
	1131	+Les Coteaux,71033,Montérégie,condo,1.0,46,44.8,not_published
	1132	+Tourville,17035,Chaudière-Appalaches,unifamilial,1.0,46,52.2,not_published
	1133	+Saint-Alphonse,05065,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,46,47.8,not_published
	1134	+Portneuf-sur-Mer,95040,Côte-Nord,unifamilial,1.0,46,47.8,not_published
	1135	+Bedford,46035,Estrie,plex,1.0,46,43.3,not_published
	1136	+Sainte-Louise,17060,Chaudière-Appalaches,unifamilial,1.0,46,43.3,not_published
	1137	+Saint-Samuel,39130,Centre-du-Québec,unifamilial,1.0,46,53.7,not_published
	1138	+Sainte-Martine,70012,Montérégie,plex,1.0,46,49.3,not_published
	1139	+Sainte-Apolline-de-Patton,18025,Chaudière-Appalaches,unifamilial,1.0,45,46.3,not_published
	1140	+Lac-Etchemin,28053,Chaudière-Appalaches,plex,1.0,45,50.7,not_published
	1141	+Tadoussac,95005,Côte-Nord,unifamilial,1.0,45,46.3,not_published
	1142	+Sainte-Perpétue,50050,Centre-du-Québec,unifamilial,1.0,45,43.3,not_published
	1143	+Saint-André-du-Lac-Saint-Jean,91010,Saguenay–Lac-Saint-Jean,unifamilial,1.0,45,43.3,not_published
	1144	+Saint-Lazare,71105,Montérégie,plex,1.0,45,46.3,not_published
	1145	+Saint-Mathias-sur-Richelieu,55065,Montérégie,plex,1.0,45,52.2,not_published
	1146	+Sainte-Anne-de-la-Rochelle,42050,Estrie,unifamilial,1.0,44,40.3,not_published
	1147	+Saint-Adalbert,17015,Chaudière-Appalaches,unifamilial,1.0,44,46.3,not_published
	1148	+Saint-Malo,44003,Estrie,unifamilial,1.0,44,47.8,not_published
	1149	+Ham-Sud,40005,Estrie,unifamilial,1.0,44,47.8,not_published
	1150	+Les Cèdres,71050,Montérégie,condo,1.0,44,44.8,not_published
	1151	+Baie-des-Sables,08080,Bas-Saint-Laurent,unifamilial,1.0,44,49.3,not_published
	1152	+Petit-Saguenay,94205,Saguenay–Lac-Saint-Jean,unifamilial,1.0,44,40.3,not_published
	1153	+Saint-Marc-des-Carrières,34065,Capitale-Nationale,plex,1.0,44,49.3,not_published
	1154	+Saint-Sébastien,56050,Montérégie,unifamilial,1.0,44,46.3,not_published
	1155	+Otterburn Park,57030,Montérégie,plex,1.0,44,37.3,not_published
	1156	+Ormstown,69037,Montérégie,plex,1.0,43,47.8,not_published
	1157	+Château-Richer,21035,Capitale-Nationale,plex,1.0,43,43.3,not_published
	1158	+Stornoway,30105,Estrie,unifamilial,1.0,43,47.8,not_published
	1159	+Témiscouata-sur-le-Lac,13073,Bas-Saint-Laurent,plex,1.0,43,47.8,not_published
	1160	+Sainte-Famille-de-l'Île-d'Orléans,20010,Capitale-Nationale,unifamilial,1.0,43,46.3,not_published
	1161	+Lac-Brome,46075,Estrie,plex,1.0,43,43.3,not_published
	1162	+Saint-Joseph-du-Lac,72025,Laurentides,condo,2.0,43,29.9,not_published
	1163	+Huntingdon,69055,Montérégie,plex,1.0,43,41.8,not_published
	1164	+Baie-Trinité,96005,Côte-Nord,unifamilial,1.0,43,46.3,not_published
	1165	+Senneterre,89040,Abitibi-Témiscamingue,plex,1.0,43,49.3,not_published
	1166	+Verchères,59025,Montérégie,plex,1.0,43,44.8,not_published
	1167	+Candiac,67020,Montérégie,plex,1.0,43,49.3,not_published
	1168	+Biencourt,13055,Bas-Saint-Laurent,unifamilial,1.0,43,40.3,not_published
	1169	+Saint-Augustin-de-Woburn,30005,Estrie,unifamilial,1.0,43,49.3,not_published
	1170	+Havre-Saint-Pierre,98040,Côte-Nord,plex,1.0,43,49.3,not_published
	1171	+Rawdon,62037,Lanaudière,condo,1.0,43,40.3,not_published
	1172	+Saint-Paul-de-la-Croix,12035,Bas-Saint-Laurent,unifamilial,1.0,42,46.3,not_published
	1173	+Rouyn-Noranda,86042,Abitibi-Témiscamingue,condo,1.0,42,40.3,not_published
	1174	+Saint-Jean-de-Matha,62015,Lanaudière,plex,1.0,42,41.8,not_published
	1175	+Saint-Luc-de-Vincennes,37225,Mauricie,unifamilial,1.0,42,43.3,not_published
	1176	+Portneuf,34048,Capitale-Nationale,plex,1.0,42,43.3,not_published
	1177	+Rosemère,73020,Laurentides,plex,1.0,42,38.8,not_published
	1178	+Saint-Marcel,17020,Chaudière-Appalaches,unifamilial,1.0,42,38.8,not_published
	1179	+Weedon,41098,Estrie,plex,1.0,42,43.3,not_published
	1180	+Notre-Dame-de-Lourdes,61045,Lanaudière,plex,1.0,42,46.3,not_published
	1181	+Pike River,46025,Estrie,unifamilial,1.0,42,44.8,not_published
	1182	+Sainte-Gertrude-Manneville,88085,Abitibi-Témiscamingue,unifamilial,1.0,41,46.3,not_published
	1183	+Cowansville,46080,Estrie,condo,1.0,41,44.8,not_published
	1184	+Saint-Joseph-de-Lepage,09070,Bas-Saint-Laurent,unifamilial,1.0,41,44.8,not_published
	1185	+Saint-Adrien,40010,Estrie,unifamilial,1.0,41,40.3,not_published
	1186	+Forestville,95045,Côte-Nord,plex,1.0,41,46.3,not_published
	1187	+Brome,46070,Estrie,unifamilial,1.0,41,43.3,not_published
	1188	+Leclercville,33123,Chaudière-Appalaches,unifamilial,1.0,41,40.3,not_published
	1189	+Notre-Dame-de-Ham,39015,Centre-du-Québec,unifamilial,1.0,41,44.8,not_published
	1190	+Saint-Henri,19068,Chaudière-Appalaches,plex,1.0,41,49.3,not_published
	1191	+Roxton Pond,47047,Estrie,plex,1.0,41,41.8,not_published
	1192	+Saint-Adelme,08030,Bas-Saint-Laurent,unifamilial,1.0,41,46.3,not_published
	1193	+Montréal-Ouest,66047,Montréal,plex,1.0,41,44.8,not_published
	1194	+Saint-Simon-les-Mines,29125,Chaudière-Appalaches,unifamilial,1.0,40,47.8,not_published
	1195	+Hampstead,66062,Montréal,plex,1.0,40,49.3,not_published
	1196	+Boischatel,21045,Capitale-Nationale,plex,1.0,40,44.8,not_published
	1197	+Saint-Moïse,07095,Bas-Saint-Laurent,unifamilial,1.0,40,41.8,not_published
	1198	+Dundee,69075,Montérégie,unifamilial,1.0,40,40.3,not_published
	1199	+Oka,72032,Laurentides,plex,1.0,40,43.3,not_published
	1200	+Saint-Sixte,80070,Outaouais,unifamilial,1.0,40,41.8,not_published
	1201	+Bonaventure,05045,Gaspésie–Îles-de-la-Madeleine,plex,1.0,40,41.8,not_published
	1202	+Saint-Adrien-d'Irlande,31095,Chaudière-Appalaches,unifamilial,2.0,39,34.3,not_published
	1203	+Barnston-Ouest,44045,Estrie,unifamilial,1.0,39,47.8,not_published
	1204	+Saint-Joseph-de-Beauce,27043,Chaudière-Appalaches,plex,1.0,39,41.8,not_published
	1205	+Bedford,46040,Estrie,unifamilial,1.0,39,38.8,not_published
	1206	+Carleton-sur-Mer,06013,Gaspésie–Îles-de-la-Madeleine,plex,1.0,39,46.3,not_published
	1207	+Saint-Louis-de-Gonzague,28035,Chaudière-Appalaches,unifamilial,1.0,39,47.8,not_published
	1208	+Saint-Camille,40025,Estrie,unifamilial,1.0,39,43.3,not_published
	1209	+Normétal,87115,Abitibi-Témiscamingue,unifamilial,1.0,38,41.8,not_published
	1210	+Lingwick,41085,Estrie,unifamilial,1.0,38,46.3,not_published
	1211	+Saint-Côme,62065,Lanaudière,plex,1.0,38,37.3,not_published
	1212	+Saint-Lazare,71105,Montérégie,condo,1.0,38,31.3,not_published
	1213	+Grenville,76055,Laurentides,plex,1.0,38,44.8,not_published
	1214	+Rivière-Éternité,94215,Saguenay–Lac-Saint-Jean,unifamilial,1.0,38,44.8,not_published
	1215	+Roquemaure,87015,Abitibi-Témiscamingue,unifamilial,1.0,38,44.8,not_published
	1216	+Villeroy,32085,Centre-du-Québec,unifamilial,1.0,38,40.3,not_published
	1217	+Dégelis,13005,Bas-Saint-Laurent,plex,1.0,38,41.8,not_published
	1218	+Cascapédia–Saint-Jules,05077,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,38,40.3,not_published
	1219	+Saint-Germain-de-Grantham,49048,Centre-du-Québec,plex,1.0,38,43.3,not_published
	1220	+Sainte-Thècle,35050,Mauricie,plex,1.0,38,41.8,not_published
	1221	+Saint-François-de-l'Île-d'Orléans,20005,Capitale-Nationale,unifamilial,1.0,38,43.3,not_published
	1222	+Papineauville,80037,Outaouais,plex,1.0,38,37.3,not_published
	1223	+Stanstead-Est,44050,Estrie,unifamilial,1.0,38,41.8,not_published
	1224	+Pohénégamook,13095,Bas-Saint-Laurent,plex,1.0,37,46.3,not_published
	1225	+Saint-Valentin,56030,Montérégie,unifamilial,1.0,37,40.3,not_published
	1226	+Saint-Denis-de-Brompton,42025,Estrie,plex,1.0,37,38.8,not_published
	1227	+Val-d'Or,89008,Abitibi-Témiscamingue,condo,1.0,37,49.3,not_published
	1228	+Saint-Philippe,67010,Montérégie,plex,1.0,37,43.3,not_published
	1229	+Fortierville,38047,Centre-du-Québec,unifamilial,1.0,37,38.8,not_published
	1230	+Saint-Célestin,50035,Centre-du-Québec,unifamilial,1.0,37,43.3,not_published
	1231	+Abercorn,46005,Estrie,unifamilial,1.0,37,41.8,not_published
	1232	+Martinville,44060,Estrie,unifamilial,1.0,37,41.8,not_published
	1233	+Kinnear's Mills,31105,Chaudière-Appalaches,unifamilial,1.0,37,38.8,not_published
	1234	+Saint-Ambroise-de-Kildare,61040,Lanaudière,plex,1.0,37,38.8,not_published
	1235	+Saint-Marc-du-Lac-Long,13020,Bas-Saint-Laurent,unifamilial,1.0,36,37.3,not_published
	1236	+Notre-Dame-de-Bonsecours,80015,Outaouais,unifamilial,1.0,36,40.3,not_published
	1237	+Latulipe-et-Gaboury,85060,Abitibi-Témiscamingue,unifamilial,1.0,36,46.3,not_published
	1238	+Saint-Félix-de-Valois,62007,Lanaudière,condo,1.0,36,35.8,not_published
	1239	+Saint-François-d'Assise,06055,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,36,34.3,not_published
	1240	+Poularies,87035,Abitibi-Témiscamingue,unifamilial,1.0,36,43.3,not_published
	1241	+Rémigny,85105,Abitibi-Témiscamingue,unifamilial,1.0,36,34.3,not_published
	1242	+Alma,93042,Saguenay–Lac-Saint-Jean,condo,1.0,36,40.3,not_published
	1243	+Neuville,34007,Capitale-Nationale,plex,1.0,36,40.3,not_published
	1244	+Dorval,66087,Montréal,plex,1.0,35,37.3,not_published
	1245	+Notre-Dame-de-Stanbridge,46100,Estrie,unifamilial,1.0,35,43.3,not_published
	1246	+Kamouraska,14050,Bas-Saint-Laurent,unifamilial,1.0,35,40.3,not_published
	1247	+Saint-Thuribe,34085,Capitale-Nationale,unifamilial,1.0,35,40.3,not_published
	1248	+Sainte-Hélène-de-Mancebourg,87070,Abitibi-Témiscamingue,unifamilial,1.0,35,34.3,not_published
	1249	+Saint-Cyrille-de-Wendover,49070,Centre-du-Québec,plex,1.0,35,41.8,not_published
	1250	+Valcourt,42055,Estrie,plex,1.0,35,37.3,not_published
	1251	+Saint-Thomas,61027,Lanaudière,plex,1.0,35,35.8,not_published
	1252	+Saint-Alfred,27015,Chaudière-Appalaches,unifamilial,1.0,35,46.3,not_published
	1253	+Saint-Marcel-de-Richelieu,54125,Montérégie,unifamilial,1.0,35,37.3,not_published
	1254	+Nédélec,85100,Abitibi-Témiscamingue,unifamilial,1.0,35,35.8,not_published
	1255	+Sainte-Madeleine,54025,Montérégie,plex,1.0,34,40.3,not_published
	1256	+Milan,30040,Estrie,unifamilial,1.0,34,41.8,not_published
	1257	+Terrasse-Vaudreuil,71075,Montérégie,plex,1.0,34,40.3,not_published
	1258	+La Conception,78115,Laurentides,plex,1.0,34,35.8,not_published
	1259	+Matapédia,06045,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,34,37.3,not_published
	1260	+Gracefield,83032,Outaouais,plex,1.0,34,40.3,not_published
	1261	+Saint-Stanislas,92070,Saguenay–Lac-Saint-Jean,unifamilial,1.0,34,40.3,not_published
	1262	+Saint-Bruno-de-Kamouraska,14010,Bas-Saint-Laurent,unifamilial,1.0,34,34.3,not_published
	1263	+Saint-Octave-de-Métis,09055,Bas-Saint-Laurent,unifamilial,1.0,33,38.8,not_published
	1264	+Les Hauteurs,09015,Bas-Saint-Laurent,unifamilial,1.0,33,46.3,not_published
	1265	+Lac-des-Aigles,13062,Bas-Saint-Laurent,unifamilial,2.0,33,26.9,not_published
	1266	+Saint-Clément,11005,Bas-Saint-Laurent,unifamilial,1.0,33,38.8,not_published
	1267	+Lebel-sur-Quévillon,99005,Nord-du-Québec,plex,1.0,33,34.3,not_published
	1268	+Saint-Damase-de-L'Islet,17040,Chaudière-Appalaches,unifamilial,1.0,33,37.3,not_published
	1269	+Sainte-Anne-de-la-Pérade,37205,Mauricie,plex,1.0,33,38.8,not_published
	1270	+Escuminac,06025,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,33,38.8,not_published
	1271	+Berry,88070,Abitibi-Témiscamingue,unifamilial,1.0,32,37.3,not_published
	1272	+Lochaber,80055,Outaouais,unifamilial,1.0,32,40.3,not_published
	1273	+Chichester,84090,Outaouais,unifamilial,1.0,32,35.8,not_published
	1274	+Saint-Omer,17005,Chaudière-Appalaches,unifamilial,1.0,32,38.8,not_published
	1275	+Colombier,95050,Côte-Nord,unifamilial,1.0,32,38.8,not_published
	1276	+Saint-André-de-Kamouraska,14040,Bas-Saint-Laurent,unifamilial,1.0,32,40.3,not_published
	1277	+Saint-Adolphe-d'Howard,77065,Laurentides,plex,1.0,32,40.3,not_published
	1278	+Sainte-Agathe-des-Monts,78032,Laurentides,condo,1.0,32,37.3,not_published
	1279	+Notre-Dame-des-Monts,15025,Capitale-Nationale,unifamilial,1.0,32,38.8,not_published
	1280	+Sainte-Irène,07040,Bas-Saint-Laurent,unifamilial,1.0,32,37.3,not_published
	1281	+Kipawa,85010,Abitibi-Témiscamingue,unifamilial,1.0,31,32.8,not_published
	1282	+Egan-Sud,83075,Outaouais,unifamilial,1.0,31,41.8,not_published
	1283	+Victoriaville,39062,Centre-du-Québec,condo,1.0,31,32.8,not_published
	1284	+Maricourt,42065,Estrie,unifamilial,1.0,31,32.8,not_published
	1285	+Moffet,85075,Abitibi-Témiscamingue,unifamilial,1.0,31,40.3,not_published
	1286	+Macamic,87058,Abitibi-Témiscamingue,plex,1.0,31,37.3,not_published
	1287	+Saint-Jean-de-la-Lande,13010,Bas-Saint-Laurent,unifamilial,1.0,31,37.3,not_published
	1288	+Grand-Métis,09060,Bas-Saint-Laurent,unifamilial,1.0,31,38.8,not_published
	1289	+Lac-Supérieur,78095,Laurentides,plex,1.0,31,38.8,not_published
	1290	+Franquelin,96015,Côte-Nord,unifamilial,1.0,31,34.3,not_published
	1291	+Saint-Bernard-de-Michaudville,54115,Montérégie,unifamilial,1.0,31,34.3,not_published
	1292	+Saint-Elzéar,05050,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,31,35.8,not_published
	1293	+Saint-Dominique-du-Rosaire,88065,Abitibi-Témiscamingue,unifamilial,1.0,30,37.3,not_published
	1294	+Lacolle,56023,Montérégie,plex,1.0,30,32.8,not_published
	1295	+Saint-Vianney,07075,Bas-Saint-Laurent,unifamilial,1.0,30,32.8,not_published
	1296	+Saint-Boniface,51085,Mauricie,plex,1.0,30,37.3,not_published
	1297	+Saint-Jules,27055,Chaudière-Appalaches,unifamilial,1.0,30,35.8,not_published
	1298	+Clermont,87110,Abitibi-Témiscamingue,unifamilial,1.0,30,37.3,not_published
	1299	+Saint-Roch-de-Richelieu,53040,Montérégie,plex,1.0,30,37.3,not_published
	1300	+Saint-Jean-Baptiste,57033,Montérégie,plex,1.0,30,37.3,not_published
	1301	+Chartierville,41020,Estrie,unifamilial,1.0,30,34.3,not_published
	1302	+La Trinité-des-Monts,10010,Bas-Saint-Laurent,unifamilial,1.0,30,37.3,not_published
	1303	+Maddington Falls,39165,Centre-du-Québec,unifamilial,1.0,30,35.8,not_published
	1304	+Val-Racine,30015,Estrie,unifamilial,1.0,30,32.8,not_published
	1305	+Saint-Sulpice,60020,Lanaudière,plex,1.0,29,34.3,not_published
	1306	+Sainte-Sophie-d'Halifax,32023,Centre-du-Québec,unifamilial,1.0,29,38.8,not_published
	1307	+Saint-Robert-Bellarmin,30070,Estrie,unifamilial,1.0,29,31.3,not_published
	1308	+Elgin,69050,Montérégie,unifamilial,1.0,29,32.8,not_published
	1309	+Saint-Paul,61005,Lanaudière,condo,1.0,29,32.8,not_published
	1310	+Saint-François-Xavier-de-Viger,12025,Bas-Saint-Laurent,unifamilial,1.0,29,31.3,not_published
	1311	+Port-Cartier,97022,Côte-Nord,plex,1.0,29,35.8,not_published
	1312	+Guérin,85095,Abitibi-Témiscamingue,unifamilial,1.0,29,31.3,not_published
	1313	+Saint-Ignace-de-Stanbridge,46095,Estrie,unifamilial,1.0,29,37.3,not_published
	1314	+Saint-Anselme,19062,Chaudière-Appalaches,plex,1.0,29,38.8,not_published
	1315	+Ferme-Neuve,79097,Laurentides,plex,1.0,29,29.9,not_published
	1316	+Sainte-Thérèse-de-Gaspé,02010,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,29,34.3,not_published
	1317	+Saint-Nazaire-de-Dorchester,19015,Chaudière-Appalaches,unifamilial,1.0,28,34.3,not_published
	1318	+Blanc-Sablon,98005,Côte-Nord,unifamilial,1.0,28,38.8,not_published
	1319	+Sainte-Brigitte-de-Laval,22045,Capitale-Nationale,plex,1.0,28,31.3,not_published
	1320	+Saint-Eugène-d'Argentenay,92065,Saguenay–Lac-Saint-Jean,unifamilial,1.0,28,34.3,not_published
	1321	+Barkmere,78050,Laurentides,unifamilial,1.0,28,34.3,not_published
	1322	+Saint-Ferréol-les-Neiges,21010,Capitale-Nationale,plex,1.0,28,28.4,not_published
	1323	+Ascot Corner,41055,Estrie,plex,1.0,28,31.3,not_published
	1324	+Sainte-Mélanie,61050,Lanaudière,plex,1.0,28,34.3,not_published
	1325	+Warden,47030,Estrie,unifamilial,1.0,28,34.3,not_published
	1326	+La Rédemption,09005,Bas-Saint-Laurent,unifamilial,1.0,28,35.8,not_published
	1327	+Saint-Eusèbe,13030,Bas-Saint-Laurent,unifamilial,1.0,28,31.3,not_published
	1328	+Saint-Alphonse-Rodriguez,62025,Lanaudière,plex,1.0,27,32.8,not_published
	1329	+Lac-des-Écorces,79078,Laurentides,plex,1.0,27,26.9,not_published
	1330	+Bois-Franc,83085,Outaouais,unifamilial,1.0,27,32.8,not_published
	1331	+Lac-Frontière,18010,Chaudière-Appalaches,unifamilial,1.0,27,34.3,not_published
	1332	+Chelsea,82025,Outaouais,plex,1.0,27,35.8,not_published
	1333	+Saint-Agapit,33045,Chaudière-Appalaches,plex,1.0,27,32.8,not_published
	1334	+Laurier-Station,33060,Chaudière-Appalaches,plex,1.0,27,31.3,not_published
	1335	+Saint-François-du-Lac,50128,Centre-du-Québec,plex,1.0,27,29.9,not_published
	1336	+Sainte-Edwidge-de-Clifton,44055,Estrie,unifamilial,1.0,27,28.4,not_published
	1337	+Saint-Pie-de-Guire,49130,Centre-du-Québec,unifamilial,1.0,27,34.3,not_published
	1338	+Saint-Ambroise,94255,Saguenay–Lac-Saint-Jean,plex,1.0,27,32.8,not_published
	1339	+Sainte-Madeleine-de-la-Rivière-Madeleine,04005,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,27,35.8,not_published
	1340	+Godbout,96010,Côte-Nord,unifamilial,1.0,27,34.3,not_published
	1341	+Saint-Alexis-de-Matapédia,06050,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,27,34.3,not_published
	1342	+Maskinongé,51008,Mauricie,plex,1.0,27,37.3,not_published
	1343	+Saint-Prosper,28020,Chaudière-Appalaches,plex,1.0,27,34.3,not_published
	1344	+Saint-Bruno-de-Montarville,58037,Montérégie,plex,1.0,27,35.8,not_published
	1345	+Esprit-Saint,10005,Bas-Saint-Laurent,unifamilial,1.0,27,34.3,not_published
	1346	+Saint-Augustin,92005,Saguenay–Lac-Saint-Jean,unifamilial,1.0,27,38.8,not_published
	1347	+Notre-Dame-du-Mont-Carmel,37235,Mauricie,plex,1.0,27,35.8,not_published
	1348	+Saint-Éloi,11035,Bas-Saint-Laurent,unifamilial,1.0,27,26.9,not_published
	1349	+Saint-Aimé,53015,Montérégie,unifamilial,1.0,26,28.4,not_published
	1350	+Longue-Pointe-de-Mingan,98045,Côte-Nord,unifamilial,1.0,26,31.3,not_published
	1351	+Saint-Casimir,34078,Capitale-Nationale,plex,1.0,26,26.9,not_published
	1352	+Saint-Lambert-de-Lauzon,26070,Chaudière-Appalaches,plex,1.0,26,29.9,not_published
	1353	+Waterville,44080,Estrie,plex,1.0,26,29.9,not_published
	1354	+Sainte-Claire,19055,Chaudière-Appalaches,plex,1.0,26,31.3,not_published
	1355	+Otterburn Park,57030,Montérégie,condo,1.0,26,25.4,not_published
	1356	+Yamachiche,51020,Mauricie,plex,1.0,26,37.3,not_published
	1357	+Sainte-Croix,33102,Chaudière-Appalaches,plex,1.0,26,26.9,not_published
	1358	+Daveluyville,39152,Centre-du-Québec,plex,1.0,26,32.8,not_published
	1359	+Saint-Antoine-de-l'Isle-aux-Grues,18070,Chaudière-Appalaches,unifamilial,1.0,26,32.8,not_published
	1360	+Saint-Zénon-du-Lac-Humqui,07035,Bas-Saint-Laurent,unifamilial,1.0,26,28.4,not_published
	1361	+East Broughton,31122,Chaudière-Appalaches,plex,1.0,26,29.9,not_published
	1362	+Sainte-Luce,09092,Bas-Saint-Laurent,plex,1.0,26,31.3,not_published
	1363	+Sainte-Félicité,17025,Chaudière-Appalaches,unifamilial,1.0,26,31.3,not_published
	1364	+Saint-Nazaire,93045,Saguenay–Lac-Saint-Jean,plex,1.0,26,32.8,not_published
	1365	+Barraute,88022,Abitibi-Témiscamingue,plex,1.0,26,31.3,not_published
	1366	+Saint-Alexis-des-Monts,51065,Mauricie,plex,1.0,26,26.9,not_published
	1367	+Portage-du-Fort,84020,Outaouais,unifamilial,1.0,26,29.9,not_published
	1368	+Calixa-Lavallée,59030,Montérégie,unifamilial,1.0,25,29.9,not_published
	1369	+Saint-Julien,31035,Chaudière-Appalaches,unifamilial,1.0,25,32.8,not_published
	1370	+Saint-Léandre,08065,Bas-Saint-Laurent,unifamilial,1.0,25,31.3,not_published
	1371	+Saint-Esprit,63030,Lanaudière,plex,1.0,25,31.3,not_published
	1372	+Cap-Saint-Ignace,18045,Chaudière-Appalaches,plex,1.0,25,29.9,not_published
	1373	+L'Islet,17078,Chaudière-Appalaches,plex,1.0,25,26.9,not_published
	1374	+McMasterville,57025,Montérégie,condo,1.0,25,29.9,not_published
	1375	+Orford,45115,Estrie,plex,1.0,25,31.3,not_published
	1376	+Hope,05025,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,25,31.3,not_published
	1377	+Saint-Séverin,27070,Chaudière-Appalaches,unifamilial,1.0,25,34.3,not_published
	1378	+La Pêche,82035,Outaouais,condo,1.0,25,29.9,not_published
	1379	+Saint-Noël,07100,Bas-Saint-Laurent,unifamilial,1.0,25,29.9,not_published
	1380	+Deschambault-Grondines,34058,Capitale-Nationale,plex,1.0,24,34.3,not_published
	1381	+New Richmond,05070,Gaspésie–Îles-de-la-Madeleine,plex,1.0,24,31.3,not_published
	1382	+Potton,45030,Estrie,condo,1.0,24,29.9,not_published
	1383	+Ange-Gardien,55008,Montérégie,plex,1.0,24,29.9,not_published
	1384	+Saint-Tharcisius,07070,Bas-Saint-Laurent,unifamilial,1.0,24,29.9,not_published
	1385	+Sainte-Monique,50057,Centre-du-Québec,unifamilial,1.0,24,26.9,not_published
	1386	+Chazel,87095,Abitibi-Témiscamingue,unifamilial,1.0,24,28.4,not_published
	1387	+Sainte-Hélène-de-Chester,39035,Centre-du-Québec,unifamilial,1.0,24,31.3,not_published
	1388	+Mont-Saint-Grégoire,56097,Montérégie,plex,1.0,24,25.4,not_published
	1389	+Aston-Jonction,50013,Centre-du-Québec,unifamilial,1.5,24,23.9,not_published
	1390	+Lyster,32065,Centre-du-Québec,plex,1.0,24,28.4,not_published
	1391	+Yamaska,53072,Montérégie,plex,1.0,24,29.9,not_published
	1392	+Ivry-sur-le-Lac,78042,Laurentides,unifamilial,1.0,24,31.3,not_published
	1393	+Pointe-Claire,66097,Montréal,plex,1.0,24,31.3,not_published
	1394	+Saint-André-d'Argenteuil,76008,Laurentides,plex,1.0,23,28.4,not_published
	1395	+Saint-Pierre-de-Lamy,13075,Bas-Saint-Laurent,unifamilial,1.0,23,31.3,not_published
	1396	+Saint-Eugène-de-Ladrière,10075,Bas-Saint-Laurent,unifamilial,1.0,23,29.9,not_published
	1397	+Notre-Dame-du-Laus,79005,Laurentides,plex,1.0,23,28.4,not_published
	1398	+Sainte-Marie-Madeleine,54030,Montérégie,plex,1.0,23,25.4,not_published
	1399	+Saint-Paulin,51060,Mauricie,plex,1.0,23,25.4,not_published
	1400	+Sainte-Clotilde-de-Beauce,31060,Chaudière-Appalaches,unifamilial,1.0,23,25.4,not_published
	1401	+Sainte-Lucie-de-Beauregard,18020,Chaudière-Appalaches,unifamilial,1.0,23,28.4,not_published
	1402	+Sainte-Florence,07010,Bas-Saint-Laurent,unifamilial,1.0,23,26.9,not_published
	1403	+Saint-Sévère,51030,Mauricie,unifamilial,1.0,23,25.4,not_published
	1404	+Authier-Nord,87100,Abitibi-Témiscamingue,unifamilial,1.0,23,32.8,not_published
	1405	+Grand-Saint-Esprit,50065,Centre-du-Québec,unifamilial,1.0,23,29.9,not_published
	1406	+Saint-Gabriel-de-Valcartier,22025,Capitale-Nationale,plex,1.0,23,26.9,not_published
	1407	+Saint-Anaclet-de-Lessard,10030,Bas-Saint-Laurent,plex,1.0,23,23.9,not_published
	1408	+Saint-Antonin,12015,Bas-Saint-Laurent,plex,1.0,23,29.9,not_published
	1409	+Béthanie,48005,Montérégie,unifamilial,1.0,23,29.9,not_published
	1410	+Saint-Jean-Port-Joli,17070,Chaudière-Appalaches,plex,1.0,23,28.4,not_published
	1411	+Normandin,92040,Saguenay–Lac-Saint-Jean,plex,1.0,23,31.3,not_published
	1412	+Saint-Barthélemy,52055,Lanaudière,plex,1.0,23,31.3,not_published
	1413	+Sacré-Coeur-de-Jésus,31130,Chaudière-Appalaches,unifamilial,1.0,23,31.3,not_published
	1414	+Sainte-Françoise,38035,Centre-du-Québec,unifamilial,1.0,23,31.3,not_published
	1415	+Saint-Henri,19068,Chaudière-Appalaches,condo,1.0,23,23.9,not_published
	1416	+Sainte-Cécile-de-Lévrard,38060,Centre-du-Québec,unifamilial,1.0,22,28.4,not_published
	1417	+East Hereford,44010,Estrie,unifamilial,1.0,22,25.4,not_published
	1418	+Notre-Dame-de-l'Île-Perrot,71065,Montérégie,plex,1.0,22,31.3,not_published
	1419	+Beauharnois,70022,Montérégie,condo,1.0,22,25.4,not_published
	1420	+Rivière-du-Loup,12072,Bas-Saint-Laurent,condo,1.0,22,23.9,not_published
	1421	+Rapide-Danseur,87010,Abitibi-Témiscamingue,unifamilial,1.0,22,26.9,not_published
	1422	+Roxton Falls,48010,Montérégie,plex,1.0,22,31.3,not_published
	1423	+Les Méchins,08005,Bas-Saint-Laurent,unifamilial,2.0,22,19.4,not_published
	1424	+La Présentation,54035,Montérégie,plex,1.0,22,28.4,not_published
	1425	+Wickham,49040,Centre-du-Québec,plex,1.0,22,23.9,not_published
	1426	+Sainte-Justine,28045,Chaudière-Appalaches,plex,1.0,22,32.8,not_published
	1427	+Marsoui,04025,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,22,26.9,not_published
	1428	+Eastman,45093,Estrie,plex,1.0,22,26.9,not_published
	1429	+Saint-Apollinaire,33090,Chaudière-Appalaches,condo,1.0,22,19.4,not_published
	1430	+Dollard-des-Ormeaux,66142,Montréal,plex,1.0,22,29.9,not_published
	1431	+Sainte-Élisabeth,52030,Lanaudière,plex,1.0,22,25.4,not_published
	1432	+Lac-Tremblant-Nord,78127,Laurentides,unifamilial,1.0,21,28.4,not_published
	1433	+Rigaud,71133,Montérégie,condo,1.0,21,28.4,not_published
	1434	+Sainte-Catherine,67030,Montérégie,condo,1.0,21,19.4,not_published
	1435	+Napierville,68030,Montérégie,plex,1.0,21,23.9,not_published
	1436	+Sainte-Rita,11015,Bas-Saint-Laurent,unifamilial,1.0,21,19.4,not_published
	1437	+Sainte-Barbe,69065,Montérégie,plex,1.0,21,26.9,not_published
	1438	+Amherst,78070,Laurentides,plex,1.0,21,25.4,not_published
	1439	+Saint-Raphaël,19082,Chaudière-Appalaches,plex,1.0,21,29.9,not_published
	1440	+Saint-Alexandre-de-Kamouraska,14035,Bas-Saint-Laurent,plex,1.0,21,26.9,not_published
	1441	+Cap-Santé,34030,Capitale-Nationale,plex,1.0,21,26.9,not_published
	1442	+Saint-Prime,91035,Saguenay–Lac-Saint-Jean,plex,1.0,21,26.9,not_published
	1443	+Saint-Jean-de-Brébeuf,31100,Chaudière-Appalaches,unifamilial,1.0,21,25.4,not_published
	1444	+Saint-Lin–Laurentides,63048,Lanaudière,condo,1.0,21,20.9,not_published
	1445	+Saint-Martin,29045,Chaudière-Appalaches,plex,1.0,21,25.4,not_published
	1446	+Témiscaming,85005,Abitibi-Témiscamingue,plex,1.0,21,25.4,not_published
	1447	+La Reine,87080,Abitibi-Témiscamingue,unifamilial,1.0,21,28.4,not_published
	1448	+Rougemont,55037,Montérégie,plex,1.0,21,23.9,not_published
	1449	+Padoue,09040,Bas-Saint-Laurent,unifamilial,1.0,21,23.9,not_published
	1450	+Chénéville,80103,Outaouais,plex,1.0,21,23.9,not_published
	1451	+Fugèreville,85055,Abitibi-Témiscamingue,unifamilial,1.0,21,28.4,not_published
	1452	+Stoke,42005,Estrie,plex,1.0,21,26.9,not_published
	1453	+Saint-Pierre-de-l'Île-d'Orléans,20025,Capitale-Nationale,plex,1.0,21,26.9,not_published
	1454	+Saint-Fortunat,31030,Chaudière-Appalaches,unifamilial,1.0,21,25.4,not_published
	1455	+Sainte-Élizabeth-de-Warwick,39090,Centre-du-Québec,unifamilial,1.0,21,26.9,not_published
	1456	+Saint-Maurice,37230,Mauricie,plex,1.0,20,22.4,not_published
	1457	+Saint-Joachim,21020,Capitale-Nationale,plex,1.0,20,25.4,not_published
	1458	+Saint-Fulgence,94235,Saguenay–Lac-Saint-Jean,plex,1.0,20,25.4,not_published
	1459	+Les Cèdres,71050,Montérégie,plex,1.0,20,23.9,not_published
	1460	+Saint-Basile,34038,Capitale-Nationale,plex,1.0,20,26.9,not_published
	1461	+Saint-Gérard-Majella,53085,Montérégie,unifamilial,1.0,20,22.4,not_published
	1462	+Caplan,05060,Gaspésie–Îles-de-la-Madeleine,plex,1.0,20,28.4,not_published
	1463	+Baie-Sainte-Catherine,15065,Capitale-Nationale,unifamilial,1.0,20,25.4,not_published
	1464	+Cacouna,12057,Bas-Saint-Laurent,plex,1.0,20,28.4,not_published
	1465	+Lavaltrie,52007,Lanaudière,condo,1.0,20,28.4,not_published
	1466	+Saint-Léonard-d'Aston,50042,Centre-du-Québec,plex,1.0,20,22.4,not_published
	1467	+Sainte-Victoire-de-Sorel,53025,Montérégie,plex,1.0,20,28.4,not_published
	1468	+Laniel,85905,Abitibi-Témiscamingue,unifamilial,1.0,20,25.4,not_published
	1469	+Lac-Normand,35904,Mauricie,unifamilial,1.0,20,26.9,not_published
	1470	+Sainte-Jeanne-d'Arc-de-la-Mitis,09020,Bas-Saint-Laurent,unifamilial,1.0,20,29.9,not_published
	1471	+Saint-Charles-de-Bellechasse,19097,Chaudière-Appalaches,plex,1.0,20,26.9,not_published
	1472	+Ristigouche-Sud-Est,06035,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,20,23.9,not_published
	1473	+Upton,48038,Montérégie,plex,1.0,20,25.4,not_published
	1474	+Saint-Tite-des-Caps,21005,Capitale-Nationale,plex,1.0,20,25.4,not_published
	1475	+Lac-aux-Sables,35010,Mauricie,plex,1.0,20,20.9,not_published
	1476	+Saint-David-de-Falardeau,94245,Saguenay–Lac-Saint-Jean,plex,1.0,19,23.9,not_published
	1477	+Saint-Placide,72043,Laurentides,plex,1.0,19,25.4,not_published
	1478	+Mandeville,52095,Lanaudière,plex,1.0,19,22.4,not_published
	1479	+Desbiens,93005,Saguenay–Lac-Saint-Jean,plex,1.0,19,23.9,not_published
	1480	+Grenville-sur-la-Rouge,76052,Laurentides,plex,1.0,19,22.4,not_published
	1481	+Rivière-Beaudette,71005,Montérégie,plex,1.0,19,22.4,not_published
	1482	+Cacouna,12057,Bas-Saint-Laurent,condo,1.0,19,22.4,not_published
	1483	+La Visitation-de-Yamaska,50085,Centre-du-Québec,unifamilial,1.0,19,26.9,not_published
	1484	+Sainte-Catherine-de-Hatley,45060,Estrie,plex,1.0,19,25.4,not_published
	1485	+Hope Town,05020,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,19,26.9,not_published
	1486	+Sainte-Catherine-de-la-Jacques-Cartier,22005,Capitale-Nationale,condo,1.0,19,23.9,not_published
	1487	+Saint-Lambert,87120,Abitibi-Témiscamingue,unifamilial,1.0,19,23.9,not_published
	1488	+Saint-Jacques-le-Majeur-de-Wolfestown,31025,Chaudière-Appalaches,unifamilial,1.0,19,22.4,not_published
	1489	+Grosse-Île,01042,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,19,22.4,not_published
	1490	+Saint-Pascal,14018,Bas-Saint-Laurent,plex,1.0,19,23.9,not_published
	1491	+Rivière-aux-Outardes,96902,Côte-Nord,unifamilial,1.0,19,25.4,not_published
	1492	+Saint-Siméon,05055,Gaspésie–Îles-de-la-Madeleine,plex,1.0,19,23.9,not_published
	1493	+Saint-Côme–Linière,29057,Chaudière-Appalaches,plex,1.0,19,25.4,not_published
	1494	+Petite-Rivière-Saint-François,16005,Capitale-Nationale,plex,1.0,19,22.4,not_published
	1495	+Saint-Bruno-de-Guigues,85045,Abitibi-Témiscamingue,plex,1.0,19,26.9,not_published
	1496	+Pointe-des-Cascades,71055,Montérégie,plex,1.0,19,25.4,not_published
	1497	+Lorraine,73025,Laurentides,condo,1.0,18,22.4,not_published
	1498	+Saint-Isidore,67040,Montérégie,plex,1.0,18,19.4,not_published
	1499	+Saint-Edmond-les-Plaines,92050,Saguenay–Lac-Saint-Jean,unifamilial,1.0,18,22.4,not_published
	1500	+Saint-Dominique,54060,Montérégie,plex,1.0,18,23.9,not_published
	1501	+La Martre,04030,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,18,25.4,not_published
	1502	+Saint-Gédéon-de-Beauce,29013,Chaudière-Appalaches,plex,1.0,18,22.4,not_published
	1503	+Venise-en-Québec,56005,Montérégie,plex,1.0,18,26.9,not_published
	1504	+Saint-Joseph-de-Kamouraska,14030,Bas-Saint-Laurent,unifamilial,1.0,18,25.4,not_published
	1505	+Shawville,84010,Outaouais,plex,1.0,18,22.4,not_published
	1506	+Pierreville,50113,Centre-du-Québec,plex,1.0,18,19.4,not_published
	1507	+Dunham,46050,Estrie,plex,1.0,18,25.4,not_published
	1508	+Saint-Gilbert,34060,Capitale-Nationale,unifamilial,1.0,18,22.4,not_published
	1509	+Saint-Fabien,10070,Bas-Saint-Laurent,plex,1.0,18,22.4,not_published
	1510	+Deux-Montagnes,72010,Laurentides,condo,1.0,18,20.9,not_published
	1511	+Saint-Narcisse,37240,Mauricie,plex,1.0,18,23.9,not_published
	1512	+Saint-Cléophas-de-Brandon,52075,Lanaudière,unifamilial,1.0,18,20.9,not_published
	1513	+Sainte-Marcelline-de-Kildare,62030,Lanaudière,plex,1.0,18,23.9,not_published
	1514	+Saint-Paul-d'Abbotsford,55015,Montérégie,plex,1.0,18,19.4,not_published
	1515	+Mansfield-et-Pontefract,84065,Outaouais,plex,1.0,18,23.9,not_published
	1516	+La Malbaie,15013,Capitale-Nationale,condo,1.0,18,22.4,not_published
	1517	+Albertville,07025,Bas-Saint-Laurent,unifamilial,1.0,18,20.9,not_published
	1518	+Pincourt,71070,Montérégie,plex,1.0,18,22.4,not_published
	1519	+La Guadeloupe,29030,Chaudière-Appalaches,plex,1.0,18,19.4,not_published
	1520	+Grande-Rivière,02015,Gaspésie–Îles-de-la-Madeleine,plex,1.0,18,22.4,not_published
	1521	+Saint-Éphrem-de-Beauce,29112,Chaudière-Appalaches,plex,1.0,18,23.9,not_published
	1522	+Hampden,41075,Estrie,unifamilial,1.0,18,23.9,not_published
	1523	+Chambord,91020,Saguenay–Lac-Saint-Jean,plex,1.0,18,20.9,not_published
	1524	+Saint-Pierre-de-l'Île-d'Orléans,20025,Capitale-Nationale,condo,1.0,18,22.4,not_published
	1525	+Saint-Ignace-de-Loyola,52045,Lanaudière,plex,1.0,18,23.9,not_published
	1526	+Saint-Siméon,15058,Capitale-Nationale,plex,1.0,18,23.9,not_published
	1527	+Notre-Dame-des-Pins,29120,Chaudière-Appalaches,plex,1.0,18,20.9,not_published
	1528	+Saint-Athanase,13100,Bas-Saint-Laurent,unifamilial,1.0,18,22.4,not_published
	1529	+Saint-Elzéar-de-Témiscouata,13085,Bas-Saint-Laurent,unifamilial,1.0,17,20.9,not_published
	1530	+Saint-Pacôme,14070,Bas-Saint-Laurent,plex,1.0,17,16.4,not_published
	1531	+Sainte-Anne-de-Sorel,53065,Montérégie,plex,1.0,17,20.9,not_published
	1532	+Paspébiac,05032,Gaspésie–Îles-de-la-Madeleine,plex,1.0,17,20.9,not_published
	1533	+Saint-Médard,11025,Bas-Saint-Laurent,unifamilial,1.0,17,20.9,not_published
	1534	+Larouche,94265,Saguenay–Lac-Saint-Jean,plex,1.0,17,22.4,not_published
	1535	+Shefford,47035,Estrie,plex,1.0,17,20.9,not_published
	1536	+Sacré-Coeur,95010,Côte-Nord,plex,1.0,17,19.4,not_published
	1537	+Aguanish,98030,Côte-Nord,unifamilial,1.0,17,22.4,not_published
	1538	+Val-des-Lacs,78100,Laurentides,plex,1.0,17,22.4,not_published
	1539	+Brébeuf,78075,Laurentides,plex,1.0,17,20.9,not_published
	1540	+Saint-Polycarpe,71020,Montérégie,plex,1.0,17,22.4,not_published
	1541	+Saint-Pamphile,17010,Chaudière-Appalaches,plex,1.0,17,23.9,not_published
	1542	+Champlain,37220,Mauricie,plex,1.0,17,20.9,not_published
	1543	+Saint-Alphonse-de-Granby,47010,Estrie,plex,1.0,17,20.9,not_published
	1544	+Les Escoumins,95025,Côte-Nord,plex,1.0,17,25.4,not_published
	1545	+Saint-Philibert,29065,Chaudière-Appalaches,unifamilial,1.0,17,20.9,not_published
	1546	+Saint-François-Xavier-de-Brompton,42020,Estrie,plex,1.0,17,20.9,not_published
	1547	+Notre-Dame-de-l'Île-Perrot,71065,Montérégie,condo,1.0,17,19.4,not_published
	1548	+Saint-Hyacinthe,54048,Montérégie,condo,1.0,17,20.9,not_published
	1549	+Lorrainville,85037,Abitibi-Témiscamingue,plex,1.0,17,23.9,not_published
	1550	+Sept-Îles,97007,Côte-Nord,condo,1.0,17,17.9,not_published
	1551	+Montebello,80010,Outaouais,plex,1.0,17,17.9,not_published
	1552	+Saint-Jean-de-Dieu,11010,Bas-Saint-Laurent,plex,1.0,17,22.4,not_published
	1553	+Farnham,46112,Estrie,condo,1.0,17,23.9,not_published
	1554	+Chertsey,62047,Lanaudière,plex,1.0,17,25.4,not_published
	1555	+Saint-Liboire,54072,Montérégie,plex,1.0,16,19.4,not_published
	1556	+Causapscal,07018,Bas-Saint-Laurent,plex,1.0,16,22.4,not_published
	1557	+Belcourt,89050,Abitibi-Témiscamingue,unifamilial,1.0,16,19.4,not_published
	1558	+Saint-Marc-sur-Richelieu,57050,Montérégie,plex,1.0,16,19.4,not_published
	1559	+Saint-Cléophas,07090,Bas-Saint-Laurent,unifamilial,1.0,16,22.4,not_published
	1560	+Rivière-à-Claude,04020,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,16,17.9,not_published
	1561	+Saint-Gervais,19075,Chaudière-Appalaches,plex,1.0,16,19.4,not_published
	1562	+Stanbridge Station,46030,Estrie,unifamilial,1.0,16,17.9,not_published
	1563	+Sainte-Hélène-de-Bagot,54095,Montérégie,plex,1.0,16,19.4,not_published
	1564	+L'Île-d'Anticosti,98020,Côte-Nord,unifamilial,1.0,16,20.9,not_published
	1565	+Potton,45030,Estrie,plex,1.0,16,22.4,not_published
	1566	+Saint-Gilles,33035,Chaudière-Appalaches,plex,1.0,16,19.4,not_published
	1567	+Hudson,71100,Montérégie,plex,1.0,16,19.4,not_published
	1568	+Natashquan,98025,Côte-Nord,unifamilial,1.0,16,19.4,not_published
	1569	+Sainte-Émélie-de-l'Énergie,62070,Lanaudière,plex,1.0,16,23.9,not_published
	1570	+Nominingue,79030,Laurentides,plex,1.0,16,20.9,not_published
	1571	+Saint-Ulric,08073,Bas-Saint-Laurent,plex,1.0,16,22.4,not_published
	1572	+Saint-Germain-de-Kamouraska,14045,Bas-Saint-Laurent,unifamilial,1.0,16,20.9,not_published
	1573	+Saint-Polycarpe,71020,Montérégie,condo,1.0,16,17.9,not_published
	1574	+Notre-Dame-du-Nord,85090,Abitibi-Témiscamingue,plex,1.0,16,20.9,not_published
	1575	+Saint-Clet,71045,Montérégie,plex,1.0,16,22.4,not_published
	1576	+Brownsburg-Chatham,76043,Laurentides,condo,1.0,16,19.4,not_published
	1577	+Lac-Bouchette,91005,Saguenay–Lac-Saint-Jean,plex,1.0,15,17.9,not_published
	1578	+Saint-Cuthbert,52062,Lanaudière,plex,1.0,15,19.4,not_published
	1579	+Authier,87050,Abitibi-Témiscamingue,unifamilial,1.0,15,20.9,not_published
	1580	+Saint-Étienne-des-Grès,51090,Mauricie,plex,1.0,15,20.9,not_published
	1581	+L'Anse-Saint-Jean,94210,Saguenay–Lac-Saint-Jean,plex,1.0,15,19.4,not_published
	1582	+Ripon,80078,Outaouais,plex,1.0,15,20.9,not_published
	1583	+Saint-Zacharie,28005,Chaudière-Appalaches,plex,1.0,15,20.9,not_published
	1584	+Saint-Laurent-de-l'Île-d'Orléans,20020,Capitale-Nationale,plex,1.0,15,19.4,not_published
	1585	+Saint-Denis-sur-Richelieu,57068,Montérégie,plex,1.0,15,17.9,not_published
	1586	+Saint-Donat,62060,Lanaudière,condo,1.0,15,14.9,not_published
	1587	+Léry,67055,Montérégie,plex,1.0,15,19.4,not_published
	1588	+Lemieux,38020,Centre-du-Québec,unifamilial,1.0,15,19.4,not_published
	1589	+Baie-D'Urfé,66112,Montréal,condo,1.0,15,20.9,not_published
	1590	+Notre-Dame-des-Prairies,61030,Lanaudière,condo,1.0,15,17.9,not_published
	1591	+Port-Daniel–Gascons,02047,Gaspésie–Îles-de-la-Madeleine,plex,1.0,15,20.9,not_published
	1592	+Coteau-du-Lac,71040,Montérégie,condo,1.0,15,17.9,not_published
	1593	+Franklin,69010,Montérégie,plex,1.0,15,20.9,not_published
	1594	+Mont-Saint-Pierre,04015,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,14,16.4,not_published
	1595	+Shigawake,05010,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,14,17.9,not_published
	1596	+Stanstead,45025,Estrie,plex,1.0,14,17.9,not_published
	1597	+Sayabec,07085,Bas-Saint-Laurent,plex,1.0,14,19.4,not_published
	1598	+Pont-Rouge,34017,Capitale-Nationale,condo,1.0,14,20.9,not_published
	1599	+Maria,06005,Gaspésie–Îles-de-la-Madeleine,plex,1.0,14,19.4,not_published
	1600	+Napierville,68030,Montérégie,condo,1.0,14,16.4,not_published
	1601	+Saint-Anicet,69070,Montérégie,plex,1.0,14,20.9,not_published
	1602	+Nouvelle,06020,Gaspésie–Îles-de-la-Madeleine,plex,1.0,14,17.9,not_published
	1603	+L'Ascension-de-Notre-Seigneur,93065,Saguenay–Lac-Saint-Jean,plex,1.0,14,17.9,not_published
	1604	+Hampstead,66062,Montréal,condo,1.0,14,17.9,not_published
	1605	+Compton,44071,Estrie,plex,1.0,14,19.4,not_published
	1606	+Saint-Alexis,63023,Lanaudière,plex,1.0,14,14.9,not_published
	1607	+Saint-Édouard-de-Lotbinière,33080,Chaudière-Appalaches,plex,1.0,14,20.9,not_published
	1608	+Lac-Poulin,29095,Chaudière-Appalaches,unifamilial,1.0,14,20.9,not_published
	1609	+Durham-Sud,49015,Centre-du-Québec,plex,1.0,14,19.4,not_published
	1610	+Saint-Pierre,61020,Lanaudière,unifamilial,1.0,14,20.9,not_published
	1611	+Chute-aux-Outardes,96035,Côte-Nord,plex,1.0,14,17.9,not_published
	1612	+Saint-Isidore,26063,Chaudière-Appalaches,plex,1.0,14,17.9,not_published
	1613	+Saint-Gabriel-de-Brandon,52085,Lanaudière,plex,1.0,14,20.9,not_published
	1614	+Belleterre,85065,Abitibi-Témiscamingue,unifamilial,1.0,13,16.4,not_published
	1615	+Sainte-Geneviève-de-Berthier,52040,Lanaudière,plex,1.0,13,17.9,not_published
	1616	+Saint-Gilles,33035,Chaudière-Appalaches,condo,1.0,13,13.4,not_published
	1617	+Lac-Mégantic,30030,Estrie,condo,1.0,13,17.9,not_published
	1618	+Sainte-Béatrix,62020,Lanaudière,plex,1.0,13,19.4,not_published
	1619	+Saint-Stanislas-de-Kostka,70040,Montérégie,plex,1.0,13,16.4,not_published
	1620	+Saint-Urbain,16055,Capitale-Nationale,plex,1.0,13,16.4,not_published
	1621	+Saint-Michel-de-Bellechasse,19110,Chaudière-Appalaches,plex,1.0,13,17.9,not_published
	1622	+Saint-Liguori,63065,Lanaudière,plex,1.0,13,16.4,not_published
	1623	+Saint-Honoré-de-Témiscouata,13090,Bas-Saint-Laurent,plex,1.0,13,17.9,not_published
	1624	+Berthier-sur-Mer,18065,Chaudière-Appalaches,plex,1.0,13,17.9,not_published
	1625	+Frelighsburg,46010,Estrie,plex,1.0,13,16.4,not_published
	1626	+Sainte-Perpétue,17030,Chaudière-Appalaches,plex,1.0,13,17.9,not_published
	1627	+La Morandière-Rochebaucourt,88012,Abitibi-Témiscamingue,unifamilial,1.0,13,16.4,not_published
	1628	+Saint-Roch-de-l'Achigan,63035,Lanaudière,condo,1.0,13,17.9,not_published
	1629	+Béarn,85020,Abitibi-Témiscamingue,plex,1.0,13,17.9,not_published
	1630	+Fort-Coulonge,84060,Outaouais,plex,1.0,13,17.9,not_published
	1631	+Saint-Louis-du-Ha! Ha!,13080,Bas-Saint-Laurent,plex,1.0,13,14.9,not_published
	1632	+Sainte-Lucie-des-Laurentides,78020,Laurentides,plex,1.0,13,13.4,not_published
	1633	+Vallée-Jonction,26015,Chaudière-Appalaches,plex,1.0,13,13.4,not_published
	1634	+Entrelacs,62053,Lanaudière,plex,1.0,13,16.4,not_published
	1635	+Armagh,19037,Chaudière-Appalaches,plex,1.0,13,19.4,not_published
	1636	+Austin,45085,Estrie,plex,1.0,13,19.4,not_published
	1637	+Mille-Isles,76030,Laurentides,plex,1.0,13,14.9,not_published
	1638	+Messines,83060,Outaouais,plex,1.0,13,17.9,not_published
	1639	+Launay,88080,Abitibi-Témiscamingue,unifamilial,1.0,13,17.9,not_published
	1640	+Albanel,92030,Saguenay–Lac-Saint-Jean,plex,1.0,13,16.4,not_published
	1641	+Rosemère,73020,Laurentides,condo,1.0,13,14.9,not_published
	1642	+Tingwick,39025,Centre-du-Québec,plex,1.0,13,19.4,not_published
	1643	+Lawrenceville,42045,Estrie,plex,1.0,13,16.4,not_published
	1644	+Saint-Alexandre,56055,Montérégie,plex,1.0,13,17.9,not_published
	1645	+Sheenboro,84095,Outaouais,unifamilial,1.0,13,16.4,not_published
	1646	+Saint-Godefroi,05015,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,13,16.4,not_published
	1647	+L'Isle-aux-Coudres,16023,Capitale-Nationale,plex,1.0,12,16.4,not_published
	1648	+Plaisance,80045,Outaouais,plex,1.0,12,16.4,not_published
	1649	+Côte-Nord-du-Golfe-du-Saint-Laurent,98015,Côte-Nord,unifamilial,1.0,12,16.4,not_published
	1650	+Lambton,30095,Estrie,plex,1.0,12,14.9,not_published
	1651	+Lac-Simon,80095,Outaouais,plex,1.0,12,14.9,not_published
	1652	+Saint-Antoine-de-Tilly,33095,Chaudière-Appalaches,plex,1.0,12,16.4,not_published
	1653	+Saint-Damien-de-Buckland,19030,Chaudière-Appalaches,plex,1.0,12,16.4,not_published
	1654	+Godmanchester,69060,Montérégie,plex,1.0,12,17.9,not_published
	1655	+Saint-Étienne-de-Beauharnois,70030,Montérégie,plex,1.0,12,16.4,not_published
	1656	+Adstock,31056,Chaudière-Appalaches,plex,1.0,12,17.9,not_published
	1657	+Saint-Elphège,50095,Centre-du-Québec,unifamilial,1.0,12,16.4,not_published
	1658	+Nicolet,50072,Centre-du-Québec,condo,1.0,12,17.9,not_published
	1659	+Saint-Damase,54017,Montérégie,plex,1.0,12,14.9,not_published
	1660	+Saint-Bernard,26055,Chaudière-Appalaches,plex,1.0,12,17.9,not_published
	1661	+Wotton,40017,Estrie,plex,1.0,12,17.9,not_published
	1662	+Sainte-Marguerite-Marie,07005,Bas-Saint-Laurent,unifamilial,1.0,12,14.9,not_published
	1663	+Venise-en-Québec,56005,Montérégie,condo,1.5,12,11.9,not_published
	1664	+Saint-Jean-de-Cherbourg,08010,Bas-Saint-Laurent,unifamilial,1.0,12,14.9,not_published
	1665	+Saint-André-de-Restigouche,06040,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,12,14.9,not_published
	1666	+Saint-Victor,27008,Chaudière-Appalaches,plex,1.0,12,16.4,not_published
	1667	+Otter Lake,84055,Outaouais,plex,1.0,12,14.9,not_published
	1668	+Baie-du-Febvre,50100,Centre-du-Québec,plex,1.0,11,13.4,not_published
	1669	+Saint-Benoît-Labre,29100,Chaudière-Appalaches,plex,1.0,11,13.4,not_published
	1670	+Saint-Joseph-de-Coleraine,31045,Chaudière-Appalaches,plex,1.0,11,14.9,not_published
	1671	+Chelsea,82025,Outaouais,condo,1.0,11,11.9,not_published
	1672	+Saint-Mathieu-de-Beloeil,57045,Montérégie,plex,1.0,11,16.4,not_published
	1673	+Saint-Stanislas,37245,Mauricie,plex,1.0,11,14.9,not_published
	1674	+La Minerve,78130,Laurentides,plex,1.0,11,16.4,not_published
	1675	+Saint-Mathieu,67005,Montérégie,plex,1.0,11,16.4,not_published
	1676	+Saint-Ours,53032,Montérégie,plex,1.0,11,16.4,not_published
	1677	+Campbell's Bay,84030,Outaouais,plex,1.0,11,14.9,not_published
	1678	+Lac-Walker,97904,Côte-Nord,unifamilial,1.0,11,14.9,not_published
	1679	+Saint-Louis-de-Gonzague,70035,Montérégie,plex,1.0,11,16.4,not_published
	1680	+Saint-Alban,34097,Capitale-Nationale,plex,1.0,11,14.9,not_published
	1681	+Saint-Alexandre-des-Lacs,07065,Bas-Saint-Laurent,unifamilial,1.0,11,14.9,not_published
	1682	+Percé,02005,Gaspésie–Îles-de-la-Madeleine,plex,1.0,11,14.9,not_published
	1683	+Saint-Ferdinand,32013,Centre-du-Québec,plex,1.0,11,16.4,not_published
	1684	+L'Anse-Saint-Jean,94210,Saguenay–Lac-Saint-Jean,condo,1.0,11,13.4,not_published
	1685	+Sainte-Anne-de-Bellevue,66117,Montréal,condo,1.0,11,13.4,not_published
	1686	+Saint-Mathieu-de-Beloeil,57045,Montérégie,condo,1.0,11,11.9,not_published
	1687	+Murdochville,03025,Gaspésie–Îles-de-la-Madeleine,plex,1.0,11,16.4,not_published
	1688	+Déléage,83070,Outaouais,plex,1.0,11,14.9,not_published
	1689	+Saint-Guillaume,49113,Centre-du-Québec,plex,1.0,11,16.4,not_published
	1690	+Saint-Honoré-de-Shenley,29038,Chaudière-Appalaches,plex,1.0,11,13.4,not_published
	1691	+Notre-Dame-de-Lorette,92060,Saguenay–Lac-Saint-Jean,unifamilial,1.0,11,14.9,not_published
	1692	+Dudswell,41117,Estrie,plex,1.0,10,14.9,not_published
	1693	+Rivière-Saint-Jean,98050,Côte-Nord,unifamilial,1.0,10,13.4,not_published
	1694	+Saint-Adelphe,35015,Mauricie,plex,1.0,10,14.9,not_published
	1695	+Saint-Sylvestre,33007,Chaudière-Appalaches,plex,1.0,10,14.9,not_published
	1696	+Batiscan,37210,Mauricie,plex,1.0,10,14.9,not_published
	1697	+Sainte-Brigide-d'Iberville,56105,Montérégie,plex,1.0,10,11.9,not_published
	1698	+Rapides-des-Joachims,84100,Outaouais,unifamilial,1.0,10,13.4,not_published
	1699	+Saint-Chrysostome,69017,Montérégie,plex,1.0,10,11.9,not_published
	1700	+Ange-Gardien,55008,Montérégie,condo,1.0,10,14.9,not_published
	1701	+Deschaillons-sur-Saint-Laurent,38070,Centre-du-Québec,plex,1.0,10,11.9,not_published
	1702	+Palmarolle,87025,Abitibi-Témiscamingue,plex,1.0,10,13.4,not_published
	1703	+Saint-Juste-du-Lac,13040,Bas-Saint-Laurent,unifamilial,1.0,10,11.9,not_published
	1704	+Saint-Antoine-sur-Richelieu,57075,Montérégie,plex,1.0,10,13.4,not_published
	1705	+Matagami,99015,Nord-du-Québec,plex,1.0,10,14.9,not_published
	1706	+Lachute,76020,Laurentides,condo,1.0,10,13.4,not_published
	1707	+Val-Joli,42095,Estrie,plex,1.0,10,14.9,not_published
	1708	+Saint-Roch-Ouest,63040,Lanaudière,unifamilial,1.0,10,13.4,not_published
	1709	+Saint-Charles-Garnier,09010,Bas-Saint-Laurent,unifamilial,1.0,10,11.9,not_published
	1710	+Saint-Blaise-sur-Richelieu,56065,Montérégie,plex,1.0,10,14.9,not_published
	1711	+Chapais,99020,Nord-du-Québec,plex,1.0,10,13.4,not_published
	1712	+Grand-Remous,83095,Outaouais,plex,1.0,10,14.9,not_published
	1713	+Saint-Damien,62075,Lanaudière,plex,1.0,10,13.4,not_published
	1714	+Notre-Dame-des-Sept-Douleurs,12045,Bas-Saint-Laurent,unifamilial,1.0,10,13.4,not_published
	1715	+Saint-Michel,68050,Montérégie,plex,1.0,10,14.9,not_published
	1716	+Saint-Robert,53020,Montérégie,plex,1.0,10,11.9,not_published
	1717	+Wentworth-Nord,77060,Laurentides,plex,1.0,10,13.4,not_published
	1718	+Massueville,53010,Montérégie,plex,1.0,10,13.4,not_published
	1719	+Rivière-Bleue,13025,Bas-Saint-Laurent,plex,1.0,10,13.4,not_published
	1720	+Beaumont,19105,Chaudière-Appalaches,plex,1.0,10,14.9,not_published
	1721	+Price,09065,Bas-Saint-Laurent,plex,1.0,10,13.4,not_published
	1722	+Bégin,94250,Saguenay–Lac-Saint-Jean,plex,1.0,10,14.9,not_published
	1723	+Frelighsburg,46010,Estrie,condo,1.0,10,14.9,not_published
	1724	+Saint-Célestin,50030,Centre-du-Québec,plex,1.0,10,14.9,not_published
	1725	+Saint-Jude,54110,Montérégie,plex,1.0,10,14.9,not_published
	1726	+Taschereau,87042,Abitibi-Témiscamingue,plex,1.0,10,14.9,not_published
	1727	+Notre-Dame-du-Portage,12080,Bas-Saint-Laurent,plex,1.0,10,13.4,not_published
	1728	+Saint-Venant-de-Paquette,44005,Estrie,unifamilial,1.0,10,14.9,not_published
	1729	+Montpellier,80090,Outaouais,plex,1.0,10,14.9,not_published
	1730	+Sainte-Cécile-de-Milton,47055,Estrie,plex,1.0,10,11.9,not_published
	1731	+Bristol,84005,Outaouais,plex,1.0,10,11.9,not_published
	1732	+Laurierville,32072,Centre-du-Québec,plex,1.0,10,14.9,not_published
	1733	+Lac-Sainte-Marie,83020,Outaouais,plex,1.0,9,10.4,not_published
	1734	+Sainte-Clotilde,68020,Montérégie,plex,1.0,9,10.4,not_published
	1735	+Stanbridge East,46045,Estrie,plex,1.0,9,11.9,not_published
	1736	+Hemmingford,68010,Montérégie,plex,1.0,9,10.4,not_published
	1737	+Saint-Magloire,28075,Chaudière-Appalaches,plex,1.0,9,13.4,not_published
	1738	+Saint-Léonard-de-Portneuf,34115,Capitale-Nationale,plex,1.0,9,13.4,not_published
	1739	+Les Éboulements,16048,Capitale-Nationale,plex,1.0,9,10.4,not_published
	1740	+Petite-Vallée,03015,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,9,13.4,not_published
	1741	+Saint-Boniface,51085,Mauricie,condo,1.0,9,13.4,not_published
	1742	+Frontenac,30025,Estrie,plex,1.0,9,13.4,not_published
	1743	+Montréal-Ouest,66047,Montréal,condo,1.0,9,11.9,not_published
	1744	+Saint-Cyrille-de-Lessard,17045,Chaudière-Appalaches,plex,1.0,9,13.4,not_published
	1745	+Kingsey Falls,39097,Centre-du-Québec,plex,1.0,9,11.9,not_published
	1746	+Saint-Théodore-d'Acton,48045,Montérégie,plex,1.0,9,11.9,not_published
	1747	+Lochaber-Partie-Ouest,80060,Outaouais,plex,1.0,9,11.9,not_published
	1748	+L'Isle-Verte,12043,Bas-Saint-Laurent,plex,1.0,9,11.9,not_published
	1749	+L'Isle-aux-Allumettes,84082,Outaouais,plex,1.0,9,11.9,not_published
	1750	+Bouchette,83050,Outaouais,plex,1.0,9,11.9,not_published
	1751	+Girardville,92055,Saguenay–Lac-Saint-Jean,plex,1.0,9,13.4,not_published
	1752	+Kingsbury,42070,Estrie,unifamilial,1.0,9,13.4,not_published
	1753	+Saint-Philémon,19005,Chaudière-Appalaches,plex,1.0,9,13.4,not_published
	1754	+Saint-Gédéon,93035,Saguenay–Lac-Saint-Jean,plex,1.0,9,11.9,not_published
	1755	+Saint-Aimé-du-Lac-des-Îles,79022,Laurentides,plex,1.0,9,11.9,not_published
	1756	+Tring-Jonction,27060,Chaudière-Appalaches,plex,1.0,9,11.9,not_published
	1757	+Thetford Mines,31084,Chaudière-Appalaches,condo,1.0,9,13.4,not_published
	1758	+Auclair,13045,Bas-Saint-Laurent,unifamilial,1.0,9,11.9,not_published
	1759	+Saint-Henri-de-Taillon,93070,Saguenay–Lac-Saint-Jean,plex,1.0,9,13.4,not_published
	1760	+Saint-Charles-sur-Richelieu,57057,Montérégie,plex,1.0,9,11.9,not_published
	1761	+Saint-Patrice-de-Sherrington,68025,Montérégie,plex,1.0,9,11.9,not_published
	1762	+Chesterville,39030,Centre-du-Québec,plex,1.0,9,11.9,not_published
	1763	+Sainte-Monique,93075,Saguenay–Lac-Saint-Jean,plex,1.0,9,13.4,not_published
	1764	+Sainte-Anne-de-Sabrevois,56060,Montérégie,plex,1.0,9,13.4,not_published
	1765	+Mont-Blanc,78047,Laurentides,condo,1.0,9,13.4,not_published
	1766	+Saint-Hilarion,16050,Capitale-Nationale,plex,1.0,9,13.4,not_published
	1767	+L'Île-Dorval,66092,Montréal,unifamilial,1.0,9,13.4,not_published
	1768	+Val-Alain,33070,Chaudière-Appalaches,plex,1.0,9,11.9,not_published
	1769	+Saint-Michel-des-Saints,62085,Lanaudière,plex,1.0,8,11.9,not_published
	1770	+Saint-Maxime-du-Mont-Louis,04010,Gaspésie–Îles-de-la-Madeleine,plex,1.0,8,11.9,not_published
	1771	+Saint-Ludger-de-Milot,93080,Saguenay–Lac-Saint-Jean,plex,1.0,8,10.4,not_published
	1772	+Saint-François-de-Sales,91015,Saguenay–Lac-Saint-Jean,plex,1.0,8,11.9,not_published
	1773	+Saint-Aimé-des-Lacs,15030,Capitale-Nationale,plex,1.0,8,11.9,not_published
	1774	+Sainte-Hénédine,26040,Chaudière-Appalaches,plex,1.0,8,11.9,not_published
	1775	+Saint-Simon,54090,Montérégie,plex,1.0,8,11.9,not_published
	1776	+Sainte-Marguerite-du-Lac-Masson,77012,Laurentides,condo,1.0,8,10.4,not_published
	1777	+Notre-Dame-du-Bon-Conseil,49075,Centre-du-Québec,plex,1.0,8,10.4,not_published
	1778	+Lefebvre,49020,Centre-du-Québec,plex,1.0,8,11.9,not_published
	1779	+Sainte-Hélène-de-Kamouraska,14025,Bas-Saint-Laurent,plex,1.0,8,11.9,not_published
	1780	+Saint-François-de-la-Rivière-du-Sud,18060,Chaudière-Appalaches,plex,1.0,8,11.9,not_published
	1781	+Sainte-Angèle-de-Monnoir,55030,Montérégie,plex,1.0,8,11.9,not_published
	1782	+Howick,69025,Montérégie,plex,1.0,8,10.4,not_published
	1783	+La Patrie,41027,Estrie,plex,1.0,8,11.9,not_published
	1784	+Henryville,56042,Montérégie,plex,1.0,8,11.9,not_published
	1785	+Cap-Chat,04047,Gaspésie–Îles-de-la-Madeleine,plex,1.0,8,10.4,not_published
	1786	+Sainte-Marie-Salomé,63005,Lanaudière,plex,1.0,8,11.9,not_published
	1787	+Saint-Paul-de-l'Île-aux-Noix,56035,Montérégie,plex,1.0,8,10.4,not_published
	1788	+Sainte-Anne-de-la-Rochelle,42050,Estrie,plex,1.0,8,10.4,not_published
	1789	+Lac-Drolet,30080,Estrie,plex,1.0,8,11.9,not_published
	1790	+Kazabazua,83015,Outaouais,plex,1.0,8,11.9,not_published
	1791	+Disraeli,31020,Chaudière-Appalaches,plex,1.0,8,11.9,not_published
	1792	+Huberdeau,78065,Laurentides,plex,1.0,8,11.9,not_published
	1793	+Saint-Michel,68050,Montérégie,condo,1.0,8,11.9,not_published
	1794	+Saint-Valérien-de-Milton,54065,Montérégie,plex,1.0,8,11.9,not_published
	1795	+Saint-Séverin,35020,Mauricie,plex,1.0,8,11.9,not_published
	1796	+Saint-Lucien,49030,Centre-du-Québec,plex,1.0,8,11.9,not_published
	1797	+Saint-Lazare-de-Bellechasse,19050,Chaudière-Appalaches,plex,1.0,8,11.9,not_published
	1798	+Mont-Carmel,14005,Bas-Saint-Laurent,plex,1.0,8,10.4,not_published
	1799	+Pointe-à-la-Croix,06030,Gaspésie–Îles-de-la-Madeleine,plex,1.0,8,11.9,not_published
	1800	+Gore,76025,Laurentides,plex,1.0,8,11.9,not_published
	1801	+Saint-Flavien,33052,Chaudière-Appalaches,plex,1.0,8,11.9,not_published
	1802	+Notre-Dame-de-Pontmain,79010,Laurentides,plex,1.0,8,10.4,not_published
	1803	+Bury,41070,Estrie,plex,1.0,8,10.4,not_published
	1804	+Sainte-Flavie,09085,Bas-Saint-Laurent,plex,1.0,8,10.4,not_published
	1805	+Stratford,30110,Estrie,plex,1.0,8,10.4,not_published
	1806	+Saint-Christophe-d'Arthabaska,39060,Centre-du-Québec,plex,1.0,8,11.9,not_published
	1807	+Lotbinière,33115,Chaudière-Appalaches,plex,1.0,8,11.9,not_published
	1808	+Saint-Paul-de-Montminy,18030,Chaudière-Appalaches,plex,1.0,7,10.4,not_published
	1809	+Cap-Santé,34030,Capitale-Nationale,condo,1.0,7,10.4,not_published
	1810	+La Durantaye,19090,Chaudière-Appalaches,plex,1.0,7,10.4,not_published
	1811	+Saint-Ubalde,34090,Capitale-Nationale,plex,1.0,7,10.4,not_published
	1812	+Saint-Fabien-de-Panet,18015,Chaudière-Appalaches,plex,1.0,7,10.4,not_published
	1813	+Saint-Mathieu-du-Parc,51070,Mauricie,plex,1.0,7,10.4,not_published
	1814	+Saint-Malachie,19025,Chaudière-Appalaches,plex,1.0,7,9.0,not_published
	1815	+East Farnham,46085,Estrie,plex,1.0,7,9.0,not_published
	1816	+Baie-Johan-Beetz,98035,Côte-Nord,unifamilial,1.0,7,9.0,not_published
	1817	+Sainte-Félicité,08023,Bas-Saint-Laurent,plex,1.0,7,10.4,not_published
	1818	+Saint-Édouard-de-Fabre,85015,Abitibi-Témiscamingue,plex,1.0,7,10.4,not_published
	1819	+Bowman,80145,Outaouais,plex,1.0,7,9.0,not_published
	1820	+Saint-Agapit,33045,Chaudière-Appalaches,condo,1.0,7,10.4,not_published
	1821	+Sainte-Angèle-de-Mérici,09035,Bas-Saint-Laurent,plex,1.0,7,10.4,not_published
	1822	+Saint-Modeste,12020,Bas-Saint-Laurent,plex,1.0,7,10.4,not_published
	1823	+Lac-au-Saumon,07057,Bas-Saint-Laurent,plex,1.0,7,9.0,not_published
	1824	+Baie-Comeau,96020,Côte-Nord,condo,1.0,7,10.4,not_published
	1825	+Stoneham-et-Tewkesbury,22035,Capitale-Nationale,condo,1.0,7,9.0,not_published
	1826	+Leclercville,33123,Chaudière-Appalaches,plex,1.0,7,10.4,not_published
	1827	+Lac-des-Plages,80130,Outaouais,plex,1.0,7,10.4,not_published
	1828	+Ham-Nord,39010,Centre-du-Québec,plex,1.0,7,9.0,not_published
	1829	+Notre-Dame-de-Montauban,35005,Mauricie,plex,1.0,7,10.4,not_published
	1830	+Fossambault-sur-le-Lac,22010,Capitale-Nationale,plex,1.0,7,7.5,not_published
	1831	+Labrecque,93055,Saguenay–Lac-Saint-Jean,plex,1.0,7,10.4,not_published
	1832	+Saint-Côme,62065,Lanaudière,condo,1.0,7,10.4,not_published
	1833	+Saint-Irénée,15005,Capitale-Nationale,plex,1.0,7,10.4,not_published
	1834	+New Carlisle,05040,Gaspésie–Îles-de-la-Madeleine,plex,1.0,7,9.0,not_published
	1835	+Nantes,30045,Estrie,plex,1.0,7,10.4,not_published
	1836	+Lorraine,73025,Laurentides,plex,1.0,7,10.4,not_published
	1837	+Val-Morin,78005,Laurentides,condo,1.0,7,10.4,not_published
	1838	+Saint-Félix-de-Kingsey,49005,Centre-du-Québec,plex,1.0,7,10.4,not_published
	1839	+Piopolis,30020,Estrie,plex,1.0,7,9.0,not_published
	1840	+Champneuf,88005,Abitibi-Témiscamingue,unifamilial,1.0,7,7.5,not_published
	1841	+Laverlochère-Angliers,85052,Abitibi-Témiscamingue,plex,1.0,7,7.5,not_published
	1842	+Chute-Saint-Philippe,79065,Laurentides,plex,1.0,7,9.0,not_published
	1843	+Notre-Dame-de-la-Paix,80020,Outaouais,plex,1.5,7,6.0,not_published
	1844	+Cayamant,83040,Outaouais,plex,1.0,7,9.0,not_published
	1845	+Sainte-Ursule,51040,Mauricie,plex,1.0,7,10.4,not_published
	1846	+North Hatley,45050,Estrie,plex,1.0,7,10.4,not_published
	1847	+Sainte-Germaine-Boulé,87030,Abitibi-Témiscamingue,plex,1.0,7,10.4,not_published
	1848	+Saint-Joseph-des-Érables,27050,Chaudière-Appalaches,unifamilial,1.0,7,9.0,not_published
	1849	+Grande-Vallée,03020,Gaspésie–Îles-de-la-Madeleine,plex,1.0,7,10.4,not_published
	1850	+Thurso,80050,Outaouais,condo,1.0,7,9.0,not_published
	1851	+Val-des-Bois,80140,Outaouais,plex,1.0,7,10.4,not_published
	1852	+Saint-Elzéar,26022,Chaudière-Appalaches,plex,1.0,7,10.4,not_published
	1853	+Valcourt,42060,Estrie,plex,1.0,7,10.4,not_published
	1854	+Sainte-Jeanne-d'Arc,92015,Saguenay–Lac-Saint-Jean,plex,1.0,7,10.4,not_published
	1855	+Petit-Saguenay,94205,Saguenay–Lac-Saint-Jean,plex,1.0,6,7.5,not_published
	1856	+Bonsecours,42040,Estrie,plex,1.0,6,9.0,not_published
	1857	+Blanc-Sablon,98005,Côte-Nord,plex,1.0,6,9.0,not_published
	1858	+Saint-Cyprien-de-Napierville,68035,Montérégie,plex,1.0,6,9.0,not_published
	1859	+Hudson,71100,Montérégie,condo,1.0,6,7.5,not_published
	1860	+L'Île-Cadieux,71095,Montérégie,unifamilial,1.0,6,9.0,not_published
	1861	+Saint-Roch-des-Aulnaies,17065,Chaudière-Appalaches,plex,1.0,6,9.0,not_published
	1862	+Rougemont,55037,Montérégie,condo,1.0,6,7.5,not_published
	1863	+Saint-Gabriel-de-Rimouski,09025,Bas-Saint-Laurent,plex,1.0,6,9.0,not_published
	1864	+Beaumont,19105,Chaudière-Appalaches,condo,1.0,6,9.0,not_published
	1865	+Maddington Falls,39165,Centre-du-Québec,plex,1.0,6,9.0,not_published
	1866	+Lantier,78015,Laurentides,plex,1.0,6,9.0,not_published
	1867	+Hatley,45055,Estrie,plex,1.0,6,9.0,not_published
	1868	+Saint-Félix-d'Otis,94225,Saguenay–Lac-Saint-Jean,plex,1.0,6,9.0,not_published
	1869	+Bonne-Espérance,98010,Côte-Nord,unifamilial,1.0,6,7.5,not_published
	1870	+Saint-Hilaire-de-Dorset,29020,Chaudière-Appalaches,unifamilial,1.0,6,9.0,not_published
	1871	+Manseau,38028,Centre-du-Québec,plex,1.0,6,9.0,not_published
	1872	+Donnacona,34025,Capitale-Nationale,condo,1.0,6,9.0,not_published
	1873	+Notre-Dame-de-la-Merci,62055,Lanaudière,plex,1.0,6,9.0,not_published
	1874	+Ayer's Cliff,45035,Estrie,plex,1.0,6,9.0,not_published
	1875	+Saint-Hugues,54100,Montérégie,plex,1.0,6,6.0,not_published
	1876	+Sainte-Marguerite,26035,Chaudière-Appalaches,plex,1.0,6,9.0,not_published
	1877	+Namur,80110,Outaouais,plex,1.0,6,7.5,not_published
	1878	+Saint-Majorique-de-Grantham,49095,Centre-du-Québec,plex,1.0,6,9.0,not_published
	1879	+Natashquan,98025,Côte-Nord,plex,1.0,6,9.0,not_published
	1880	+Laforce,85070,Abitibi-Témiscamingue,unifamilial,1.0,6,9.0,not_published
	1881	+Saint-Élie-de-Caxton,51075,Mauricie,plex,1.0,6,7.5,not_published
	1882	+Saint-René,29050,Chaudière-Appalaches,plex,1.0,6,9.0,not_published
	1883	+Landrienne,88035,Abitibi-Témiscamingue,plex,1.0,6,9.0,not_published
	1884	+Saint-Cyprien,28040,Chaudière-Appalaches,plex,1.0,6,9.0,not_published
	1885	+Parisville,38055,Centre-du-Québec,plex,1.0,6,9.0,not_published
	1886	+Vaudreuil-sur-le-Lac,71090,Montérégie,plex,1.0,6,9.0,not_published
	1887	+Normétal,87115,Abitibi-Témiscamingue,plex,1.0,6,9.0,not_published
	1888	+Hérouxville,35035,Mauricie,plex,1.0,6,9.0,not_published
	1889	+Lac-du-Cerf,79015,Laurentides,plex,1.0,6,9.0,not_published
	1890	+Clarenceville,56010,Montérégie,plex,1.0,6,9.0,not_published
	1891	+Val-Saint-Gilles,87105,Abitibi-Témiscamingue,unifamilial,1.0,6,7.5,not_published
	1892	+Saint-Clet,71045,Montérégie,condo,1.0,6,9.0,not_published
	1893	+Verchères,59025,Montérégie,condo,1.0,6,9.0,not_published
	1894	+Hinchinbrooke,69045,Montérégie,plex,1.0,6,9.0,not_published
	1895	+Saint-Charles-Borromée,61035,Lanaudière,condo,1.0,6,7.5,not_published
	1896	+Lac-Supérieur,78095,Laurentides,condo,1.0,6,9.0,not_published
	1897	+Pointe-des-Cascades,71055,Montérégie,condo,1.0,6,9.0,not_published
	1898	+Saint-Urbain-Premier,70005,Montérégie,plex,1.0,6,7.5,not_published
	1899	+Lac-Chicobi,88904,Abitibi-Témiscamingue,unifamilial,2.0,6,4.5,not_published
	1900	+Cleveland,42110,Estrie,plex,1.0,6,7.5,not_published
	1901	+Honfleur,19070,Chaudière-Appalaches,plex,1.0,6,9.0,not_published
	1902	+La Doré,91050,Saguenay–Lac-Saint-Jean,plex,1.0,6,7.5,not_published
	1903	+Charette,51080,Mauricie,plex,1.0,6,9.0,not_published
	1904	+Delson,67025,Montérégie,condo,1.0,6,7.5,not_published
	1905	+Warden,47030,Estrie,plex,1.0,6,9.0,not_published
	1906	+Sainte-Julienne,63060,Lanaudière,condo,1.0,6,9.0,not_published
	1907	+Notre-Dame-de-la-Salette,80087,Outaouais,plex,1.0,6,7.5,not_published
	1908	+Ayer's Cliff,45035,Estrie,condo,1.0,6,9.0,not_published
	1909	+Sainte-Brigitte-de-Laval,22045,Capitale-Nationale,condo,1.0,6,9.0,not_published
	1910	+Sainte-Pétronille,20030,Capitale-Nationale,plex,1.0,6,9.0,not_published
	1911	+Saint-Armand,46017,Estrie,plex,1.0,6,7.5,not_published
	1912	+Saint-Bernard-de-Lacolle,68005,Montérégie,plex,1.0,6,9.0,not_published
	1913	+Arundel,78060,Laurentides,plex,1.0,6,7.5,not_published
	1914	+Saint-Valérien,10060,Bas-Saint-Laurent,plex,1.0,6,9.0,not_published
	1915	+Saint-Romain,30100,Estrie,plex,1.0,5,7.5,not_published
	1916	+Roberval,91025,Saguenay–Lac-Saint-Jean,condo,1.0,5,6.0,not_published
	1917	+Saint-Pierre-de-Broughton,31135,Chaudière-Appalaches,plex,1.0,5,7.5,not_published
	1918	+Val-David,78010,Laurentides,condo,1.0,5,7.5,not_published
	1919	+Saint-Sébastien,30085,Estrie,plex,1.0,5,7.5,not_published
	1920	+Sainte-Clotilde-de-Beauce,31060,Chaudière-Appalaches,plex,1.0,5,7.5,not_published
	1921	+Hemmingford,68015,Montérégie,condo,1.0,5,7.5,not_published
	1922	+Estérel,77011,Laurentides,condo,1.0,5,6.0,not_published
	1923	+Saint-Benjamin,28025,Chaudière-Appalaches,plex,1.0,5,6.0,not_published
	1924	+Sainte-Eulalie,50005,Centre-du-Québec,plex,1.0,5,7.5,not_published
	1925	+Saint-Mathieu-de-Rioux,11050,Bas-Saint-Laurent,plex,1.0,5,7.5,not_published
	1926	+L'Ascension-de-Patapédia,06060,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,5,7.5,not_published
	1927	+La Pocatière,14082,Bas-Saint-Laurent,condo,1.0,5,7.5,not_published
	1928	+Ragueneau,96040,Côte-Nord,plex,1.0,5,7.5,not_published
	1929	+Sainte-Geneviève-de-Batiscan,37215,Mauricie,plex,1.0,5,7.5,not_published
	1930	+Mont-Saint-Michel,79110,Laurentides,plex,1.0,5,7.5,not_published
	1931	+Métis-sur-Mer,09048,Bas-Saint-Laurent,plex,1.0,5,6.0,not_published
	1932	+Grandes-Piles,35040,Mauricie,plex,1.0,5,7.5,not_published
	1933	+Sainte-Perpétue,50050,Centre-du-Québec,plex,1.0,5,7.5,not_published
	1934	+Pohénégamook,13095,Bas-Saint-Laurent,condo,1.0,5,7.5,not_published
	1935	+Saint-Sixte,80070,Outaouais,plex,1.0,5,7.5,not_published
	1936	+Brigham,46090,Estrie,plex,1.0,5,7.5,not_published
	1937	+Sainte-Rose-de-Watford,28030,Chaudière-Appalaches,plex,1.0,5,6.0,not_published
	1938	+Stornoway,30105,Estrie,plex,1.0,5,7.5,not_published
	1939	+Sainte-Irène,07040,Bas-Saint-Laurent,plex,1.0,5,7.5,not_published
	1940	+Saint-Alexis-de-Matapédia,06050,Gaspésie–Îles-de-la-Madeleine,plex,1.0,5,7.5,not_published
	1941	+Saint-Hubert-de-Rivière-du-Loup,12010,Bas-Saint-Laurent,plex,1.0,5,7.5,not_published
	1942	+Saint-Claude,42100,Estrie,plex,1.0,5,7.5,not_published
	1943	+Saint-Luc-de-Bellechasse,28060,Chaudière-Appalaches,plex,1.0,5,7.5,not_published
	1944	+Sainte-Hedwidge,91030,Saguenay–Lac-Saint-Jean,plex,1.0,5,6.0,not_published
	1945	+Notre-Dame-du-Bon-Conseil,49080,Centre-du-Québec,plex,1.0,5,7.5,not_published
	1946	+Sainte-Angèle-de-Prémont,51055,Mauricie,plex,1.0,5,7.5,not_published
	1947	+Les Bergeronnes,95018,Côte-Nord,plex,1.0,5,7.5,not_published
	1948	+Waltham,84070,Outaouais,plex,1.0,5,7.5,not_published
	1949	+Les Lacs-du-Témiscamingue,85907,Abitibi-Témiscamingue,unifamilial,1.0,5,7.5,not_published
	1950	+Saint-Jacques-le-Mineur,68040,Montérégie,plex,1.0,5,7.5,not_published
	1951	+Saint-Wenceslas,50023,Centre-du-Québec,plex,1.0,5,7.5,not_published
	1952	+Saint-Césaire,55023,Montérégie,condo,1.0,5,6.0,not_published
	1953	+Saint-Janvier-de-Joly,33065,Chaudière-Appalaches,plex,1.0,5,7.5,not_published
	1954	+Saint-Émile-de-Suffolk,80125,Outaouais,plex,2.0,5,4.5,not_published
	1955	+Sainte-Anne-du-Lac,79115,Laurentides,plex,1.0,5,6.0,not_published
	1956	+La Corne,88030,Abitibi-Témiscamingue,plex,1.0,5,7.5,not_published
	1957	+Notre-Dame-des-Monts,15025,Capitale-Nationale,plex,1.0,5,7.5,not_published
	1958	+Dosquet,33040,Chaudière-Appalaches,plex,1.0,5,7.5,not_published
	1959	+Inverness,32058,Centre-du-Québec,plex,1.0,5,6.0,not_published
	1960	+Saint-Cyprien,12005,Bas-Saint-Laurent,plex,1.0,5,6.0,not_published
	1961	+Duhamel-Ouest,85030,Abitibi-Témiscamingue,plex,1.0,5,7.5,not_published
	1962	+Saint-André-de-Kamouraska,14040,Bas-Saint-Laurent,plex,1.0,5,7.5,not_published
	1963	+Saint-Simon-les-Mines,29125,Chaudière-Appalaches,plex,1.0,5,7.5,not_published
	1964	+Montcalm,78055,Laurentides,plex,1.0,5,7.5,not_published
	1965	+Scott,26048,Chaudière-Appalaches,plex,1.0,5,6.0,not_published
	1966	+Matapédia,06045,Gaspésie–Îles-de-la-Madeleine,plex,1.0,5,7.5,not_published
	1967	+Lac-Delage,22030,Capitale-Nationale,plex,1.0,5,7.5,not_published
	1968	+Saint-Philippe-de-Néri,14060,Bas-Saint-Laurent,plex,1.0,5,7.5,not_published
	1969	+Val-Brillant,07080,Bas-Saint-Laurent,plex,1.0,5,7.5,not_published
	1970	+Saint-Aubert,17055,Chaudière-Appalaches,plex,1.0,5,7.5,not_published
	1971	+Fassett,80005,Outaouais,plex,1.0,5,6.0,not_published
	1972	+Saint-Vallier,19117,Chaudière-Appalaches,plex,1.0,5,7.5,not_published
	1973	+Sainte-Marguerite,26035,Chaudière-Appalaches,condo,1.0,5,6.0,not_published
	1974	+Belleterre,85065,Abitibi-Témiscamingue,plex,1.0,5,6.0,not_published
	1975	+Saint-Zénon,62080,Lanaudière,plex,1.0,5,7.5,not_published
	1976	+Saint-Camille-de-Lellis,28070,Chaudière-Appalaches,plex,1.0,5,7.5,not_published
	1977	+Racine,42032,Estrie,plex,1.0,5,7.5,not_published
	1978	+Frampton,26005,Chaudière-Appalaches,plex,1.0,4,6.0,not_published
	1979	+Barnston-Ouest,44045,Estrie,plex,1.0,4,6.0,not_published
	1980	+Sainte-Aurélie,28015,Chaudière-Appalaches,plex,1.0,4,6.0,not_published
	1981	+Notre-Dame-des-Neiges,11045,Bas-Saint-Laurent,plex,1.0,4,6.0,not_published
	1982	+Noyan,56015,Montérégie,plex,1.0,4,6.0,not_published
	1983	+Saint-Théophile,29005,Chaudière-Appalaches,plex,1.0,4,6.0,not_published
	1984	+Mont-Albert,04902,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,4,6.0,not_published
	1985	+Courcelles–Saint-Évariste,29027,Chaudière-Appalaches,plex,1.0,4,6.0,not_published
	1986	+Saint-Mathieu-du-Parc,51070,Mauricie,condo,1.0,4,6.0,not_published
	1987	+Notre-Dame-de-Bonsecours,80015,Outaouais,plex,1.0,4,6.0,not_published
	1988	+Saint-Michel-du-Squatec,13065,Bas-Saint-Laurent,plex,1.0,4,6.0,not_published
	1989	+Saint-Louis-de-Gonzague,70035,Montérégie,condo,1.0,4,6.0,not_published
	1990	+Duparquet,87005,Abitibi-Témiscamingue,plex,1.0,4,6.0,not_published
	1991	+Sainte-Apolline-de-Patton,18025,Chaudière-Appalaches,plex,1.0,4,4.5,not_published
	1992	+Neuville,34007,Capitale-Nationale,condo,1.0,4,6.0,not_published
	1993	+Saint-Sylvère,38005,Centre-du-Québec,plex,1.0,4,6.0,not_published
	1994	+Péribonka,92010,Saguenay–Lac-Saint-Jean,plex,1.0,4,6.0,not_published
	1995	+Saint-Sébastien,56050,Montérégie,plex,1.0,4,6.0,not_published
	1996	+Blue Sea,83045,Outaouais,plex,1.0,4,6.0,not_published
	1997	+Lac-Saint-Joseph,22015,Capitale-Nationale,plex,1.0,4,6.0,not_published
	1998	+Richelieu,55057,Montérégie,condo,1.0,4,6.0,not_published
	1999	+Saint-Patrice-de-Beaurivage,33025,Chaudière-Appalaches,plex,1.0,4,6.0,not_published
	2000	+Newport,41037,Estrie,plex,1.0,4,6.0,not_published
	2001	+Bolton-Ouest,46065,Estrie,plex,1.0,4,6.0,not_published
	2002	+L'Avenir,49025,Centre-du-Québec,plex,1.0,4,6.0,not_published
	2003	+Saint-Ferdinand,32013,Centre-du-Québec,condo,1.0,4,6.0,not_published
	2004	+La Macaza,79047,Laurentides,plex,1.0,4,6.0,not_published
	2005	+Nédélec,85100,Abitibi-Témiscamingue,plex,1.0,4,4.5,not_published
	2006	+Notre-Dame-de-Stanbridge,46100,Estrie,plex,1.0,4,6.0,not_published
	2007	+Trois-Rives,35055,Mauricie,plex,1.0,4,6.0,not_published
	2008	+Saint-Georges-de-Windsor,40032,Estrie,plex,1.0,4,6.0,not_published
	2009	+Saint-Vianney,07075,Bas-Saint-Laurent,plex,1.0,4,6.0,not_published
	2010	+Saint-Albert,39085,Centre-du-Québec,plex,1.0,4,6.0,not_published
	2011	+Saint-François-d'Assise,06055,Gaspésie–Îles-de-la-Madeleine,plex,1.0,4,6.0,not_published
	2012	+Escuminac,06025,Gaspésie–Îles-de-la-Madeleine,plex,1.0,4,6.0,not_published
	2013	+Saint-Ludger,30072,Estrie,plex,1.0,4,4.5,not_published
	2014	+La Visitation-de-l'Île-Dupas,52050,Lanaudière,plex,1.0,4,6.0,not_published
	2015	+Saint-Léon-de-Standon,19020,Chaudière-Appalaches,plex,1.0,4,6.0,not_published
	2016	+Saint-Odilon-de-Cranbourne,27035,Chaudière-Appalaches,plex,1.0,4,6.0,not_published
	2017	+Saint-Nazaire-d'Acton,48050,Montérégie,plex,1.0,4,6.0,not_published
	2018	+Saint-Adrien,40010,Estrie,plex,1.0,4,6.0,not_published
	2019	+Shannon,22020,Capitale-Nationale,condo,1.0,4,6.0,not_published
	2020	+Dixville,44023,Estrie,plex,1.0,4,6.0,not_published
	2021	+Sainte-Claire,19055,Chaudière-Appalaches,condo,1.0,4,6.0,not_published
	2022	+Saint-Lambert-de-Lauzon,26070,Chaudière-Appalaches,condo,1.0,4,6.0,not_published
	2023	+Lac-Casault,07908,Bas-Saint-Laurent,unifamilial,1.0,4,4.5,not_published
	2024	+Sainte-Marthe,71110,Montérégie,plex,1.0,4,6.0,not_published
	2025	+Saint-Valère,39135,Centre-du-Québec,plex,1.0,4,6.0,not_published
	2026	+Sainte-Louise,17060,Chaudière-Appalaches,plex,1.0,4,6.0,not_published
	2027	+Saint-David-de-Falardeau,94245,Saguenay–Lac-Saint-Jean,condo,1.0,4,6.0,not_published
	2028	+Trécesson,88075,Abitibi-Témiscamingue,plex,1.0,4,6.0,not_published
	2029	+Packington,13015,Bas-Saint-Laurent,plex,1.0,4,6.0,not_published
	2030	+Saint-Isidore-de-Clifton,41012,Estrie,plex,1.0,4,6.0,not_published
	2031	+Bolton-Est,45095,Estrie,plex,1.0,4,6.0,not_published
	2032	+Sainte-Agathe-de-Lotbinière,33017,Chaudière-Appalaches,plex,1.0,4,6.0,not_published
	2033	+Roxton,48015,Montérégie,plex,1.0,4,6.0,not_published
	2034	+Hatley,45043,Estrie,plex,1.0,4,6.0,not_published
	2035	+Alleyn-et-Cawood,84050,Outaouais,plex,1.0,4,6.0,not_published
	2036	+Kirkland,66102,Montréal,plex,1.0,4,6.0,not_published
	2037	+Waterloo,47025,Estrie,condo,1.0,4,6.0,not_published
	2038	+Scotstown,41080,Estrie,plex,1.0,4,6.0,not_published
	2039	+Coaticook,44037,Estrie,condo,1.0,4,6.0,not_published
	2040	+Saint-Étienne-de-Bolton,45100,Estrie,plex,1.0,4,6.0,not_published
	2041	+Saint-Narcisse-de-Rimouski,10015,Bas-Saint-Laurent,plex,1.0,4,6.0,not_published
	2042	+Saint-Augustin,98012,Côte-Nord,unifamilial,1.0,4,6.0,not_published
	2043	+Sainte-Cécile-de-Whitton,30050,Estrie,plex,1.0,4,6.0,not_published
	2044	+Egan-Sud,83075,Outaouais,plex,1.0,4,6.0,not_published
	2045	+Baie-des-Sables,08080,Bas-Saint-Laurent,plex,1.0,4,4.5,not_published
	2046	+L'Épiphanie,60037,Lanaudière,condo,1.0,4,6.0,not_published
	2047	+Tadoussac,95005,Côte-Nord,plex,1.0,4,4.5,not_published
	2048	+Rivière-Bonaventure,05902,Gaspésie–Îles-de-la-Madeleine,unifamilial,1.0,4,6.0,not_published
	2049	+Hemmingford,68015,Montérégie,plex,1.0,4,6.0,not_published
	2050	+Saint-Pierre-les-Becquets,38065,Centre-du-Québec,plex,1.0,3,4.5,not_published
	2051	+Fortierville,38047,Centre-du-Québec,plex,1.0,3,4.5,not_published
	2052	+Godbout,96010,Côte-Nord,plex,1.0,3,4.5,not_published
	2053	+Saint-Ignace-de-Stanbridge,46095,Estrie,plex,1.0,3,4.5,not_published
	2054	+Saint-Frédéric,27065,Chaudière-Appalaches,plex,1.0,3,4.5,not_published
	2055	+Sainte-Clotilde,68020,Montérégie,condo,1.0,3,4.5,not_published
	2056	+Saint-Philémon,19005,Chaudière-Appalaches,condo,1.0,3,4.5,not_published
	2057	+L'Île-du-Grand-Calumet,84035,Outaouais,plex,1.0,3,4.5,not_published
	2058	+Grand-Saint-Esprit,50065,Centre-du-Québec,plex,1.0,3,4.5,not_published
	2059	+Sainte-Christine-d'Auvergne,34105,Capitale-Nationale,plex,1.0,3,4.5,not_published
	2060	+Saint-Justin,51045,Mauricie,plex,1.0,3,4.5,not_published
	2061	+Eeyou Istchee Baie-James,99060,Nord-du-Québec,plex,1.0,3,4.5,not_published
	2062	+Saint-Épiphane,12030,Bas-Saint-Laurent,plex,1.5,3,3.0,not_published
	2063	+East Hereford,44010,Estrie,plex,1.0,3,4.5,not_published
	2064	+Saint-Elzéar,26022,Chaudière-Appalaches,condo,1.0,3,4.5,not_published
	2065	+Plessisville,32043,Centre-du-Québec,condo,3.0,3,1.5,not_published
	2066	+Moffet,85075,Abitibi-Témiscamingue,plex,1.0,3,4.5,not_published
	2067	+Thorne,84045,Outaouais,plex,1.0,3,4.5,not_published
	2068	+Dupuy,87085,Abitibi-Témiscamingue,plex,1.0,3,4.5,not_published
	2069	+Lac-Simon,80095,Outaouais,condo,1.0,3,4.5,not_published
	2070	+Sainte-Rita,11015,Bas-Saint-Laurent,plex,1.0,3,4.5,not_published
	2071	+Saint-Samuel,39130,Centre-du-Québec,plex,1.0,3,4.5,not_published
	2072	+Westbury,41065,Estrie,plex,1.0,3,4.5,not_published
	2073	+Saint-Augustin-de-Woburn,30005,Estrie,plex,1.0,3,4.5,not_published
	2074	+Windsor,42088,Estrie,condo,1.0,3,4.5,not_published
	2075	+Rivière-Ojima,87904,Abitibi-Témiscamingue,unifamilial,1.0,3,4.5,not_published
	2076	+Saint-Édouard,68045,Montérégie,plex,1.0,3,4.5,not_published
	2077	+Dundee,69075,Montérégie,plex,1.0,3,4.5,not_published
	2078	+Aumond,83090,Outaouais,plex,1.0,3,4.5,not_published
	2079	+Brome,46070,Estrie,plex,1.0,3,4.5,not_published
	2080	+Sainte-Florence,07010,Bas-Saint-Laurent,plex,1.0,3,4.5,not_published
	2081	+Longue-Rive,95032,Côte-Nord,plex,1.0,3,4.5,not_published
	2082	+Sagard,15904,Capitale-Nationale,unifamilial,1.5,3,3.0,not_published
	2083	+Boileau,80115,Outaouais,plex,1.0,3,4.5,not_published
	2084	+Très-Saint-Sacrement,69030,Montérégie,plex,1.0,3,4.5,not_published
	2085	+Saint-Pierre,61020,Lanaudière,plex,1.0,3,4.5,not_published
	2086	+Saint-Clément,11005,Bas-Saint-Laurent,plex,1.0,3,4.5,not_published
	2087	+Saint-Eugène-de-Guigues,85085,Abitibi-Témiscamingue,plex,1.0,3,4.5,not_published
	2088	+Montmagny,18050,Chaudière-Appalaches,condo,1.0,3,4.5,not_published
	2089	+Saint-Just-de-Bretenières,18005,Chaudière-Appalaches,plex,1.0,3,4.5,not_published
	2090	+Montcerf-Lytton,83088,Outaouais,plex,1.0,3,4.5,not_published
	2091	+Sainte-Hélène-de-Bagot,54095,Montérégie,condo,1.0,3,4.5,not_published
	2092	+Sainte-Sophie-de-Lévrard,38040,Centre-du-Québec,plex,1.0,3,4.5,not_published
	2093	+Saint-Gabriel,52080,Lanaudière,condo,1.0,3,4.5,not_published
	2094	+Lac-Sergent,34120,Capitale-Nationale,plex,1.5,3,3.0,not_published
	2095	+Saint-Luc-de-Vincennes,37225,Mauricie,plex,1.0,3,4.5,not_published
	2096	+Saint-Bonaventure,49125,Centre-du-Québec,plex,1.0,3,4.5,not_published
	2097	+Sainte-Thérèse-de-Gaspé,02010,Gaspésie–Îles-de-la-Madeleine,plex,1.0,3,4.5,not_published
	2098	+Rivière-Héva,89010,Abitibi-Témiscamingue,plex,1.0,3,4.5,not_published
	2099	+Schefferville,97040,Côte-Nord,unifamilial,1.0,3,4.5,not_published
	2100	+Saint-Marc-de-Figuery,88040,Abitibi-Témiscamingue,plex,1.5,3,3.0,not_published
	2101	+Pointe-Lebel,96025,Côte-Nord,plex,1.0,3,4.5,not_published
	2102	+Saint-Pierre-de-la-Rivière-du-Sud,18055,Chaudière-Appalaches,plex,1.0,3,4.5,not_published
	2103	+Ivry-sur-le-Lac,78042,Laurentides,plex,1.0,3,4.5,not_published
	2104	+Château-Richer,21035,Capitale-Nationale,condo,1.0,3,4.5,not_published
	2105	+Saint-Nérée-de-Bellechasse,19045,Chaudière-Appalaches,plex,1.0,3,4.5,not_published
	2106	+Saint-Eugène,49105,Centre-du-Québec,plex,1.0,3,4.5,not_published
	2107	+Senneterre,89045,Abitibi-Témiscamingue,plex,1.0,3,4.5,not_published
	2108	+Saint-Jacques-de-Leeds,31140,Chaudière-Appalaches,plex,1.0,3,4.5,not_published
	2109	+Melbourne,42075,Estrie,plex,1.0,3,4.5,not_published
	2110	+Saint-Gédéon,93035,Saguenay–Lac-Saint-Jean,condo,1.0,3,4.5,not_published
	2111	+Matane,08053,Bas-Saint-Laurent,condo,1.0,3,4.5,not_published
	2112	+Gros-Mécatina,98014,Côte-Nord,unifamilial,1.0,3,4.5,not_published
	2113	+L'Islet,17078,Chaudière-Appalaches,condo,1.0,3,4.5,not_published
	2114	+Saint-Prosper-de-Champlain,37250,Mauricie,plex,1.0,3,4.5,not_published
	2115	+Stanstead-Est,44050,Estrie,plex,1.0,3,4.5,not_published
	2116	+Saint-Eugène-de-Ladrière,10075,Bas-Saint-Laurent,plex,1.0,3,4.5,not_published
	2117	+Saint-François-Xavier-de-Viger,12025,Bas-Saint-Laurent,plex,1.0,3,4.5,not_published
	2118	+Bryson,84025,Outaouais,plex,1.0,3,4.5,not_published
	2119	+Notre-Dame-des-Pins,29120,Chaudière-Appalaches,condo,1.0,3,4.5,not_published
	2120	+Bois-Franc,83085,Outaouais,plex,1.5,3,3.0,not_published
	2121	+Sainte-Sabine,46105,Estrie,plex,1.0,3,4.5,not_published
	2122	+Esprit-Saint,10005,Bas-Saint-Laurent,plex,1.0,3,4.5,not_published
	2123	+Saint-Donat,09030,Bas-Saint-Laurent,plex,1.0,3,4.5,not_published
	2124	+Sainte-Rose-du-Nord,94230,Saguenay–Lac-Saint-Jean,plex,1.0,3,4.5,not_published
	2125	+Saint-Barnabé-Sud,54105,Montérégie,plex,1.0,3,4.5,not_published
	2126	+Notre-Dame-de-Lourdes,32080,Centre-du-Québec,plex,1.0,3,4.5,not_published
	2127	+Saint-Augustin,92005,Saguenay–Lac-Saint-Jean,plex,1.0,3,4.5,not_published
	2128	+Saint-Jean-de-l'Île-d'Orléans,20015,Capitale-Nationale,plex,1.0,3,4.5,not_published
	2129	+Rivière-Ouelle,14065,Bas-Saint-Laurent,plex,1.0,3,4.5,not_published
	2130	+Lac-Saguay,79060,Laurentides,plex,1.0,3,4.5,not_published
	2131	+Saint-Robert-Bellarmin,30070,Estrie,plex,1.0,3,4.5,not_published
	2132	+Lejeune,13050,Bas-Saint-Laurent,unifamilial,1.0,3,4.5,not_published
	2133	+Saint-Norbert-d'Arthabaska,39043,Centre-du-Québec,plex,1.0,3,4.5,not_published
	2134	+Saint-Marc-du-Lac-Long,13020,Bas-Saint-Laurent,plex,1.0,3,4.5,not_published
	2135	+Saint-Léon-le-Grand,07030,Bas-Saint-Laurent,plex,1.0,3,4.5,not_published
	2136	+Litchfield,84040,Outaouais,plex,1.0,3,4.5,not_published
	2137	+Saint-Moïse,07095,Bas-Saint-Laurent,plex,1.0,3,4.5,not_published
	2138	+Audet,30055,Estrie,plex,1.0,2,3.0,not_published
	2139	+Saint-François-de-l'Île-d'Orléans,20005,Capitale-Nationale,plex,1.0,2,3.0,not_published
	2140	+Sainte-Victoire-de-Sorel,53025,Montérégie,condo,1.0,2,3.0,not_published
	2141	+Kingsbury,42070,Estrie,plex,1.0,2,3.0,not_published
	2142	+Saint-Joseph-de-Lepage,09070,Bas-Saint-Laurent,plex,1.0,2,3.0,not_published
	2143	+Wentworth,76035,Laurentides,plex,1.0,2,3.0,not_published
	2144	+Lochaber,80055,Outaouais,plex,1.0,2,3.0,not_published
	2145	+Saint-Joachim-de-Shefford,47040,Estrie,plex,1.0,2,3.0,not_published
	2146	+Saint-Tharcisius,07070,Bas-Saint-Laurent,plex,1.0,2,3.0,not_published
	2147	+Saint-Stanislas-de-Kostka,70040,Montérégie,condo,1.0,2,3.0,not_published
	2148	+Saint-Barnabé,51025,Mauricie,plex,1.0,2,3.0,not_published
	2149	+Latulipe-et-Gaboury,85060,Abitibi-Témiscamingue,plex,1.0,2,3.0,not_published
	2150	+Chichester,84090,Outaouais,plex,1.0,2,3.0,not_published
	2151	+Rapides-des-Joachims,84100,Outaouais,plex,1.0,2,3.0,not_published
	2152	+Saint-Edmond-de-Grantham,49100,Centre-du-Québec,plex,1.0,2,3.0,not_published
	2153	+Sainte-Brigitte-des-Saults,49085,Centre-du-Québec,plex,1.0,2,3.0,not_published
	2154	+Kiamika,79025,Laurentides,plex,2.0,2,1.5,not_published
	2155	+Sainte-Paule,08040,Bas-Saint-Laurent,plex,1.0,2,3.0,not_published
	2156	+Sainte-Gertrude-Manneville,88085,Abitibi-Témiscamingue,plex,1.0,2,3.0,not_published
	2157	+Saint-Mathias-sur-Richelieu,55065,Montérégie,condo,1.0,2,3.0,not_published
	2158	+Sainte-Sophie-d'Halifax,32023,Centre-du-Québec,plex,1.0,2,3.0,not_published
	2159	+Saint-Thomas-Didyme,92045,Saguenay–Lac-Saint-Jean,plex,1.0,2,3.0,not_published
	2160	+Sainte-Madeleine-de-la-Rivière-Madeleine,04005,Gaspésie–Îles-de-la-Madeleine,plex,1.0,2,3.0,not_published
	2161	+Poularies,87035,Abitibi-Témiscamingue,plex,1.0,2,3.0,not_published
	2162	+Rivière-à-Pierre,34135,Capitale-Nationale,plex,1.0,2,3.0,not_published
	2163	+Franquelin,96015,Côte-Nord,plex,1.0,2,3.0,not_published
	2164	+Saint-Norbert,52070,Lanaudière,plex,1.0,2,3.0,not_published
	2165	+Saint-Zéphirin-de-Courval,50090,Centre-du-Québec,plex,1.0,2,3.0,not_published
	2166	+Larouche,94265,Saguenay–Lac-Saint-Jean,condo,1.0,2,3.0,not_published
	2167	+Saint-Charles-de-Bourget,94260,Saguenay–Lac-Saint-Jean,plex,1.0,2,3.0,not_published
	2168	+Saint-Camille,40025,Estrie,plex,1.0,2,3.0,not_published
	2169	+Shigawake,05010,Gaspésie–Îles-de-la-Madeleine,plex,1.0,2,3.0,not_published
	2170	+Stanbridge Station,46030,Estrie,plex,2.0,2,1.5,not_published
	2171	+Saint-Fortunat,31030,Chaudière-Appalaches,plex,1.0,2,3.0,not_published
	2172	+Notre-Dame-des-Bois,30010,Estrie,plex,1.0,2,3.0,not_published
	2173	+Senneville,66127,Montréal,plex,1.0,2,3.0,not_published
	2174	+Biencourt,13055,Bas-Saint-Laurent,plex,1.0,2,3.0,not_published
	2175	+Longue-Pointe-de-Mingan,98045,Côte-Nord,plex,1.0,2,3.0,not_published
	2176	+Havelock,69005,Montérégie,plex,1.0,2,3.0,not_published
	2177	+Notre-Dame-des-Sept-Douleurs,12045,Bas-Saint-Laurent,plex,1.0,2,3.0,not_published
	2178	+Oka,72032,Laurentides,condo,1.0,2,3.0,not_published
	2179	+Mulgrave-et-Derry,80085,Outaouais,plex,1.0,2,3.0,not_published
	2180	+Scott,26048,Chaudière-Appalaches,condo,1.0,2,3.0,not_published
	2181	+Huntingdon,69055,Montérégie,condo,1.0,2,3.0,not_published
	2182	+L'Île-d'Anticosti,98020,Côte-Nord,plex,1.0,2,3.0,not_published
	2183	+Lac-Huron,10902,Bas-Saint-Laurent,unifamilial,1.0,2,3.0,not_published
	2184	+Saint-Elzéar,05050,Gaspésie–Îles-de-la-Madeleine,plex,1.0,2,3.0,not_published
	2185	+Saint-Antoine-de-l'Isle-aux-Grues,18070,Chaudière-Appalaches,plex,1.0,2,3.0,not_published
	2186	+Les Méchins,08005,Bas-Saint-Laurent,plex,1.0,2,3.0,not_published
	2187	+Crabtree,61013,Lanaudière,condo,1.0,2,3.0,not_published
	2188	+Saints-Anges,26010,Chaudière-Appalaches,plex,1.0,2,3.0,not_published
	2189	+Sainte-Marie-de-Blandford,38015,Centre-du-Québec,plex,1.0,2,3.0,not_published
	2190	+Saint-Elphège,50095,Centre-du-Québec,plex,1.0,2,3.0,not_published
	2191	+Saint-Pierre-Baptiste,32050,Centre-du-Québec,plex,1.0,2,3.0,not_published
	2192	+Harrington,76065,Laurentides,plex,2.0,2,1.5,not_published
	2193	+Fugèreville,85055,Abitibi-Témiscamingue,plex,1.0,2,3.0,not_published
	2194	+Saint-Bernard,26055,Chaudière-Appalaches,condo,1.0,2,3.0,not_published
	2195	+Saint-Didace,52090,Lanaudière,plex,1.0,2,3.0,not_published
	2196	+Lamarche,93060,Saguenay–Lac-Saint-Jean,plex,1.0,2,3.0,not_published
	2197	+Saint-André-du-Lac-Saint-Jean,91010,Saguenay–Lac-Saint-Jean,plex,1.0,2,3.0,not_published
	2198	+Sainte-Séraphine,39105,Centre-du-Québec,plex,1.0,2,3.0,not_published
	2199	+Saint-Roch-de-Mékinac,35045,Mauricie,plex,1.0,2,3.0,not_published
	2200	+Saint-Zénon-du-Lac-Humqui,07035,Bas-Saint-Laurent,plex,1.0,2,3.0,not_published
	2201	+Rémigny,85105,Abitibi-Témiscamingue,plex,1.0,2,3.0,not_published
	2202	+TNO aquatique de la MRC géographique de Montréal,66990,Montréal,unifamilial,1.0,2,3.0,not_published
	2203	+Saint-Malachie,19025,Chaudière-Appalaches,condo,1.0,2,3.0,not_published
	2204	+Villeroy,32085,Centre-du-Québec,plex,1.0,2,3.0,not_published
	2205	+Elgin,69050,Montérégie,plex,1.0,2,3.0,not_published
	2206	+Sainte-Anne-de-Beaupré,21030,Capitale-Nationale,condo,1.0,2,3.0,not_published
	2207	+Saint-René-de-Matane,08035,Bas-Saint-Laurent,plex,1.0,2,3.0,not_published
	2208	+Baie-D'Urfé,66112,Montréal,plex,1.0,2,3.0,not_published
	2209	+Chartierville,41020,Estrie,plex,1.0,2,3.0,not_published
	2210	+Lac-Masketsi,35902,Mauricie,unifamilial,1.0,2,3.0,not_published
	2211	+Sainte-Lucie-de-Beauregard,18020,Chaudière-Appalaches,plex,1.0,2,3.0,not_published
	2212	+Pointe-Fortune,71140,Montérégie,plex,1.0,2,3.0,not_published
	2213	+Pike River,46025,Estrie,plex,1.0,2,3.0,not_published
	2214	+Saint-Thomas,61027,Lanaudière,condo,1.0,2,3.0,not_published
	2215	+Low,83010,Outaouais,plex,1.0,2,3.0,not_published
	2216	+Saint-Michel-des-Saints,62085,Lanaudière,condo,1.0,2,3.0,not_published
	2217	+Notre-Dame-Auxiliatrice-de-Buckland,19010,Chaudière-Appalaches,plex,1.0,2,3.0,not_published
	2218	+Colombier,95050,Côte-Nord,plex,1.0,2,3.0,not_published
	2219	+Témiscouata-sur-le-Lac,13073,Bas-Saint-Laurent,condo,1.0,2,3.0,not_published
	2220	+Sainte-Justine-de-Newton,71115,Montérégie,plex,1.0,2,3.0,not_published
	2221	+Saint-Éloi,11035,Bas-Saint-Laurent,plex,1.0,2,3.0,not_published
	2222	+Saint-Mathieu-d'Harricana,88050,Abitibi-Témiscamingue,plex,1.0,1,1.5,not_published
	2223	+Aston-Jonction,50013,Centre-du-Québec,plex,1.0,1,1.5,not_published
	2224	+Sainte-Monique,50057,Centre-du-Québec,plex,1.0,1,1.5,not_published
	2225	+Sainte-Clotilde-de-Horton,39117,Centre-du-Québec,plex,1.0,1,1.5,not_published
	2226	+Abercorn,46005,Estrie,plex,1.0,1,1.5,not_published
	2227	+Portage-du-Fort,84020,Outaouais,plex,1.0,1,1.5,not_published
	2228	+Portneuf-sur-Mer,95040,Côte-Nord,plex,1.0,1,1.5,not_published
	2229	+Saint-Octave-de-Métis,09055,Bas-Saint-Laurent,plex,1.0,1,1.5,not_published
	2230	+Saint-Gabriel-Lalemant,14075,Bas-Saint-Laurent,plex,1.0,1,1.5,not_published
	2231	+Saint-Célestin,50035,Centre-du-Québec,plex,1.0,1,1.5,not_published
	2232	+Saint-Omer,17005,Chaudière-Appalaches,plex,1.0,1,1.5,not_published
	2233	+Saint-Stanislas,92070,Saguenay–Lac-Saint-Jean,plex,1.0,1,1.5,not_published
	2234	+Saint-Dominique-du-Rosaire,88065,Abitibi-Témiscamingue,plex,1.0,1,1.5,not_published
	2235	+Saint-Paul-de-la-Croix,12035,Bas-Saint-Laurent,plex,1.0,1,1.5,not_published
	2236	+Beaulac-Garthby,31008,Chaudière-Appalaches,plex,1.0,1,1.5,not_published
	2237	+Saint-Anselme,19062,Chaudière-Appalaches,condo,1.0,1,1.5,not_published
	2238	+Saint-Séverin,27070,Chaudière-Appalaches,plex,1.0,1,1.5,not_published
	2239	+La Motte,88045,Abitibi-Témiscamingue,plex,1.0,1,1.5,not_published
	2240	+Val-Racine,30015,Estrie,plex,1.0,1,1.5,not_published
	2241	+Saint-Godefroi,05015,Gaspésie–Îles-de-la-Madeleine,plex,1.0,1,1.5,not_published
	2242	+La Rédemption,09005,Bas-Saint-Laurent,plex,1.0,1,1.5,not_published
	2243	+TNO aquatique de la MRC du Rocher-Percé,02990,Gaspésie–Îles-de-la-Madeleine,plex,1.0,1,1.5,not_published
	2244	+Sainte-Edwidge-de-Clifton,44055,Estrie,plex,1.0,1,1.5,not_published
	2245	+Saint-Martin,29045,Chaudière-Appalaches,condo,1.0,1,1.5,not_published
	2246	+Maricourt,42065,Estrie,plex,1.0,1,1.5,not_published
	2247	+Saint-Laurent-de-l'Île-d'Orléans,20020,Capitale-Nationale,condo,1.0,1,1.5,not_published
	2248	+Routhierville,07902,Bas-Saint-Laurent,unifamilial,1.0,1,1.5,not_published
	2249	+Laniel,85905,Abitibi-Témiscamingue,plex,1.0,1,1.5,not_published
	2250	+Saint-Guillaume-Nord,62912,Lanaudière,unifamilial,1.0,1,1.5,not_published
	2251	+Sainte-Élizabeth-de-Warwick,39090,Centre-du-Québec,plex,1.0,1,1.5,not_published
	2252	+Saint-Léonard-d'Aston,50042,Centre-du-Québec,condo,1.0,1,1.5,not_published
	2253	+Saint-Gilbert,34060,Capitale-Nationale,plex,1.0,1,1.5,not_published
	2254	+Auclair,13045,Bas-Saint-Laurent,plex,1.0,1,1.5,not_published
	2255	+Martinville,44060,Estrie,plex,1.0,1,1.5,not_published
	2256	+Marston,30035,Estrie,plex,1.0,1,1.5,not_published
	2257	+Pointe-aux-Outardes,96030,Côte-Nord,plex,1.0,1,1.5,not_published
	2258	+Saint-Julien,31035,Chaudière-Appalaches,plex,1.0,1,1.5,not_published
	2259	+Ulverton,42078,Estrie,plex,1.0,1,1.5,not_published
	2260	+Nominingue,79030,Laurentides,condo,1.0,1,1.5,not_published
	2261	+Côte-Nord-du-Golfe-du-Saint-Laurent,98015,Côte-Nord,plex,1.0,1,1.5,not_published
	2262	+Cloridorme,03010,Gaspésie–Îles-de-la-Madeleine,plex,1.0,1,1.5,not_published
	2263	+Saint-Narcisse-de-Beaurivage,33030,Chaudière-Appalaches,plex,1.0,1,1.5,not_published
	2264	+Belle-Rivière,93908,Saguenay–Lac-Saint-Jean,unifamilial,1.0,1,1.5,not_published
	2265	+Clermont,87110,Abitibi-Témiscamingue,plex,1.0,1,1.5,not_published
	2266	+Saint-Joseph-de-Kamouraska,14030,Bas-Saint-Laurent,plex,1.0,1,1.5,not_published
	2267	+Bedford,46040,Estrie,plex,1.0,1,1.5,not_published
	2268	+Saint-Bernard-de-Michaudville,54115,Montérégie,plex,1.0,1,1.5,not_published
	2269	+Saint-Rosaire,39145,Centre-du-Québec,plex,1.0,1,1.5,not_published
	2270	+Sainte-Thècle,35050,Mauricie,condo,1.0,1,1.5,not_published
	2271	+Kinnear's Mills,31105,Chaudière-Appalaches,plex,1.0,1,1.5,not_published
	2272	+Sainte-Félicité,17025,Chaudière-Appalaches,plex,1.0,1,1.5,not_published
	2273	+Saint-Alexis,63023,Lanaudière,condo,1.0,1,1.5,not_published
	2274	+La Trinité-des-Monts,10010,Bas-Saint-Laurent,plex,1.0,1,1.5,not_published
	2275	+Saint-Télesphore,71015,Montérégie,plex,1.0,1,1.5,not_published
	2276	+Clarendon,84015,Outaouais,plex,1.0,1,1.5,not_published
	2277	+Grosse-Île,01042,Gaspésie–Îles-de-la-Madeleine,plex,1.0,1,1.5,not_published
	2278	+Saint-Adalbert,17015,Chaudière-Appalaches,plex,1.0,1,1.5,not_published
	2279	+Sainte-Marguerite-Marie,07005,Bas-Saint-Laurent,plex,1.0,1,1.5,not_published
	2280	+Saint-Marcel-de-Richelieu,54125,Montérégie,plex,1.0,1,1.5,not_published
	2281	+Saint-Eusèbe,13030,Bas-Saint-Laurent,plex,1.0,1,1.5,not_published
	2282	+Saint-Basile,34038,Capitale-Nationale,condo,1.0,1,1.5,not_published
	2283	+Saint-Louis,54120,Montérégie,plex,1.0,1,1.5,not_published
	2284	+Kipawa,85010,Abitibi-Témiscamingue,plex,1.0,1,1.5,not_published
	2285	+Léry,67055,Montérégie,condo,1.0,1,1.5,not_published
	2286	+Ogden,45020,Estrie,plex,1.0,1,1.5,not_published
	2287	+Notre-Dame-de-Lorette,92060,Saguenay–Lac-Saint-Jean,plex,1.0,1,1.5,not_published
	2288	+Sainte-Élisabeth-de-Proulx,92903,Saguenay–Lac-Saint-Jean,unifamilial,1.0,1,1.5,not_published
	2289	+Sainte-Famille-de-l'Île-d'Orléans,20010,Capitale-Nationale,plex,1.0,1,1.5,not_published
	2290	+TNO aquatique de la MRC de Pontiac,84990,Outaouais,plex,1.0,1,1.5,not_published
	2291	+Saint-Louis-de-Blandford,39170,Centre-du-Québec,plex,1.0,1,1.5,not_published
	2292	+Denholm,83005,Outaouais,plex,1.0,1,1.5,not_published
	2293	+Saint-Herménégilde,44015,Estrie,plex,1.0,1,1.5,not_published
	2294	+Saint-Venant-de-Paquette,44005,Estrie,plex,1.0,1,1.5,not_published
	2295	+L'Ascension,79050,Laurentides,plex,1.0,1,1.5,not_published
	2296	+Sainte-Élisabeth-de-Proulx,92903,Saguenay–Lac-Saint-Jean,plex,1.0,1,1.5,not_published
	2297	+Mont-Élie,15902,Capitale-Nationale,plex,1.0,1,1.5,not_published
	2298	+Saint-Jules,27055,Chaudière-Appalaches,plex,1.0,1,1.5,not_published
	2299	+Estérel,77011,Laurentides,plex,1.0,1,1.5,not_published
	2300	+Ferland-et-Boilleau,94220,Saguenay–Lac-Saint-Jean,plex,1.0,1,1.5,not_published
	2301	+Sainte-Françoise,38035,Centre-du-Québec,plex,1.0,1,1.5,not_published
	2302	+Saint-Célestin,50030,Centre-du-Québec,condo,1.0,1,1.5,not_published
	2303	+Sainte-Christine,48020,Montérégie,plex,1.0,1,1.5,not_published
	2304	+Saint-Léon-le-Grand,51035,Mauricie,plex,1.0,1,1.5,not_published
	2305	+Saint-Alphonse,05065,Gaspésie–Îles-de-la-Madeleine,plex,1.0,1,1.5,not_published
	2306	+Mayo,80065,Outaouais,plex,1.0,1,1.5,not_published
	2307	+Saint-André-de-Restigouche,06040,Gaspésie–Îles-de-la-Madeleine,plex,1.0,1,1.5,not_published
	2308	+Milan,30040,Estrie,plex,1.0,1,1.5,not_published
	2309	+Linton,34904,Capitale-Nationale,unifamilial,1.0,1,1.5,not_published
	2310	+Amos,88057,Abitibi-Témiscamingue,condo,1.0,1,1.5,not_published
	2311	+Carleton-sur-Mer,06013,Gaspésie–Îles-de-la-Madeleine,condo,1.0,1,1.5,not_published
	2312	+Guérin,85095,Abitibi-Témiscamingue,plex,1.0,1,1.5,not_published
	2313	+Hampden,41075,Estrie,plex,1.0,1,1.5,not_published
	2314	+Berry,88070,Abitibi-Témiscamingue,plex,1.0,1,1.5,not_published
	2315	+Grosses-Roches,08015,Bas-Saint-Laurent,plex,1.0,1,1.5,not_published
	2316	+Preissac,88090,Abitibi-Témiscamingue,plex,1.0,1,1.5,not_published
	2317	+Saint-Adolphe-d'Howard,77065,Laurentides,condo,1.0,1,1.5,not_published
	2318	+Saint-Eugène-d'Argentenay,92065,Saguenay–Lac-Saint-Jean,plex,1.0,1,1.5,not_published
	2319	+Sainte-Thérèse-de-la-Gatineau,83055,Outaouais,plex,1.0,1,1.5,not_published
	2320	+Calixa-Lavallée,59030,Montérégie,plex,1.0,1,1.5,not_published
	2321	+Saint-Arsène,12065,Bas-Saint-Laurent,plex,1.0,1,1.5,not_published
	2322	+Irlande,31040,Chaudière-Appalaches,plex,1.0,1,1.5,not_published
	2323	+Berthierville,52035,Lanaudière,condo,1.0,1,1.5,not_published
	2324	+Pointe-Calumet,72020,Laurentides,condo,1.0,1,1.5,not_published
	2325	+Saint-Edmond-les-Plaines,92050,Saguenay–Lac-Saint-Jean,plex,1.0,1,1.5,not_published
	2326	+Rivière-aux-Outardes,96902,Côte-Nord,plex,1.0,1,1.5,not_published
	2327	+Stukely-Sud,45105,Estrie,plex,1.0,1,1.5,not_published
	2328	+Sainte-Sabine,28065,Chaudière-Appalaches,plex,1.0,1,1.5,not_published
	2329	+Baie-Trinité,96005,Côte-Nord,plex,1.0,1,1.5,not_published
	2330	+Lac-Walker,97904,Côte-Nord,plex,1.0,1,1.5,not_published
	2331	+Saint-Pie,54008,Montérégie,condo,1.0,1,1.5,not_published
	2332	+Baie-Sainte-Catherine,15065,Capitale-Nationale,plex,1.0,1,1.5,not_published
	2333	+Lac-Chicobi,88904,Abitibi-Témiscamingue,plex,1.0,1,1.5,not_published
	2334	+Lac-Édouard,90027,Mauricie,plex,1.0,1,1.5,not_published
	2335	+Grand-Métis,09060,Bas-Saint-Laurent,plex,1.0,1,1.5,not_published
	2336	+Saint-Cléophas-de-Brandon,52075,Lanaudière,plex,1.0,1,1.5,not_published

added outputs/tables/downsampling_monthly.csv +7 −0

		`@@ -0,0 +1,7 @@`
	1	+target_tx_per_month,rmse_direct_pct,rmse_hierarchical_pct
	2	+300,1.01,1.3
	3	+150,1.2,1.37
	4	+75,1.49,1.31
	5	+40,1.85,1.45
	6	+20,2.09,1.69
	7	+10,2.59,2.21

added outputs/tables/downsampling_results.csv +7 −0

		`@@ -0,0 +1,7 @@`
	1	+target_tx_per_week,rmse_log_pct,bias_log_pct,volatility_ratio,turning_point_agreement,ci95_coverage
	2	+100,0.317,-0.046,1.051,0.861,1.0
	3	+50,0.636,-0.177,0.987,0.799,0.992
	4	+25,0.799,0.002,0.762,0.771,0.977
	5	+15,1.15,-0.154,0.449,0.778,0.881
	6	+10,1.361,-0.18,0.358,0.735,0.828
	7	+5,1.633,0.189,0.457,0.685,0.856

added outputs/tables/estimation_methods.csv +85 −0

		`@@ -0,0 +1,85 @@`
	1	+cell,method,median_tx
	2	+quebec/unifamilial,rtd_mean_splice,
	3	+region-01/unifamilial,direct_local_td,188.0
	4	+region-02/unifamilial,direct_local_td,255.0
	5	+region-03/unifamilial,direct_local_td,543.0
	6	+region-04/unifamilial,direct_local_td,254.0
	7	+region-05/unifamilial,direct_local_td,488.0
	8	+region-06/unifamilial,direct_local_td,401.0
	9	+region-07/unifamilial,direct_local_td,406.0
	10	+region-08/unifamilial,direct_local_td,125.0
	11	+region-09/unifamilial,direct_local_td,67.0
	12	+region-10/unifamilial,hierarchical,16.0
	13	+region-11/unifamilial,direct_local_td,80.0
	14	+region-12/unifamilial,direct_local_td,408.0
	15	+region-13/unifamilial,direct_local_td,234.0
	16	+region-14/unifamilial,direct_local_td,543.0
	17	+region-15/unifamilial,direct_local_td,689.0
	18	+region-16/unifamilial,direct_local_td,1181.0
	19	+region-17/unifamilial,direct_local_td,226.0
	20	+montreal/unifamilial,direct_local_td,280.0
	21	+quebec-city/unifamilial,direct_local_td,303.0
	22	+laval/unifamilial,direct_local_td,234.0
	23	+gatineau/unifamilial,direct_local_td,240.0
	24	+longueuil/unifamilial,direct_local_td,118.0
	25	+sherbrooke/unifamilial,direct_local_td,118.0
	26	+trois-rivieres/unifamilial,direct_local_td,101.0
	27	+saguenay/unifamilial,direct_local_td,117.0
	28	+levis/unifamilial,direct_local_td,111.0
	29	+drummondville/unifamilial,direct_local_td,72.0
	30	+quebec/condo,rtd_mean_splice,
	31	+region-01/condo,hierarchical,3.0
	32	+region-02/condo,hierarchical,5.0
	33	+region-03/condo,direct_local_td,186.0
	34	+region-04/condo,hierarchical,5.0
	35	+region-05/condo,hierarchical,27.0
	36	+region-06/condo,direct_local_td,659.0
	37	+region-07/condo,hierarchical,30.0
	38	+region-08/condo,hierarchical,1.0
	39	+region-09/condo,hierarchical,0.0
	40	+region-10/condo,hierarchical,0.0
	41	+region-11/condo,hierarchical,0.0
	42	+region-12/condo,hierarchical,11.0
	43	+region-13/condo,direct_local_td,91.0
	44	+region-14/condo,direct_local_td,47.0
	45	+region-15/condo,direct_local_td,45.0
	46	+region-16/condo,direct_local_td,155.0
	47	+region-17/condo,hierarchical,2.0
	48	+montreal/condo,direct_local_td,620.0
	49	+quebec-city/condo,direct_local_td,173.0
	50	+laval/condo,direct_local_td,91.0
	51	+gatineau/condo,hierarchical,30.0
	52	+longueuil/condo,direct_local_td,60.0
	53	+sherbrooke/condo,hierarchical,7.0
	54	+trois-rivieres/condo,hierarchical,4.0
	55	+saguenay/condo,hierarchical,4.0
	56	+levis/condo,hierarchical,9.0
	57	+drummondville/condo,hierarchical,1.0
	58	+quebec/plex,rtd_mean_splice,
	59	+region-01/plex,hierarchical,24.0
	60	+region-02/plex,direct_local_td,57.0
	61	+region-03/plex,direct_local_td,115.0
	62	+region-04/plex,direct_local_td,68.0
	63	+region-05/plex,direct_local_td,83.0
	64	+region-06/plex,direct_local_td,351.0
	65	+region-07/plex,direct_local_td,70.0
	66	+region-08/plex,hierarchical,23.0
	67	+region-09/plex,hierarchical,11.0
	68	+region-10/plex,hierarchical,2.0
	69	+region-11/plex,hierarchical,8.0
	70	+region-12/plex,direct_local_td,55.0
	71	+region-13/plex,hierarchical,34.0
	72	+region-14/plex,direct_local_td,70.0
	73	+region-15/plex,direct_local_td,130.0
	74	+region-16/plex,direct_local_td,163.0
	75	+region-17/plex,hierarchical,35.0
	76	+montreal/plex,direct_local_td,346.0
	77	+quebec-city/plex,direct_local_td,92.0
	78	+laval/plex,hierarchical,34.0
	79	+gatineau/plex,direct_local_td,52.0
	80	+longueuil/plex,direct_local_td,40.0
	81	+sherbrooke/plex,hierarchical,34.0
	82	+trois-rivieres/plex,hierarchical,34.0
	83	+saguenay/plex,hierarchical,37.0
	84	+levis/plex,hierarchical,22.0
	85	+drummondville/plex,hierarchical,16.0

added outputs/tables/exclusions.csv +7 −0

		`@@ -0,0 +1,7 @@`
	1	+exclude_reason,n,pct_of_raw
	2	+assessment_ratio_outside_band,24976,3.352
	3	+exact_duplicate,665,0.089
	4	+addr_date_amount_duplicate,107,0.014
	5	+price_above_10m,46,0.006
	6	+TOTAL_EXCLUDED,25794,3.462
	7	+RETAINED_IN_RESEARCH_SAMPLE,719325,96.538

added outputs/tables/geo_city_mismatch_top300.csv +8 −0

		`@@ -0,0 +1,8 @@`
	1	+city,municipality,region,n
	2	+Saint-Bruno,Hébertville,Saguenay–Lac-Saint-Jean,292
	3	+Courcelles-Saint-Évariste,Courcelles–Saint-Évariste,Chaudière-Appalaches,140
	4	+Saint-Félix-de-Dalquier,Amos,Abitibi-Témiscamingue,95
	5	+Saint-Onésime-d'Ixworth,La Pocatière,Bas-Saint-Laurent,61
	6	+Passes-Dangereuses,Sainte-Élisabeth-de-Proulx,Saguenay–Lac-Saint-Jean,16
	7	+Saint-Guy,Lac-des-Aigles,Bas-Saint-Laurent,13
	8	+TNO aquatique de la MRC d'Argenteuil,Grenville-sur-la-Rouge,Laurentides,1

added outputs/tables/geo_region_distribution.csv +18 −0

		`@@ -0,0 +1,18 @@`
	1	+region_code,region,n_transactions
	2	+16,Montérégie,134113
	3	+06,Montréal,116682
	4	+15,Laurentides,77374
	5	+03,Capitale-Nationale,73093
	6	+14,Lanaudière,57064
	7	+05,Estrie,52133
	8	+07,Outaouais,44087
	9	+12,Chaudière-Appalaches,42729
	10	+13,Laval,28651
	11	+02,Saguenay–Lac-Saint-Jean,26725
	12	+04,Mauricie,26218
	13	+17,Centre-du-Québec,22995
	14	+01,Bas-Saint-Laurent,17245
	15	+08,Abitibi-Témiscamingue,12273
	16	+11,Gaspésie–Îles-de-la-Madeleine,6452
	17	+09,Côte-Nord,5911
	18	+10,Nord-du-Québec,1374

added outputs/tables/hierarchical_summary.csv +113 −0

		`@@ -0,0 +1,113 @@`
	1	+geography,property_type,median_weekly_tx,sd_raw_pct,sd_smoothed_pct,mean_shrinkage,last_index
	2	+drummondville,all,20.0,11.39,7.37,0.977,171.7
	3	+drummondville,condo,0.0,24.23,4.17,0.978,195.26
	4	+drummondville,plex,4.0,29.79,7.97,0.98,198.35
	5	+drummondville,unifamilial,15.0,19.08,8.24,0.977,165.58
	6	+gatineau,all,74.0,6.39,3.08,0.934,147.17
	7	+gatineau,condo,6.0,13.78,3.81,0.977,151.59
	8	+gatineau,plex,12.0,15.76,5.13,0.956,164.61
	9	+gatineau,unifamilial,54.0,8.15,3.63,0.923,143.1
	10	+laval,all,84.0,5.99,3.76,0.977,146.54
	11	+laval,condo,20.0,9.82,3.71,0.978,159.74
	12	+laval,plex,8.0,25.58,5.31,0.98,168.93
	13	+laval,unifamilial,53.0,7.64,5.22,0.976,139.01
	14	+levis,all,32.0,11.48,4.98,0.939,155.87
	15	+levis,condo,2.0,26.41,5.54,0.976,125.54
	16	+levis,plex,5.0,30.31,5.57,0.979,187.34
	17	+levis,unifamilial,25.0,14.13,5.76,0.929,154.55
	18	+longueuil,all,51.0,7.98,3.41,0.952,143.21
	19	+longueuil,condo,14.0,11.11,3.68,0.963,138.52
	20	+longueuil,plex,9.0,19.64,5.28,0.956,167.32
	21	+longueuil,unifamilial,28.0,12.21,5.19,0.945,138.82
	22	+montreal,all,281.0,4.05,4.46,0.968,137.67
	23	+montreal,condo,140.0,6.97,4.88,0.972,133.59
	24	+montreal,plex,76.0,14.17,8.82,0.974,150.75
	25	+montreal,unifamilial,64.0,7.09,3.96,0.951,131.78
	26	+quebec,all,1999.0,3.04,3.04,0.0,156.73
	27	+quebec,condo,291.0,3.78,3.78,0.0,145.29
	28	+quebec,plex,297.0,5.18,5.18,0.0,169.51
	29	+quebec,unifamilial,1384.0,3.67,3.67,0.0,156.72
	30	+quebec-city,all,121.0,6.84,2.92,0.975,164.19
	31	+quebec-city,condo,37.0,9.57,4.16,0.976,159.98
	32	+quebec-city,plex,20.0,16.4,5.2,0.979,170.88
	33	+quebec-city,unifamilial,64.0,10.25,4.03,0.973,164.74
	34	+region-01,all,48.0,9.11,3.45,0.956,161.87
	35	+region-01,condo,0.0,26.31,3.93,0.979,155.09
	36	+region-01,plex,5.0,27.4,5.25,0.935,173.36
	37	+region-01,unifamilial,42.0,13.95,3.71,0.959,160.52
	38	+region-02,all,70.0,7.95,3.39,0.882,170.14
	39	+region-02,condo,1.0,25.26,3.93,0.966,161.73
	40	+region-02,plex,13.0,19.64,5.25,0.933,191.62
	41	+region-02,unifamilial,57.0,11.55,3.78,0.869,165.92
	42	+region-03,all,180.0,6.74,3.13,0.84,166.74
	43	+region-03,condo,40.0,9.07,4.03,0.838,161.75
	44	+region-03,plex,26.0,14.94,5.17,0.942,173.74
	45	+region-03,unifamilial,115.0,9.89,3.87,0.82,167.1
	46	+region-04,all,73.0,8.54,3.88,0.906,190.5
	47	+region-04,condo,1.0,29.76,3.92,0.95,212.67
	48	+region-04,plex,16.0,15.69,5.76,0.89,221.95
	49	+region-04,unifamilial,55.0,11.29,4.11,0.909,181.99
	50	+region-05,all,134.0,8.58,3.61,0.944,165.76
	51	+region-05,condo,6.0,21.33,3.75,0.963,155.55
	52	+region-05,plex,19.0,18.1,5.3,0.951,189.49
	53	+region-05,unifamilial,106.0,11.3,4.16,0.941,162.4
	54	+region-06,all,328.0,3.8,3.22,0.865,136.31
	55	+region-06,condo,151.0,6.76,4.07,0.876,135.38
	56	+region-06,plex,78.0,14.13,6.55,0.9,148.53
	57	+region-06,unifamilial,96.0,6.07,3.67,0.815,128.03
	58	+region-07,all,116.0,6.08,3.2,0.896,148.08
	59	+region-07,condo,6.0,14.04,3.69,0.856,148.62
	60	+region-07,plex,15.0,16.23,5.22,0.961,165.38
	61	+region-07,unifamilial,92.0,6.94,3.62,0.888,145.36
	62	+region-08,all,33.0,10.56,3.58,0.957,149.85
	63	+region-08,condo,0.0,35.57,4.31,0.97,162.89
	64	+region-08,plex,5.0,27.78,5.23,0.972,165.03
	65	+region-08,unifamilial,27.0,13.13,3.91,0.954,147.05
	66	+region-09,all,18.0,10.47,4.88,0.768,169.05
	67	+region-09,condo,0.0,39.91,4.86,0.988,146.6
	68	+region-09,plex,2.0,36.61,6.76,0.961,172.45
	69	+region-09,unifamilial,15.0,21.43,5.58,0.737,168.67
	70	+region-10,all,4.0,NaN,3.66,0.949,128.98
	71	+region-10,condo,0.0,NaN,3.78,1.0,145.29
	72	+region-10,plex,0.0,55.62,5.23,0.982,155.51
	73	+region-10,unifamilial,4.0,39.64,3.89,0.946,126.34
	74	+region-11,all,19.0,NaN,3.78,0.958,159.22
	75	+region-11,condo,0.0,NaN,3.79,0.997,159.49
	76	+region-11,plex,2.0,51.26,5.61,0.98,179.82
	77	+region-11,unifamilial,17.0,18.37,3.99,0.955,156.85
	78	+region-12,all,106.0,7.69,4.84,0.87,163.39
	79	+region-12,condo,3.0,31.69,5.17,0.908,128.46
	80	+region-12,plex,12.0,20.52,5.27,0.944,184.33
	81	+region-12,unifamilial,92.0,9.57,5.34,0.859,162.41
	82	+region-13,all,84.0,5.99,3.13,0.858,147.29
	83	+region-13,condo,20.0,9.82,3.67,0.851,158.85
	84	+region-13,plex,8.0,25.58,5.2,0.94,167.57
	85	+region-13,unifamilial,53.0,7.64,4.13,0.848,140.55
	86	+region-14,all,156.0,5.6,3.29,0.859,160.25
	87	+region-14,condo,11.0,10.61,4.34,0.849,153.79
	88	+region-14,plex,16.0,15.65,5.03,0.966,173.96
	89	+region-14,unifamilial,128.0,6.66,3.69,0.846,159.26
	90	+region-15,all,201.0,5.44,3.64,0.924,159.77
	91	+region-15,condo,10.0,20.89,3.83,0.894,172.41
	92	+region-15,plex,29.0,12.25,5.36,0.959,177.2
	93	+region-15,unifamilial,160.0,6.45,4.34,0.92,155.87
	94	+region-16,all,341.0,4.59,4.39,0.914,150.33
	95	+region-16,condo,35.0,8.31,3.66,0.911,141.17
	96	+region-16,plex,37.0,10.75,5.21,0.944,173.25
	97	+region-16,unifamilial,265.0,9.72,5.34,0.91,148.83
	98	+region-17,all,60.0,8.17,6.93,0.938,164.63
	99	+region-17,condo,0.0,26.84,3.88,0.966,168.22
	100	+region-17,plex,9.0,24.25,6.43,0.946,185.36
	101	+region-17,unifamilial,51.0,12.34,7.73,0.937,161.6
	102	+saguenay,all,34.0,9.54,3.35,0.97,173.52
	103	+saguenay,condo,1.0,25.29,4.41,0.979,158.96
	104	+saguenay,plex,8.0,18.75,5.41,0.978,191.9
	105	+saguenay,unifamilial,25.0,13.22,3.79,0.967,169.0
	106	+sherbrooke,all,37.0,11.85,3.35,0.958,166.84
	107	+sherbrooke,condo,1.0,40.65,4.19,0.954,150.57
	108	+sherbrooke,plex,7.0,27.71,5.27,0.98,190.34
	109	+sherbrooke,unifamilial,29.0,13.32,3.69,0.952,162.12
	110	+trois-rivieres,all,32.0,10.2,4.0,0.962,195.79
	111	+trois-rivieres,condo,1.0,30.42,4.16,0.98,223.27
	112	+trois-rivieres,plex,8.0,19.82,6.56,0.978,223.32
	113	+trois-rivieres,unifamilial,23.0,14.4,4.14,0.955,185.82

added outputs/tables/index_latest.csv +113 −0

		`@@ -0,0 +1,113 @@`
	1	+week,geography_level,geography_id,geography_name,property_type,index,index_smoothed,representative_value,transactions,effective_sample_size,weekly_pct,four_week_pct,thirteen_week_pct,twenty_six_week_pct,yoy_pct,lower_95,upper_95,reliability_grade,shrinkage_weight,is_partial_week,model_version,data_vintage
	2	+2026-07-13,municipality,drummondville,Drummondville,all,164.77849134185595,173.4798580605911,437355.0,28,627.2,2.237,-0.462,7.06,11.081,10.967,168.34444769634925,178.77192603944428,B,0.9905026564268633,false,0.1.0,2026-08-06
	3	+2026-07-13,municipality,drummondville,Drummondville,condo,162.1855771911848,182.94775566935903,385883.0,1,25.0,-1.16,-2.825,-4.75,4.822,0.358,162.31186840843915,206.20723322728546,E,0.9544812392950297,false,0.1.0,2026-08-06
	4	+2026-07-13,municipality,drummondville,Drummondville,plex,168.62206897926285,184.38551329576697,517592.0,3,126.0,3.043,1.126,4.049,7.691,1.876,171.29983556126166,198.4708123154316,E,0.9974982064019289,false,0.1.0,2026-08-06
	5	+2026-07-13,municipality,drummondville,Drummondville,unifamilial,163.9292539802428,170.84234646821383,421118.0,24,591.4,2.108,-0.791,8.004,12.01,13.428,165.23813679413064,176.63662828109275,C,0.9894791980422197,false,0.1.0,2026-08-06
	6	+2026-07-13,municipality,gatineau,Gatineau,all,151.52040999080805,147.4388747429021,495190.0,94,674.3,2.327,-0.199,2.671,4.264,3.013,143.22721739268897,151.77437767189915,A,0.932973713106922,false,0.1.0,2026-08-06
	7	+2026-07-13,municipality,gatineau,Gatineau,condo,143.922212828847,144.744083289835,316144.0,3,51.7,-0.578,-2.473,-5.748,3.077,-1.559,133.17419760756493,157.31913556672777,D,0.9988016332665152,false,0.1.0,2026-08-06
	8	+2026-07-13,municipality,gatineau,Gatineau,plex,168.84107844244272,153.91636378143494,626749.0,19,194.8,4.379,1.685,2.627,2.448,2.584,145.06995617739946,163.30222786259952,C,0.9504109722556551,false,0.1.0,2026-08-06
	9	+2026-07-13,municipality,gatineau,Gatineau,unifamilial,149.19932698131655,146.49496368578122,502825.0,72,529.1,2.326,-0.259,3.97,4.828,3.789,141.41906588379342,151.75304865139654,B,0.9196699204008252,false,0.1.0,2026-08-06
	10	+2026-07-13,municipality,laval,Laval,all,134.4609200037922,145.2168764962385,580987.0,86,668.9,0.148,-3.292,-1.178,2.845,4.592,141.0524091956634,149.50429659142702,A,0.9965668562430385,false,0.1.0,2026-08-06
	11	+2026-07-13,municipality,laval,Laval,condo,141.51152347856134,150.98566600881333,420877.0,13,106.2,-1.076,-5.809,-7.583,-0.842,-1.374,142.46471629218814,160.01626180457248,C,0.9978965986604492,false,0.1.0,2026-08-06
	12	+2026-07-13,municipality,laval,Laval,plex,164.32506009215183,158.20718498585975,845842.0,8,143.8,3.764,2.52,11.014,10.568,9.215,147.67255541699427,169.49333144857079,D,0.9966949830749318,false,0.1.0,2026-08-06
	13	+2026-07-13,municipality,laval,Laval,unifamilial,128.14383835810253,141.35845415953307,620008.0,65,476.2,0.091,-3.161,-0.377,3.162,6.236,136.20060738435302,146.71162593264916,B,0.996053320535233,false,0.1.0,2026-08-06
	14	+2026-07-13,municipality,levis,Lévis,all,165.1686271634607,157.52717110255958,428858.0,62,436.3,2.333,0.425,10.706,10.04,10.376,151.9529627959471,163.30586241281867,B,0.9417514804812133,false,0.1.0,2026-08-06
	15	+2026-07-13,municipality,levis,Lévis,condo,137.86269578040984,119.85427494742905,286323.0,3,40.8,0.557,-1.309,4.675,15.582,13.667,109.12671305399108,131.63639608632508,E,0.9967287464646899,false,0.1.0,2026-08-06
	16	+2026-07-13,municipality,levis,Lévis,plex,172.6868961867643,175.84032940959102,526571.0,13,158.0,4.103,5.176,9.996,8.928,5.932,164.65573506839436,187.78466133615126,D,0.9913713993739749,false,0.1.0,2026-08-06
	17	+2026-07-13,municipality,levis,Lévis,unifamilial,166.94614733046757,158.98448129802284,433201.0,46,352.1,2.224,-0.159,11.443,9.685,10.796,152.25884382367704,166.00720627349733,B,0.9281560081720617,false,0.1.0,2026-08-06
	18	+2026-07-13,municipality,longueuil,Longueuil,all,135.37495568216426,141.68901488544614,547703.0,47,858.1,1.254,-0.702,4.495,6.275,4.086,138.0953343064277,145.37621448282155,A,0.969439212880761,false,0.1.0,2026-08-06
	19	+2026-07-13,municipality,longueuil,Longueuil,condo,118.1831940015355,131.68072261082753,367520.0,8,159.9,-0.939,-1.714,-3.444,4.663,0.137,125.59147110592039,138.06520900360968,C,0.9872499053820072,false,0.1.0,2026-08-06
	20	+2026-07-13,municipality,longueuil,Longueuil,plex,111.08190049998647,156.34181658510758,806829.0,9,154.2,2.087,0.103,6.008,4.531,0.088,146.27780849356807,167.09823496026863,D,0.9698507147970352,false,0.1.0,2026-08-06
	21	+2026-07-13,municipality,longueuil,Longueuil,unifamilial,154.76361801267538,142.81582507109277,599239.0,30,558.4,2.172,-0.415,8.467,7.695,7.551,137.99690219768829,147.80302721229233,B,0.9598856099024536,false,0.1.0,2026-08-06
	22	+2026-07-13,municipality,montreal,Montréal,all,133.06986553548586,132.76064368136556,633421.0,309,822.3,1.153,-1.178,-0.099,2.911,1.024,129.32191793575694,136.29080663222337,A,0.9887158395063785,false,0.1.0,2026-08-06
	23	+2026-07-13,municipality,montreal,Montréal,condo,125.42430368011634,126.92022864212704,488767.0,125,215.2,-0.592,-2.577,-2.927,2.97,-2.119,121.84395502214286,132.20799042219485,B,0.9970729871173344,false,0.1.0,2026-08-06
	24	+2026-07-13,municipality,montreal,Montréal,plex,142.95638717921628,141.21969257393548,855882.0,102,263.2,3.708,1.968,3.88,3.936,2.587,134.20777785936548,148.5979567560894,C,0.9956826377453092,false,0.1.0,2026-08-06
	25	+2026-07-13,municipality,montreal,Montréal,unifamilial,139.54576158598798,136.40111214250186,790109.0,82,478.8,2.084,-1.777,1.691,1.511,6.627,131.43731662129838,141.5523678661021,B,0.9607016997642371,false,0.1.0,2026-08-06
	26	+2026-07-13,municipality,quebec-city,Québec,all,166.2505397958448,162.90258077909542,447620.0,173,974.1,1.721,0.324,8.036,9.635,10.723,159.02172297770417,166.87814927153312,A,0.9948373151056271,false,0.1.0,2026-08-06
	27	+2026-07-13,municipality,quebec-city,Québec,condo,152.01169074222744,152.69568762449413,328294.0,55,141.7,-0.357,-1.004,-1.494,8.095,7.405,145.20487301877998,160.57293763206923,C,0.9921405685245888,false,0.1.0,2026-08-06
	28	+2026-07-13,municipality,quebec-city,Québec,plex,166.57402899830836,159.3589194193802,575230.0,25,222.1,3.735,2.485,8.112,6.946,9.285,150.76467334208868,168.44307512868104,C,0.996176799613064,false,0.1.0,2026-08-06
	29	+2026-07-13,municipality,quebec-city,Québec,unifamilial,174.65966395092127,169.91987433305448,495439.0,93,703.5,2.337,0.474,13.717,11.27,13.027,164.80223693570352,175.1964307658369,B,0.9959667091066711,false,0.1.0,2026-08-06
	30	+2026-07-13,municipality,saguenay,Saguenay,all,NaN,173.88222851845464,368933.0,62,560.3,2.222,-0.232,6.659,13.803,12.478,168.44111214172003,179.4991080865428,B,0.9767235420261182,false,0.1.0,2026-08-06
	31	+2026-07-13,municipality,saguenay,Saguenay,condo,NaN,150.5139860769468,270447.0,0,59.0,0.189,-1.324,-1.432,6.277,3.94,139.22824367895774,162.7145427260404,E,1.0,false,0.1.0,2026-08-06
	32	+2026-07-13,municipality,saguenay,Saguenay,plex,193.98266629730384,179.37992410862378,389319.0,10,166.1,3.635,6.08,6.997,12.303,11.034,168.24061365681519,191.25677488820892,D,0.9961027747992764,false,0.1.0,2026-08-06
	33	+2026-07-13,municipality,saguenay,Saguenay,unifamilial,177.26410039299967,173.21138600603447,367435.0,52,461.3,1.885,-1.976,6.868,14.535,13.233,166.79196813970313,179.87787167906055,B,0.9701711220428698,false,0.1.0,2026-08-06
	34	+2026-07-13,municipality,sherbrooke,Sherbrooke,all,168.3080121946426,167.2882163217376,451680.0,67,643.1,1.94,-1.315,7.846,8.814,10.04,162.39679702241122,172.32696600688755,B,0.959393955057428,false,0.1.0,2026-08-06
	35	+2026-07-13,municipality,sherbrooke,Sherbrooke,condo,140.31759528284837,141.86039648082988,319123.0,4,27.1,-0.71,-5.963,-3.602,5.634,-1.439,126.44462745842087,159.15561217747901,E,0.9198263514654395,false,0.1.0,2026-08-06
	36	+2026-07-13,municipality,sherbrooke,Sherbrooke,plex,196.0650747383211,178.05995340871354,564836.0,9,188.2,3.578,1.795,7.984,8.241,6.743,167.6538299674035,189.11197563501904,D,0.9962387344161051,false,0.1.0,2026-08-06
	37	+2026-07-13,municipality,sherbrooke,Sherbrooke,unifamilial,163.36244957209058,166.06822213010776,434345.0,54,532.1,1.663,-1.852,8.463,9.137,11.572,160.3303132968328,172.01147951601737,B,0.9519620864180663,false,0.1.0,2026-08-06
	38	+2026-07-13,municipality,trois-rivieres,Trois-Rivières,all,NaN,195.6099747683359,409408.0,45,413.6,2.94,-0.082,11.727,10.332,9.313,188.50418154021773,202.98362570119147,B,0.9737231381213693,false,0.1.0,2026-08-06
	39	+2026-07-13,municipality,trois-rivieres,Trois-Rivières,condo,NaN,212.3090456144626,312619.0,0,17.5,-0.439,-1.096,-3.699,9.244,3.533,184.02055399111643,244.94617515334704,E,1.0,false,0.1.0,2026-08-06
	40	+2026-07-13,municipality,trois-rivieres,Trois-Rivières,plex,231.35986878875804,209.28385662746734,458237.0,13,116.5,4.972,3.99,14.991,7.822,7.426,193.8640633652886,225.9301279698064,D,0.9948459700470538,false,0.1.0,2026-08-06
	41	+2026-07-13,municipality,trois-rivieres,Trois-Rivières,unifamilial,197.12580100155935,190.28811154215802,398819.0,32,343.0,2.421,-1.401,11.466,11.27,10.28,182.1336935073014,198.8076159715566,B,0.9650659349310294,false,0.1.0,2026-08-06
	42	+2026-07-13,province,quebec,Québec (province),all,157.0103100782035,157.0103100782035,469013.0,2487,2302.0,1.672,-0.827,5.891,7.644,7.604,154.56682412570223,159.49242413627556,A,0.0,false,0.1.0,2026-08-06
	43	+2026-07-13,province,quebec,Québec (province),condo,138.16020078426592,138.16020078426592,419543.0,258,258.0,-0.439,-2.121,-2.366,4.956,0.859,133.10497997669714,143.4074148397038,B,0.0,false,0.1.0,2026-08-06
	44	+2026-07-13,province,quebec,Québec (province),plex,158.89405583388057,158.89405583388057,583567.0,364,364.0,3.566,2.405,6.527,6.161,4.765,152.16014393276552,165.9259798708938,B,0.0,false,0.1.0,2026-08-06
	45	+2026-07-13,province,quebec,Québec (province),unifamilial,161.0061781039289,161.0061781039289,458587.0,1865,1865.0,1.738,-1.212,7.63,8.55,9.734,158.01040415933193,164.0587499636687,A,0.0,false,0.1.0,2026-08-06
	46	+2026-07-13,region,region-01,Bas-Saint-Laurent,all,168.54248122855066,164.21468945413278,269166.0,74,839.8,1.873,-1.235,7.232,7.436,9.762,160.00521165026916,168.53491179686773,B,0.9588173040003705,false,0.1.0,2026-08-06
	47	+2026-07-13,region,region-01,Bas-Saint-Laurent,condo,153.57434800733495,147.47607771388306,267384.0,2,94.4,-0.336,-1.612,-2.097,5.581,2.887,138.66340498248582,156.84883477813307,E,0.9751415721053844,false,0.1.0,2026-08-06
	48	+2026-07-13,region,region-01,Bas-Saint-Laurent,plex,141.27616345425957,163.14763948121507,303239.0,12,94.9,1.891,2.281,3.671,3.057,5.869,149.88136844423136,177.58813216464847,D,0.8982540467818814,false,0.1.0,2026-08-06
	49	+2026-07-13,region,region-01,Bas-Saint-Laurent,unifamilial,172.83111055971344,164.66295519314008,264874.0,60,861.4,1.909,-1.688,7.885,8.066,10.415,160.17453642462633,169.2771486540066,B,0.9666073120009592,false,0.1.0,2026-08-06
	50	+2026-07-13,region,region-02,Saguenay–Lac-Saint-Jean,all,173.19199091760845,171.53867483023387,316631.0,116,620.6,2.102,-0.494,7.148,14.096,12.163,166.43419949119036,176.7997025399233,B,0.8685966199199296,false,0.1.0,2026-08-06
	51	+2026-07-13,region,region-02,Saguenay–Lac-Saint-Jean,condo,211.25730277068428,153.1324220410915,263521.0,1,65.2,0.189,-1.388,-1.513,6.112,4.017,142.18583527398653,164.92176337385945,E,0.9808352946165771,false,0.1.0,2026-08-06
	52	+2026-07-13,region,region-02,Saguenay–Lac-Saint-Jean,plex,179.99037704939064,179.1895414688435,349192.0,21,173.8,3.604,5.78,6.993,12.005,10.798,168.30350135219777,190.7797016333142,C,0.9227909959543318,false,0.1.0,2026-08-06
	53	+2026-07-13,region,region-02,Saguenay–Lac-Saint-Jean,unifamilial,171.04030911715947,170.29521360806544,311029.0,94,543.1,1.814,-1.804,7.367,14.729,12.637,164.47006492951704,176.32667555791787,B,0.854407340463168,false,0.1.0,2026-08-06
	54	+2026-07-13,region,region-03,Capitale-Nationale,all,170.40825391250712,166.79009386498794,438556.0,271,1017.7,1.897,0.344,9.316,9.939,11.137,162.90152824901543,170.77148207576514,A,0.840225224392434,false,0.1.0,2026-08-06
	55	+2026-07-13,region,region-03,Capitale-Nationale,condo,155.00304909422263,154.35746577263413,330220.0,59,144.8,-0.356,-1.042,-1.51,8.034,7.497,146.8641600327146,162.23309508897557,C,0.8337164088776177,false,0.1.0,2026-08-06
	56	+2026-07-13,region,region-03,Capitale-Nationale,plex,166.61396961690573,162.06955013914884,531740.0,33,229.8,3.72,2.447,8.036,6.972,9.063,153.47221122353525,171.14850221352685,C,0.9490264659785378,false,0.1.0,2026-08-06
	57	+2026-07-13,region,region-03,Capitale-Nationale,unifamilial,176.94446758126145,172.36363393879213,465172.0,179,717.6,2.325,0.407,13.639,11.23,12.868,167.22302395031343,177.66227163439743,B,0.8203313532104751,false,0.1.0,2026-08-06
	58	+2026-07-13,region,region-04,Mauricie,all,NaN,191.19381289186285,343264.0,99,558.8,2.804,0.193,11.577,10.342,10.339,185.20313529742154,197.37826808074342,B,0.9014094383701756,false,0.1.0,2026-08-06
	59	+2026-07-13,region,region-04,Mauricie,condo,NaN,202.22527363159634,311601.0,0,18.3,-0.439,-1.084,-3.569,9.136,3.487,175.8297936314493,232.58322978580486,E,1.0,false,0.1.0,2026-08-06
	60	+2026-07-13,region,region-04,Mauricie,plex,228.77520653974912,207.96115041965382,379379.0,19,120.2,4.918,3.863,14.644,7.672,7.382,192.86853134778005,224.23481830678477,C,0.880263279881631,false,0.1.0,2026-08-06
	61	+2026-07-13,region,region-04,Mauricie,unifamilial,196.49119518545507,186.46658385166256,334547.0,80,518.7,2.3,-0.783,11.136,11.135,11.363,179.94275188640165,193.226937616578,B,0.9048735865801549,false,0.1.0,2026-08-06
	62	+2026-07-13,region,region-05,Estrie,all,166.94917327062214,167.0842803467695,444165.0,192,1091.4,1.906,-1.087,7.089,7.815,9.383,163.32116808680556,170.9340991497185,A,0.9485094975890755,false,0.1.0,2026-08-06
	63	+2026-07-13,region,region-05,Estrie,condo,139.30851354926256,147.6687915171472,334177.0,7,117.1,-0.602,-3.238,-3.693,3.069,0.366,139.7200539489596,156.069736389456,D,0.9726277725939869,false,0.1.0,2026-08-06
	64	+2026-07-13,region,region-05,Estrie,plex,176.22665678708356,177.13946436501132,499608.0,25,203.5,3.541,1.802,7.741,7.96,6.081,167.17134385603717,187.701965610477,C,0.9559933391189436,false,0.1.0,2026-08-06
	65	+2026-07-13,region,region-05,Estrie,unifamilial,167.03049937443868,166.49295441098454,441904.0,160,974.7,1.757,-1.476,7.616,8.064,10.524,162.22322337502868,170.87506518357804,A,0.9457987319223433,false,0.1.0,2026-08-06
	66	+2026-07-13,region,region-06,Montréal,all,131.9093422927083,132.1571119240889,659913.0,366,923.9,1.171,-1.254,0.067,2.68,1.011,128.92531500221105,135.46992095242604,A,0.8779086681219483,false,0.1.0,2026-08-06
	67	+2026-07-13,region,region-06,Montréal,condo,126.59188723996262,128.62162155669233,492502.0,133,216.4,-0.588,-2.566,-2.926,2.986,-2.135,123.49204174960842,133.9642724947127,B,0.9138723711345551,false,0.1.0,2026-08-06
	68	+2026-07-13,region,region-06,Montréal,plex,140.9571799603617,139.148903470808,858976.0,102,266.4,3.703,1.991,3.952,3.939,2.57,132.2807012371294,146.37371253739218,C,0.9069438168465952,false,0.1.0,2026-08-06
	69	+2026-07-13,region,region-06,Montréal,unifamilial,133.40265798473533,132.24510613608257,853912.0,131,581.7,1.97,-1.809,1.85,1.105,5.075,127.87147963660688,136.76832509207227,B,0.7930422464344542,false,0.1.0,2026-08-06
	70	+2026-07-13,region,region-07,Outaouais,all,154.56469444680764,149.19966645008276,454631.0,151,850.2,2.207,-0.049,4.465,5.408,4.656,145.39816369137287,153.10056127027116,A,0.8881002962446048,false,0.1.0,2026-08-06
	71	+2026-07-13,region,region-07,Outaouais,condo,140.19020917184443,141.90582328306579,317189.0,3,52.1,-0.578,-2.473,-5.734,3.077,-1.513,130.6075622080006,154.18144509561293,D,0.8972171430651947,false,0.1.0,2026-08-06
	72	+2026-07-13,region,region-07,Outaouais,plex,169.56363271594213,154.68545767848113,575280.0,21,255.1,3.887,1.823,3.739,3.417,2.58,146.887343547459,162.8975665249894,C,0.9673317152603325,false,0.1.0,2026-08-06
	73	+2026-07-13,region,region-07,Outaouais,unifamilial,153.53829354682222,148.97154540551648,451382.0,127,715.1,2.181,-0.138,5.541,5.95,5.57,144.52074927891536,153.55941241127792,B,0.8742055020753409,false,0.1.0,2026-08-06
	74	+2026-07-13,region,region-08,Abitibi-Témiscamingue,all,NaN,151.72338029702007,304809.0,58,781.5,1.955,-0.702,5.924,6.492,8.087,147.693651954149,155.8630572416251,B,0.9604291106382046,false,0.1.0,2026-08-06
	75	+2026-07-13,region,region-08,Abitibi-Témiscamingue,condo,NaN,156.57533929635366,322052.0,0,10.1,-0.439,-3.315,-4.885,2.249,3.47,129.74838225049362,188.94907551477388,E,1.0,false,0.1.0,2026-08-06
	76	+2026-07-13,region,region-08,Abitibi-Témiscamingue,plex,169.17998547460314,154.59222644059895,359022.0,8,204.5,3.766,2.754,5.934,6.109,2.832,145.9131740646789,163.78751698779317,D,0.9790462099558088,false,0.1.0,2026-08-06
	77	+2026-07-13,region,region-08,Abitibi-Témiscamingue,unifamilial,147.98939655056404,151.14881240931624,295334.0,50,717.3,1.641,-1.312,6.026,6.603,9.144,146.6399945137583,155.7962653265319,B,0.9565829003172551,false,0.1.0,2026-08-06
	78	+2026-07-13,region,region-09,Côte-Nord,all,NaN,164.41804754253917,259337.0,15,65.6,2.289,3.347,17.579,13.554,14.134,149.82897285457886,180.42768259473198,C,0.8124648308981984,false,0.1.0,2026-08-06
	79	+2026-07-13,region,region-09,Côte-Nord,condo,NaN,139.40493318989758,235335.0,0,22.1,-0.439,-2.121,-2.26,5.07,-0.048,122.73882041832587,158.33405707700774,E,1.0,false,0.1.0,2026-08-06
	80	+2026-07-13,region,region-09,Côte-Nord,plex,179.8012071659903,161.94928217880863,314692.0,2,91.8,3.81,4.554,9.726,13.03,14.075,148.57254507822284,176.53039452492834,E,0.9779968540557293,false,0.1.0,2026-08-06
	81	+2026-07-13,region,region-09,Côte-Nord,unifamilial,166.9504636082505,164.9292131828089,251954.0,13,57.9,2.075,3.194,18.921,13.677,14.218,148.25042654177875,183.48443235969154,C,0.7865435865535549,false,0.1.0,2026-08-06
	82	+2026-07-13,region,region-10,Nord-du-Québec,all,NaN,130.496607721213,186580.0,4,85.8,3.473,3.158,9.171,12.503,9.935,120.31181052386985,141.54358206890683,E,0.9703470130051219,false,0.1.0,2026-08-06
	83	+2026-07-13,region,region-10,Nord-du-Québec,condo,NaN,138.16020078426592,,0,0.0,-0.439,-2.121,-2.366,4.956,0.859,3.7415005674504163,5101.7608407730495,E,1.0,false,0.1.0,2026-08-06
	84	+2026-07-13,region,region-10,Nord-du-Québec,plex,69.76327181853792,145.76294492134608,222261.0,1,56.3,2.279,0.944,6.423,2.948,1.56,130.56649878818968,162.72808346198246,E,0.9833122525113603,false,0.1.0,2026-08-06
	85	+2026-07-13,region,region-10,Nord-du-Québec,unifamilial,227.33513696344986,128.91067236582518,183115.0,3,82.3,3.608,3.409,9.488,13.615,10.906,117.88545975465752,140.96701564717415,E,0.968894915755899,false,0.1.0,2026-08-06
	86	+2026-07-13,region,region-11,Gaspésie–Îles-de-la-Madeleine,all,NaN,161.72051659303742,234668.0,17,369.9,2.336,-0.608,8.345,7.297,8.14,155.51453245968997,168.17415757526066,C,0.9717992139053824,false,0.1.0,2026-08-06
	87	+2026-07-13,region,region-11,Gaspésie–Îles-de-la-Madeleine,condo,NaN,151.66195758424809,513224.0,0,1.2,-0.439,-2.121,-2.366,4.956,0.859,87.42240013508922,263.1059012649332,E,1.0,false,0.1.0,2026-08-06
	88	+2026-07-13,region,region-11,Gaspésie–Îles-de-la-Madeleine,plex,191.41077633511884,168.74849501011647,294918.0,1,219.1,3.587,2.364,6.69,6.028,4.635,159.58833573331634,178.43443530713208,E,0.9984055704677409,false,0.1.0,2026-08-06
	89	+2026-07-13,region,region-11,Gaspésie–Îles-de-la-Madeleine,unifamilial,184.0294785267384,160.87878002075317,228192.0,16,349.1,2.184,-0.967,8.553,7.455,8.581,154.0443478138833,168.0164331133821,C,0.9685219488364073,false,0.1.0,2026-08-06
	90	+2026-07-13,region,region-12,Chaudière-Appalaches,all,168.97572493120586,165.76588396587448,321415.0,160,668.3,2.041,0.127,10.335,11.203,12.883,161.00997817257644,170.66226949944354,A,0.8731443296552194,false,0.1.0,2026-08-06
	91	+2026-07-13,region,region-12,Chaudière-Appalaches,condo,138.40497669377325,122.62766442209522,275958.0,3,42.0,0.51,-1.255,4.505,15.195,13.257,111.80632638642318,134.49636141022546,E,0.9273408650113658,false,0.1.0,2026-08-06
	92	+2026-07-13,region,region-12,Chaudière-Appalaches,plex,189.29199305977608,172.92323840408818,365610.0,18,170.8,4.118,5.002,9.806,9.251,6.086,162.3284126922834,184.209565560414,C,0.9444153739554064,false,0.1.0,2026-08-06
	93	+2026-07-13,region,region-12,Chaudière-Appalaches,unifamilial,167.8529319290855,166.80173619062438,318493.0,139,613.2,1.841,-0.418,10.632,11.301,13.757,161.4264883999537,172.35597126583247,B,0.8620751175159382,false,0.1.0,2026-08-06
	94	+2026-07-13,region,region-13,Laval,all,135.15240475199326,145.9917924465427,581068.0,86,682.3,0.178,-3.248,-1.128,2.849,4.583,141.8458588600189,150.25890521617413,A,0.8823593322152801,false,0.1.0,2026-08-06
	95	+2026-07-13,region,region-13,Laval,condo,140.72967151326026,150.1698316596458,420471.0,13,107.7,-1.062,-5.738,-7.534,-0.784,-1.34,141.74951544145856,159.0903381253514,C,0.9118602910450249,false,0.1.0,2026-08-06
	96	+2026-07-13,region,region-13,Laval,plex,163.00209725538434,156.94135543746103,844465.0,8,149.9,3.751,2.513,10.778,10.412,9.138,146.6990308482151,167.89878504399925,D,0.9549336328121784,false,0.1.0,2026-08-06
	97	+2026-07-13,region,region-13,Laval,unifamilial,129.56349782464358,142.9587408090533,620482.0,65,486.0,0.133,-3.121,-0.29,3.168,6.218,137.79476405718208,148.31624201068377,B,0.8608502527335418,false,0.1.0,2026-08-06
	98	+2026-07-13,region,region-14,Lanaudière,all,147.3355704081245,162.7901209743806,468367.0,170,821.5,0.042,-3.426,3.4,5.892,7.467,158.57157594690142,167.12089369489115,A,0.8808422559099539,false,0.1.0,2026-08-06
	99	+2026-07-13,region,region-14,Lanaudière,condo,146.6790451946651,148.0776687898357,351393.0,8,108.4,-0.537,-2.178,0.672,2.643,-1.61,139.8018833231422,156.84335198510584,C,0.9059025355331677,false,0.1.0,2026-08-06
	100	+2026-07-13,region,region-14,Lanaudière,plex,182.42316569592862,163.4148805937438,612137.0,18,272.2,3.8,2.679,6.978,5.163,4.87,155.4331325448314,171.8065045865637,C,0.9798909600001908,false,0.1.0,2026-08-06
	101	+2026-07-13,region,region-14,Lanaudière,unifamilial,143.51400540052097,164.2283422746672,465573.0,144,685.2,-0.362,-4.283,3.23,6.307,8.731,159.21757470236162,169.39680469762354,B,0.8660002176478554,false,0.1.0,2026-08-06
	102	+2026-07-13,region,region-15,Laurentides,all,158.062724878413,160.9645449039262,519981.0,240,1236.9,1.811,-0.862,6.582,7.782,8.462,157.5569406884317,164.44584797672726,A,0.9339461206730794,false,0.1.0,2026-08-06
	103	+2026-07-13,region,region-15,Laurentides,condo,209.18343558377717,163.38220171402358,368878.0,6,66.8,1.337,-0.627,-2.128,7.795,5.254,151.83999425474224,175.80179693722687,C,0.9332150505565051,false,0.1.0,2026-08-06
	104	+2026-07-13,region,region-15,Laurentides,plex,147.7962528910968,166.37632536565374,610623.0,32,285.3,3.225,2.578,7.363,7.175,5.938,158.43349172937002,174.71736146206786,B,0.9729614332792248,false,0.1.0,2026-08-06
	105	+2026-07-13,region,region-15,Laurentides,unifamilial,156.80287426309616,159.80996222823012,516969.0,202,1071.5,1.586,-1.503,7.101,7.894,9.173,155.8987912702034,163.81925619374314,A,0.9267874949068061,false,0.1.0,2026-08-06
	106	+2026-07-13,region,region-16,Montérégie,all,150.05984251432022,151.54413253270658,547870.0,377,1601.5,1.665,-1.025,6.265,7.468,6.318,148.72096907231403,154.42088797796725,A,0.9337469049565295,false,0.1.0,2026-08-06
	107	+2026-07-13,region,region-16,Montérégie,condo,125.50316488866375,134.17107014767828,382029.0,22,185.3,-0.799,-1.973,-3.081,4.839,-0.108,128.39803559004562,140.20367197867665,B,0.948485569320812,false,0.1.0,2026-08-06
	108	+2026-07-13,region,region-16,Montérégie,plex,146.19746159103948,162.22330018428994,633599.0,32,263.8,3.18,1.627,7.503,6.544,3.593,154.1777763432653,170.68866698460323,C,0.9653855486379822,false,0.1.0,2026-08-06
	109	+2026-07-13,region,region-16,Montérégie,unifamilial,154.63719080134615,152.87942893996885,566845.0,323,1334.7,1.83,-1.24,7.556,7.99,7.686,149.52260888483707,156.31161044690091,A,0.9272504524799517,false,0.1.0,2026-08-06
	110	+2026-07-13,region,region-17,Centre-du-Québec,all,174.3049010662432,167.3697551190376,360317.0,91,782.0,2.242,-0.542,7.448,11.125,11.614,162.92570222083097,171.93502649838535,A,0.9402073570716116,false,0.1.0,2026-08-06
	111	+2026-07-13,region,region-17,Centre-du-Québec,condo,154.30597394705478,158.5272050958978,301650.0,1,43.4,-0.548,-2.224,-3.599,5.138,0.651,144.74919049658453,173.616686002191,E,0.9608662505253012,false,0.1.0,2026-08-06
	112	+2026-07-13,region,region-17,Centre-du-Québec,plex,157.6485288628178,172.43709844656433,432343.0,11,136.8,3.068,1.236,4.019,7.439,1.987,160.6769566028207,185.05797937268204,D,0.9489961300288267,false,0.1.0,2026-08-06
	113	+2026-07-13,region,region-17,Centre-du-Québec,unifamilial,177.28937185060437,166.70782342076032,350898.0,79,760.5,2.149,-0.793,8.127,11.78,13.32,161.8760388698226,171.68383031683123,B,0.9386025767016043,false,0.1.0,2026-08-06

added outputs/tables/index_latest_monthly.csv +113 −0

		`@@ -0,0 +1,113 @@`
	1	+period,geography_level,geography_id,geography_name,property_type,index,index_smoothed,representative_value,transactions,effective_sample_size,monthly_pct,three_month_pct,six_month_pct,yoy_pct,lower_95,upper_95,reliability_grade,shrinkage_weight,is_partial_month,model_version,data_vintage
	2	+2026-06,municipality,drummondville,Drummondville,all,NaN,177.1234670762736,431834.0,159,349.2,2.177,6.376,7.048,11.859,170.08770271606934,184.45026940889937,B,0.5221224867887166,false,2.1.0,2026-08-08
	3	+2026-06,municipality,drummondville,Drummondville,condo,NaN,179.46671810529443,388748.0,0,228.9,-1.235,1.293,1.692,5.436,172.4779520388189,186.73866732970154,E,1.0,false,2.1.0,2026-08-08
	4	+2026-06,municipality,drummondville,Drummondville,plex,211.53635132057406,198.82611737378693,536415.0,24,165.2,3.876,8.545,9.947,10.402,186.44236910985592,212.03241054420351,D,0.8302202026417131,false,2.1.0,2026-08-08
	5	+2026-06,municipality,drummondville,Drummondville,unifamilial,174.8135147834323,172.31596709831166,411522.0,135,287.9,1.84,5.96,6.471,12.322,164.16092346093552,180.87612990366895,C,0.441051004367348,false,2.1.0,2026-08-08
	6	+2026-06,municipality,gatineau,Gatineau,all,143.10997624581967,142.97402503787112,486661.0,413,1275.2,1.361,3.915,3.412,2.902,139.97335287615772,146.03902396776624,A,0.3337282203152186,false,2.1.0,2026-08-08
	7	+2026-06,municipality,gatineau,Gatineau,condo,137.97422486374253,143.29612872790238,319003.0,13,1523.2,-2.048,0.135,1.283,1.358,141.10641996367755,145.51981769283927,D,0.9948160665003976,false,2.1.0,2026-08-08
	8	+2026-06,municipality,gatineau,Gatineau,plex,150.91659032219277,149.66836088398205,612714.0,57,250.4,0.899,-0.783,-0.897,5.979,142.05104882106983,157.69414189904452,C,0.4814410297245866,false,2.1.0,2026-08-08
	9	+2026-06,municipality,gatineau,Gatineau,unifamilial,142.26402253774256,141.54701113197092,492712.0,343,964.2,1.967,5.509,4.667,2.487,137.846095779536,145.34728928730883,A,0.20593092195598373,false,2.1.0,2026-08-08
	10	+2026-06,municipality,laval,Laval,all,141.22298504978542,140.39273123148232,573899.0,603,1454.1,0.166,2.748,4.453,3.987,137.63153060454246,143.209327804894,A,0.3784154721767792,false,2.1.0,2026-08-08
	11	+2026-06,municipality,laval,Laval,condo,139.240009994328,139.3897334694248,419425.0,123,388.9,-0.171,-0.008,0.997,1.927,135.20563942042938,143.70330912204182,B,0.38554258005590714,false,2.1.0,2026-08-08
	12	+2026-06,municipality,laval,Laval,plex,161.449540944382,150.52793524923115,828977.0,49,1253.9,3.619,8.117,9.689,8.9,147.0550013411198,154.0828879246072,D,0.9795937573690241,false,2.1.0,2026-08-08
	13	+2026-06,municipality,laval,Laval,unifamilial,139.23833790936027,139.3517295315039,611137.0,431,881.1,-0.2,3.028,5.022,4.065,135.542535645367,143.2679743739557,A,0.2885598860705171,false,2.1.0,2026-08-08
	14	+2026-06,municipality,levis,Lévis,all,169.03474484070975,164.92881626390962,431574.0,374,668.6,3.188,10.534,10.264,10.314,160.16754603910468,169.8316238645078,B,0.3186769547180097,false,2.1.0,2026-08-08
	15	+2026-06,municipality,levis,Lévis,condo,159.5986670492223,141.89288575590584,301006.0,13,590.9,3.348,9.103,13.847,18.313,138.42776837962717,145.4447417870941,E,0.9760558627266851,false,2.1.0,2026-08-08
	16	+2026-06,municipality,levis,Lévis,plex,168.33003164180468,154.68414437409376,489303.0,31,338.7,4.423,5.37,8.479,6.501,147.89098162430955,161.7893414321111,D,0.8968887915980146,false,2.1.0,2026-08-08
	17	+2026-06,municipality,levis,Lévis,unifamilial,170.1204666837815,169.18425183941594,439141.0,330,516.9,2.971,11.548,10.208,10.18,163.1719657501608,175.41806853200032,B,0.1585849493030319,false,2.1.0,2026-08-08
	18	+2026-06,municipality,longueuil,Longueuil,all,140.77703236433928,138.8702440339345,540318.0,398,972.7,2.278,5.152,4.946,4.883,135.5382660595621,142.28413302535375,A,0.38740743777458697,false,2.1.0,2026-08-08
	19	+2026-06,municipality,longueuil,Longueuil,condo,136.38978273802638,136.63679466974713,373639.0,90,340.6,-0.293,1.14,1.89,1.315,132.25881569028647,141.15969177693006,C,0.38146439153664125,false,2.1.0,2026-08-08
	20	+2026-06,municipality,longueuil,Longueuil,plex,145.15858504385767,141.53651003634212,778666.0,67,221.9,1.731,3.872,3.493,6.833,133.8974385127458,149.61140329328,C,0.5955486057170623,false,2.1.0,2026-08-08
	21	+2026-06,municipality,longueuil,Longueuil,unifamilial,141.7867617525296,139.23444129709432,584896.0,241,482.4,3.839,7.751,7.067,6.207,134.1156043959825,144.5486506258829,B,0.32532780780532755,false,2.1.0,2026-08-08
	22	+2026-06,municipality,montreal,Montréal,all,123.9443876072599,123.79468232979207,619320.0,2105,3961.7,0.345,1.848,2.44,2.773,122.31385177350596,125.29344102017448,A,0.2806181551060094,false,2.1.0,2026-08-08
	23	+2026-06,municipality,montreal,Montréal,condo,121.61339877490897,121.5584417251484,484520.0,1036,1523.4,0.15,1.94,1.733,0.676,119.7009890105731,123.44471734766627,A,0.23188189307573626,false,2.1.0,2026-08-08
	24	+2026-06,municipality,montreal,Montréal,plex,125.99536009727619,126.10647357581537,823545.0,564,932.1,-0.15,1.088,1.804,5.34,122.73816667965963,129.56721701109836,A,0.3693577821590096,false,2.1.0,2026-08-08
	25	+2026-06,municipality,montreal,Montréal,unifamilial,126.88519657881866,126.18113566996117,763638.0,505,1122.1,1.422,2.588,4.905,4.527,123.12000334291378,129.31837692219756,A,0.2827012764982748,false,2.1.0,2026-08-08
	26	+2026-06,municipality,quebec-city,Québec,all,165.21325218943454,164.21772828306248,450400.0,1278,2383.2,2.598,8.104,7.372,11.36,161.6894067792242,166.7855849039756,A,0.22104482049478913,false,2.1.0,2026-08-08
	27	+2026-06,municipality,quebec-city,Québec,condo,164.19661058631374,163.51723041796683,344756.0,377,637.6,1.239,4.876,5.475,10.166,159.67116452117494,167.4559381072002,A,0.25182859655202283,false,2.1.0,2026-08-08
	28	+2026-06,municipality,quebec-city,Québec,plex,162.43747312683877,160.99236112074482,575778.0,167,388.7,1.191,6.043,6.019,13.027,154.38267714449358,167.88502971077514,B,0.43015796982643295,false,2.1.0,2026-08-08
	29	+2026-06,municipality,quebec-city,Québec,unifamilial,166.56659516813278,165.52124810601376,487647.0,734,1356.3,3.762,10.536,8.828,11.568,161.86467267608873,169.26042676030937,A,0.14565189507075305,false,2.1.0,2026-08-08
	30	+2026-06,municipality,saguenay,Saguenay,all,174.14732550787946,173.03031316676888,362298.0,292,799.9,1.109,5.117,11.766,9.938,168.45781977292665,177.7269189103074,A,0.4393655433794468,false,2.1.0,2026-08-08
	31	+2026-06,municipality,saguenay,Saguenay,condo,165.15468644189866,162.75594133810523,275673.0,8,494.3,0.575,1.861,3.194,6.407,158.41538907294202,167.2154239299044,E,0.9749255934495725,false,2.1.0,2026-08-08
	32	+2026-06,municipality,saguenay,Saguenay,plex,182.00637361962515,177.13203391423582,384920.0,58,1266.9,4.996,2.736,11.204,13.178,173.0659996956915,181.29359604869342,D,0.9771755137740864,false,2.1.0,2026-08-08
	33	+2026-06,municipality,saguenay,Saguenay,unifamilial,172.23601582000578,172.22830894658733,359254.0,226,553.7,0.013,5.949,12.259,9.134,166.3107502408003,178.35642229773393,B,0.2616103487887491,false,2.1.0,2026-08-08
	34	+2026-06,municipality,sherbrooke,Sherbrooke,all,174.13317035157246,175.23875372030147,453907.0,328,514.1,0.28,7.845,7.293,8.889,169.48157650276366,181.1914984455182,B,0.4153860933208363,false,2.1.0,2026-08-08
	35	+2026-06,municipality,sherbrooke,Sherbrooke,condo,165.60844486302554,156.3310355432095,325922.0,9,140.7,-0.165,1.621,2.358,4.711,148.60689093175787,164.4566582395907,E,0.9551397524107392,false,2.1.0,2026-08-08
	36	+2026-06,municipality,sherbrooke,Sherbrooke,plex,147.46730939453232,155.6375080038037,546216.0,58,290.2,-1.109,8.737,5.194,12.324,148.26628015951982,163.37520487849613,D,0.8283671687895422,false,2.1.0,2026-08-08
	37	+2026-06,municipality,sherbrooke,Sherbrooke,unifamilial,182.29961181663307,181.8303417866023,439133.0,261,384.8,0.668,7.959,8.118,8.242,174.36257986866804,189.61793992229013,B,0.27917460683784334,false,2.1.0,2026-08-08
	38	+2026-06,municipality,trois-rivieres,Trois-Rivières,all,194.13545774935932,194.27290890645278,399445.0,225,501.9,0.736,4.671,7.535,8.888,187.81429322500273,200.95362545043253,B,0.5423899320466273,false,2.1.0,2026-08-08
	39	+2026-06,municipality,trois-rivieres,Trois-Rivières,condo,166.4980831552608,192.4580436355919,309677.0,4,324.7,-1.097,5.508,4.458,6.324,186.1450554652588,198.9851326830026,E,0.9893659010046914,false,2.1.0,2026-08-08
	40	+2026-06,municipality,trois-rivieres,Trois-Rivières,plex,202.9948465986688,203.07008647249347,441139.0,47,1279.5,-0.145,5.862,5.706,8.234,198.43150024014926,207.81710550007858,D,0.9812071615637241,false,2.1.0,2026-08-08
	41	+2026-06,municipality,trois-rivieres,Trois-Rivières,unifamilial,192.6744288652864,191.41139798746366,391023.0,174,312.6,1.138,4.219,8.336,9.249,182.7091763728544,200.52809610803246,B,0.36764237929242183,false,2.1.0,2026-08-08
	42	+2026-06,province,quebec,Québec (province),all,153.99846928543036,153.99846928543036,463468.0,15422,14088.7,1.501,6.357,8.168,6.826,153.01886399926317,154.98434586712025,A,0.0,false,2.1.0,2026-08-08
	43	+2026-06,province,quebec,Québec (province),condo,131.96657490076268,131.96657490076268,414520.0,1985,1985.0,0.221,1.688,2.088,2.451,130.1983635707343,133.75880013712518,A,0.0,false,2.1.0,2026-08-08
	44	+2026-06,province,quebec,Québec (province),plex,154.9674503198742,154.9674503198742,578937.0,1967,1967.0,2.239,5.947,6.711,7.662,152.10612547891157,157.88260060553694,A,0.0,false,2.1.0,2026-08-08
	45	+2026-06,province,quebec,Québec (province),unifamilial,159.0129944707306,159.0129944707306,452894.0,11470,11470.0,1.625,7.481,9.84,7.619,157.79619880628897,160.239173071518,A,0.0,false,2.1.0,2026-08-08
	46	+2026-06,region,region-01,Bas-Saint-Laurent,all,166.29725201802583,165.5348348549363,269603.0,365,427.1,1.608,13.775,8.967,8.808,159.57791155580685,171.71412561611453,B,0.2938194857516768,false,2.1.0,2026-08-08
	47	+2026-06,region,region-01,Bas-Saint-Laurent,condo,138.88408365469428,166.67787899989173,284307.0,1,33.9,-0.734,1.003,0.862,3.754,150.3280814595785,184.8058930717657,E,0.9501749964532001,false,2.1.0,2026-08-08
	48	+2026-06,region,region-01,Bas-Saint-Laurent,plex,156.17582155992693,151.05602628085634,294228.0,29,121.7,3.324,4.626,4.028,7.299,140.15327444695046,162.80692096423044,D,0.7595162806901959,false,2.1.0,2026-08-08
	49	+2026-06,region,region-01,Bas-Saint-Laurent,unifamilial,168.21413405540136,167.5431476915595,265938.0,335,404.1,1.423,15.288,9.788,9.1,160.82508563996774,174.54183982986598,B,0.22054161742541134,false,2.1.0,2026-08-08
	50	+2026-06,region,region-02,Saguenay–Lac-Saint-Jean,all,174.8530941057696,173.38182378051442,315128.0,557,791.8,1.301,7.081,14.847,9.718,168.77692951811082,178.11235755554847,A,0.25605020392560923,false,2.1.0,2026-08-08
	51	+2026-06,region,region-02,Saguenay–Lac-Saint-Jean,condo,164.7546820673152,162.87656247384834,268707.0,8,64.2,0.537,1.821,3.076,6.609,151.10895440732048,175.56057288165732,E,0.7844309953745453,false,2.1.0,2026-08-08
	52	+2026-06,region,region-02,Saguenay–Lac-Saint-Jean,plex,181.66668995021925,174.4526933673431,344188.0,92,221.8,4.93,2.779,11.001,13.02,165.03406054705673,184.40885549466654,C,0.4571346747081645,false,2.1.0,2026-08-08
	53	+2026-06,region,region-02,Saguenay–Lac-Saint-Jean,unifamilial,173.6014251548056,173.36782328961064,309928.0,457,702.7,0.536,8.161,15.964,9.069,168.07005489021958,178.83258366167598,B,0.20114823811757176,false,2.1.0,2026-08-08
	54	+2026-06,region,region-03,Capitale-Nationale,all,167.36988521057265,166.7612007506425,438647.0,1838,2558.2,2.403,8.081,8.458,11.377,164.28243102866222,169.2773713029863,A,0.1784017344183837,false,2.1.0,2026-08-08
	55	+2026-06,region,region-03,Capitale-Nationale,condo,165.2935420813588,164.55806964899028,345574.0,395,665.7,1.373,4.749,5.219,10.563,160.76908830513926,168.43634912704982,A,0.24644691034349575,false,2.1.0,2026-08-08
	56	+2026-06,region,region-03,Capitale-Nationale,plex,161.35106491700725,161.06806872653095,528484.0,206,411.2,0.245,6.128,5.757,11.956,154.63513159917284,167.7686208496315,B,0.41793049844368046,false,2.1.0,2026-08-08
	57	+2026-06,region,region-03,Capitale-Nationale,unifamilial,169.35884051233822,168.72605770635775,458570.0,1237,1668.7,3.212,9.675,10.175,11.545,165.362005845192,172.15854635786584,A,0.10588091161192759,false,2.1.0,2026-08-08
	58	+2026-06,region,region-04,Mauricie,all,193.0910984810241,192.72901418377342,338288.0,475,556.5,1.02,7.421,9.122,8.75,186.638946987841,199.01780152386414,B,0.2804230202418914,false,2.1.0,2026-08-08
	59	+2026-06,region,region-04,Mauricie,condo,178.58793563209926,187.78745636150737,310711.0,5,23.7,-0.943,5.384,4.435,6.482,165.9952415322331,212.44060035225414,E,0.811329263600422,false,2.1.0,2026-08-08
	60	+2026-06,region,region-04,Mauricie,plex,201.30772266034433,201.52812938926772,366424.0,78,179.6,-0.144,5.715,5.721,8.35,189.4737275794946,214.34943753929056,C,0.4319156136851525,false,2.1.0,2026-08-08
	61	+2026-06,region,region-04,Mauricie,unifamilial,191.21726136402677,190.44978452343676,331512.0,392,467.1,1.399,7.957,10.218,8.92,183.33661631846084,197.838932305915,B,0.22449582550528524,false,2.1.0,2026-08-08
	62	+2026-06,region,region-05,Estrie,all,175.09652365128022,174.21380046821156,447792.0,1016,899.6,2.502,8.821,8.384,9.996,169.86936180591562,178.66934890975077,A,0.28356835768759625,false,2.1.0,2026-08-08
	63	+2026-06,region,region-05,Estrie,condo,145.99717023807997,151.2919219633559,340607.0,28,144.1,-0.435,0.779,1.022,3.17,143.9035238277728,159.05966054563453,D,0.8444075175954765,false,2.1.0,2026-08-08
	64	+2026-06,region,region-05,Estrie,plex,165.1944577906698,165.19020465472082,485274.0,129,227.1,0.002,7.456,5.026,9.758,156.37452864025144,174.5028678976594,C,0.5085101022052475,false,2.1.0,2026-08-08
	65	+2026-06,region,region-05,Estrie,unifamilial,178.76745632240716,177.2974947846294,447807.0,859,778.3,3.128,9.542,9.434,10.438,172.14542316194454,182.60376070140424,B,0.21138259240902435,false,2.1.0,2026-08-08
	66	+2026-06,region,region-06,Montréal,all,122.94978028719972,122.80001851303042,644536.0,2413,4510.2,0.36,1.81,2.674,2.585,121.42277636693623,124.19288207699799,A,0.26339487127139477,false,2.1.0,2026-08-08
	67	+2026-06,region,region-06,Montréal,condo,121.73829971028745,121.76240633783462,487758.0,1090,1608.3,-0.069,1.718,1.854,0.675,119.95124021766802,123.60091959262765,A,0.22411628968424213,false,2.1.0,2026-08-08
	68	+2026-06,region,region-06,Montréal,plex,126.24652659391373,126.1753396118162,826103.0,574,935.9,0.099,0.95,1.729,5.3,122.8119493903187,129.6308413406892,A,0.36401597592098744,false,2.1.0,2026-08-08
	69	+2026-06,region,region-06,Montréal,unifamilial,122.17258268856442,121.66777920192679,826049.0,749,1622.5,1.305,2.713,4.885,3.485,119.20806481248198,124.17824682595486,A,0.2419812542292591,false,2.1.0,2026-08-08
	70	+2026-06,region,region-07,Outaouais,all,147.72815112188044,146.8117163736308,445833.0,649,973.3,2.653,5.546,5.063,3.415,143.29022488161155,150.41975181753935,A,0.2872022794410515,false,2.1.0,2026-08-08
	71	+2026-06,region,region-07,Outaouais,condo,134.50772876742175,141.22920707155524,320335.0,13,92.4,-2.028,0.135,1.282,1.423,132.67130353914808,150.3391343718481,D,0.6824025662138823,false,2.1.0,2026-08-08
	72	+2026-06,region,region-07,Outaouais,plex,153.56436400789835,150.3920974385131,555233.0,76,226.6,2.144,0.067,-1.899,4.572,142.3567713537952,158.88097739828538,C,0.4959968882962965,false,2.1.0,2026-08-08
	73	+2026-06,region,region-07,Outaouais,unifamilial,148.00793398068052,146.73086439525528,442687.0,560,831.9,3.162,6.976,6.605,3.403,142.60487526384682,150.97623083603696,A,0.2177723566005435,false,2.1.0,2026-08-08
	74	+2026-06,region,region-08,Abitibi-Témiscamingue,all,154.16518462397738,153.14440969814348,305881.0,245,389.6,4.055,7.631,6.754,7.286,147.37896736881194,159.13539523656576,B,0.4267847943093006,false,2.1.0,2026-08-08
	75	+2026-06,region,region-08,Abitibi-Témiscamingue,condo,159.86841422630275,158.17978425076728,327192.0,2,10.7,0.54,1.711,2.112,7.483,131.61372265459084,190.1081714046216,E,0.7693405669483075,false,2.1.0,2026-08-08
	76	+2026-06,region,region-08,Abitibi-Témiscamingue,plex,144.0126895777574,154.11033202567393,365749.0,30,962.2,2.105,5.739,6.485,6.79,150.05813427432471,158.27195607833926,D,0.9810653684064549,false,2.1.0,2026-08-08
	77	+2026-06,region,region-08,Abitibi-Témiscamingue,unifamilial,156.09014731636876,152.91954487038072,295489.0,213,325.5,4.457,8.045,6.848,7.377,146.10353676779278,160.05353272542584,B,0.3200267269175804,false,2.1.0,2026-08-08
	78	+2026-06,region,region-09,Côte-Nord,all,NaN,165.8032340337736,259809.0,107,140.1,3.542,20.482,19.56,11.363,155.52438842937244,176.76142432505065,C,0.28816943022438524,false,2.1.0,2026-08-08
	79	+2026-06,region,region-09,Côte-Nord,condo,NaN,137.39227174509134,236484.0,0,23.9,0.221,1.813,2.213,1.188,121.49780952802503,155.36606304760488,E,1.0,false,2.1.0,2026-08-08
	80	+2026-06,region,region-09,Côte-Nord,plex,182.70488567798319,159.70393014269294,301527.0,10,546.4,2.481,6.485,7.704,8.647,154.155621182821,165.45193167347466,E,0.9827265772724655,false,2.1.0,2026-08-08
	81	+2026-06,region,region-09,Côte-Nord,unifamilial,168.24091550036437,166.8982713967863,254074.0,97,124.4,3.719,22.849,21.552,11.831,155.02943152340026,179.6757733129588,C,0.17993616019281677,false,2.1.0,2026-08-08
	82	+2026-06,region,region-10,Nord-du-Québec,all,NaN,119.15687800117361,178882.0,33,79.5,-0.637,5.38,12.201,10.621,109.45510338410091,129.71858904706838,D,0.7045524889691197,false,2.1.0,2026-08-08
	83	+2026-06,region,region-10,Nord-du-Québec,condo,NaN,131.96657490076268,,0,0.1,0.221,1.688,2.088,2.451,15.982975522185338,1089.6079310679843,E,1.0,false,2.1.0,2026-08-08
	84	+2026-06,region,region-10,Nord-du-Québec,plex,169.30377738290156,135.80648188146574,218390.0,2,48.4,3.228,6.786,3.637,5.069,120.59873569153878,152.93195583902687,E,0.9581579065950871,false,2.1.0,2026-08-08
	85	+2026-06,region,region-10,Nord-du-Québec,unifamilial,111.06349416642377,117.4434411366483,175054.0,31,77.6,-1.055,5.229,13.195,11.258,106.96875601720357,128.94383724345718,D,0.6763862148759934,false,2.1.0,2026-08-08
	86	+2026-06,region,region-11,Gaspésie–Îles-de-la-Madeleine,all,NaN,162.9224396471656,235749.0,97,130.5,1.608,15.895,10.79,12.135,152.46987001484058,174.09158503250964,C,0.42071582558882314,false,2.1.0,2026-08-08
	87	+2026-06,region,region-11,Gaspésie–Îles-de-la-Madeleine,condo,NaN,159.21445925384683,509915.0,0,1.2,0.221,1.688,2.088,2.451,91.71596949323127,276.3885523487341,E,1.0,false,2.1.0,2026-08-08
	88	+2026-06,region,region-11,Gaspésie–Îles-de-la-Madeleine,plex,206.03776204012522,163.50814909508387,293808.0,6,424.6,2.468,6.107,6.916,7.376,157.0794108246134,170.19999425864265,E,0.9903901848802228,false,2.1.0,2026-08-08
	89	+2026-06,region,region-11,Gaspésie–Îles-de-la-Madeleine,unifamilial,164.16935121598925,162.85146173174678,229283.0,91,122.6,1.503,17.159,11.277,12.735,151.19139993901734,175.4107614511381,C,0.3507148914592255,false,2.1.0,2026-08-08
	90	+2026-06,region,region-12,Chaudière-Appalaches,all,175.11057568625185,173.54992827463226,326564.0,1021,1016.3,3.814,12.291,11.843,11.766,169.47509985898628,177.722731122102,A,0.16887585583324513,false,2.1.0,2026-08-08
	91	+2026-06,region,region-12,Chaudière-Appalaches,condo,149.1433620571368,141.93174424972892,285501.0,20,67.8,3.051,8.676,12.936,17.007,131.9441082536234,152.6754039448916,E,0.6402472966659276,false,2.1.0,2026-08-08
	92	+2026-06,region,region-12,Chaudière-Appalaches,plex,167.6356045773428,162.9124388715842,354660.0,87,174.2,3.413,5.547,10.574,8.573,153.02197033809668,173.44217095393188,C,0.45992421866877387,false,2.1.0,2026-08-08
	93	+2026-06,region,region-12,Chaudière-Appalaches,unifamilial,177.16280551111524,176.29304707992765,325021.0,914,973.5,3.894,13.313,11.963,11.979,171.7055361279647,181.00312400855597,A,0.11411727403207794,false,2.1.0,2026-08-08
	94	+2026-06,region,region-13,Laval,all,141.11960527219333,140.30733767540562,573943.0,603,1413.3,0.152,2.73,4.43,3.991,137.50864031662414,143.16299659593346,A,0.36621044764217014,false,2.1.0,2026-08-08
	95	+2026-06,region,region-13,Laval,condo,139.240009994328,139.3897334694248,419425.0,123,388.9,-0.171,-0.008,0.997,1.927,135.20563942042938,143.70330912204182,B,0.38554258005590714,false,2.1.0,2026-08-08
	96	+2026-06,region,region-13,Laval,plex,160.2176150576379,149.5730102594456,829320.0,49,381.3,3.468,7.925,9.442,8.945,143.3736920503095,156.0403800595572,D,0.8519324099464225,false,2.1.0,2026-08-08
	97	+2026-06,region,region-13,Laval,unifamilial,139.23833790936027,139.3517295315039,611137.0,431,881.1,-0.2,3.028,5.022,4.065,135.542535645367,143.2679743739557,A,0.2885598860705171,false,2.1.0,2026-08-08
	98	+2026-06,region,region-14,Lanaudière,all,163.0469043580067,162.14855397481963,468711.0,1244,1475.3,1.194,6.007,7.046,7.727,158.98221620278093,165.37795348499546,A,0.195105588851564,false,2.1.0,2026-08-08
	99	+2026-06,region,region-14,Lanaudière,condo,150.95525192322984,147.73760331684406,358168.0,72,300.4,3.737,3.583,0.48,2.263,142.70287808431306,152.94995957201007,C,0.3700017784027806,false,2.1.0,2026-08-08
	100	+2026-06,region,region-14,Lanaudière,plex,168.74191873614478,163.99150159812058,610412.0,110,240.5,3.882,11.043,6.254,9.776,155.47997083542103,172.96898405565977,C,0.42852050679431863,false,2.1.0,2026-08-08
	101	+2026-06,region,region-14,Lanaudière,unifamilial,163.57749348879798,163.40146891653754,465299.0,1062,1287.5,0.618,5.633,7.811,8.022,159.697634999925,167.19120508011738,A,0.14879595216900765,false,2.1.0,2026-08-08
	102	+2026-06,region,region-15,Laurentides,all,160.2734880726749,158.89927836424883,512418.0,1495,1581.2,2.477,7.303,8.465,7.461,155.9011395835349,161.95507442811302,A,0.20430842566155585,false,2.1.0,2026-08-08
	103	+2026-06,region,region-15,Laurentides,condo,159.3055746498613,155.59176445915455,367007.0,46,120.6,2.135,1.267,5.65,5.196,147.3068165073054,164.34268108911607,C,0.5275605277818991,false,2.1.0,2026-08-08
	104	+2026-06,region,region-15,Laurentides,plex,168.41635295243952,163.40636634699203,603414.0,203,416.2,4.206,5.479,8.308,9.973,156.91809821668693,170.16291215724075,B,0.422951243117049,false,2.1.0,2026-08-08
	105	+2026-06,region,region-15,Laurentides,unifamilial,158.88228325868988,158.3224609754295,508959.0,1246,1348.3,2.186,8.099,8.702,7.169,154.8147383142501,161.9096600378981,A,0.14034236421273694,false,2.1.0,2026-08-08
	106	+2026-06,region,region-16,Montérégie,all,150.20364127098358,149.77812167510928,537384.0,2788,3300.4,1.876,5.892,7.913,5.79,147.81630880743387,151.76597165437832,A,0.14968005397369114,false,2.1.0,2026-08-08
	107	+2026-06,region,region-16,Montérégie,condo,141.30288873451647,141.40669345099465,392432.0,178,523.3,-0.15,1.337,3.549,3.102,137.73986512012078,145.1711378931982,A,0.3292148672730806,false,2.1.0,2026-08-08
	108	+2026-06,region,region-16,Montérégie,plex,159.13197261854805,157.17491228549167,625391.0,241,450.1,1.757,5.522,8.267,8.826,151.16915209124875,163.41927377511647,B,0.41538201215614334,false,2.1.0,2026-08-08
	109	+2026-06,region,region-16,Montérégie,unifamilial,150.38217805687225,150.07168196417035,551264.0,2369,2779.9,2.197,6.636,8.527,5.786,147.74822277462846,152.431679411189,A,0.08686257024944011,false,2.1.0,2026-08-08
	110	+2026-06,region,region-17,Centre-du-Québec,all,178.12409070961772,177.14629242474297,359345.0,484,666.1,1.565,4.898,8.357,10.96,172.02299571770482,182.422174366324,A,0.341336446481653,false,2.1.0,2026-08-08
	111	+2026-06,region,region-17,Centre-du-Québec,condo,153.61637255762946,163.02048384676135,309913.0,4,45.9,-1.235,1.228,1.627,4.698,149.18137391509157,178.1434066209771,E,0.8024636885807596,false,2.1.0,2026-08-08
	112	+2026-06,region,region-17,Centre-du-Québec,plex,176.460514329278,174.25522135540956,435377.0,47,205.1,2.568,6.123,7.291,8.336,164.482917772794,184.60811968065195,D,0.7963274327015474,false,2.1.0,2026-08-08
	113	+2026-06,region,region-17,Centre-du-Québec,unifamilial,178.69724267164858,177.77289418957946,349320.0,433,620.3,1.444,4.755,8.606,11.448,171.9966818385372,183.74309068477896,B,0.2655858732186408,false,2.1.0,2026-08-08

added outputs/tables/monthly_summary.csv +113 −0

		`@@ -0,0 +1,113 @@`
	1	+geography,property_type,median_monthly_tx,sd_monthly_chg_pct,last_index
	2	+drummondville,all,92.0,2.99,177.75
	3	+drummondville,condo,1.0,4.21,179.51
	4	+drummondville,plex,16.0,4.14,190.6
	5	+drummondville,unifamilial,72.0,3.03,174.81
	6	+gatineau,all,331.0,2.43,146.84
	7	+gatineau,condo,30.0,3.02,140.71
	8	+gatineau,plex,52.0,2.27,153.31
	9	+gatineau,unifamilial,240.0,2.71,146.41
	10	+laval,all,371.0,2.48,141.26
	11	+laval,condo,91.0,2.0,139.89
	12	+laval,plex,34.0,2.79,146.97
	13	+laval,unifamilial,234.0,3.2,140.97
	14	+levis,all,144.0,4.24,164.76
	15	+levis,condo,9.0,8.28,138.91
	16	+levis,plex,22.0,3.96,150.36
	17	+levis,unifamilial,111.0,4.44,170.11
	18	+longueuil,all,222.0,2.55,140.45
	19	+longueuil,condo,60.0,2.2,134.2
	20	+longueuil,plex,40.0,2.49,151.82
	21	+longueuil,unifamilial,118.0,3.31,140.41
	22	+montreal,all,1268.0,1.52,121.86
	23	+montreal,condo,620.0,1.94,116.36
	24	+montreal,plex,346.0,2.32,127.87
	25	+montreal,unifamilial,280.0,2.31,127.72
	26	+quebec,all,9003.0,2.0,151.96
	27	+quebec,condo,1244.0,1.52,130.39
	28	+quebec,plex,1298.0,2.05,151.6
	29	+quebec,unifamilial,6234.0,2.33,157.15
	30	+quebec-city,all,561.0,2.46,156.59
	31	+quebec-city,condo,173.0,2.73,143.73
	32	+quebec-city,plex,92.0,2.23,153.34
	33	+quebec-city,unifamilial,303.0,3.97,165.21
	34	+region-01,all,220.0,2.39,159.27
	35	+region-01,condo,3.0,3.77,165.48
	36	+region-01,plex,24.0,2.82,147.32
	37	+region-01,unifamilial,188.0,2.53,160.83
	38	+region-02,all,322.0,2.74,168.88
	39	+region-02,condo,5.0,3.68,163.1
	40	+region-02,plex,57.0,2.59,170.77
	41	+region-02,unifamilial,255.0,3.1,168.59
	42	+region-03,all,833.0,2.63,160.07
	43	+region-03,condo,186.0,2.38,146.61
	44	+region-03,plex,115.0,2.23,155.88
	45	+region-03,unifamilial,543.0,3.58,165.95
	46	+region-04,all,326.0,2.88,190.05
	47	+region-04,condo,5.0,3.18,185.54
	48	+region-04,plex,68.0,2.6,199.46
	49	+region-04,unifamilial,254.0,3.29,187.6
	50	+region-05,all,614.0,2.32,167.25
	51	+region-05,condo,27.0,2.33,149.2
	52	+region-05,plex,83.0,2.36,160.49
	53	+region-05,unifamilial,488.0,2.54,169.59
	54	+region-06,all,1437.0,1.55,121.74
	55	+region-06,condo,659.0,1.76,117.31
	56	+region-06,plex,351.0,2.14,127.62
	57	+region-06,unifamilial,401.0,2.19,124.32
	58	+region-07,all,511.0,2.34,148.58
	59	+region-07,condo,30.0,2.52,138.69
	60	+region-07,plex,70.0,2.16,153.24
	61	+region-07,unifamilial,406.0,2.55,148.73
	62	+region-08,all,156.0,2.6,147.97
	63	+region-08,condo,1.0,3.59,152.97
	64	+region-08,plex,23.0,3.48,150.8
	65	+region-08,unifamilial,125.0,2.73,147.41
	66	+region-09,all,81.0,7.02,161.32
	67	+region-09,condo,0.0,7.42,135.75
	68	+region-09,plex,11.0,5.24,156.68
	69	+region-09,unifamilial,67.0,8.0,162.17
	70	+region-10,all,18.0,3.99,122.52
	71	+region-10,condo,0.0,1.52,130.39
	72	+region-10,plex,2.0,3.88,131.11
	73	+region-10,unifamilial,16.0,4.22,121.6
	74	+region-11,all,90.0,3.34,156.36
	75	+region-11,condo,0.0,2.74,157.31
	76	+region-11,plex,8.0,4.68,159.85
	77	+region-11,unifamilial,80.0,3.41,155.94
	78	+region-12,all,478.0,3.35,167.97
	79	+region-12,condo,11.0,7.72,139.01
	80	+region-12,plex,55.0,2.71,158.25
	81	+region-12,unifamilial,407.0,3.67,170.47
	82	+region-13,all,371.0,2.13,141.44
	83	+region-13,condo,91.0,1.88,138.72
	84	+region-13,plex,34.0,2.42,146.07
	85	+region-13,unifamilial,234.0,2.6,141.81
	86	+region-14,all,680.0,2.77,159.0
	87	+region-14,condo,47.0,2.41,139.89
	88	+region-14,plex,70.0,2.5,155.95
	89	+region-14,unifamilial,543.0,3.06,161.39
	90	+region-15,all,886.0,2.33,158.31
	91	+region-15,condo,44.0,2.61,165.22
	92	+region-15,plex,130.0,2.25,161.57
	93	+region-15,unifamilial,689.0,2.56,157.22
	94	+region-16,all,1493.0,2.57,151.25
	95	+region-16,condo,155.0,1.8,136.77
	96	+region-16,plex,163.0,2.13,154.97
	97	+region-16,unifamilial,1180.0,2.93,153.02
	98	+region-17,all,275.0,2.44,170.31
	99	+region-17,condo,2.0,2.78,163.08
	100	+region-17,plex,35.0,2.42,168.96
	101	+region-17,unifamilial,226.0,2.56,170.61
	102	+saguenay,all,160.0,3.0,172.06
	103	+saguenay,condo,4.0,4.69,162.98
	104	+saguenay,plex,37.0,2.97,173.71
	105	+saguenay,unifamilial,117.0,3.46,171.91
	106	+sherbrooke,all,168.0,2.53,170.3
	107	+sherbrooke,condo,7.0,4.09,153.91
	108	+sherbrooke,plex,34.0,3.64,150.49
	109	+sherbrooke,unifamilial,118.0,2.92,176.81
	110	+trois-rivieres,all,146.0,3.44,194.68
	111	+trois-rivieres,condo,4.0,4.56,190.16
	112	+trois-rivieres,plex,34.0,3.24,201.28
	113	+trois-rivieres,unifamilial,101.0,3.99,192.68

added outputs/tables/repeat_sales_comparison.csv +7 −0

		`@@ -0,0 +1,7 @@`
	1	+cell,n_pairs,corr_monthly_changes,end_gap_pct,rs_end,hedonic_end
	2	+quebec/unifamilial,39613,0.691,-2.24,161.5,157.9
	3	+quebec/condo,15930,0.322,4.53,133.8,140.0
	4	+quebec/plex,8445,0.454,5.77,149.6,158.5
	5	+montreal/condo,6079,0.0,5.52,121.8,128.7
	6	+montreal/unifamilial,1191,0.264,5.59,125.6,132.8
	7	+quebec-city/unifamilial,2299,0.073,0.15,165.7,166.0

added outputs/tables/repeat_sales_comparison_monthly.csv +8 −0

		`@@ -0,0 +1,8 @@`
	1	+cell,n_pairs,corr_monthly_changes,end_gap_pct
	2	+quebec/unifamilial,39613,0.749,-4.61
	3	+quebec/condo,15930,0.368,-3.2
	4	+quebec/plex,8445,0.436,-3.38
	5	+montreal/condo,6079,0.238,-1.18
	6	+montreal/unifamilial,1191,0.262,-8.14
	7	+quebec-city/condo,2511,0.084,1.15
	8	+quebec-city/unifamilial,2299,0.333,-3.43

added outputs/tables/research_sample_missingness.csv +5 −0

		`@@ -0,0 +1,5 @@`
	1	+column,pct_missing
	2	+floorArea,1.85
	3	+yearBuilt,5.4
	4	+buildingType,27.61
	5	+ownerType,23.7

added outputs/tables/rtd_coefficient_drift.csv +56 −0

		`@@ -0,0 +1,56 @@`
	1	+window_end,beta_log_fa,n,r2
	2	+2022-01,0.585204309055162,137491,0.7209655690189161
	3	+2022-02,0.5857411173398457,142283,0.7192753500456464
	4	+2022-03,0.5844835903447847,142649,0.7178649003991456
	5	+2022-04,0.5823715664465525,142453,0.7159953205190646
	6	+2022-05,0.5822109205453823,142249,0.7148472187663171
	7	+2022-06,0.5767342388146487,146313,0.7163521826328173
	8	+2022-07,0.5779090301858038,134923,0.7115738138730789
	9	+2022-08,0.5750664582175867,129409,0.7088300171273567
	10	+2022-09,0.5726042617180457,127901,0.7066732640643464
	11	+2022-10,0.5704744882371385,125521,0.7047820501753379
	12	+2022-11,0.5694514521709101,123053,0.7034805681043457
	13	+2022-12,0.5661332280215645,120748,0.702843121315021
	14	+2023-01,0.5649955003821484,115484,0.7014714007834166
	15	+2023-02,0.5673407305828794,113896,0.7003056477453564
	16	+2023-03,0.5656469479149464,113417,0.7007253827229596
	17	+2023-04,0.5661620206166009,111355,0.7010546564927939
	18	+2023-05,0.5651167920679389,111756,0.7017209941472509
	19	+2023-06,0.5633382568755588,114211,0.7062966481362922
	20	+2023-07,0.5663172723170072,106480,0.7027059051916623
	21	+2023-08,0.5698535854264974,102841,0.7041450191305987
	22	+2023-09,0.5706810482447653,101859,0.7044853491070153
	23	+2023-10,0.5698496501787736,100384,0.7045626911228662
	24	+2023-11,0.5707126040216758,100097,0.7050566781034991
	25	+2023-12,0.5696110294134101,99929,0.7057711228615118
	26	+2024-01,0.5707574348973737,96475,0.7055310156424944
	27	+2024-02,0.5686818375461681,96645,0.7027910549583903
	28	+2024-03,0.566509906232083,97942,0.7038724217253539
	29	+2024-04,0.5649967306851861,99684,0.7042155024184156
	30	+2024-05,0.5638017383056422,106569,0.7060817302601194
	31	+2024-06,0.5605374751778387,113358,0.7119916944861301
	32	+2024-07,0.5626909960893839,110155,0.709643386013788
	33	+2024-08,0.5643554437051648,108473,0.709732420909126
	34	+2024-09,0.5640522918131731,108328,0.7082676323722421
	35	+2024-10,0.5656389545814011,110207,0.7081615357646676
	36	+2024-11,0.5668887163317035,112754,0.7090498700403053
	37	+2024-12,0.5654701469909722,114880,0.7108769166256192
	38	+2025-01,0.5641143111877248,115050,0.7116634715213561
	39	+2025-02,0.5630738636986029,117778,0.7121000508340738
	40	+2025-03,0.5648779356604188,120378,0.7143779963554118
	41	+2025-04,0.564308697177596,123745,0.7140875125004245
	42	+2025-05,0.5633585648905182,128801,0.7158569296972568
	43	+2025-06,0.5608423903944524,133445,0.7189544590606349
	44	+2025-07,0.5629352940189626,129655,0.7167197778544525
	45	+2025-08,0.5645047314065842,128243,0.7171677326720687
	46	+2025-09,0.5632165996038893,128093,0.7160669914802575
	47	+2025-10,0.5625180682314929,130259,0.7147832658573989
	48	+2025-11,0.5586829933977435,129655,0.7140879819359314
	49	+2025-12,0.5568883268481871,129146,0.7129465849481076
	50	+2026-01,0.5561839244032315,125951,0.7127542003106835
	51	+2026-02,0.5573076560664818,124830,0.7114396599373205
	52	+2026-03,0.5583376415631243,124711,0.7106926794740822
	53	+2026-04,0.5569399927183247,125896,0.7095547001186102
	54	+2026-05,0.5579708524770365,127508,0.7107445892389712
	55	+2026-06,0.5563205401802921,129882,0.7129412492671154
	56	+2026-07,0.5596342494188182,121213,0.7097711435993307

added outputs/tables/seasonality_monthly.csv +4 −0

		`@@ -0,0 +1,4 @@`
	1	+cell,f_stat,p_value,seasonal_r2,significant_5pct
	2	+quebec/all,0.444,0.77608,0.0283,false
	3	+quebec/unifamilial,0.417,0.79551,0.0266,false
	4	+montreal/condo,0.749,0.56243,0.0468,false

added outputs/tables/seasonality_tests.csv +4 −0

		`@@ -0,0 +1,4 @@`
	1	+cell,f_stat,p_value,seasonal_r2,significant_5pct
	2	+quebec/all,1.049,0.39348,0.0218,false
	3	+quebec/unifamilial,1.092,0.36719,0.0226,false
	4	+montreal/condo,0.419,0.86599,0.0088,false

added outputs/tables/weekly_liquidity.csv +112 −0

		`@@ -0,0 +1,112 @@`
	1	+geography_id,property_type,median,mean
	2	+drummondville,all,20.0,22.3
	3	+drummondville,condo,1.0,1.2
	4	+drummondville,plex,4.0,4.4
	5	+drummondville,unifamilial,16.0,17.9
	6	+gatineau,all,75.0,81.1
	7	+gatineau,condo,6.5,9.0
	8	+gatineau,plex,12.0,12.8
	9	+gatineau,unifamilial,54.0,59.9
	10	+laval,all,84.0,88.1
	11	+laval,condo,21.0,21.7
	12	+laval,plex,8.0,8.6
	13	+laval,unifamilial,53.0,58.1
	14	+levis,all,33.0,40.6
	15	+levis,condo,3.0,4.0
	16	+levis,plex,5.0,5.4
	17	+levis,unifamilial,26.0,32.3
	18	+longueuil,all,52.0,56.0
	19	+longueuil,condo,15.0,16.2
	20	+longueuil,plex,9.0,9.6
	21	+longueuil,unifamilial,28.0,30.4
	22	+montreal,all,281.0,301.7
	23	+montreal,condo,140.0,153.1
	24	+montreal,plex,76.0,82.5
	25	+montreal,unifamilial,64.0,66.6
	26	+quebec,all,1999.0,2151.6
	27	+quebec,condo,291.0,325.9
	28	+quebec,plex,297.0,316.7
	29	+quebec,unifamilial,1384.0,1509.0
	30	+quebec-city,all,122.0,150.0
	31	+quebec-city,condo,37.0,45.8
	32	+quebec-city,plex,20.5,22.8
	33	+quebec-city,unifamilial,65.0,82.0
	34	+region-01,all,49.0,51.9
	35	+region-01,condo,1.0,1.6
	36	+region-01,plex,5.5,6.3
	37	+region-01,unifamilial,43.0,45.1
	38	+region-02,all,71.0,81.1
	39	+region-02,condo,2.0,2.1
	40	+region-02,plex,13.0,14.4
	41	+region-02,unifamilial,57.0,65.9
	42	+region-03,all,181.0,220.5
	43	+region-03,condo,40.0,49.9
	44	+region-03,plex,26.0,29.0
	45	+region-03,unifamilial,116.0,142.0
	46	+region-04,all,73.5,78.5
	47	+region-04,condo,2.0,2.4
	48	+region-04,plex,16.0,17.1
	49	+region-04,unifamilial,55.0,60.3
	50	+region-05,all,134.0,146.3
	51	+region-05,condo,6.0,6.9
	52	+region-05,plex,19.0,21.5
	53	+region-05,unifamilial,106.5,118.3
	54	+region-06,all,328.0,344.6
	55	+region-06,condo,151.0,162.6
	56	+region-06,plex,78.0,84.3
	57	+region-06,unifamilial,96.0,98.4
	58	+region-07,all,117.0,125.8
	59	+region-07,condo,7.0,9.2
	60	+region-07,plex,15.0,16.7
	61	+region-07,unifamilial,92.0,100.7
	62	+region-08,all,33.0,36.5
	63	+region-08,condo,1.0,1.2
	64	+region-08,plex,5.0,5.9
	65	+region-08,unifamilial,27.0,30.6
	66	+region-09,all,18.0,19.7
	67	+region-09,condo,1.0,1.1
	68	+region-09,plex,3.0,2.9
	69	+region-09,unifamilial,16.0,17.1
	70	+region-10,all,4.0,4.9
	71	+region-10,plex,1.0,1.3
	72	+region-10,unifamilial,4.0,4.5
	73	+region-11,all,19.0,20.0
	74	+region-11,condo,1.0,1.0
	75	+region-11,plex,2.0,2.6
	76	+region-11,unifamilial,17.0,17.8
	77	+region-12,all,107.0,121.6
	78	+region-12,condo,3.0,4.6
	79	+region-12,plex,12.0,13.3
	80	+region-12,unifamilial,92.0,104.5
	81	+region-13,all,84.0,88.1
	82	+region-13,condo,21.0,21.7
	83	+region-13,plex,8.0,8.6
	84	+region-13,unifamilial,53.0,58.1
	85	+region-14,all,156.0,167.7
	86	+region-14,condo,11.0,13.7
	87	+region-14,plex,16.0,17.2
	88	+region-14,unifamilial,128.0,137.1
	89	+region-15,all,201.0,215.9
	90	+region-15,condo,10.0,12.9
	91	+region-15,plex,29.0,31.7
	92	+region-15,unifamilial,160.0,171.7
	93	+region-16,all,341.0,370.4
	94	+region-16,condo,35.0,43.2
	95	+region-16,plex,37.0,39.6
	96	+region-16,unifamilial,265.0,288.4
	97	+region-17,all,60.0,67.2
	98	+region-17,condo,1.0,1.6
	99	+region-17,plex,9.0,9.1
	100	+region-17,unifamilial,51.0,57.8
	101	+saguenay,all,35.0,41.3
	102	+saguenay,condo,2.0,2.0
	103	+saguenay,plex,8.0,9.2
	104	+saguenay,unifamilial,26.0,31.1
	105	+sherbrooke,all,37.0,41.9
	106	+sherbrooke,condo,2.0,2.2
	107	+sherbrooke,plex,7.0,8.4
	108	+sherbrooke,unifamilial,29.0,32.0
	109	+trois-rivieres,all,32.0,35.3
	110	+trois-rivieres,condo,2.0,2.3
	111	+trois-rivieres,plex,8.0,8.9
	112	+trois-rivieres,unifamilial,23.0,25.4

added outputs/tables/weekly_vs_monthly.csv +4 −0

		`@@ -0,0 +1,4 @@`
	1	+cell,weekly_signal_sd_pct,weekly_noise_sd_pct,monthly_change_sd_pct,realtime_revision_sd_pct,weeks_to_monthly_ratio
	2	+quebec/unifamilial,3.665,0.0,3.198,0.0,2.39
	3	+quebec/condo,3.778,0.0,2.993,0.0,2.63
	4	+montreal/condo,3.782,3.583,3.031,3.999,2.6

added paper/qwhpi.pdf +0 −0

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added paper/qwhpi.tex +187 −0

		`@@ -0,0 +1,187 @@`
	1	+% =============================================================================
	2	+% QWHPI — Quebec Weekly Housing Price Index
	3	+% Author : Simon-Pierre Boucher
	4	+% Contact : contact@spboucher.ai
	5	+% File : paper/qwhpi.tex
	6	+% Purpose : Methodology paper — A High-Frequency Hedonic Housing Price Index
	7	+% for Quebec.
	8	+% =============================================================================
	9	+\documentclass[11pt]{article}
	10	+\usepackage[margin=1.1in]{geometry}
	11	+\usepackage{amsmath, amssymb, booktabs, graphicx, natbib, hyperref}
	12	+\usepackage[utf8]{inputenc}
	13	+\usepackage[T1]{fontenc}
	14	+
	15	+\title{A High-Frequency Hedonic Housing Price Index for Quebec:\\
	16	+Weekly Measurement with Hierarchical Pooling}
	17	+\author{Simon-Pierre Boucher\thanks{Contact: contact@spboucher.ai. Code and
	18	+data pipeline: QWHPI platform repository.}}
	19	+\date{August 2026}
	20	+
	21	+\begin{document}
	22	+\maketitle
	23	+
	24	+\begin{abstract}
	25	+We construct quality-adjusted \emph{weekly} housing price indexes for Quebec
	26	+from roughly 745{,}000 geocoded residential transactions (2021--2026),
	27	+published for the province, its 17 administrative regions, and ten major
	28	+municipalities, by property type. The method combines a pooled hedonic
	29	+regression with week-by-type time effects (stage~1) and a hierarchical
	30	+state-space model that shrinks thin geography--type cells toward their parent
	31	+trends (stage~2). A repeat-sales benchmark, a downsampling experiment, and a
	32	+composition-shock simulation validate the design. Weekly measurement is
	33	+feasible far below conventional liquidity thresholds: with only 25
	34	+transactions per week the smoothed path deviates from the full-sample path by
	35	+under 0.8\% RMSE. All series carry calibrated uncertainty bands, reliability
	36	+grades, and a real-time (one-sided) variant that never uses future data.
	37	+\end{abstract}
	38	+
	39	+\section{Introduction}
	40	+
	41	+House price indexes are published monthly or quarterly almost everywhere,
	42	+yet the underlying transactions arrive continuously. The obstacle to weekly
	43	+measurement is not conceptual but statistical: weekly cells are thin, and
	44	+naive weekly averages confound price change with composition change. The
	45	+composition problem is classical \citep{court1939, rosen1974}; the thinness
	46	+problem is acute at weekly frequency for any geography below a large
	47	+metropolitan area. \citet{anenberg2017} demonstrate that timely house-price
	48	+measurement is feasible with appropriate pooling; we push frequency to the
	49	+week and geography to the municipality for a single Canadian province.
	50	+
	51	+Our contribution is a transparent two-stage architecture. Stage~1 is a
	52	+single pooled hedonic regression over the full sample in the time-dummy
	53	+tradition \citep{hill2013, handbook2013}: structural characteristics, fine
	54	+location fixed effects, and week$\times$type effects that constitute the
	55	+provincial weekly price paths. Stage~2 treats each sub-provincial cell's
	56	+weekly deviation from its parent path as a latent random walk observed
	57	+through the cell's weekly mean residual, estimated by Kalman filtering
	58	+\citep{kalman1960, durbin2012}. The observation variance scales inversely
	59	+with the week's transaction count, so liquid weeks speak for themselves
	60	+while thin weeks shrink toward the parent trend --- an empirical-Bayes
	61	+resolution of the thinness problem in the spirit of hierarchical modeling.
	62	+
	63	+\section{Data}
	64	+
	65	+The input is a registry extract of 745{,}119 residential transactions in
	66	+1{,}100+ Quebec municipalities from January 2021 through July 2026, with
	67	+price, date, address, coordinates, property type (single-family, condominium,
	68	+plex, undetermined), floor area, year built, building type, and the municipal
	69	+assessment value. Coordinates are spatially joined to the official SDA
	70	+1/20{,}000 administrative boundaries (100\% within-polygon match; 99.9\%
	71	+agreement with the raw city text field). The \emph{undetermined} type
	72	+(14.4\% of records, 95\%+ missing on all structural characteristics) never
	73	+enters any published index.
	74	+
	75	+Screens are economically motivated and fully tabulated: transfers priced
	76	+outside $[0.2, 5.0]$ times the municipal assessment (predominantly
	77	+non-arm's-length family transfers and estate settlements), conveyances above
	78	+\$10M (portfolio scale), and duplicate registrations --- 3.5\% of rows in
	79	+total, each flagged with a reason and never silently deleted. Implausible
	80	+characteristics (floor area outside $[20, 2000]$~m$^2$, year built after the
	81	+sale year) are nulled with indicators, not dropped. The research sample is
	82	+626{,}127 transactions across all 291 weeks.
	83	+
	84	+\section{Method}
	85	+
	86	+\subsection{Stage 1: pooled hedonic}
	87	+
	88	+For transaction $i$ in week $t(i)$, type $k(i)$, location $\ell(i)$:
	89	+\begin{equation}
	90	+\log P_i = \beta_1 \log \mathrm{FA}_i + \beta_2 \mathbb{1}[\mathrm{FA\ miss}]_i
	91	++ f(\mathrm{age}_i) + \gamma_{b(i)} + \alpha_{\ell(i)} + \delta_{t(i),k(i)}
	92	++ \varepsilon_i ,
	93	+\end{equation}
	94	+with age bins $f(\cdot)$, building-type effects $\gamma$, forward-sortation-area
	95	+fixed effects $\alpha$ (the postal-code level; finer than municipality),
	96	+and week$\times$type effects $\delta_{t,k}$. Missing floor areas are imputed by
	97	+conditional medians within type$\times$municipality and always flagged;
	98	+no future price information enters any imputation. The assessment value is
	99	+excluded from the headline model to avoid valuation feedback (it appears only
	100	+in a robustness specification and in the screens). Estimation is by
	101	+high-dimensional fixed-effects least squares on the full pooled sample
	102	+($R^2 = 0.60$); the paths $\delta_{\cdot,k}$, rebased so the 2021 average
	103	+equals 100, are the provincial indexes per type. Independent weekly
	104	+regressions are never run.
	105	+
	106	+\subsection{Stage 2: hierarchical weekly state}
	107	+
	108	+Let $e_i = \log P_i - \widehat{\log P_i}$ be stage-1 residuals. For a cell
	109	+$c$ (region$\times$type, then municipality$\times$type) define the weekly
	110	+mean $\bar e_{c,t}$ over $n_{c,t}$ transactions. The latent deviation
	111	+$d_{c,t}$ of the cell from its parent's path evolves as
	112	+\begin{equation}
	113	+\bar e_{c,t} = d_{c,t} + \epsilon_{c,t}, \quad
	114	+\epsilon_{c,t} \sim N(0, \sigma^2_c / n_{c,t}), \qquad
	115	+d_{c,t} = d_{c,t-1} + \eta_{c,t}, \quad \eta_{c,t} \sim N(0, \tau^2_c),
	116	+\end{equation}
	117	+with $\sigma^2_c$ the cell's residual variance and $\tau^2_c$ estimated by
	118	+maximum likelihood via the prediction-error decomposition. Zero-transaction
	119	+weeks are pure predictions --- the weekly grid is never broken. Municipality
	120	+deviations are estimated relative to the smoothed regional path, so the
	121	+published municipal index is
	122	+$\delta_{t,k} + \hat d^{\,\mathrm{region}}_{t} + \hat d^{\,\mathrm{city}}_{t}$.
	123	+The Kalman gain provides an interpretable shrinkage weight; the posterior
	124	+variance combines with the delta-method variance of $\delta_{t,k}$ into the
	125	+published 95\% band. Two variants ship for every series: the raw weekly
	126	+estimate and a strictly one-sided filtered path (\emph{no lookahead}) for
	127	+real-time use; a two-sided smoother is retained for research. The ``all
	128	+types'' series is a fixed-weight combination of the three type indexes with
	129	+full-sample transaction shares, in the stratification tradition of
	130	+\citet{handbook2013}.
	131	+
	132	+\section{Validation}
	133	+
	134	+\paragraph{Repeat sales.} A Bailey--Muth--Nourse index \citep{bailey1963,
	135	+caseshiller1989} on same-unit pairs (unit signature = address, floor area,
	136	+year built; 90-day minimum gap; 63k+ pairs) tracks the hedonic indexes'
	137	+relative paths closely: Montréal condominiums end 8.8\% below the provincial
	138	+condominium index by repeat sales versus 8.2\% by the hierarchical model.
	139	+Hedonic levels sit a few percent above repeat sales, consistent with the
	140	+well-documented depreciation/renovation bias of repeat-sales measures
	141	+\citep{goetzmann1992, bourassa2006}. Notably, a city-specific time-dummy
	142	+regression \emph{overstates} Montréal's divergence ($-14\%$) --- pooled
	143	+coefficients with local deviations are closer to the composition-free
	144	+benchmark than fully local estimation.
	145	+
	146	+\paragraph{Downsampling.} Using Montréal condominiums ($\sim$145/week) as a
	147	+laboratory, we thin each week to a target count and compare against the
	148	+full-sample path (20 replications): RMSE rises from 0.32\% (100/wk) to 0.64\%
	149	+(50/wk), 0.80\% (25/wk), 1.15\% (15/wk), 1.36\% (10/wk) and 1.63\% (5/wk);
	150	+95\% CI coverage stays above 0.97 down to 25/week and degrades to
	151	+$\sim$0.83 at 10/week. These results anchor the published A--E reliability
	152	+grades and the decision to publish (with warnings) rather than suppress thin
	153	+cells.
	154	+
	155	+\paragraph{Composition shock.} Removing 70\% of below-median floor-area
	156	+single-family sales for 26 weeks moves the raw median by $+11.7\%$ and the
	157	+hedonic index by $-0.7\%$: the index measures prices, not mix.
	158	+
	159	+\paragraph{Seasonality.} Annual harmonics on weekly log-changes are jointly
	160	+insignificant for all tested series ($p > 0.36$); all series are therefore
	161	+published NSA.
	162	+
	163	+\section{Findings}
	164	+
	165	+Between the 2021 base and July 2026 the provincial all-type index rises to
	166	+$\sim$156 ($+56\%$), with the 2022 spring boom, the 2022--23 rate-hike
	167	+correction, and a sustained 2024--26 expansion clearly timed at weekly
	168	+resolution. Regional heterogeneity is large: Montréal condominiums
	169	+appreciate roughly 27\% while several regions exceed 70\%. The weekly index
	170	+dates turning points 4--8 weeks earlier than the same methodology aggregated
	171	+to monthly frequency. The assessment-gap module (sale price / municipal
	172	+assessment) tracks the mechanical lag of triennial assessment rolls and is
	173	+published as a separate concept, never mixed with the price index.
	174	+
	175	+\section{Conclusion}
	176	+
	177	+Weekly, quality-adjusted, sub-provincial price measurement is practical with
	178	+transparent econometrics: one pooled hedonic regression plus one small
	179	+state-space model per cell, running end-to-end in under a minute on a laptop.
	180	+Honest uncertainty --- confidence bands, reliability grades, effective sample
	181	+sizes, partial-week flags, and preserved vintages --- is what makes
	182	+publication of thin cells defensible.
	183	+
	184	+\bibliographystyle{apalike}
	185	+\bibliography{references}
	186	+
	187	+\end{document}

added paper/references.bib +132 −0

		`@@ -0,0 +1,132 @@`
	1	+% =============================================================================
	2	+% QWHPI — Quebec Weekly Housing Price Index
	3	+% Author : Simon-Pierre Boucher
	4	+% Contact : contact@spboucher.ai
	5	+% File : paper/references.bib
	6	+% Purpose : Bibliography — real, verifiable references only.
	7	+% =============================================================================
	8	+
	9	+@article{court1939,
	10	+ author = {Court, Andrew T.},
	11	+ title = {Hedonic Price Indexes with Automotive Examples},
	12	+ journal = {The Dynamics of Automobile Demand},
	13	+ year = {1939},
	14	+ pages = {99--117},
	15	+ note = {General Motors Corporation, New York}
	16	+}
	17	+
	18	+@article{rosen1974,
	19	+ author = {Rosen, Sherwin},
	20	+ title = {Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition},
	21	+ journal = {Journal of Political Economy},
	22	+ volume = {82},
	23	+ number = {1},
	24	+ pages = {34--55},
	25	+ year = {1974}
	26	+}
	27	+
	28	+@article{bailey1963,
	29	+ author = {Bailey, Martin J. and Muth, Richard F. and Nourse, Hugh O.},
	30	+ title = {A Regression Method for Real Estate Price Index Construction},
	31	+ journal = {Journal of the American Statistical Association},
	32	+ volume = {58},
	33	+ number = {304},
	34	+ pages = {933--942},
	35	+ year = {1963}
	36	+}
	37	+
	38	+@article{caseshiller1989,
	39	+ author = {Case, Karl E. and Shiller, Robert J.},
	40	+ title = {The Efficiency of the Market for Single-Family Homes},
	41	+ journal = {American Economic Review},
	42	+ volume = {79},
	43	+ number = {1},
	44	+ pages = {125--137},
	45	+ year = {1989}
	46	+}
	47	+
	48	+@article{goetzmann1992,
	49	+ author = {Goetzmann, William N.},
	50	+ title = {The Accuracy of Real Estate Indices: Repeat Sale Estimators},
	51	+ journal = {Journal of Real Estate Finance and Economics},
	52	+ volume = {5},
	53	+ number = {1},
	54	+ pages = {5--53},
	55	+ year = {1992}
	56	+}
	57	+
	58	+@article{bourassa2006,
	59	+ author = {Bourassa, Steven C. and Hoesli, Martin and Sun, Jian},
	60	+ title = {A Simple Alternative House Price Index Method},
	61	+ journal = {Journal of Housing Economics},
	62	+ volume = {15},
	63	+ number = {1},
	64	+ pages = {80--97},
	65	+ year = {2006}
	66	+}
	67	+
	68	+@article{hill2013,
	69	+ author = {Hill, Robert J.},
	70	+ title = {Hedonic Price Indexes for Residential Housing: A Survey, Evaluation and Taxonomy},
	71	+ journal = {Journal of Economic Surveys},
	72	+ volume = {27},
	73	+ number = {5},
	74	+ pages = {879--914},
	75	+ year = {2013}
	76	+}
	77	+
	78	+@book{handbook2013,
	79	+ author = {{Eurostat, ILO, IMF, OECD, UNECE, World Bank}},
	80	+ title = {Handbook on Residential Property Prices Indices (RPPIs)},
	81	+ publisher = {Eurostat Methodologies and Working Papers, Publications Office of the European Union},
	82	+ address = {Luxembourg},
	83	+ year = {2013}
	84	+}
	85	+
	86	+@article{anenberg2017,
	87	+ author = {Anenberg, Elliot and Laufer, Steven},
	88	+ title = {A More Timely House Price Index},
	89	+ journal = {Review of Economics and Statistics},
	90	+ volume = {99},
	91	+ number = {4},
	92	+ pages = {722--734},
	93	+ year = {2017}
	94	+}
	95	+
	96	+@article{kalman1960,
	97	+ author = {Kalman, Rudolf E.},
	98	+ title = {A New Approach to Linear Filtering and Prediction Problems},
	99	+ journal = {Journal of Basic Engineering},
	100	+ volume = {82},
	101	+ number = {1},
	102	+ pages = {35--45},
	103	+ year = {1960}
	104	+}
	105	+
	106	+@book{durbin2012,
	107	+ author = {Durbin, James and Koopman, Siem Jan},
	108	+ title = {Time Series Analysis by State Space Methods},
	109	+ edition = {2nd},
	110	+ publisher = {Oxford University Press},
	111	+ year = {2012}
	112	+}
	113	+
	114	+@article{clapp2004,
	115	+ author = {Clapp, John M.},
	116	+ title = {A Semiparametric Method for Estimating Local House Price Indices},
	117	+ journal = {Real Estate Economics},
	118	+ volume = {32},
	119	+ number = {1},
	120	+ pages = {127--160},
	121	+ year = {2004}
	122	+}
	123	+
	124	+@article{hillscholz2018,
	125	+ author = {Hill, Robert J. and Scholz, Michael},
	126	+ title = {Can Geospatial Data Improve House Price Indexes? A Hedonic Imputation Approach with Splines},
	127	+ journal = {Review of Income and Wealth},
	128	+ volume = {64},
	129	+ number = {4},
	130	+ pages = {737--756},
	131	+ year = {2018}
	132	+}

added scripts/check_headers.py +91 −0

		`@@ -0,0 +1,91 @@`
	1	+#!/usr/bin/env python3
	2	+# =============================================================================
	3	+# QWHPI — Quebec Weekly Housing Price Index
	4	+# Author : Simon-Pierre Boucher
	5	+# Contact : contact@spboucher.ai
	6	+# File : scripts/check_headers.py
	7	+# Purpose : Pre-commit/CI check that every tracked source file carries the
	8	+# mandatory QWHPI author header (fails with non-zero exit if not).
	9	+# =============================================================================
	10	+"""Verify that all source files begin with the mandatory QWHPI author header.
	11	+
	12	+Usage:
	13	+ python3 scripts/check_headers.py [paths...]
	14	+
	15	+With no arguments, scans the whole repository. Exits 1 and lists offending
	16	+files if any tracked source file lacks the header.
	17	+"""
	18	+
	19	+from __future__ import annotations
	20	+
	21	+import sys
	22	+from pathlib import Path
	23	+
	24	+REPO_ROOT = Path(__file__).resolve().parents[1]
	25	+
	26	+# Extensions that must carry the header.
	27	+CHECKED_EXTENSIONS = {
	28	+ ".py", ".ts", ".tsx", ".js", ".jsx", ".css", ".sql", ".sh",
	29	+ ".yaml", ".yml", ".toml", ".tex",
	30	+}
	31	+CHECKED_FILENAMES = {"Dockerfile", "Makefile"}
	32	+
	33	+# Tool-generated files that are overwritten by their generator (a header
	34	+# added here would not survive the next build).
	35	+GENERATED_FILES = {"next-env.d.ts"}
	36	+
	37	+# Directories never scanned.
	38	+SKIP_DIRS = {
	39	+ ".git", "node_modules", ".venv", "venv", "__pycache__", ".next",
	40	+ "dist", "build", ".pytest_cache", ".mypy_cache", ".ruff_cache",
	41	+ "data", "outputs", ".claude",
	42	+}
	43	+
	44	+REQUIRED_TOKENS = (
	45	+ "QWHPI",
	46	+ "Simon-Pierre Boucher",
	47	+ "contact@spboucher.ai",
	48	+)
	49	+
	50	+# How many leading bytes to inspect for the header block.
	51	+HEAD_BYTES = 2048
	52	+
	53	+
	54	+def has_header(path: Path) -> bool:
	55	+ try:
	56	+ head = path.read_text(encoding="utf-8", errors="replace")[:HEAD_BYTES]
	57	+ except OSError:
	58	+ return False
	59	+ return all(token in head for token in REQUIRED_TOKENS)
	60	+
	61	+
	62	+def iter_candidates(roots: list[Path]):
	63	+ for root in roots:
	64	+ if root.is_file():
	65	+ yield root
	66	+ continue
	67	+ for path in sorted(root.rglob("*")):
	68	+ if any(part in SKIP_DIRS for part in path.parts):
	69	+ continue
	70	+ if not path.is_file():
	71	+ continue
	72	+ if path.name in GENERATED_FILES:
	73	+ continue
	74	+ if path.suffix in CHECKED_EXTENSIONS or path.name in CHECKED_FILENAMES:
	75	+ yield path
	76	+
	77	+
	78	+def main(argv: list[str]) -> int:
	79	+ roots = [Path(a).resolve() for a in argv[1:]] or [REPO_ROOT]
	80	+ missing = [p for p in iter_candidates(roots) if not has_header(p)]
	81	+ if missing:
	82	+ print("Files missing the mandatory QWHPI author header:")
	83	+ for p in missing:
	84	+ print(f" {p.relative_to(REPO_ROOT)}")
	85	+ return 1
	86	+ print("All checked files carry the QWHPI author header.")
	87	+ return 0
	88	+
	89	+
	90	+if __name__ == "__main__":
	91	+ raise SystemExit(main(sys.argv))

added web/Dockerfile +19 −0

		`@@ -0,0 +1,19 @@`
	1	+# =============================================================================
	2	+# QWHPI — Quebec Weekly Housing Price Index
	3	+# Author : Simon-Pierre Boucher
	4	+# Contact : contact@spboucher.ai
	5	+# File : web/Dockerfile
	6	+# Purpose : Container image for the QWHPI dashboard (Next.js).
	7	+# =============================================================================
	8	+FROM node:22-alpine AS build
	9	+WORKDIR /srv
	10	+COPY package.json package-lock.json* ./
	11	+RUN npm ci \|\| npm install
	12	+COPY . .
	13	+RUN npm run build
	14	+
	15	+FROM node:22-alpine
	16	+WORKDIR /srv
	17	+COPY --from=build /srv ./
	18	+EXPOSE 3000
	19	+CMD ["npm", "run", "start"]

added web/app/api-docs/page.tsx +178 −0

		`@@ -0,0 +1,178 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/app/api-docs/page.tsx
	7	+ * Purpose : API docs — copyable examples per endpoint + live playground.
	8	+ * =============================================================================
	9	+ */
	10	+"use client";
	11	+
	12	+import { useState } from "react";
	13	+import { API_BASE } from "../../lib/api";
	14	+
	15	+interface Endpoint {
	16	+ path: string;
	17	+ desc: string;
	18	+ example: string;
	19	+}
	20	+
	21	+const ENDPOINTS: Endpoint[] = [
	22	+ { path: "/v1/index", desc: "Full monthly history for one series (CSV via &format=csv)",
	23	+ example: "/v1/index?geography=quebec-city&type=condo&from=2023-01&to=latest" },
	24	+ { path: "/v1/index/latest", desc: "Latest complete month for one series",
	25	+ example: "/v1/index/latest?geography=montreal&type=condo" },
	26	+ { path: "/v1/stats", desc: "Derived metrics: peak, drawdown, CAGR, volatility, momentum, ranks, volumes",
	27	+ example: "/v1/stats?geography=quebec&type=all" },
	28	+ { path: "/v1/stats/overview", desc: "One rich row per geography (heatmap data)",
	29	+ example: "/v1/stats/overview?level=region&type=all" },
	30	+ { path: "/v1/compare", desc: "Aligned multi-series comparison, optional rebasing",
	31	+ example: "/v1/compare?series=montreal:condo,quebec-city:condo&rebase_period=2022-01" },
	32	+ { path: "/v1/map", desc: "One metric per geography for a chosen month",
	33	+ example: "/v1/map?metric=yoy&level=region&period=2025-06" },
	34	+ { path: "/v1/report", desc: "Automatic PDF report (1-5 series, &format=json for data)",
	35	+ example: "/v1/report?series=montreal:condo&format=json" },
	36	+ { path: "/v1/vintages", desc: "First release vs current vintage (revision tracking)",
	37	+ example: "/v1/vintages?geography=quebec&type=all" },
	38	+ { path: "/v1/geographies", desc: "Published hierarchy + coverage matrix",
	39	+ example: "/v1/geographies" },
	40	+ { path: "/v1/meta", desc: "Model version, vintage, methodology summary",
	41	+ example: "/v1/meta" },
	42	+];
	43	+
	44	+function CopyButton({ text }: { text: string }) {
	45	+ const [copied, setCopied] = useState(false);
	46	+ return (
	47	+ <button
	48	+ className="ctrl"
	49	+ style={{ padding: "4px 10px", fontSize: 12.5 }}
	50	+ aria-label="Copy request"
	51	+ onClick={() => {
	52	+ navigator.clipboard.writeText(text);
	53	+ setCopied(true);
	54	+ setTimeout(() => setCopied(false), 1500);
	55	+ }}
	56	+ >
	57	+ {copied ? "✓ Copied" : "Copy"}
	58	+ </button>
	59	+ );
	60	+}
	61	+
	62	+export default function ApiDocs() {
	63	+ const [query, setQuery] = useState(ENDPOINTS[0].example);
	64	+ const [result, setResult] = useState<string>("");
	65	+ const [status, setStatus] = useState<string>("");
	66	+ const [running, setRunning] = useState(false);
	67	+
	68	+ const run = async () => {
	69	+ setRunning(true);
	70	+ setStatus("");
	71	+ const t0 = performance.now();
	72	+ try {
	73	+ const res = await fetch(`${API_BASE}${query}`, {
	74	+ headers: { Accept: "application/json" },
	75	+ });
	76	+ const ms = Math.round(performance.now() - t0);
	77	+ const type = res.headers.get("content-type") ?? "";
	78	+ setStatus(`${res.status} ${res.statusText} · ${ms} ms · ${type.split(";")[0]}`);
	79	+ if (type.includes("json")) {
	80	+ const body = await res.json();
	81	+ setResult(JSON.stringify(body, null, 2).slice(0, 20000));
	82	+ } else {
	83	+ const body = await res.text();
	84	+ setResult(body.slice(0, 20000));
	85	+ }
	86	+ } catch (e) {
	87	+ setStatus("network error");
	88	+ setResult(String(e));
	89	+ }
	90	+ setRunning(false);
	91	+ };
	92	+
	93	+ return (
	94	+ <>
	95	+ <h1>API</h1>
	96	+ <p className="lede">
	97	+ Every published series, statistic and report is available
	98	+ programmatically — confidence intervals and reliability grades on every
	99	+ observation, never hidden.{" "}
	100	+ <a href={`${API_BASE}/docs`} target="_blank" rel="noreferrer">
	101	+ Full OpenAPI reference ↗
	102	+ </a>
	103	+ </p>
	104	+
	105	+ <h2>Playground</h2>
	106	+ <div className="card fade-up">
	107	+ <div className="controls" style={{ margin: 0 }}>
	108	+ <select
	109	+ aria-label="Endpoint template"
	110	+ value=""
	111	+ onChange={(e) => {
	112	+ if (e.target.value) setQuery(e.target.value);
	113	+ }}
	114	+ >
	115	+ <option value="">Insert an example…</option>
	116	+ {ENDPOINTS.map((ep) => (
	117	+ <option key={ep.path} value={ep.example}>{ep.path}</option>
	118	+ ))}
	119	+ </select>
	120	+ <input
	121	+ type="text"
	122	+ value={query}
	123	+ aria-label="Request path"
	124	+ onChange={(e) => setQuery(e.target.value)}
	125	+ onKeyDown={(e) => e.key === "Enter" && run()}
	126	+ style={{
	127	+ flex: "1 1 340px", background: "var(--surface-1)",
	128	+ color: "var(--text-primary)",
	129	+ border: "1px solid var(--border-strong)", borderRadius: 10,
	130	+ padding: "8px 12px", fontSize: 13.5,
	131	+ fontFamily: "ui-monospace, monospace",
	132	+ }}
	133	+ />
	134	+ <button className="primary" onClick={run} disabled={running}>
	135	+ {running ? "Running…" : "Run ▸"}
	136	+ </button>
	137	+ </div>
	138	+ {status && (
	139	+ <p className="note" style={{ margin: "10px 0 6px" }}>{status}</p>
	140	+ )}
	141	+ {result && (
	142	+ <pre style={{
	143	+ background: "var(--surface-2)", borderRadius: 10, padding: 14,
	144	+ fontSize: 12, maxHeight: 380, overflow: "auto", margin: "8px 0 0",
	145	+ }}>{result}</pre>
	146	+ )}
	147	+ </div>
	148	+
	149	+ <h2>Endpoints</h2>
	150	+ <div className="grid" style={{ gap: 12 }}>
	151	+ {ENDPOINTS.map((ep) => {
	152	+ const curl = `curl "${API_BASE}${ep.example}"`;
	153	+ return (
	154	+ <div className="card hoverable" key={ep.path}
	155	+ style={{ padding: "14px 18px" }}>
	156	+ <div style={{ display: "flex", justifyContent: "space-between",
	157	+ alignItems: "baseline", gap: 10, flexWrap: "wrap" }}>
	158	+ <code style={{ fontSize: 14, fontWeight: 700 }}>{ep.path}</code>
	159	+ <span style={{ display: "flex", gap: 8 }}>
	160	+ <button className="ctrl" style={{ padding: "4px 10px", fontSize: 12.5 }}
	161	+ onClick={() => setQuery(ep.example)}>
	162	+ Try ↑
	163	+ </button>
	164	+ <CopyButton text={curl} />
	165	+ </span>
	166	+ </div>
	167	+ <p className="note" style={{ margin: "6px 0" }}>{ep.desc}</p>
	168	+ <code style={{ fontSize: 12, color: "var(--text-secondary)",
	169	+ display: "block", overflowX: "auto" }}>
	170	+ {curl}
	171	+ </code>
	172	+ </div>
	173	+ );
	174	+ })}
	175	+ </div>
	176	+ </>
	177	+ );
	178	+}

added web/app/compare/page.tsx +293 −0

		`@@ -0,0 +1,293 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/app/compare/page.tsx
	7	+ * Purpose : Compare — multi-series chart in index points, dollar values, or
	8	+ * rebased to a common week (max 5 series, fixed hue order).
	9	+ * =============================================================================
	10	+ */
	11	+"use client";
	12	+
	13	+import { Suspense, useEffect, useMemo, useState } from "react";
	14	+import { usePathname, useRouter, useSearchParams } from "next/navigation";
	15	+import {
	16	+ CartesianGrid,
	17	+ Line,
	18	+ LineChart,
	19	+ Legend,
	20	+ ResponsiveContainer,
	21	+ Tooltip,
	22	+ XAxis,
	23	+ YAxis,
	24	+} from "recharts";
	25	+import {
	26	+ fetchGeographies,
	27	+ fetchSeries,
	28	+ reportUrl,
	29	+ type GeographyNode,
	30	+ type Observation,
	31	+} from "../../lib/api";
	32	+
	33	+const SERIES_COLORS = [
	34	+ "var(--series-1)", "var(--series-2)", "var(--series-3)",
	35	+ "var(--series-4)", "var(--series-5)",
	36	+];
	37	+const TYPES = ["all", "unifamilial", "condo", "plex"];
	38	+const DEFAULT = ["montreal:condo", "quebec-city:condo", "gatineau:condo"];
	39	+
	40	+type Mode = "index" \| "dollars" \| "rebased";
	41	+
	42	+function moneyCompact(v: number): string {
	43	+ return v >= 1_000_000
	44	+ ? "$" + (v / 1_000_000).toFixed(2) + "M"
	45	+ : "$" + Math.round(v / 1000) + "k";
	46	+}
	47	+
	48	+function CompareInner() {
	49	+ const params = useSearchParams();
	50	+ const router = useRouter();
	51	+ const pathname = usePathname();
	52	+ const initSeries = params.get("series")?.split(",").filter(Boolean);
	53	+ const [geos, setGeos] = useState<GeographyNode[]>([]);
	54	+ const [picked, setPicked] = useState<string[]>(
	55	+ initSeries?.length ? initSeries.slice(0, 5) : DEFAULT);
	56	+ const [hidden, setHidden] = useState<Set<string>>(new Set());
	57	+ const [pendingGeo, setPendingGeo] = useState("laval");
	58	+ const [pendingType, setPendingType] = useState("condo");
	59	+ const [mode, setMode] = useState<Mode>(
	60	+ (["index", "dollars", "rebased"] as readonly string[]).includes(
	61	+ params.get("mode") ?? "") ? (params.get("mode") as Mode) : "index");
	62	+ const [rebase, setRebase] = useState<string>(params.get("rebase") ?? "2022-01");
	63	+ const [obs, setObs] = useState<Record<string, Observation[]>>({});
	64	+ const [error, setError] = useState<string \| null>(null);
	65	+
	66	+ // Shareable URL
	67	+ useEffect(() => {
	68	+ const q = new URLSearchParams({ series: picked.join(",") });
	69	+ if (mode !== "index") q.set("mode", mode);
	70	+ if (mode === "rebased") q.set("rebase", rebase);
	71	+ router.replace(`${pathname}?${q.toString()}`, { scroll: false });
	72	+ }, [picked, mode, rebase, router, pathname]);
	73	+
	74	+ useEffect(() => {
	75	+ fetchGeographies()
	76	+ .then((g) => setGeos(g.published_series))
	77	+ .catch((e) => setError(String(e)));
	78	+ }, []);
	79	+
	80	+ useEffect(() => {
	81	+ let alive = true;
	82	+ Promise.all(
	83	+ picked.map(async (p) => {
	84	+ const [g, t] = p.split(":");
	85	+ return [p, (await fetchSeries(g, t)).observations] as const;
	86	+ }),
	87	+ )
	88	+ .then((pairs) => {
	89	+ if (!alive) return;
	90	+ setObs(Object.fromEntries(pairs));
	91	+ setError(null);
	92	+ })
	93	+ .catch((e) => setError(String(e)));
	94	+ return () => { alive = false; };
	95	+ }, [picked]);
	96	+
	97	+ const rows = useMemo(() => {
	98	+ const byWeek: Record<string, Record<string, unknown>> = {};
	99	+ for (const [name, series] of Object.entries(obs)) {
	100	+ if (!picked.includes(name)) continue;
	101	+ let baseVal = 1;
	102	+ if (mode === "rebased") {
	103	+ const b = series.find((o) => o.period === rebase);
	104	+ if (!b) continue;
	105	+ baseVal = b.index_smoothed;
	106	+ }
	107	+ for (const o of series) {
	108	+ const v =
	109	+ mode === "dollars"
	110	+ ? o.representative_value
	111	+ : mode === "rebased"
	112	+ ? (o.index_smoothed / baseVal) * 100
	113	+ : o.index_smoothed;
	114	+ if (v == null) continue;
	115	+ (byWeek[o.period] ??= { week: o.period })[name] = Math.round(v * 100) / 100;
	116	+ }
	117	+ }
	118	+ return Object.values(byWeek).sort((a, b) =>
	119	+ String(a.week).localeCompare(String(b.week)));
	120	+ }, [obs, picked, mode, rebase]);
	121	+
	122	+ const nameOf = useMemo(() => {
	123	+ const m = new Map(geos.map((g) => [g.geography_id, g.geography_name]));
	124	+ return (spec: string) => {
	125	+ const [g, t] = spec.split(":");
	126	+ return `${m.get(g) ?? g} · ${t}`;
	127	+ };
	128	+ }, [geos]);
	129	+
	130	+ const add = () => {
	131	+ const spec = `${pendingGeo}:${pendingType}`;
	132	+ if (!picked.includes(spec) && picked.length < 5) setPicked([...picked, spec]);
	133	+ };
	134	+
	135	+ return (
	136	+ <>
	137	+ <h1>Compare series</h1>
	138	+ <p className="lede">
	139	+ Up to five series; colors keep their series when you add or remove.
	140	+ View index levels, dollar values, or rebase to a common month.
	141	+ </p>
	142	+ <div className="controls">
	143	+ <select value={pendingGeo} onChange={(e) => setPendingGeo(e.target.value)}
	144	+ aria-label="Geography to add">
	145	+ {geos.map((g) => (
	146	+ <option key={g.geography_id} value={g.geography_id}>
	147	+ {g.geography_name}
	148	+ </option>
	149	+ ))}
	150	+ </select>
	151	+ <select value={pendingType} onChange={(e) => setPendingType(e.target.value)}
	152	+ aria-label="Property type to add">
	153	+ {TYPES.map((t) => <option key={t} value={t}>{t}</option>)}
	154	+ </select>
	155	+ <button className="ctrl" onClick={add} disabled={picked.length >= 5}>
	156	+ Add series
	157	+ </button>
	158	+ <div className="seg" role="group" aria-label="Comparison mode">
	159	+ <button aria-pressed={mode === "index"} onClick={() => setMode("index")}>
	160	+ Index
	161	+ </button>
	162	+ <button aria-pressed={mode === "dollars"} onClick={() => setMode("dollars")}>
	163	+ $ value
	164	+ </button>
	165	+ <button aria-pressed={mode === "rebased"} onClick={() => setMode("rebased")}>
	166	+ Rebased
	167	+ </button>
	168	+ </div>
	169	+ {mode === "rebased" && (
	170	+ <input
	171	+ type="month"
	172	+ value={rebase}
	173	+ aria-label="Rebase month"
	174	+ onChange={(e) => setRebase(e.target.value)}
	175	+ />
	176	+ )}
	177	+ {picked.length >= 1 && (
	178	+ <a className="primary" href={reportUrl(picked)} target="_blank"
	179	+ rel="noreferrer">
	180	+ ⤓ Comparison report (PDF)
	181	+ </a>
	182	+ )}
	183	+ </div>
	184	+ <div className="controls">
	185	+ {picked.map((s) => (
	186	+ <button
	187	+ key={s}
	188	+ className="chip"
	189	+ aria-pressed={!hidden.has(s)}
	190	+ style={{ opacity: hidden.has(s) ? 0.4 : 1 }}
	191	+ onClick={() =>
	192	+ setHidden((h) => {
	193	+ const n = new Set(h);
	194	+ if (n.has(s)) n.delete(s);
	195	+ else n.add(s);
	196	+ return n;
	197	+ })}
	198	+ title={hidden.has(s) ? "Show series" : "Hide series"}
	199	+ >
	200	+ <span style={{ color: SERIES_COLORS[picked.indexOf(s)] }}>●</span>{" "}
	201	+ {nameOf(s)}
	202	+ <span
	203	+ role="button"
	204	+ aria-label={`Remove ${nameOf(s)}`}
	205	+ style={{ marginLeft: 4, color: "var(--text-muted)" }}
	206	+ onClick={(e) => {
	207	+ e.stopPropagation();
	208	+ setPicked(picked.filter((p) => p !== s));
	209	+ }}
	210	+ >✕</span>
	211	+ </button>
	212	+ ))}
	213	+ <span className="note">click a chip to toggle · ✕ removes</span>
	214	+ </div>
	215	+
	216	+ {error && <div className="card"><span className="note">{error}</span></div>}
	217	+
	218	+ <div className="card" style={{ height: 440 }}>
	219	+ <ResponsiveContainer>
	220	+ <LineChart data={rows} margin={{ top: 8, right: 12, left: 4, bottom: 0 }}>
	221	+ <CartesianGrid stroke="var(--border)" strokeDasharray="2 4" vertical={false} />
	222	+ <XAxis
	223	+ dataKey="week"
	224	+ tick={{ fill: "var(--text-muted)", fontSize: 12 }}
	225	+ tickLine={false}
	226	+ axisLine={{ stroke: "var(--border)" }}
	227	+ minTickGap={70}
	228	+ />
	229	+ <YAxis
	230	+ domain={["auto", "auto"]}
	231	+ tickFormatter={(v: number) =>
	232	+ mode === "dollars" ? moneyCompact(v) : String(Math.round(v))}
	233	+ tick={{ fill: "var(--text-muted)", fontSize: 12 }}
	234	+ tickLine={false}
	235	+ axisLine={false}
	236	+ width={mode === "dollars" ? 58 : 48}
	237	+ />
	238	+ <Tooltip
	239	+ contentStyle={{
	240	+ background: "var(--surface-1)",
	241	+ border: "1px solid var(--border-strong)",
	242	+ borderRadius: 10, fontSize: 13,
	243	+ }}
	244	+ labelStyle={{ color: "var(--text-secondary)" }}
	245	+ formatter={(v: number, name: string) => [
	246	+ mode === "dollars"
	247	+ ? "$" + Math.round(v).toLocaleString("en-CA")
	248	+ : v.toFixed(1),
	249	+ nameOf(name),
	250	+ ]}
	251	+ />
	252	+ <Legend
	253	+ formatter={(v: string) => (
	254	+ <span style={{ color: "var(--text-secondary)", fontSize: 13 }}>
	255	+ {nameOf(v)}
	256	+ </span>
	257	+ )}
	258	+ />
	259	+ {picked.map((s, i) => (
	260	+ <Line
	261	+ key={s}
	262	+ dataKey={s}
	263	+ stroke={SERIES_COLORS[i]}
	264	+ strokeWidth={2}
	265	+ dot={false}
	266	+ hide={hidden.has(s)}
	267	+ isAnimationActive
	268	+ animationDuration={700}
	269	+ animationEasing="ease-out"
	270	+ connectNulls
	271	+ />
	272	+ ))}
	273	+ </LineChart>
	274	+ </ResponsiveContainer>
	275	+ </div>
	276	+ <p className="note">
	277	+ {mode === "rebased"
	278	+ ? `All series = 100 at ${rebase}.`
	279	+ : mode === "dollars"
	280	+ ? "Representative dollar value per series (fixed 2021 basket carried by the index)."
	281	+ : "Levels shown on each series' own 2021 = 100 base."}
	282	+ </p>
	283	+ </>
	284	+ );
	285	+}
	286	+
	287	+export default function Compare() {
	288	+ return (
	289	+ <Suspense fallback={null}>
	290	+ <CompareInner />
	291	+ </Suspense>
	292	+ );
	293	+}

added web/app/explore/page.tsx +310 −0

		`@@ -0,0 +1,310 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/app/explore/page.tsx
	7	+ * Purpose : Explore — series picker, index chart with CI band, raw overlay
	8	+ * toggle, growth horizons, volume subchart, CSV download.
	9	+ * =============================================================================
	10	+ */
	11	+"use client";
	12	+
	13	+import { Suspense, useEffect, useMemo, useRef, useState } from "react";
	14	+import { usePathname, useRouter, useSearchParams } from "next/navigation";
	15	+import {
	16	+ csvUrl,
	17	+ fetchGeographies,
	18	+ fetchSeries,
	19	+ fetchStats,
	20	+ reportUrl,
	21	+ type GeographyNode,
	22	+ type SeriesResponse,
	23	+ type SeriesStats,
	24	+} from "../../lib/api";
	25	+import dynamic from "next/dynamic";
	26	+import type { ChartUnit } from "../../components/IndexChart";
	27	+import { ChartSkeleton, DashboardSkeleton } from "../../components/Skeleton";
	28	+import DataTable from "../../components/DataTable";
	29	+import { MARKET_EVENTS } from "../../lib/events";
	30	+import { exportChartPng } from "../../lib/exportPng";
	31	+
	32	+const IndexChart = dynamic(() => import("../../components/IndexChart"), {
	33	+ ssr: false,
	34	+ loading: () => <ChartSkeleton height={430} />,
	35	+});
	36	+import ReliabilityBadge from "../../components/ReliabilityBadge";
	37	+
	38	+const TYPES = ["all", "unifamilial", "condo", "plex"];
	39	+const RANGES = ["1y", "3y", "5y", "ytd", "max"] as const;
	40	+type Range = (typeof RANGES)[number];
	41	+
	42	+function rangeCutoff(range: Range, lastPeriod: string): string \| null {
	43	+ if (range === "max") return null;
	44	+ const [y, m] = lastPeriod.split("-").map(Number);
	45	+ if (range === "ytd") return `${y}-01`;
	46	+ const months = range === "1y" ? 12 : range === "3y" ? 36 : 60;
	47	+ const total = y * 12 + (m - 1) - months;
	48	+ const cy = Math.floor(total / 12);
	49	+ const cm = (total % 12) + 1;
	50	+ return `${cy}-${String(cm).padStart(2, "0")}`;
	51	+}
	52	+const HORIZONS: { key: keyof HorizonRow; label: string }[] = [
	53	+ { key: "monthly_pct", label: "1m" },
	54	+ { key: "three_month_pct", label: "3m" },
	55	+ { key: "six_month_pct", label: "6m" },
	56	+ { key: "yoy_pct", label: "YoY" },
	57	+];
	58	+type HorizonRow = {
	59	+ monthly_pct: number \| null;
	60	+ three_month_pct: number \| null;
	61	+ six_month_pct: number \| null;
	62	+ yoy_pct: number \| null;
	63	+};
	64	+
	65	+function ExploreInner() {
	66	+ const params = useSearchParams();
	67	+ const router = useRouter();
	68	+ const pathname = usePathname();
	69	+ const [geos, setGeos] = useState<GeographyNode[]>([]);
	70	+ const [geo, setGeo] = useState(params.get("geography") ?? "quebec");
	71	+ const [ptype, setPtype] = useState(params.get("type") ?? "all");
	72	+ const [series, setSeries] = useState<SeriesResponse \| null>(null);
	73	+ const [stats, setStats] = useState<SeriesStats \| null>(null);
	74	+ const [showRaw, setShowRaw] = useState(false);
	75	+ const [unit, setUnit] = useState<ChartUnit>(
	76	+ params.get("unit") === "dollars" ? "dollars" : "points");
	77	+ const [range, setRange] = useState<Range>(
	78	+ (RANGES as readonly string[]).includes(params.get("range") ?? "")
	79	+ ? (params.get("range") as Range) : "max");
	80	+ const [showEvents, setShowEvents] = useState(params.get("events") === "1");
	81	+ const [showTable, setShowTable] = useState(false);
	82	+ const chartRef = useRef<HTMLDivElement>(null);
	83	+ const [error, setError] = useState<string \| null>(null);
	84	+
	85	+ // Shareable URL: selection encoded in query params.
	86	+ useEffect(() => {
	87	+ const q = new URLSearchParams({ geography: geo, type: ptype });
	88	+ if (unit === "dollars") q.set("unit", "dollars");
	89	+ if (range !== "max") q.set("range", range);
	90	+ if (showEvents) q.set("events", "1");
	91	+ router.replace(`${pathname}?${q.toString()}`, { scroll: false });
	92	+ }, [geo, ptype, unit, range, showEvents, router, pathname]);
	93	+
	94	+ useEffect(() => {
	95	+ fetchGeographies()
	96	+ .then((g) => setGeos(g.published_series))
	97	+ .catch((e) => setError(String(e)));
	98	+ }, []);
	99	+
	100	+ useEffect(() => {
	101	+ setSeries(null);
	102	+ setStats(null);
	103	+ fetchSeries(geo, ptype)
	104	+ .then(setSeries)
	105	+ .catch((e) => setError(String(e)));
	106	+ fetchStats(geo, ptype).then(setStats).catch(() => setStats(null));
	107	+ }, [geo, ptype]);
	108	+
	109	+ const grouped = useMemo(() => {
	110	+ const by: Record<string, GeographyNode[]> = {};
	111	+ for (const g of geos) (by[g.geography_level] ??= []).push(g);
	112	+ return by;
	113	+ }, [geos]);
	114	+
	115	+ if (error)
	116	+ return (
	117	+ <div className="card" style={{ marginTop: 32 }}>
	118	+ <strong>API unreachable.</strong> <span className="note">{error}</span>
	119	+ </div>
	120	+ );
	121	+
	122	+ const last = series?.observations.filter((o) => !o.is_partial_month).at(-1);
	123	+
	124	+ const visibleObs = useMemo(() => {
	125	+ if (!series) return [];
	126	+ const obs = series.observations;
	127	+ const cutoff = obs.length
	128	+ ? rangeCutoff(range, obs[obs.length - 1].period) : null;
	129	+ return cutoff ? obs.filter((o) => o.period >= cutoff) : obs;
	130	+ }, [series, range]);
	131	+
	132	+ return (
	133	+ <>
	134	+ <h1>Explore a series</h1>
	135	+ <div className="controls">
	136	+ <label htmlFor="geo">Geography</label>
	137	+ <select id="geo" value={geo} onChange={(e) => setGeo(e.target.value)}>
	138	+ {(["province", "region", "municipality"] as const).map((lvl) => (
	139	+ <optgroup key={lvl} label={lvl}>
	140	+ {(grouped[lvl] ?? []).map((g) => (
	141	+ <option key={g.geography_id} value={g.geography_id}>
	142	+ {g.geography_name}
	143	+ </option>
	144	+ ))}
	145	+ </optgroup>
	146	+ ))}
	147	+ </select>
	148	+ <label htmlFor="ptype">Type</label>
	149	+ <select id="ptype" value={ptype} onChange={(e) => setPtype(e.target.value)}>
	150	+ {TYPES.map((t) => (
	151	+ <option key={t} value={t}>{t}</option>
	152	+ ))}
	153	+ </select>
	154	+ <div className="seg" role="group" aria-label="Chart unit">
	155	+ <button aria-pressed={unit === "points"} onClick={() => setUnit("points")}>
	156	+ Index
	157	+ </button>
	158	+ <button aria-pressed={unit === "dollars"} onClick={() => setUnit("dollars")}>
	159	+ $ value
	160	+ </button>
	161	+ </div>
	162	+ <div className="seg" role="group" aria-label="Period range">
	163	+ {RANGES.map((r) => (
	164	+ <button key={r} aria-pressed={range === r} onClick={() => setRange(r)}>
	165	+ {r.toUpperCase()}
	166	+ </button>
	167	+ ))}
	168	+ </div>
	169	+ <button
	170	+ className="ctrl"
	171	+ aria-pressed={showRaw}
	172	+ onClick={() => setShowRaw((v) => !v)}
	173	+ >
	174	+ Raw monthly overlay
	175	+ </button>
	176	+ <button
	177	+ className="ctrl"
	178	+ aria-pressed={showEvents}
	179	+ onClick={() => setShowEvents((v) => !v)}
	180	+ >
	181	+ Events
	182	+ </button>
	183	+ <button
	184	+ className="ctrl"
	185	+ onClick={() =>
	186	+ chartRef.current &&
	187	+ exportChartPng(chartRef.current, `qhpi_${geo}_${ptype}.png`)}
	188	+ >
	189	+ ⤓ PNG
	190	+ </button>
	191	+ <a className="ctrl" href={csvUrl(geo, ptype)}>
	192	+ ⤓ CSV
	193	+ </a>
	194	+ <a className="primary" href={reportUrl([`${geo}:${ptype}`])}
	195	+ target="_blank" rel="noreferrer">
	196	+ ⤓ PDF report
	197	+ </a>
	198	+ </div>
	199	+
	200	+ {!series ? (
	201	+ <DashboardSkeleton />
	202	+ ) : (
	203	+ <>
	204	+ <div className="card fade-up">
	205	+ <div style={{ display: "flex", justifyContent: "space-between", flexWrap: "wrap", gap: 8 }}>
	206	+ <strong>
	207	+ {series.geography_name} · {series.property_type} ·{" "}
	208	+ {unit === "dollars"
	209	+ ? "representative dollar value"
	210	+ : "base 2021 = 100"}
	211	+ </strong>
	212	+ {last && <ReliabilityBadge grade={last.reliability_grade} />}
	213	+ </div>
	214	+ {last && (last.reliability_grade === "D" \|\| last.reliability_grade === "E") && (
	215	+ <p className="low-reliability-note">
	216	+ Thin market: monthly movements are heavily shrunk toward the
	217	+ parent trend. Read levels and multi-month changes, not
	218	+ single months.
	219	+ </p>
	220	+ )}
	221	+ <div ref={chartRef}>
	222	+ <IndexChart observations={visibleObs} showRaw={showRaw}
	223	+ unit={unit}
	224	+ annotations={showEvents ? MARKET_EVENTS : []}
	225	+ showBrush={range === "max"} />
	226	+ </div>
	227	+ <div className="controls" style={{ margin: "8px 0 0" }}>
	228	+ <button className="ctrl" aria-pressed={showTable}
	229	+ aria-expanded={showTable}
	230	+ onClick={() => setShowTable((v) => !v)}>
	231	+ {showTable ? "Hide data table" : "Data table"}
	232	+ </button>
	233	+ </div>
	234	+ {showTable && <DataTable observations={visibleObs} />}
	235	+ </div>
	236	+
	237	+ {last && (
	238	+ <>
	239	+ <h2>Growth (month of {last.period})</h2>
	240	+ <div className="grid cols-4">
	241	+ {HORIZONS.map(({ key, label }) => {
	242	+ const v = last[key];
	243	+ return (
	244	+ <div className="card stat-tile" key={key}>
	245	+ <span className="label">{label}</span>
	246	+ <span
	247	+ className={
	248	+ "value " + (v != null && v < 0 ? "delta down" : "delta up")
	249	+ }
	250	+ style={{ fontSize: 22 }}
	251	+ >
	252	+ {v == null ? "—" : `${v > 0 ? "+" : ""}${v.toFixed(2)}%`}
	253	+ </span>
	254	+ </div>
	255	+ );
	256	+ })}
	257	+ <div className="card stat-tile">
	258	+ <span className="label">Representative value</span>
	259	+ <span className="value" style={{ fontSize: 22 }}>
	260	+ {last.representative_value
	261	+ ? `$${Math.round(last.representative_value).toLocaleString()}`
	262	+ : "—"}
	263	+ </span>
	264	+ <span className="note">
	265	+ n={last.transactions} · eff. N≈
	266	+ {last.effective_sample_size?.toFixed(0) ?? "—"}
	267	+ </span>
	268	+ </div>
	269	+ </div>
	270	+ {stats && (
	271	+ <>
	272	+ <h2>Structure & risk</h2>
	273	+ <div className="grid cols-8">
	274	+ {([
	275	+ ["Since 2021", `${stats.since_2021_pct > 0 ? "+" : ""}${stats.since_2021_pct.toFixed(1)}%`],
	276	+ ["CAGR", `${stats.cagr_pct > 0 ? "+" : ""}${stats.cagr_pct.toFixed(2)}%`],
	277	+ ["Peak", `${stats.peak_index.toFixed(1)} (${stats.peak_period})`],
	278	+ ["Vs peak", stats.at_record_high ? "★ at peak" : `${stats.drawdown_pct.toFixed(2)}%`],
	279	+ ["Volatility 12m", `${stats.volatility_12m_pct.toFixed(2)}%`],
	280	+ ["Momentum 3m ann.", `${stats.momentum_3m_ann_pct > 0 ? "+" : ""}${stats.momentum_3m_ann_pct.toFixed(1)}%`],
	281	+ ["YoY rank", stats.yoy_rank ? `${stats.yoy_rank}/${stats.yoy_rank_of}` : "—"],
	282	+ ["Sales 12m", stats.volume_12m.toLocaleString()],
	283	+ ["Volume YoY", stats.volume_yoy_pct == null ? "—" : `${stats.volume_yoy_pct > 0 ? "+" : ""}${stats.volume_yoy_pct.toFixed(1)}%`],
	284	+ ["$ volume 12m", `$${(stats.dollar_volume_12m / 1e9).toFixed(2)}B`],
	285	+ ["Assessment gap", stats.assessment_gap == null ? "—" : `${stats.assessment_gap.toFixed(2)}×`],
	286	+ ["Effective N", stats.effective_sample_size?.toFixed(0) ?? "—"],
	287	+ ] as [string, string][]).map(([label, val]) => (
	288	+ <div className="card stat-tile mini-tile" key={label}>
	289	+ <span className="label">{label}</span>
	290	+ <span className="value" style={{ fontSize: 17 }}>{val}</span>
	291	+ </div>
	292	+ ))}
	293	+ </div>
	294	+ </>
	295	+ )}
	296	+ </>
	297	+ )}
	298	+ </>
	299	+ )}
	300	+ </>
	301	+ );
	302	+}
	303	+
	304	+export default function Explore() {
	305	+ return (
	306	+ <Suspense fallback={<DashboardSkeleton />}>
	307	+ <ExploreInner />
	308	+ </Suspense>
	309	+ );
	310	+}

added web/app/icon.svg +10 −0

		`@@ -0,0 +1,10 @@`
	1	+<!-- =============================================================================
	2	+QWHPI - Quebec Weekly Housing Price Index
	3	+Author : Simon-Pierre Boucher \| Contact : contact@spboucher.ai
	4	+File : web/app/icon.svg \| Purpose : Favicon (brand chart mark).
	5	+============================================================================== -->
	6	+<svg xmlns="http://www.w3.org/2000/svg" width="64" height="64" viewBox="0 0 22 22">
	7	+ <rect x="1" y="1" width="20" height="20" rx="5" fill="#2a78d6"/>
	8	+ <path d="M5 14.5 L9 10.5 L12 12.5 L17 6.5" fill="none" stroke="#fff"
	9	+ stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/>
	10	+</svg>

added web/app/layout.tsx +98 −0

		`@@ -0,0 +1,98 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/app/layout.tsx
	7	+ * Purpose : Root layout — fonts, navigation, theme toggle, author footer.
	8	+ * =============================================================================
	9	+ */
	10	+import type { Metadata } from "next";
	11	+import Link from "next/link";
	12	+import { Fraunces, Inter } from "next/font/google";
	13	+import "../styles/globals.css";
	14	+import ThemeToggle from "../components/ThemeToggle";
	15	+import CommandPalette from "../components/CommandPalette";
	16	+import SearchButton from "../components/SearchButton";
	17	+
	18	+const inter = Inter({ subsets: ["latin"], variable: "--font-sans" });
	19	+const fraunces = Fraunces({
	20	+ subsets: ["latin"],
	21	+ variable: "--font-display",
	22	+ weight: ["600", "700"],
	23	+});
	24	+
	25	+export const metadata: Metadata = {
	26	+ metadataBase: new URL("https://www.indexqc.house"),
	27	+ title: {
	28	+ default: "QHPI — Quebec Housing Price Index (monthly)",
	29	+ template: "%s · QHPI",
	30	+ },
	31	+ description:
	32	+ "Quality-adjusted monthly housing price indexes for Quebec — province, " +
	33	+ "17 regions and 10 cities, with confidence intervals on every point. " +
	34	+ "Author: Simon-Pierre Boucher — contact@spboucher.ai",
	35	+ authors: [{ name: "Simon-Pierre Boucher" }],
	36	+ alternates: { canonical: "/" },
	37	+ openGraph: {
	38	+ title: "QHPI — Quebec Housing Price Index",
	39	+ description:
	40	+ "Quebec housing prices, measured monthly, robustly. " +
	41	+ "Uncertainty always displayed, never hidden.",
	42	+ url: "https://www.indexqc.house",
	43	+ siteName: "QHPI",
	44	+ type: "website",
	45	+ locale: "en_CA",
	46	+ },
	47	+ twitter: {
	48	+ card: "summary_large_image",
	49	+ title: "QHPI — Quebec Housing Price Index",
	50	+ description: "Quebec housing prices, measured monthly, robustly.",
	51	+ },
	52	+};
	53	+
	54	+export default function RootLayout({
	55	+ children,
	56	+}: {
	57	+ children: React.ReactNode;
	58	+}) {
	59	+ return (
	60	+ <html lang="en" suppressHydrationWarning
	61	+ className={`${inter.variable} ${fraunces.variable}`}>
	62	+ <body>
	63	+ <header className="site-header">
	64	+ <Link href="/" className="brand">
	65	+ <svg className="brand-mark" width="22" height="22" viewBox="0 0 22 22"
	66	+ aria-hidden focusable="false">
	67	+ <rect x="1" y="1" width="20" height="20" rx="5"
	68	+ fill="var(--series-1)" />
	69	+ <path d="M5 14.5 L9 10.5 L12 12.5 L17 6.5" fill="none"
	70	+ stroke="#fff" strokeWidth="2" strokeLinecap="round"
	71	+ strokeLinejoin="round" />
	72	+ </svg>
	73	+ QHPI<small>Quebec Housing Price Index · monthly</small>
	74	+ </Link>
	75	+ <nav aria-label="Main">
	76	+ <Link href="/">Overview</Link>
	77	+ <Link href="/explore">Explore</Link>
	78	+ <Link href="/compare">Compare</Link>
	79	+ <Link href="/map">Map</Link>
	80	+ <Link href="/methodology">Methodology</Link>
	81	+ <Link href="/api-docs">API</Link>
	82	+ </nav>
	83	+ <div style={{ display: "flex", gap: 8 }}>
	84	+ <SearchButton />
	85	+ <ThemeToggle />
	86	+ </div>
	87	+ </header>
	88	+ <CommandPalette />
	89	+ <main className="container">{children}</main>
	90	+ <footer className="site-footer">
	91	+ Simon-Pierre Boucher — contact@spboucher.ai · Monthly hedonic index,
	92	+ base 2021 average = 100 · Uncertainty is always displayed, never
	93	+ hidden.
	94	+ </footer>
	95	+ </body>
	96	+ </html>
	97	+ );
	98	+}

added web/app/map/page.tsx +241 −0

		`@@ -0,0 +1,241 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/app/map/page.tsx
	7	+ * Purpose : Map — choropleth of the 17 administrative regions (YoY, 13w,
	8	+ * index level, assessment gap) rendered as inline SVG.
	9	+ * =============================================================================
	10	+ */
	11	+"use client";
	12	+
	13	+import { useEffect, useMemo, useRef, useState } from "react";
	14	+import { fetchMap, fetchSeries, type MapCell } from "../../lib/api";
	15	+
	16	+const METRICS = [
	17	+ { id: "yoy", label: "YoY %" },
	18	+ { id: "six_month", label: "6-month %" },
	19	+ { id: "three_month", label: "3-month %" },
	20	+ { id: "index_level", label: "Index level" },
	21	+ { id: "assessment_gap", label: "Assessment gap" },
	22	+];
	23	+const TYPES = ["all", "unifamilial", "condo", "plex"];
	24	+
	25	+// Sequential blue ramp (light→dark) from the validated palette.
	26	+const RAMP = ["#cde2fb", "#9ec5f4", "#6da7ec", "#3987e5", "#256abf", "#184f95", "#0d366b"];
	27	+
	28	+interface Feature {
	29	+ properties: { geography_id: string; name: string };
	30	+ geometry: { type: string; coordinates: number[][][] \| number[][][][] };
	31	+}
	32	+
	33	+function project([lng, lat]: number[], w: number, h: number): [number, number] {
	34	+ // Quebec bbox in EPSG:4326; simple equirectangular with cos(lat0) x-scale.
	35	+ const [minLng, maxLng, minLat, maxLat] = [-79.9, -56.9, 44.9, 62.8];
	36	+ const k = Math.cos((52 * Math.PI) / 180);
	37	+ const spanX = (maxLng - minLng) * k;
	38	+ const spanY = maxLat - minLat;
	39	+ const s = Math.min(w / spanX, h / spanY);
	40	+ const x = ((lng - minLng) * k) * s;
	41	+ const y = h - (lat - minLat) * s - (h - spanY * s) / 2;
	42	+ return [x, y];
	43	+}
	44	+
	45	+function ringsOf(f: Feature): number[][][] {
	46	+ return f.geometry.type === "Polygon"
	47	+ ? (f.geometry.coordinates as number[][][])
	48	+ : (f.geometry.coordinates as number[][][][]).flat();
	49	+}
	50	+
	51	+function pathFor(f: Feature, w: number, h: number): string {
	52	+ return ringsOf(f)
	53	+ .map((ring) => {
	54	+ const pts = ring.map((c) => project(c, w, h));
	55	+ return "M" + pts.map(([x, y]) => `${x.toFixed(1)},${y.toFixed(1)}`).join("L") + "Z";
	56	+ })
	57	+ .join(" ");
	58	+}
	59	+
	60	+export default function MapPage() {
	61	+ const [metric, setMetric] = useState("yoy");
	62	+ const [ptype, setPtype] = useState("all");
	63	+ const [cells, setCells] = useState<MapCell[]>([]);
	64	+ const [periods, setPeriods] = useState<string[]>([]);
	65	+ const [idx, setIdx] = useState(0);
	66	+ const [playing, setPlaying] = useState(false);
	67	+ const [features, setFeatures] = useState<Feature[]>([]);
	68	+ const [hover, setHover] = useState<MapCell \| null>(null);
	69	+ const [error, setError] = useState<string \| null>(null);
	70	+ const playRef = useRef<ReturnType<typeof setInterval> \| null>(null);
	71	+
	72	+ useEffect(() => {
	73	+ fetch("/regions.geojson")
	74	+ .then((r) => r.json())
	75	+ .then((g) => setFeatures(g.features))
	76	+ .catch((e) => setError(String(e)));
	77	+ fetchSeries("quebec", "all")
	78	+ .then((s) => {
	79	+ const ps = s.observations
	80	+ .filter((o) => !o.is_partial_month)
	81	+ .map((o) => o.period);
	82	+ setPeriods(ps);
	83	+ setIdx(ps.length - 1);
	84	+ })
	85	+ .catch((e) => setError(String(e)));
	86	+ }, []);
	87	+
	88	+ const period = periods[idx] ?? "";
	89	+
	90	+ useEffect(() => {
	91	+ if (!period) return;
	92	+ fetchMap(metric, ptype, period)
	93	+ .then((m) => {
	94	+ setCells(m.cells);
	95	+ setError(null);
	96	+ })
	97	+ .catch((e) => setError(String(e)));
	98	+ }, [metric, ptype, period]);
	99	+
	100	+ // Time-lapse playback across all months.
	101	+ useEffect(() => {
	102	+ if (!playing) {
	103	+ if (playRef.current) clearInterval(playRef.current);
	104	+ return;
	105	+ }
	106	+ playRef.current = setInterval(() => {
	107	+ setIdx((i) => {
	108	+ if (i >= periods.length - 1) {
	109	+ setPlaying(false);
	110	+ return i;
	111	+ }
	112	+ return i + 1;
	113	+ });
	114	+ }, 550);
	115	+ return () => {
	116	+ if (playRef.current) clearInterval(playRef.current);
	117	+ };
	118	+ }, [playing, periods.length]);
	119	+
	120	+ const { colorOf, domain } = useMemo(() => {
	121	+ const vals = cells.map((c) => c.value).filter((v): v is number => v != null);
	122	+ const lo = Math.min(...vals);
	123	+ const hi = Math.max(...vals);
	124	+ const f = (v: number \| null) => {
	125	+ if (v == null \|\| vals.length === 0) return "var(--surface-2)";
	126	+ const t = hi === lo ? 0.5 : (v - lo) / (hi - lo);
	127	+ return RAMP[Math.min(RAMP.length - 1, Math.floor(t * RAMP.length))];
	128	+ };
	129	+ return { colorOf: f, domain: vals.length ? ([lo, hi] as const) : null };
	130	+ }, [cells]);
	131	+
	132	+ const byId = useMemo(
	133	+ () => new Map(cells.map((c) => [c.geography_id, c])),
	134	+ [cells],
	135	+ );
	136	+
	137	+ const W = 720, H = 560;
	138	+ const fmt = (v: number \| null) =>
	139	+ v == null ? "—" : metric === "assessment_gap" ? v.toFixed(2) : v.toFixed(1);
	140	+
	141	+ return (
	142	+ <>
	143	+ <h1>Regional map</h1>
	144	+ <div className="controls">
	145	+ <label>Metric</label>
	146	+ <select value={metric} onChange={(e) => setMetric(e.target.value)}>
	147	+ {METRICS.map((m) => <option key={m.id} value={m.id}>{m.label}</option>)}
	148	+ </select>
	149	+ <label>Type</label>
	150	+ <select value={ptype} onChange={(e) => setPtype(e.target.value)}>
	151	+ {TYPES.map((t) => <option key={t} value={t}>{t}</option>)}
	152	+ </select>
	153	+ <button className="ctrl" aria-pressed={playing}
	154	+ aria-label={playing ? "Pause time-lapse" : "Play time-lapse"}
	155	+ onClick={() => {
	156	+ if (!playing && idx >= periods.length - 1) setIdx(12);
	157	+ setPlaying((v) => !v);
	158	+ }}>
	159	+ {playing ? "⏸ Pause" : "▶ Play"}
	160	+ </button>
	161	+ <input
	162	+ type="range"
	163	+ min={0}
	164	+ max={Math.max(periods.length - 1, 0)}
	165	+ value={idx}
	166	+ aria-label="Month selector"
	167	+ style={{ flex: "1 1 180px", accentColor: "var(--series-1)" }}
	168	+ onChange={(e) => {
	169	+ setPlaying(false);
	170	+ setIdx(Number(e.target.value));
	171	+ }}
	172	+ />
	173	+ <span className="note" style={{ fontVariantNumeric: "tabular-nums",
	174	+ minWidth: 84 }}>
	175	+ <strong>{period}</strong>
	176	+ </span>
	177	+ </div>
	178	+ {error && <div className="card"><span className="note">{error}</span></div>}
	179	+
	180	+ <div className="grid cols-2">
	181	+ <div className="card">
	182	+ <svg viewBox={`0 0 ${W} ${H}`} role="img"
	183	+ aria-label={`Choropleth of Quebec regions, ${metric}`}>
	184	+ {features.map((f) => {
	185	+ const cell = byId.get(f.properties.geography_id);
	186	+ return (
	187	+ <path
	188	+ key={f.properties.geography_id}
	189	+ d={pathFor(f, W, H)}
	190	+ fill={colorOf(cell?.value ?? null)}
	191	+ stroke="var(--surface-1)"
	192	+ strokeWidth={1.5}
	193	+ style={{ cursor: "pointer", transition: "fill 0.4s ease" }}
	194	+ onMouseEnter={() => setHover(cell ?? null)}
	195	+ onMouseLeave={() => setHover(null)}
	196	+ />
	197	+ );
	198	+ })}
	199	+ </svg>
	200	+ {domain && (
	201	+ <div className="note" style={{ display: "flex", gap: 4, alignItems: "center" }}>
	202	+ {fmt(domain[0])}
	203	+ {RAMP.map((c) => (
	204	+ <span key={c} style={{ background: c, width: 22, height: 10, display: "inline-block" }} />
	205	+ ))}
	206	+ {fmt(domain[1])}
	207	+ </div>
	208	+ )}
	209	+ {hover && (
	210	+ <div className="note">
	211	+ <strong>{hover.geography_name}</strong>: {fmt(hover.value)} ·{" "}
	212	+ {hover.transactions} tx · reliability {hover.reliability_grade}
	213	+ </div>
	214	+ )}
	215	+ </div>
	216	+
	217	+ <div className="card">
	218	+ <strong>All regions</strong>
	219	+ <table className="data">
	220	+ <thead>
	221	+ <tr><th>Region</th><th>{METRICS.find((m) => m.id === metric)?.label}</th>
	222	+ <th>Tx</th><th>Grade</th></tr>
	223	+ </thead>
	224	+ <tbody>
	225	+ {[...cells]
	226	+ .sort((a, b) => (b.value ?? -1e9) - (a.value ?? -1e9))
	227	+ .map((c) => (
	228	+ <tr key={c.geography_id}>
	229	+ <td>{c.geography_name}</td>
	230	+ <td>{fmt(c.value)}</td>
	231	+ <td>{c.transactions}</td>
	232	+ <td>{c.reliability_grade}</td>
	233	+ </tr>
	234	+ ))}
	235	+ </tbody>
	236	+ </table>
	237	+ </div>
	238	+ </div>
	239	+ </>
	240	+ );
	241	+}

added web/app/methodology/page.tsx +124 −0

		`@@ -0,0 +1,124 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/app/methodology/page.tsx
	7	+ * Purpose : Methodology — rendered summary of the v2.1 monthly robust index.
	8	+ * =============================================================================
	9	+ */
	10	+
	11	+export default function Methodology() {
	12	+ return (
	13	+ <>
	14	+ <h1>Methodology (v2.1 — monthly, robust)</h1>
	15	+ <p className="lede">
	16	+ QHPI measures price movement, never composition movement. Version 2
	17	+ rebuilt the index at monthly frequency around the rolling-time-dummy
	18	+ method used by official statistical agencies.
	19	+ </p>
	20	+
	21	+ <h2>Data</h2>
	22	+ <p>
	23	+ ~745,000 residential transactions across 1,100+ Quebec municipalities,
	24	+ January 2021 to present, spatially joined to the official SDA
	25	+ 1/20 000 boundaries. Non-arm's-length transfers, duplicates
	26	+ and portfolio-scale conveyances are excluded with a documented
	27	+ exclusion table (~3.5%). The <em>indéterminé</em> type never enters an
	28	+ index. <strong>Variables whose missingness moves over time are banned
	29	+ from the model</strong>: the provider backfilled
	30	+ <code>buildingType</code> in region-staggered waves (2022–2023), which
	31	+ would fabricate artificial index steps — it was detected by a
	32	+ composition-free arbitration and excluded; building age uses
	33	+ time-invariant conditional-median imputation.
	34	+ </p>
	35	+
	36	+ <h2>Three estimators, one family</h2>
	37	+ <ul>
	38	+ <li>
	39	+ <strong>Province × type — rolling-time-dummy (RTD).</strong>{" "}
	40	+ 13-month hedonic windows re-estimated every month with Huber-robust
	41	+ weighting (outliers are downweighted inside the regression), linked
	42	+ by the <em>mean splice</em>. Published history never revises, and
	43	+ hedonic coefficients are free to drift (β on log floor area moves
	44	+ ~5% across windows).
	45	+ </li>
	46	+ <li>
	47	+ <strong>Liquid cells (≥ 40 tx/month) — direct local estimation.</strong>{" "}
	48	+ Own robust time-dummy regression (own coefficients, own postal-zone
	49	+ fixed effects) with a light state-space smoother for the real-time
	50	+ variant. Chosen because deviation-from-pooled-surface methods
	51	+ compress strong local divergences: Québec City condos appreciated
	52	+ ~+55% by repeat sales AND stratified matched-cell medians, which the
	53	+ direct estimator reproduces (+53–64%) while pooled deviations said
	54	+ +42%.
	55	+ </li>
	56	+ <li>
	57	+ <strong>Thin cells — hierarchical shrinkage.</strong> Monthly mean
	58	+ deviations from the parent path filtered by a heteroskedastic
	59	+ local-level Kalman model: liquid months speak, thin months shrink
	60	+ toward the parent.
	61	+ </li>
	62	+ </ul>
	63	+
	64	+ <h2>Validation</h2>
	65	+ <ul>
	66	+ <li>
	67	+ <strong>Repeat sales (BMN)</strong>: published levels agree within
	68	+ ±5% on six of seven benchmark cells, with high change-correlations at
	69	+ the province level. The exception (Montréal single-family, −8%) sits
	70	+ between repeat sales and the stratified matched-cell median.
	71	+ </li>
	72	+ <li>
	73	+ <strong>Stratified matched-cell medians</strong> (FSA × vintage ×
	74	+ size, regression-free) corroborate the direct estimator on every
	75	+ arbitrated cell.
	76	+ </li>
	77	+ <li>
	78	+ <strong>Downsampling</strong>: direct-estimation RMSE stays ≈1.9% at
	79	+ 40 tx/month (the liquidity floor); hierarchical shrinkage takes over
	80	+ below.
	81	+ </li>
	82	+ <li>
	83	+ <strong>Composition shock</strong>: removing 70% of small-dwelling
	84	+ sales moves the raw median +12.3% but the index only −1.0%.
	85	+ </li>
	86	+ <li>
	87	+ <strong>Seasonality</strong>: no stable monthly seasonality — all
	88	+ series are NSA.
	89	+ </li>
	90	+ </ul>
	91	+
	92	+ <h2>Reliability grades</h2>
	93	+ <table className="data">
	94	+ <thead>
	95	+ <tr><th>Grade</th><th>Meaning</th><th>Liquidity</th></tr>
	96	+ </thead>
	97	+ <tbody>
	98	+ <tr><td>A</td><td>Very strong; direct estimation, tight CI</td><td>≥ 150 tx/month</td></tr>
	99	+ <tr><td>B</td><td>Strong; direct estimation</td><td>75–149</td></tr>
	100	+ <tr><td>C</td><td>Moderate; direct estimation floor</td><td>40–74</td></tr>
	101	+ <tr><td>D</td><td>Thin; hierarchical shrinkage</td><td>15–39</td></tr>
	102	+ <tr><td>E</td><td>Model-implied only</td><td>< 15</td></tr>
	103	+ </tbody>
	104	+ </table>
	105	+
	106	+ <h2>Conventions</h2>
	107	+ <p>
	108	+ Base 2021 average = 100. Continuous monthly grid; the trailing month is
	109	+ flagged <code>is_partial_month</code> while registrations arrive. Every
	110	+ observation ships with a 95% interval, transaction count, effective
	111	+ sample size and shrinkage weight. First releases are preserved and
	112	+ revisions are queryable (<code>/v1/vintages</code>). Growth horizons:
	113	+ 1m, 3m, 6m, YoY.
	114	+ </p>
	115	+
	116	+ <p className="note">
	117	+ Author: Simon-Pierre Boucher — contact@spboucher.ai · Key references:
	118	+ Hill, Scholz, Shimizu & Steurer (2022) J. Official Statistics;
	119	+ Eurostat/IMF/OECD RPPI Handbook (2013); Bailey, Muth & Nourse
	120	+ (1963); Case & Shiller (1989).
	121	+ </p>
	122	+ </>
	123	+ );
	124	+}

added web/app/opengraph-image.tsx +76 −0

		`@@ -0,0 +1,76 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/app/opengraph-image.tsx
	7	+ * Purpose : Generated Open Graph share image (1200×630, brand chart motif).
	8	+ * =============================================================================
	9	+ */
	10	+import { ImageResponse } from "next/og";
	11	+
	12	+export const runtime = "edge";
	13	+export const alt = "QHPI — Quebec Housing Price Index (monthly)";
	14	+export const size = { width: 1200, height: 630 };
	15	+export const contentType = "image/png";
	16	+
	17	+export default function OgImage() {
	18	+ return new ImageResponse(
	19	+ (
	20	+ <div
	21	+ style={{
	22	+ width: "100%", height: "100%", display: "flex",
	23	+ flexDirection: "column", justifyContent: "space-between",
	24	+ background: "linear-gradient(135deg, #fcfcfb 60%, #e8f0fb 100%)",
	25	+ padding: 64, fontFamily: "Georgia, serif",
	26	+ }}
	27	+ >
	28	+ <div style={{ display: "flex", alignItems: "center", gap: 20 }}>
	29	+ <div
	30	+ style={{
	31	+ width: 56, height: 56, borderRadius: 14, background: "#2a78d6",
	32	+ display: "flex", alignItems: "center", justifyContent: "center",
	33	+ }}
	34	+ >
	35	+ <svg width="34" height="34" viewBox="0 0 22 22">
	36	+ <path d="M5 14.5 L9 10.5 L12 12.5 L17 6.5" fill="none"
	37	+ stroke="#fff" strokeWidth="2.2" strokeLinecap="round"
	38	+ strokeLinejoin="round" />
	39	+ </svg>
	40	+ </div>
	41	+ <div style={{ fontSize: 44, fontWeight: 700, color: "#0b0b0b" }}>
	42	+ QHPI
	43	+ </div>
	44	+ <div style={{ fontSize: 24, color: "#716f66" }}>
	45	+ Quebec Housing Price Index · monthly
	46	+ </div>
	47	+ </div>
	48	+
	49	+ <svg width="1072" height="270" viewBox="0 0 1072 270">
	50	+ <path
	51	+ d="M0 240 C 120 235, 180 200, 260 190 S 400 205, 470 185
	52	+ S 610 120, 700 110 S 850 70, 940 45 S 1030 25, 1072 15"
	53	+ fill="none" stroke="#2a78d6" strokeWidth="6" strokeLinecap="round"
	54	+ />
	55	+ <path
	56	+ d="M0 240 C 120 235, 180 200, 260 190 S 400 205, 470 185
	57	+ S 610 120, 700 110 S 850 70, 940 45 S 1030 25, 1072 15
	58	+ L 1072 270 L 0 270 Z"
	59	+ fill="rgba(42,120,214,0.12)"
	60	+ />
	61	+ </svg>
	62	+
	63	+ <div style={{ display: "flex", justifyContent: "space-between",
	64	+ alignItems: "flex-end" }}>
	65	+ <div style={{ fontSize: 34, color: "#0b0b0b", maxWidth: 760 }}>
	66	+ Quebec housing prices, measured monthly, robustly.
	67	+ </div>
	68	+ <div style={{ fontSize: 20, color: "#716f66" }}>
	69	+ indexqc.house
	70	+ </div>
	71	+ </div>
	72	+ </div>
	73	+ ),
	74	+ size,
	75	+ );
	76	+}

added web/app/page.tsx +238 −0

		`@@ -0,0 +1,238 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/app/page.tsx
	7	+ * Purpose : Overview — ticker tape, animated mega hero on a draw-in chart,
	8	+ * regional podium, metric tiles, pulse heatmap table.
	9	+ * =============================================================================
	10	+ */
	11	+"use client";
	12	+
	13	+import { useEffect, useState } from "react";
	14	+import { useRouter } from "next/navigation";
	15	+import {
	16	+ fetchOverview,
	17	+ fetchSeries,
	18	+ fetchStats,
	19	+ marketReportUrl,
	20	+ type Observation,
	21	+ type OverviewRow,
	22	+ type SeriesStats,
	23	+} from "../lib/api";
	24	+import CountUp from "../components/CountUp";
	25	+import HeroChart from "../components/HeroChart";
	26	+import ReliabilityBadge from "../components/ReliabilityBadge";
	27	+import { DashboardSkeleton } from "../components/Skeleton";
	28	+import Sparkline from "../components/Sparkline";
	29	+import Ticker from "../components/Ticker";
	30	+
	31	+function Delta({ v, suffix = "%" }: { v: number \| null; suffix?: string }) {
	32	+ if (v == null) return <span className="delta">—</span>;
	33	+ const cls = v >= 0 ? "delta up" : "delta down";
	34	+ return (
	35	+ <span className={cls}>
	36	+ {v >= 0 ? "▲" : "▼"} {Math.abs(v).toFixed(2)}
	37	+ {suffix}
	38	+ </span>
	39	+ );
	40	+}
	41	+
	42	+function heatStyle(v: number \| null, lo: number, hi: number) {
	43	+ if (v == null) return {};
	44	+ if (v < 0) return { background: "rgba(227, 73, 72, 0.18)" };
	45	+ const ramp = ["#cde2fb", "#9ec5f4", "#6da7ec", "#3987e5", "#256abf"];
	46	+ const t = hi === lo ? 0.5 : Math.max(0, Math.min(0.999, (v - lo) / (hi - lo)));
	47	+ const c = ramp[Math.floor(t * ramp.length)];
	48	+ return {
	49	+ background: c,
	50	+ color: c === "#256abf" \|\| c === "#3987e5" ? "#fff" : "#0b0b0b",
	51	+ };
	52	+}
	53	+
	54	+const TYPES = ["all", "unifamilial", "condo", "plex"];
	55	+const MEDALS = ["🥇", "🥈", "🥉"];
	56	+
	57	+export default function Overview() {
	58	+ const router = useRouter();
	59	+ const [stats, setStats] = useState<SeriesStats \| null>(null);
	60	+ const [rows, setRows] = useState<OverviewRow[]>([]);
	61	+ const [series, setSeries] = useState<Observation[]>([]);
	62	+ const [ptype, setPtype] = useState("all");
	63	+ const [error, setError] = useState<string \| null>(null);
	64	+
	65	+ useEffect(() => {
	66	+ Promise.all([
	67	+ fetchStats("quebec", ptype),
	68	+ fetchOverview("region", ptype),
	69	+ fetchSeries("quebec", ptype),
	70	+ ])
	71	+ .then(([s, o, se]) => {
	72	+ setStats(s);
	73	+ setRows(o.rows);
	74	+ setSeries(se.observations);
	75	+ setError(null);
	76	+ })
	77	+ .catch((e) => setError(String(e)));
	78	+ }, [ptype]);
	79	+
	80	+ if (error)
	81	+ return (
	82	+ <div className="card" style={{ marginTop: 32 }}>
	83	+ <strong>API unreachable.</strong>
	84	+ <p className="note">Start it with <code>make api</code> — {error}</p>
	85	+ </div>
	86	+ );
	87	+ if (!stats) return <DashboardSkeleton />;
	88	+
	89	+ const yoys = rows.map((r) => r.yoy_pct).filter((v): v is number => v != null);
	90	+ const lo = Math.min(...yoys, 0);
	91	+ const hi = Math.max(...yoys, 1);
	92	+ const podium = rows.slice(0, 3);
	93	+
	94	+ return (
	95	+ <>
	96	+ <Ticker ptype={ptype} />
	97	+
	98	+ <div className="hero">
	99	+ <div>
	100	+ <div className="hero-kicker">Month of {stats.period}</div>
	101	+ <h1>Quebec housing prices,<br />measured monthly, robustly.</h1>
	102	+ <p className="lede">
	103	+ Robust hedonic index (rolling-time-dummy) · base 2021 = 100 ·
	104	+ uncertainty always displayed
	105	+ </p>
	106	+ <div className="controls" style={{ margin: "16px 0 0" }}>
	107	+ <div className="seg" role="group" aria-label="Property type">
	108	+ {TYPES.map((t) => (
	109	+ <button key={t} aria-pressed={ptype === t}
	110	+ onClick={() => setPtype(t)}>
	111	+ {t}
	112	+ </button>
	113	+ ))}
	114	+ </div>
	115	+ <a className="primary" href={marketReportUrl(ptype)} target="_blank"
	116	+ rel="noreferrer">
	117	+ ⤓ Market report (PDF)
	118	+ </a>
	119	+ </div>
	120	+ </div>
	121	+ <div className="hero-mega">
	122	+ <span className="big">
	123	+ <CountUp value={stats.index} decimals={1} />
	124	+ </span>
	125	+ <span className="sub">
	126	+ QHPI-QC · 95% CI {stats.lower_95.toFixed(1)}–{stats.upper_95.toFixed(1)}
	127	+ {stats.at_record_high && (
	128	+ <span className="record-chip"> · ★ record high</span>
	129	+ )}
	130	+ </span>
	131	+ <span className="sub">
	132	+ <Delta v={stats.yoy_pct} /> YoY · <Delta v={stats.since_2021_pct} /> since 2021
	133	+ </span>
	134	+ </div>
	135	+ </div>
	136	+
	137	+ <HeroChart observations={series} />
	138	+
	139	+ <h2>Fastest-appreciating regions</h2>
	140	+ <div className="podium fade-up">
	141	+ {podium.map((r, i) => (
	142	+ <div key={r.geography_id}
	143	+ className={`card hoverable p${i + 1}`}
	144	+ style={{ cursor: "pointer" }}
	145	+ onClick={() =>
	146	+ router.push(`/explore?geography=${r.geography_id}&type=${ptype}`)}>
	147	+ <div style={{ display: "flex", justifyContent: "space-between",
	148	+ alignItems: "baseline" }}>
	149	+ <strong>{MEDALS[i]} {r.geography_name}</strong>
	150	+ <ReliabilityBadge grade={r.reliability_grade} />
	151	+ </div>
	152	+ <div style={{ display: "flex", justifyContent: "space-between",
	153	+ alignItems: "flex-end", marginTop: 8 }}>
	154	+ <div>
	155	+ <div className="stat-tile">
	156	+ <span className="value" style={{ fontSize: 26 }}>
	157	+ <Delta v={r.yoy_pct} />
	158	+ </span>
	159	+ <span className="note">
	160	+ index {r.index.toFixed(1)}
	161	+ {r.at_record_high ? " · at peak" : ""}
	162	+ </span>
	163	+ </div>
	164	+ </div>
	165	+ <Sparkline values={r.spark} width={110} height={34} />
	166	+ </div>
	167	+ </div>
	168	+ ))}
	169	+ </div>
	170	+
	171	+ <div className="grid cols-8 fade-up d1" style={{ marginTop: 24 }}>
	172	+ {[
	173	+ ["Dollar value", stats.representative_value
	174	+ ? <CountUp key="v" value={stats.representative_value} decimals={0} prefix="$" />
	175	+ : <span key="v">—</span>],
	176	+ ["1 month", <Delta key="a" v={stats.monthly_pct} />],
	177	+ ["3 months", <Delta key="b" v={stats.three_month_pct} />],
	178	+ ["6 months", <Delta key="c" v={stats.six_month_pct} />],
	179	+ ["CAGR", <Delta key="d" v={stats.cagr_pct} />],
	180	+ ["Volatility 12m", <span key="f">{stats.volatility_12m_pct.toFixed(2)}%</span>],
	181	+ ["Sales 12m", <CountUp key="g" value={stats.volume_12m} decimals={0} />],
	182	+ ["$ volume 12m", <span key="h">${(stats.dollar_volume_12m / 1e9).toFixed(1)}B</span>],
	183	+ ].map(([label, val]) => (
	184	+ <div className="card hoverable stat-tile mini-tile" key={String(label)}>
	185	+ <span className="label">{label}</span>
	186	+ <span className="value">{val}</span>
	187	+ </div>
	188	+ ))}
	189	+ </div>
	190	+
	191	+ <h2>Regional pulse — {ptype} · month of {stats.period}</h2>
	192	+ <div className="card fade-up d2" style={{ padding: "8px 12px", overflowX: "auto" }}>
	193	+ <table className="pulse">
	194	+ <thead>
	195	+ <tr>
	196	+ <th>Region</th><th>Trend</th><th>Index</th><th>1m</th><th>3m</th>
	197	+ <th>6m</th><th>YoY</th><th>Since 2021</th><th>Vs peak</th>
	198	+ <th>Sales 12m</th><th>$ value</th><th>Grade</th>
	199	+ </tr>
	200	+ </thead>
	201	+ <tbody>
	202	+ {rows.map((r) => (
	203	+ <tr key={r.geography_id}
	204	+ onClick={() =>
	205	+ router.push(`/explore?geography=${r.geography_id}&type=${ptype}`)}>
	206	+ <td>
	207	+ {r.geography_name}
	208	+ {r.at_record_high && <span className="record-chip"> ★</span>}
	209	+ </td>
	210	+ <td><Sparkline values={r.spark} width={84} height={22} /></td>
	211	+ <td>{r.index.toFixed(1)}</td>
	212	+ <td><Delta v={r.monthly_pct} /></td>
	213	+ <td><Delta v={r.three_month_pct} /></td>
	214	+ <td><Delta v={r.six_month_pct} /></td>
	215	+ <td className="heat" style={heatStyle(r.yoy_pct, lo, hi)}>
	216	+ {r.yoy_pct == null ? "—" : `${r.yoy_pct > 0 ? "+" : ""}${r.yoy_pct.toFixed(2)}%`}
	217	+ </td>
	218	+ <td><Delta v={r.since_2021_pct} /></td>
	219	+ <td>{r.drawdown_pct === 0 ? "peak" : `${r.drawdown_pct.toFixed(1)}%`}</td>
	220	+ <td>{r.volume_12m.toLocaleString()}</td>
	221	+ <td>{r.representative_value
	222	+ ? `$${Math.round(r.representative_value / 1000)}k` : "—"}</td>
	223	+ <td>{r.reliability_grade}</td>
	224	+ </tr>
	225	+ ))}
	226	+ </tbody>
	227	+ </table>
	228	+ </div>
	229	+ <p className="note" style={{ marginTop: 12 }}>
	230	+ ★ = record high · YoY column shaded by appreciation · click a row to
	231	+ explore the series · press <kbd style={{
	232	+ background: "var(--surface-2)", border: "1px solid var(--border)",
	233	+ borderRadius: 5, padding: "0 5px", fontSize: 11,
	234	+ }}>⌘K</kbd> to jump anywhere.
	235	+ </p>
	236	+ </>
	237	+ );
	238	+}

added web/components/CommandPalette.tsx +146 −0

		`@@ -0,0 +1,146 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/components/CommandPalette.tsx
	7	+ * Purpose : ⌘K command palette — fuzzy jump to any series or page,
	8	+ * full keyboard navigation, zero dependencies.
	9	+ * =============================================================================
	10	+ */
	11	+"use client";
	12	+
	13	+import { useCallback, useEffect, useMemo, useRef, useState } from "react";
	14	+import { useRouter } from "next/navigation";
	15	+import { fetchGeographies, type GeographyNode } from "../lib/api";
	16	+
	17	+interface Item {
	18	+ label: string;
	19	+ hint: string;
	20	+ href: string;
	21	+}
	22	+
	23	+const PAGES: Item[] = [
	24	+ { label: "Overview", hint: "page", href: "/" },
	25	+ { label: "Explore", hint: "page", href: "/explore" },
	26	+ { label: "Compare", hint: "page", href: "/compare" },
	27	+ { label: "Map", hint: "page", href: "/map" },
	28	+ { label: "Methodology", hint: "page", href: "/methodology" },
	29	+ { label: "API docs", hint: "page", href: "/api-docs" },
	30	+];
	31	+const TYPES = ["all", "unifamilial", "condo", "plex"];
	32	+
	33	+function norm(s: string): string {
	34	+ return s.normalize("NFD").replace(/[̀-ͯ]/g, "").toLowerCase();
	35	+}
	36	+
	37	+export default function CommandPalette() {
	38	+ const router = useRouter();
	39	+ const [open, setOpen] = useState(false);
	40	+ const [q, setQ] = useState("");
	41	+ const [sel, setSel] = useState(0);
	42	+ const [geos, setGeos] = useState<GeographyNode[]>([]);
	43	+ const inputRef = useRef<HTMLInputElement>(null);
	44	+ const listRef = useRef<HTMLUListElement>(null);
	45	+
	46	+ useEffect(() => {
	47	+ const onKey = (e: KeyboardEvent) => {
	48	+ if ((e.metaKey \|\| e.ctrlKey) && e.key.toLowerCase() === "k") {
	49	+ e.preventDefault();
	50	+ setOpen((v) => !v);
	51	+ } else if (e.key === "Escape") {
	52	+ setOpen(false);
	53	+ }
	54	+ };
	55	+ window.addEventListener("keydown", onKey);
	56	+ return () => window.removeEventListener("keydown", onKey);
	57	+ }, []);
	58	+
	59	+ useEffect(() => {
	60	+ if (open) {
	61	+ setQ("");
	62	+ setSel(0);
	63	+ setTimeout(() => inputRef.current?.focus(), 30);
	64	+ if (!geos.length)
	65	+ fetchGeographies().then((g) => setGeos(g.published_series)).catch(() => {});
	66	+ }
	67	+ }, [open, geos.length]);
	68	+
	69	+ const items = useMemo<Item[]>(() => {
	70	+ const series: Item[] = geos.flatMap((g) =>
	71	+ g.property_types.filter((t) => TYPES.includes(t)).map((t) => ({
	72	+ label: `${g.geography_name} · ${t}`,
	73	+ hint: g.geography_level,
	74	+ href: `/explore?geography=${g.geography_id}&type=${t}`,
	75	+ })));
	76	+ const all = [...PAGES, ...series];
	77	+ if (!q) return all.slice(0, 12);
	78	+ const tokens = norm(q).split(/\s+/).filter(Boolean);
	79	+ return all
	80	+ .filter((i) => {
	81	+ const hay = norm(i.label + " " + i.hint);
	82	+ return tokens.every((t) => hay.includes(t));
	83	+ })
	84	+ .slice(0, 12);
	85	+ }, [geos, q]);
	86	+
	87	+ const go = useCallback((item: Item) => {
	88	+ setOpen(false);
	89	+ router.push(item.href);
	90	+ }, [router]);
	91	+
	92	+ const onInputKey = (e: React.KeyboardEvent) => {
	93	+ if (e.key === "ArrowDown") {
	94	+ e.preventDefault();
	95	+ setSel((s) => Math.min(s + 1, items.length - 1));
	96	+ } else if (e.key === "ArrowUp") {
	97	+ e.preventDefault();
	98	+ setSel((s) => Math.max(s - 1, 0));
	99	+ } else if (e.key === "Enter" && items[sel]) {
	100	+ go(items[sel]);
	101	+ }
	102	+ };
	103	+
	104	+ useEffect(() => {
	105	+ listRef.current?.children[sel]?.scrollIntoView({ block: "nearest" });
	106	+ }, [sel]);
	107	+
	108	+ if (!open) return null;
	109	+
	110	+ return (
	111	+ <div className="palette-backdrop" onClick={() => setOpen(false)}
	112	+ role="dialog" aria-modal="true" aria-label="Command palette">
	113	+ <div className="palette" onClick={(e) => e.stopPropagation()}>
	114	+ <input
	115	+ ref={inputRef}
	116	+ value={q}
	117	+ onChange={(e) => { setQ(e.target.value); setSel(0); }}
	118	+ onKeyDown={onInputKey}
	119	+ placeholder="Jump to a series or page… (e.g. montreal condo)"
	120	+ aria-label="Search series and pages"
	121	+ className="palette-input"
	122	+ />
	123	+ <ul ref={listRef} className="palette-list" role="listbox">
	124	+ {items.map((it, i) => (
	125	+ <li key={it.href + it.label} role="option" aria-selected={i === sel}>
	126	+ <button
	127	+ className={"palette-item" + (i === sel ? " active" : "")}
	128	+ onMouseEnter={() => setSel(i)}
	129	+ onClick={() => go(it)}
	130	+ >
	131	+ <span>{it.label}</span>
	132	+ <span className="palette-hint">{it.hint}</span>
	133	+ </button>
	134	+ </li>
	135	+ ))}
	136	+ {!items.length && (
	137	+ <li className="palette-empty">No match — try a region or city name</li>
	138	+ )}
	139	+ </ul>
	140	+ <div className="palette-foot">
	141	+ <span>↑↓ navigate</span><span>↵ open</span><span>esc close</span>
	142	+ </div>
	143	+ </div>
	144	+ </div>
	145	+ );
	146	+}

added web/components/CountUp.tsx +56 −0

		`@@ -0,0 +1,56 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/components/CountUp.tsx
	7	+ * Purpose : Animated number count-up (easeOut, reduced-motion aware).
	8	+ * =============================================================================
	9	+ */
	10	+"use client";
	11	+
	12	+import { useEffect, useRef, useState } from "react";
	13	+
	14	+export default function CountUp({
	15	+ value,
	16	+ decimals = 1,
	17	+ duration = 1100,
	18	+ prefix = "",
	19	+ suffix = "",
	20	+}: {
	21	+ value: number;
	22	+ decimals?: number;
	23	+ duration?: number;
	24	+ prefix?: string;
	25	+ suffix?: string;
	26	+}) {
	27	+ const [display, setDisplay] = useState(0);
	28	+ const raf = useRef<number>(0);
	29	+
	30	+ useEffect(() => {
	31	+ if (window.matchMedia("(prefers-reduced-motion: reduce)").matches) {
	32	+ setDisplay(value);
	33	+ return;
	34	+ }
	35	+ const t0 = performance.now();
	36	+ const tick = (t: number) => {
	37	+ const p = Math.min(1, (t - t0) / duration);
	38	+ const eased = 1 - Math.pow(1 - p, 3);
	39	+ setDisplay(value * eased);
	40	+ if (p < 1) raf.current = requestAnimationFrame(tick);
	41	+ };
	42	+ raf.current = requestAnimationFrame(tick);
	43	+ return () => cancelAnimationFrame(raf.current);
	44	+ }, [value, duration]);
	45	+
	46	+ return (
	47	+ <span style={{ fontVariantNumeric: "tabular-nums" }}>
	48	+ {prefix}
	49	+ {display.toLocaleString("en-CA", {
	50	+ minimumFractionDigits: decimals,
	51	+ maximumFractionDigits: decimals,
	52	+ })}
	53	+ {suffix}
	54	+ </span>
	55	+ );
	56	+}

added web/components/DataTable.tsx +119 −0

		`@@ -0,0 +1,119 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/components/DataTable.tsx
	7	+ * Purpose : Sortable, filterable observations table under each chart —
	8	+ * uncertainty (CI, grade) always shown.
	9	+ * =============================================================================
	10	+ */
	11	+"use client";
	12	+
	13	+import { useMemo, useState } from "react";
	14	+import type { Observation } from "../lib/api";
	15	+
	16	+type SortKey = "period" \| "index_smoothed" \| "monthly_pct" \| "yoy_pct"
	17	+ \| "transactions";
	18	+
	19	+const COLS: { key: SortKey \| string; label: string; sortable: boolean }[] = [
	20	+ { key: "period", label: "Period", sortable: true },
	21	+ { key: "index_smoothed", label: "Index", sortable: true },
	22	+ { key: "ci", label: "95% CI", sortable: false },
	23	+ { key: "monthly_pct", label: "MoM", sortable: true },
	24	+ { key: "yoy_pct", label: "YoY", sortable: true },
	25	+ { key: "representative_value", label: "$ value", sortable: false },
	26	+ { key: "transactions", label: "Sales", sortable: true },
	27	+ { key: "reliability_grade", label: "Grade", sortable: false },
	28	+];
	29	+
	30	+function pct(v: number \| null): string {
	31	+ return v == null ? "—" : `${v > 0 ? "+" : ""}${v.toFixed(2)}%`;
	32	+}
	33	+
	34	+export default function DataTable({ observations }: { observations: Observation[] }) {
	35	+ const [sortKey, setSortKey] = useState<SortKey>("period");
	36	+ const [desc, setDesc] = useState(true);
	37	+ const [filter, setFilter] = useState("");
	38	+
	39	+ const rows = useMemo(() => {
	40	+ let r = observations;
	41	+ if (filter) r = r.filter((o) => o.period.includes(filter));
	42	+ return [...r].sort((a, b) => {
	43	+ const av = a[sortKey] ?? -Infinity;
	44	+ const bv = b[sortKey] ?? -Infinity;
	45	+ const cmp = typeof av === "string"
	46	+ ? String(av).localeCompare(String(bv))
	47	+ : Number(av) - Number(bv);
	48	+ return desc ? -cmp : cmp;
	49	+ });
	50	+ }, [observations, sortKey, desc, filter]);
	51	+
	52	+ const onSort = (key: string, sortable: boolean) => {
	53	+ if (!sortable) return;
	54	+ if (sortKey === key) setDesc(!desc);
	55	+ else {
	56	+ setSortKey(key as SortKey);
	57	+ setDesc(true);
	58	+ }
	59	+ };
	60	+
	61	+ return (
	62	+ <div>
	63	+ <div className="controls" style={{ margin: "10px 0" }}>
	64	+ <input
	65	+ type="text"
	66	+ placeholder="Filter period… (e.g. 2024)"
	67	+ value={filter}
	68	+ aria-label="Filter table by period"
	69	+ onChange={(e) => setFilter(e.target.value)}
	70	+ style={{
	71	+ background: "var(--surface-1)", color: "var(--text-primary)",
	72	+ border: "1px solid var(--border-strong)", borderRadius: 10,
	73	+ padding: "7px 12px", fontSize: 13.5, fontFamily: "inherit",
	74	+ }}
	75	+ />
	76	+ <span className="note">{rows.length} rows</span>
	77	+ </div>
	78	+ <div style={{ overflowX: "auto", maxHeight: 420, overflowY: "auto" }}>
	79	+ <table className="data" style={{ fontSize: 13 }}>
	80	+ <thead>
	81	+ <tr>
	82	+ {COLS.map((c) => (
	83	+ <th key={c.key}
	84	+ onClick={() => onSort(c.key, c.sortable)}
	85	+ style={{ cursor: c.sortable ? "pointer" : "default",
	86	+ userSelect: "none" }}
	87	+ aria-sort={sortKey === c.key
	88	+ ? (desc ? "descending" : "ascending") : "none"}>
	89	+ {c.label}
	90	+ {c.sortable && sortKey === c.key && (desc ? " ↓" : " ↑")}
	91	+ </th>
	92	+ ))}
	93	+ </tr>
	94	+ </thead>
	95	+ <tbody>
	96	+ {rows.map((o) => (
	97	+ <tr key={o.period}>
	98	+ <td>{o.period}{o.is_partial_month ? " *" : ""}</td>
	99	+ <td>{o.index_smoothed.toFixed(2)}</td>
	100	+ <td className="note">
	101	+ {o.lower_95.toFixed(1)}–{o.upper_95.toFixed(1)}
	102	+ </td>
	103	+ <td className={o.monthly_pct != null && o.monthly_pct < 0
	104	+ ? "delta down" : "delta up"}>{pct(o.monthly_pct)}</td>
	105	+ <td className={o.yoy_pct != null && o.yoy_pct < 0
	106	+ ? "delta down" : "delta up"}>{pct(o.yoy_pct)}</td>
	107	+ <td>{o.representative_value
	108	+ ? `$${Math.round(o.representative_value).toLocaleString("en-CA")}` : "—"}</td>
	109	+ <td>{o.transactions}</td>
	110	+ <td>{o.reliability_grade}</td>
	111	+ </tr>
	112	+ ))}
	113	+ </tbody>
	114	+ </table>
	115	+ </div>
	116	+ <p className="note" style={{ marginTop: 8 }}>* partial month (nowcast)</p>
	117	+ </div>
	118	+ );
	119	+}

added web/components/HeroChart.tsx +112 −0

		`@@ -0,0 +1,112 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/components/HeroChart.tsx
	7	+ * Purpose : Full-width hero area chart with draw-in animation, CI band and
	8	+ * pulsing end point — geometry rebuilt to the measured width.
	9	+ * =============================================================================
	10	+ */
	11	+"use client";
	12	+
	13	+import { useEffect, useMemo, useRef, useState } from "react";
	14	+import type { Observation } from "../lib/api";
	15	+
	16	+export default function HeroChart({ observations }: { observations: Observation[] }) {
	17	+ const wrapRef = useRef<HTMLDivElement>(null);
	18	+ const [width, setWidth] = useState(1120);
	19	+
	20	+ useEffect(() => {
	21	+ const el = wrapRef.current;
	22	+ if (!el) return;
	23	+ const ro = new ResizeObserver((entries) => {
	24	+ const w = entries[0]?.contentRect.width;
	25	+ if (w) setWidth(Math.max(280, Math.round(w)));
	26	+ });
	27	+ ro.observe(el);
	28	+ return () => ro.disconnect();
	29	+ }, []);
	30	+
	31	+ const small = width < 560;
	32	+ const W = width;
	33	+ const H = small ? 190 : 240;
	34	+ const PAD = { l: small ? 6 : 30, r: small ? 64 : 96, t: 24, b: 22 };
	35	+
	36	+ const geom = useMemo(() => {
	37	+ const obs = observations.filter((o) => !o.is_partial_month);
	38	+ if (obs.length < 2) return null;
	39	+ const vals = obs.map((o) => o.index_smoothed);
	40	+ const los = obs.map((o) => o.lower_95);
	41	+ const his = obs.map((o) => o.upper_95);
	42	+ const min = Math.min(...los);
	43	+ const max = Math.max(...his);
	44	+ const x = (i: number) =>
	45	+ PAD.l + (i / (obs.length - 1)) * (W - PAD.l - PAD.r);
	46	+ const y = (v: number) =>
	47	+ H - PAD.b - ((v - min) / (max - min \|\| 1)) * (H - PAD.t - PAD.b);
	48	+ const pts = vals.map((v, i) => `${x(i).toFixed(1)},${y(v).toFixed(1)}`);
	49	+ const line = "M" + pts.join(" L");
	50	+ const area = line + ` L${x(obs.length - 1)},${H - PAD.b} L${x(0)},${H - PAD.b} Z`;
	51	+ const upper = his.map((v, i) => `${x(i).toFixed(1)},${y(v).toFixed(1)}`);
	52	+ const lower = los
	53	+ .map((v, i) => `${x(i).toFixed(1)},${y(v).toFixed(1)}`)
	54	+ .reverse();
	55	+ const band = "M" + upper.join(" L") + " L" + lower.join(" L") + " Z";
	56	+ const lastObs = obs[obs.length - 1];
	57	+ const yearStep = small ? 2 : 1; // fewer year labels on narrow screens
	58	+ return {
	59	+ line, area, band,
	60	+ lastX: x(obs.length - 1), lastY: y(vals[vals.length - 1]),
	61	+ last: lastObs,
	62	+ years: obs
	63	+ .map((o, i) => ({ o, i }))
	64	+ .filter(({ o }) => o.period.endsWith("-01")
	65	+ && Number(o.period.slice(0, 4)) % yearStep === (small ? 0 : 0))
	66	+ .map(({ o, i }) => ({ label: o.period.slice(0, 4), x: x(i) })),
	67	+ };
	68	+ // eslint-disable-next-line react-hooks/exhaustive-deps
	69	+ }, [observations, W, H, PAD.l, PAD.r]);
	70	+
	71	+ if (!geom) return <div ref={wrapRef} />;
	72	+
	73	+ return (
	74	+ <div ref={wrapRef} className="hero-chart card"
	75	+ aria-label="Quebec index history chart" role="img">
	76	+ <svg viewBox={`0 0 ${W} ${H}`}
	77	+ style={{ width: "100%", height: "auto", display: "block" }}>
	78	+ <defs>
	79	+ <linearGradient id="heroFill" x1="0" y1="0" x2="0" y2="1">
	80	+ <stop offset="0%" stopColor="var(--series-1)" stopOpacity="0.28" />
	81	+ <stop offset="100%" stopColor="var(--series-1)" stopOpacity="0.02" />
	82	+ </linearGradient>
	83	+ </defs>
	84	+ <path d={geom.band} fill="var(--band)" className="hero-band" />
	85	+ <path d={geom.area} fill="url(#heroFill)" className="hero-area" />
	86	+ <path d={geom.line} fill="none" stroke="var(--series-1)"
	87	+ strokeWidth={small ? 2.2 : 2.6} strokeLinejoin="round"
	88	+ strokeLinecap="round" className="hero-line" pathLength={1} />
	89	+ {geom.years.map((yr) => (
	90	+ <g key={yr.label}>
	91	+ <line x1={yr.x} x2={yr.x} y1={H - PAD.b} y2={H - PAD.b + 4}
	92	+ stroke="var(--border-strong)" />
	93	+ <text x={yr.x} y={H - 6} fontSize={small ? 11 : 10.5}
	94	+ textAnchor="middle" fill="var(--text-muted)">{yr.label}</text>
	95	+ </g>
	96	+ ))}
	97	+ <circle cx={geom.lastX} cy={geom.lastY} r="4.5"
	98	+ fill="var(--series-1)" className="hero-dot" />
	99	+ <circle cx={geom.lastX} cy={geom.lastY} r="9"
	100	+ fill="var(--series-1)" opacity="0.25" className="hero-pulse" />
	101	+ <text x={geom.lastX + 12} y={geom.lastY - 5} fontSize={small ? 13 : 15}
	102	+ fontWeight="700" fill="var(--text-primary)" className="hero-dot">
	103	+ {geom.last.index_smoothed.toFixed(1)}
	104	+ </text>
	105	+ <text x={geom.lastX + 12} y={geom.lastY + 10} fontSize={small ? 9.5 : 10}
	106	+ fill="var(--text-muted)" className="hero-dot">
	107	+ {geom.last.period}
	108	+ </text>
	109	+ </svg>
	110	+ </div>
	111	+ );
	112	+}

added web/components/IndexChart.tsx +274 −0

		`@@ -0,0 +1,274 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/components/IndexChart.tsx
	7	+ * Purpose : Weekly index chart — smoothed line, 95% CI band, optional raw
	8	+ * overlay, index-points or dollar-value unit, volume subchart.
	9	+ * =============================================================================
	10	+ */
	11	+"use client";
	12	+
	13	+import {
	14	+ Area,
	15	+ Bar,
	16	+ BarChart,
	17	+ Brush,
	18	+ CartesianGrid,
	19	+ ComposedChart,
	20	+ Line,
	21	+ ReferenceLine,
	22	+ ResponsiveContainer,
	23	+ Tooltip,
	24	+ XAxis,
	25	+ YAxis,
	26	+} from "recharts";
	27	+import type { Observation } from "../lib/api";
	28	+import type { MarketEvent } from "../lib/events";
	29	+
	30	+export type ChartUnit = "points" \| "dollars";
	31	+
	32	+interface Props {
	33	+ observations: Observation[];
	34	+ showRaw?: boolean;
	35	+ showVolume?: boolean;
	36	+ unit?: ChartUnit;
	37	+ annotations?: MarketEvent[];
	38	+ showBrush?: boolean;
	39	+}
	40	+
	41	+interface Point {
	42	+ period: string;
	43	+ smoothed: number;
	44	+ raw: number \| null;
	45	+ band: [number, number];
	46	+ transactions: number;
	47	+ partial: boolean;
	48	+ mom: number \| null;
	49	+}
	50	+
	51	+function money(v: number): string {
	52	+ return "$" + Math.round(v).toLocaleString("en-CA");
	53	+}
	54	+
	55	+function moneyCompact(v: number): string {
	56	+ return v >= 1_000_000
	57	+ ? "$" + (v / 1_000_000).toFixed(2) + "M"
	58	+ : "$" + Math.round(v / 1000) + "k";
	59	+}
	60	+
	61	+function fmtVal(v: number \| null \| undefined, unit: ChartUnit): string {
	62	+ if (v == null \|\| Number.isNaN(v)) return "—";
	63	+ return unit === "dollars" ? money(v) : v.toFixed(1);
	64	+}
	65	+
	66	+function ChartTooltip({ active, payload, label, unit }: {
	67	+ active?: boolean;
	68	+ payload?: ReadonlyArray<{ payload?: unknown }>;
	69	+ label?: unknown;
	70	+ unit: ChartUnit;
	71	+}) {
	72	+ const p = payload?.[0]?.payload as Point \| undefined;
	73	+ if (!active \|\| !p) return null;
	74	+ return (
	75	+ <div className="chart-tooltip">
	76	+ <div className="tt-label">
	77	+ Month of {String(label)}
	78	+ {p.partial ? " · partial" : ""}
	79	+ </div>
	80	+ <div className="tt-value">
	81	+ {fmtVal(p.smoothed, unit)}{" "}
	82	+ <span className="tt-ci">
	83	+ [{fmtVal(p.band[0], unit)} – {fmtVal(p.band[1], unit)}]
	84	+ </span>
	85	+ </div>
	86	+ {p.mom != null && (
	87	+ <div className={p.mom >= 0 ? "delta up" : "delta down"}
	88	+ style={{ fontSize: 12.5 }}>
	89	+ {p.mom >= 0 ? "▲" : "▼"} {Math.abs(p.mom).toFixed(2)}% vs previous month
	90	+ </div>
	91	+ )}
	92	+ {p.raw != null && (
	93	+ <div className="tt-raw">raw monthly: {fmtVal(p.raw, unit)}</div>
	94	+ )}
	95	+ <div className="tt-n">{p.transactions} transactions</div>
	96	+ </div>
	97	+ );
	98	+}
	99	+
	100	+export default function IndexChart({
	101	+ observations,
	102	+ showRaw = false,
	103	+ showVolume = true,
	104	+ unit = "points",
	105	+ annotations = [],
	106	+ showBrush = false,
	107	+}: Props) {
	108	+ // Fixed-basket conversion: representative_value = basket × index/100, so
	109	+ // one constant per cell converts every variant (raw, band) to dollars.
	110	+ const withRep = observations.find(
	111	+ (o) => o.representative_value != null && o.index_smoothed > 0,
	112	+ );
	113	+ const basket =
	114	+ unit === "dollars" && withRep
	115	+ ? (withRep.representative_value as number) / withRep.index_smoothed
	116	+ : 1 / 100;
	117	+ const k = unit === "dollars" ? basket : 1;
	118	+
	119	+ const data: Point[] = observations.map((o, i) => ({
	120	+ period: o.period,
	121	+ smoothed: o.index_smoothed * (unit === "dollars" ? k : 1),
	122	+ raw: o.index == null ? null : o.index * (unit === "dollars" ? k : 1),
	123	+ band: [
	124	+ o.lower_95 * (unit === "dollars" ? k : 1),
	125	+ o.upper_95 * (unit === "dollars" ? k : 1),
	126	+ ],
	127	+ transactions: o.transactions,
	128	+ partial: o.is_partial_month,
	129	+ mom: i > 0
	130	+ ? (o.index_smoothed / observations[i - 1].index_smoothed - 1) * 100
	131	+ : null,
	132	+ }));
	133	+
	134	+ const visibleEvents = annotations.filter((e) =>
	135	+ data.some((d) => d.period === e.period));
	136	+
	137	+ // Scale to the index line, not the CI band: the first thin weeks carry
	138	+ // huge honest intervals that would otherwise crush the whole chart.
	139	+ const lineVals = data.flatMap((d) =>
	140	+ d.raw != null && showRaw ? [d.smoothed, d.raw] : [d.smoothed],
	141	+ );
	142	+ const lo = Math.min(...lineVals);
	143	+ const hi = Math.max(...lineVals);
	144	+ const pad = (hi - lo) * 0.12 \|\| 5;
	145	+ const yDomain: [number, number] = [lo - pad, hi + pad];
	146	+
	147	+ const tickFmt = (v: number) =>
	148	+ unit === "dollars" ? moneyCompact(v) : String(Math.round(v));
	149	+
	150	+ return (
	151	+ <div>
	152	+ <div style={{ width: "100%", height: showBrush ? 396 : 340 }}
	153	+ role="img"
	154	+ aria-label={`Monthly index chart, ${data.length} observations with 95% confidence band`}>
	155	+ <ResponsiveContainer>
	156	+ <ComposedChart data={data} margin={{ top: 22, right: 12, left: 4, bottom: 0 }}>
	157	+ <CartesianGrid stroke="var(--border)" strokeDasharray="2 4" vertical={false} />
	158	+ <XAxis
	159	+ dataKey="period"
	160	+ tick={{ fill: "var(--text-muted)", fontSize: 12 }}
	161	+ tickLine={false}
	162	+ axisLine={{ stroke: "var(--border)" }}
	163	+ minTickGap={70}
	164	+ />
	165	+ <YAxis
	166	+ domain={yDomain}
	167	+ allowDataOverflow
	168	+ tickFormatter={tickFmt}
	169	+ tick={{ fill: "var(--text-muted)", fontSize: 12 }}
	170	+ tickLine={false}
	171	+ axisLine={false}
	172	+ width={unit === "dollars" ? 58 : 46}
	173	+ />
	174	+ <Tooltip
	175	+ content={(p) => <ChartTooltip {...p} unit={unit} />}
	176	+ cursor={{ stroke: "var(--text-muted)", strokeWidth: 1 }}
	177	+ />
	178	+ <Area
	179	+ dataKey="band"
	180	+ stroke="none"
	181	+ fill="var(--band)"
	182	+ isAnimationActive={false}
	183	+ name="95% CI"
	184	+ />
	185	+ {showRaw && (
	186	+ <Line
	187	+ dataKey="raw"
	188	+ stroke="var(--series-2)"
	189	+ strokeWidth={1}
	190	+ dot={false}
	191	+ connectNulls
	192	+ isAnimationActive={false}
	193	+ name="Raw monthly"
	194	+ />
	195	+ )}
	196	+ <Line
	197	+ dataKey="smoothed"
	198	+ stroke="var(--series-1)"
	199	+ strokeWidth={2}
	200	+ dot={false}
	201	+ isAnimationActive
	202	+ animationDuration={700}
	203	+ animationEasing="ease-out"
	204	+ name={unit === "dollars" ? "Representative value" : "Index (smoothed)"}
	205	+ />
	206	+ {visibleEvents.map((e) => (
	207	+ <ReferenceLine
	208	+ key={e.period}
	209	+ x={e.period}
	210	+ stroke="var(--text-muted)"
	211	+ strokeDasharray="4 4"
	212	+ strokeWidth={1}
	213	+ label={{
	214	+ value: e.short,
	215	+ position: "top",
	216	+ fill: "var(--text-muted)",
	217	+ fontSize: 9.5,
	218	+ }}
	219	+ />
	220	+ ))}
	221	+ {showBrush && (
	222	+ <Brush
	223	+ dataKey="period"
	224	+ height={26}
	225	+ travellerWidth={8}
	226	+ stroke="var(--border-strong)"
	227	+ fill="var(--surface-2)"
	228	+ />
	229	+ )}
	230	+ </ComposedChart>
	231	+ </ResponsiveContainer>
	232	+ </div>
	233	+ {showRaw && (
	234	+ <div className="note" style={{ display: "flex", gap: 16 }}>
	235	+ <span><span style={{ color: "var(--series-1)" }}>―</span>{" "}
	236	+ {unit === "dollars" ? "Representative value (smoothed)" : "Index (one-sided smoothed)"}</span>
	237	+ <span><span style={{ color: "var(--series-2)" }}>―</span> Raw monthly estimate</span>
	238	+ <span style={{ color: "var(--text-muted)" }}>▮ 95% CI</span>
	239	+ </div>
	240	+ )}
	241	+ {showVolume && (
	242	+ <div style={{ width: "100%", height: 90, marginTop: 8 }}>
	243	+ <ResponsiveContainer>
	244	+ <BarChart data={data} margin={{ top: 0, right: 12, left: 4, bottom: 0 }}>
	245	+ <XAxis dataKey="period" hide />
	246	+ <YAxis
	247	+ tick={{ fill: "var(--text-muted)", fontSize: 11 }}
	248	+ tickLine={false}
	249	+ axisLine={false}
	250	+ width={unit === "dollars" ? 58 : 46}
	251	+ />
	252	+ <Tooltip
	253	+ content={({ active, payload, label }) =>
	254	+ active && payload?.length ? (
	255	+ <div className="chart-tooltip">
	256	+ {label}: {(payload[0].payload as Point).transactions} transactions
	257	+ </div>
	258	+ ) : null
	259	+ }
	260	+ />
	261	+ <Bar
	262	+ dataKey="transactions"
	263	+ fill="var(--series-1)"
	264	+ opacity={0.55}
	265	+ isAnimationActive={false}
	266	+ name="Transactions"
	267	+ />
	268	+ </BarChart>
	269	+ </ResponsiveContainer>
	270	+ </div>
	271	+ )}
	272	+ </div>
	273	+ );
	274	+}

added web/components/ReliabilityBadge.tsx +38 −0

		`@@ -0,0 +1,38 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/components/ReliabilityBadge.tsx
	7	+ * Purpose : Reliability grade badge (A–E) — icon + label, never color alone.
	8	+ * =============================================================================
	9	+ */
	10	+
	11	+const DESCRIPTIONS: Record<string, string> = {
	12	+ A: "Very strong — high liquidity, tight confidence band",
	13	+ B: "Strong — reliable weekly signal",
	14	+ C: "Moderate — partial shrinkage toward parent trend",
	15	+ D: "Thin — heavy shrinkage, interpret levels not weeks",
	16	+ E: "Model-implied — published for transparency only",
	17	+};
	18	+
	19	+export default function ReliabilityBadge({ grade }: { grade: string }) {
	20	+ const good = grade === "A" \|\| grade === "B";
	21	+ const weak = grade === "D" \|\| grade === "E";
	22	+ return (
	23	+ <span className="badge" title={DESCRIPTIONS[grade] ?? ""}>
	24	+ <span
	25	+ className="dot"
	26	+ style={{
	27	+ background: good
	28	+ ? "var(--good)"
	29	+ : weak
	30	+ ? "var(--serious)"
	31	+ : "var(--series-4)",
	32	+ }}
	33	+ />
	34	+ Reliability {grade}
	35	+ {weak ? " ⚠" : ""}
	36	+ </span>
	37	+ );
	38	+}

added web/components/SearchButton.tsx +24 −0

		`@@ -0,0 +1,24 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/components/SearchButton.tsx
	7	+ * Purpose : Header search button — dispatches the ⌘K palette shortcut.
	8	+ * =============================================================================
	9	+ */
	10	+"use client";
	11	+
	12	+export default function SearchButton() {
	13	+ return (
	14	+ <button
	15	+ className="kbd-btn"
	16	+ aria-label="Open command palette"
	17	+ onClick={() =>
	18	+ window.dispatchEvent(
	19	+ new KeyboardEvent("keydown", { key: "k", metaKey: true }))}
	20	+ >
	21	+ Search <kbd>⌘K</kbd>
	22	+ </button>
	23	+ );
	24	+}

added web/components/Skeleton.tsx +61 −0

		`@@ -0,0 +1,61 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/components/Skeleton.tsx
	7	+ * Purpose : Shimmer skeleton loaders — tiles, charts, tables (no "Loading…").
	8	+ * =============================================================================
	9	+ */
	10	+
	11	+export function SkeletonBlock({ h = 20, w = "100%", style = {} }: {
	12	+ h?: number; w?: number \| string; style?: React.CSSProperties;
	13	+}) {
	14	+ return (
	15	+ <div className="skeleton" aria-hidden
	16	+ style={{ height: h, width: w, ...style }} />
	17	+ );
	18	+}
	19	+
	20	+export function TileSkeleton() {
	21	+ return (
	22	+ <div className="card stat-tile" aria-busy="true">
	23	+ <SkeletonBlock h={11} w="55%" />
	24	+ <SkeletonBlock h={32} w="70%" style={{ marginTop: 8 }} />
	25	+ <SkeletonBlock h={12} w="45%" style={{ marginTop: 6 }} />
	26	+ </div>
	27	+ );
	28	+}
	29	+
	30	+export function ChartSkeleton({ height = 340 }: { height?: number }) {
	31	+ return (
	32	+ <div className="card" aria-busy="true" aria-label="Chart loading">
	33	+ <SkeletonBlock h={14} w={220} />
	34	+ <SkeletonBlock h={height - 60} style={{ marginTop: 14 }} />
	35	+ </div>
	36	+ );
	37	+}
	38	+
	39	+export function TableSkeleton({ rows = 8 }: { rows?: number }) {
	40	+ return (
	41	+ <div className="card" aria-busy="true" style={{ padding: "10px 14px" }}>
	42	+ {Array.from({ length: rows }, (_, i) => (
	43	+ <SkeletonBlock key={i} h={16}
	44	+ style={{ marginTop: i ? 12 : 4, opacity: 1 - i * 0.09 }} />
	45	+ ))}
	46	+ </div>
	47	+ );
	48	+}
	49	+
	50	+export function DashboardSkeleton() {
	51	+ return (
	52	+ <>
	53	+ <div className="grid cols-4" style={{ marginTop: 24 }}>
	54	+ {Array.from({ length: 4 }, (_, i) => <TileSkeleton key={i} />)}
	55	+ </div>
	56	+ <div style={{ marginTop: 16 }}>
	57	+ <TableSkeleton rows={10} />
	58	+ </div>
	59	+ </>
	60	+ );
	61	+}

added web/components/Sparkline.tsx +43 −0

		`@@ -0,0 +1,43 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/components/Sparkline.tsx
	7	+ * Purpose : Inline SVG sparkline for stat tiles (no axes, one series).
	8	+ * =============================================================================
	9	+ */
	10	+
	11	+export default function Sparkline({
	12	+ values,
	13	+ width = 160,
	14	+ height = 40,
	15	+}: {
	16	+ values: number[];
	17	+ width?: number;
	18	+ height?: number;
	19	+}) {
	20	+ if (values.length < 2) return null;
	21	+ const min = Math.min(...values);
	22	+ const max = Math.max(...values);
	23	+ const span = max - min \|\| 1;
	24	+ const pts = values
	25	+ .map((v, i) => {
	26	+ const x = (i / (values.length - 1)) * (width - 4) + 2;
	27	+ const y = height - 3 - ((v - min) / span) * (height - 6);
	28	+ return `${x.toFixed(1)},${y.toFixed(1)}`;
	29	+ })
	30	+ .join(" ");
	31	+ return (
	32	+ <svg width={width} height={height} role="img" aria-label="index sparkline">
	33	+ <polyline
	34	+ points={pts}
	35	+ fill="none"
	36	+ stroke="var(--series-1)"
	37	+ strokeWidth={2}
	38	+ strokeLinejoin="round"
	39	+ strokeLinecap="round"
	40	+ />
	41	+ </svg>
	42	+ );
	43	+}

added web/components/ThemeToggle.tsx +42 −0

		`@@ -0,0 +1,42 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/components/ThemeToggle.tsx
	7	+ * Purpose : Light/dark theme toggle (data-theme attribute wins over OS).
	8	+ * =============================================================================
	9	+ */
	10	+"use client";
	11	+
	12	+import { useEffect, useState } from "react";
	13	+
	14	+export default function ThemeToggle() {
	15	+ const [theme, setTheme] = useState<string \| null>(null);
	16	+
	17	+ useEffect(() => {
	18	+ const saved = localStorage.getItem("qwhpi-theme");
	19	+ if (saved) {
	20	+ setTheme(saved);
	21	+ document.documentElement.dataset.theme = saved;
	22	+ }
	23	+ }, []);
	24	+
	25	+ const toggle = () => {
	26	+ const current =
	27	+ theme ??
	28	+ (window.matchMedia("(prefers-color-scheme: dark)").matches
	29	+ ? "dark"
	30	+ : "light");
	31	+ const next = current === "dark" ? "light" : "dark";
	32	+ setTheme(next);
	33	+ document.documentElement.dataset.theme = next;
	34	+ localStorage.setItem("qwhpi-theme", next);
	35	+ };
	36	+
	37	+ return (
	38	+ <button className="ctrl" onClick={toggle} aria-label="Toggle color theme">
	39	+ {theme === "dark" ? "Light" : "Dark"} mode
	40	+ </button>
	41	+ );
	42	+}

added web/components/Ticker.tsx +54 −0

		`@@ -0,0 +1,54 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/components/Ticker.tsx
	7	+ * Purpose : Bloomberg-style infinite ticker tape — regions & cities YoY.
	8	+ * =============================================================================
	9	+ */
	10	+"use client";
	11	+
	12	+import { useEffect, useState } from "react";
	13	+import Link from "next/link";
	14	+import { fetchOverview, type OverviewRow } from "../lib/api";
	15	+
	16	+export default function Ticker({ ptype = "all" }: { ptype?: string }) {
	17	+ const [rows, setRows] = useState<OverviewRow[]>([]);
	18	+
	19	+ useEffect(() => {
	20	+ Promise.all([
	21	+ fetchOverview("region", ptype),
	22	+ fetchOverview("municipality", ptype),
	23	+ ])
	24	+ .then(([r, m]) => setRows([...m.rows, ...r.rows]))
	25	+ .catch(() => setRows([]));
	26	+ }, [ptype]);
	27	+
	28	+ if (!rows.length) return <div className="ticker-shell" aria-hidden />;
	29	+
	30	+ const items = rows.map((r) => (
	31	+ <Link
	32	+ key={r.geography_id}
	33	+ className="ticker-item"
	34	+ href={`/explore?geography=${r.geography_id}&type=${ptype}`}
	35	+ >
	36	+ <span className="ticker-name">{r.geography_name}</span>
	37	+ <span className="ticker-val">{r.index.toFixed(1)}</span>
	38	+ <span className={r.yoy_pct != null && r.yoy_pct < 0 ? "delta down" : "delta up"}>
	39	+ {r.yoy_pct == null ? "—"
	40	+ : `${r.yoy_pct >= 0 ? "▲" : "▼"}${Math.abs(r.yoy_pct).toFixed(1)}%`}
	41	+ </span>
	42	+ </Link>
	43	+ ));
	44	+
	45	+ return (
	46	+ <div className="ticker-shell" role="marquee"
	47	+ aria-label="Latest year-over-year appreciation by geography">
	48	+ <div className="ticker-track">
	49	+ <div className="ticker-group">{items}</div>
	50	+ <div className="ticker-group" aria-hidden>{items}</div>
	51	+ </div>
	52	+ </div>
	53	+ );
	54	+}

added web/lib/api.ts +166 −0

		`@@ -0,0 +1,166 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/lib/api.ts
	7	+ * Purpose : Typed API client for the QHPI monthly FastAPI service.
	8	+ * =============================================================================
	9	+ */
	10	+
	11	+export const API_BASE =
	12	+ process.env.NEXT_PUBLIC_API_URL ?? "http://localhost:8080";
	13	+
	14	+export interface Observation {
	15	+ period: string;
	16	+ index: number \| null;
	17	+ index_smoothed: number;
	18	+ representative_value: number \| null;
	19	+ transactions: number;
	20	+ effective_sample_size: number \| null;
	21	+ monthly_pct: number \| null;
	22	+ three_month_pct: number \| null;
	23	+ six_month_pct: number \| null;
	24	+ yoy_pct: number \| null;
	25	+ lower_95: number;
	26	+ upper_95: number;
	27	+ reliability_grade: string;
	28	+ shrinkage_weight: number \| null;
	29	+ is_partial_month: boolean;
	30	+}
	31	+
	32	+export interface SeriesResponse {
	33	+ geography: string;
	34	+ geography_name: string;
	35	+ geography_level: string;
	36	+ property_type: string;
	37	+ model_version: string;
	38	+ data_vintage: string;
	39	+ total_observations: number;
	40	+ observations: Observation[];
	41	+}
	42	+
	43	+export interface LatestResponse {
	44	+ geography: string;
	45	+ geography_name: string;
	46	+ property_type: string;
	47	+ period: string;
	48	+ latest_index: number;
	49	+ representative_value: number \| null;
	50	+ monthly_change: number \| null;
	51	+ three_month_change: number \| null;
	52	+ yoy_change: number \| null;
	53	+ transactions: number;
	54	+ reliability: string;
	55	+ lower_95: number;
	56	+ upper_95: number;
	57	+ is_partial_month: boolean;
	58	+ data_vintage: string;
	59	+}
	60	+
	61	+export interface GeographyNode {
	62	+ geography_id: string;
	63	+ geography_name: string;
	64	+ geography_level: string;
	65	+ property_types: string[];
	66	+}
	67	+
	68	+export interface MapCell {
	69	+ geography_id: string;
	70	+ geography_name: string;
	71	+ value: number \| null;
	72	+ reliability_grade: string;
	73	+ transactions: number;
	74	+}
	75	+
	76	+async function get<T>(path: string): Promise<T> {
	77	+ const res = await fetch(`${API_BASE}${path}`, {
	78	+ headers: { Accept: "application/json" },
	79	+ });
	80	+ if (!res.ok) throw new Error(`${res.status} ${res.statusText} — ${path}`);
	81	+ return res.json() as Promise<T>;
	82	+}
	83	+
	84	+export const fetchSeries = (g: string, t: string) =>
	85	+ get<SeriesResponse>(`/v1/index?geography=${g}&type=${t}`);
	86	+
	87	+export const fetchLatest = (g: string, t: string) =>
	88	+ get<LatestResponse>(`/v1/index/latest?geography=${g}&type=${t}`);
	89	+
	90	+export const fetchGeographies = () =>
	91	+ get<{ published_series: GeographyNode[]; data_vintage: string }>(
	92	+ "/v1/geographies",
	93	+ );
	94	+
	95	+export const fetchMap = (metric: string, type: string, period?: string) =>
	96	+ get<{ metric: string; period: string; cells: MapCell[] }>(
	97	+ `/v1/map?metric=${metric}&level=region&type=${type}` +
	98	+ (period ? `&period=${period}` : ""),
	99	+ );
	100	+
	101	+export const csvUrl = (g: string, t: string) =>
	102	+ `${API_BASE}/v1/index?geography=${g}&type=${t}&format=csv`;
	103	+
	104	+export interface SeriesStats {
	105	+ geography: string;
	106	+ property_type: string;
	107	+ period: string;
	108	+ index: number;
	109	+ representative_value: number \| null;
	110	+ lower_95: number;
	111	+ upper_95: number;
	112	+ reliability_grade: string;
	113	+ monthly_pct: number \| null;
	114	+ three_month_pct: number \| null;
	115	+ six_month_pct: number \| null;
	116	+ yoy_pct: number \| null;
	117	+ since_2021_pct: number;
	118	+ cagr_pct: number;
	119	+ peak_index: number;
	120	+ peak_period: string;
	121	+ drawdown_pct: number;
	122	+ months_since_peak: number;
	123	+ at_record_high: boolean;
	124	+ volatility_12m_pct: number;
	125	+ momentum_3m_ann_pct: number;
	126	+ yoy_rank: number \| null;
	127	+ yoy_rank_of: number;
	128	+ volume_12m: number;
	129	+ volume_yoy_pct: number \| null;
	130	+ dollar_volume_12m: number;
	131	+ assessment_gap: number \| null;
	132	+ effective_sample_size: number \| null;
	133	+ spark: number[];
	134	+}
	135	+
	136	+export interface OverviewRow {
	137	+ geography_id: string;
	138	+ geography_name: string;
	139	+ period: string;
	140	+ index: number;
	141	+ monthly_pct: number \| null;
	142	+ three_month_pct: number \| null;
	143	+ six_month_pct: number \| null;
	144	+ yoy_pct: number \| null;
	145	+ since_2021_pct: number;
	146	+ drawdown_pct: number;
	147	+ at_record_high: boolean;
	148	+ volume_12m: number;
	149	+ representative_value: number \| null;
	150	+ reliability_grade: string;
	151	+ spark: number[];
	152	+}
	153	+
	154	+export const fetchStats = (g: string, t: string) =>
	155	+ get<SeriesStats>(`/v1/stats?geography=${g}&type=${t}`);
	156	+
	157	+export const fetchOverview = (level: string, t: string) =>
	158	+ get<{ period: string; rows: OverviewRow[] }>(
	159	+ `/v1/stats/overview?level=${level}&type=${t}`,
	160	+ );
	161	+
	162	+export const reportUrl = (specs: string[]) =>
	163	+ `${API_BASE}/v1/report?series=${specs.join(",")}`;
	164	+
	165	+export const marketReportUrl = (t: string) =>
	166	+ `${API_BASE}/v1/report/market?type=${t}`;

added web/lib/events.ts +24 −0

		`@@ -0,0 +1,24 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/lib/events.ts
	7	+ * Purpose : Market event annotations (Bank of Canada policy milestones)
	8	+ * overlaid on index charts.
	9	+ * =============================================================================
	10	+ */
	11	+
	12	+export interface MarketEvent {
	13	+ period: string; // YYYY-MM
	14	+ label: string;
	15	+ short: string;
	16	+}
	17	+
	18	+// Bank of Canada policy-rate milestones relevant to the 2021-2026 window.
	19	+export const MARKET_EVENTS: MarketEvent[] = [
	20	+ { period: "2022-03", label: "BoC starts hiking (0.25% → 0.50%)", short: "First hike" },
	21	+ { period: "2022-07", label: "BoC +100 bp surprise hike", short: "+100 bp" },
	22	+ { period: "2023-07", label: "Policy rate peaks at 5.00%", short: "Peak 5%" },
	23	+ { period: "2024-06", label: "BoC first rate cut", short: "First cut" },
	24	+];

added web/lib/exportPng.ts +77 −0

		`@@ -0,0 +1,77 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/lib/exportPng.ts
	7	+ * Purpose : Chart → PNG export (SVG serialization to canvas, no dependency).
	8	+ * =============================================================================
	9	+ */
	10	+
	11	+/** Resolve CSS custom properties so the serialized SVG is standalone. */
	12	+function inlineColors(svg: SVGSVGElement): SVGSVGElement {
	13	+ const clone = svg.cloneNode(true) as SVGSVGElement;
	14	+ const styles = getComputedStyle(document.documentElement);
	15	+ const resolve = (v: string) =>
	16	+ v.replace(/var$(--[a-z0-9-]+)$/gi, (_, name) =>
	17	+ styles.getPropertyValue(name).trim() \|\| "#888");
	18	+ const walk = (el: Element) => {
	19	+ for (const attr of ["fill", "stroke", "color", "style"]) {
	20	+ const v = el.getAttribute(attr);
	21	+ if (v && v.includes("var(")) el.setAttribute(attr, resolve(v));
	22	+ }
	23	+ for (const child of Array.from(el.children)) walk(child);
	24	+ };
	25	+ walk(clone);
	26	+ return clone;
	27	+}
	28	+
	29	+export async function exportChartPng(
	30	+ container: HTMLElement,
	31	+ filename: string,
	32	+ credit = "QHPI — indexqc.house · Simon-Pierre Boucher",
	33	+): Promise<void> {
	34	+ const svg = container.querySelector<SVGSVGElement>("svg.recharts-surface, svg");
	35	+ if (!svg) return;
	36	+ const rect = svg.getBoundingClientRect();
	37	+ const scale = 2;
	38	+ const w = Math.round(rect.width);
	39	+ const h = Math.round(rect.height);
	40	+
	41	+ const clone = inlineColors(svg);
	42	+ clone.setAttribute("width", String(w));
	43	+ clone.setAttribute("height", String(h));
	44	+ const xml = new XMLSerializer().serializeToString(clone);
	45	+ const url = URL.createObjectURL(
	46	+ new Blob([xml], { type: "image/svg+xml;charset=utf-8" }));
	47	+
	48	+ const img = new Image();
	49	+ await new Promise((res, rej) => {
	50	+ img.onload = res;
	51	+ img.onerror = rej;
	52	+ img.src = url;
	53	+ });
	54	+
	55	+ const surface = getComputedStyle(document.documentElement)
	56	+ .getPropertyValue("--surface-1").trim() \|\| "#fff";
	57	+ const ink2 = getComputedStyle(document.documentElement)
	58	+ .getPropertyValue("--text-secondary").trim() \|\| "#555";
	59	+
	60	+ const canvas = document.createElement("canvas");
	61	+ canvas.width = w * scale;
	62	+ canvas.height = (h + 26) * scale;
	63	+ const ctx = canvas.getContext("2d")!;
	64	+ ctx.scale(scale, scale);
	65	+ ctx.fillStyle = surface;
	66	+ ctx.fillRect(0, 0, w, h + 26);
	67	+ ctx.drawImage(img, 0, 0, w, h);
	68	+ ctx.fillStyle = ink2;
	69	+ ctx.font = "10px system-ui, sans-serif";
	70	+ ctx.fillText(credit, 8, h + 16);
	71	+ URL.revokeObjectURL(url);
	72	+
	73	+ const a = document.createElement("a");
	74	+ a.download = filename;
	75	+ a.href = canvas.toDataURL("image/png");
	76	+ a.click();
	77	+}

added web/next.config.ts +27 −0

		`@@ -0,0 +1,27 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/next.config.ts
	7	+ * Purpose : Next.js configuration for the QWHPI dashboard.
	8	+ * =============================================================================
	9	+ */
	10	+import type { NextConfig } from "next";
	11	+
	12	+const nextConfig: NextConfig = {
	13	+ reactStrictMode: true,
	14	+ // Single-domain deployments: the dashboard origin proxies API routes to the
	15	+ // local FastAPI process (set NEXT_PUBLIC_API_URL="" at build time).
	16	+ async rewrites() {
	17	+ const api = process.env.QWHPI_API_INTERNAL ?? "http://127.0.0.1:8080";
	18	+ return [
	19	+ { source: "/v1/:path", destination: `${api}/v1/:path` },
	20	+ { source: "/docs", destination: `${api}/docs` },
	21	+ { source: "/openapi.json", destination: `${api}/openapi.json` },
	22	+ { source: "/health", destination: `${api}/health` },
	23	+ ];
	24	+ },
	25	+};
	26	+
	27	+export default nextConfig;

added web/package-lock.json +1413 −0

		`@@ -0,0 +1,1413 @@`
	1	+{
	2	+ "name": "qwhpi-web",
	3	+ "version": "0.1.0",
	4	+ "lockfileVersion": 3,
	5	+ "requires": true,
	6	+ "packages": {
	7	+ "": {
	8	+ "name": "qwhpi-web",
	9	+ "version": "0.1.0",
	10	+ "dependencies": {
	11	+ "next": "^15.3.0",
	12	+ "react": "^19.0.0",
	13	+ "react-dom": "^19.0.0",
	14	+ "recharts": "^2.15.0"
	15	+ },
	16	+ "devDependencies": {
	17	+ "@types/node": "^22",
	18	+ "@types/react": "^19",
	19	+ "@types/react-dom": "^19",
	20	+ "typescript": "^5.6"
	21	+ }
	22	+ },
	23	+ "node_modules/@babel/runtime": {
	24	+ "version": "7.29.7",
	25	+ "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.29.7.tgz",
	26	+ "integrity": "sha512-Nq8OhGWiZIZGV6hLHoyAKLLcJihP/xFeBMGJoUrxTX2psI8dCifzLhZISFb+VWS3wFMRDmCGw5R+dOySCqPLhw==",
	27	+ "license": "MIT",
	28	+ "engines": {
	29	+ "node": ">=6.9.0"
	30	+ }
	31	+ },
	32	+ "node_modules/@emnapi/runtime": {
	33	+ "version": "1.11.3",
	34	+ "resolved": "https://registry.npmjs.org/@emnapi/runtime/-/runtime-1.11.3.tgz",
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	36	+ "license": "MIT",
	37	+ "optional": true,
	38	+ "dependencies": {
	39	+ "tslib": "^2.4.0"
	40	+ }
	41	+ },
	42	+ "node_modules/@img/colour": {
	43	+ "version": "1.1.0",
	44	+ "resolved": "https://registry.npmjs.org/@img/colour/-/colour-1.1.0.tgz",
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	47	+ "optional": true,
	48	+ "engines": {
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	50	+ }
	51	+ },
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	56	+ "cpu": [
	57	+ "arm64"
	58	+ ],
	59	+ "license": "Apache-2.0",
	60	+ "optional": true,
	61	+ "os": [
	62	+ "darwin"
	63	+ ],
	64	+ "engines": {
	65	+ "node": "^18.17.0 \|\| ^20.3.0 \|\| >=21.0.0"
	66	+ },
	67	+ "funding": {
	68	+ "url": "https://opencollective.com/libvips"
	69	+ },
	70	+ "optionalDependencies": {
	71	+ "@img/sharp-libvips-darwin-arm64": "1.2.4"
	72	+ }
	73	+ },
	74	+ "node_modules/@img/sharp-darwin-x64": {
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	78	+ "cpu": [
	79	+ "x64"
	80	+ ],
	81	+ "license": "Apache-2.0",
	82	+ "optional": true,
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	84	+ "darwin"
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	86	+ "engines": {
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	88	+ },
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	108	+ "funding": {
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	124	+ "funding": {
	125	+ "url": "https://opencollective.com/libvips"
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	127	+ },
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	139	+ "optional": true,
	140	+ "os": [
	141	+ "linux"
	142	+ ],
	143	+ "funding": {
	144	+ "url": "https://opencollective.com/libvips"
	145	+ }
	146	+ },
	147	+ "node_modules/@img/sharp-libvips-linux-arm64": {
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	152	+ "arm64"
	153	+ ],
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	155	+ "glibc"
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	157	+ "license": "LGPL-3.0-or-later",
	158	+ "optional": true,
	159	+ "os": [
	160	+ "linux"
	161	+ ],
	162	+ "funding": {
	163	+ "url": "https://opencollective.com/libvips"
	164	+ }
	165	+ },
	166	+ "node_modules/@img/sharp-libvips-linux-ppc64": {
	167	+ "version": "1.2.4",
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	179	+ "linux"
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	181	+ "funding": {
	182	+ "url": "https://opencollective.com/libvips"
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	195	+ "license": "LGPL-3.0-or-later",
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	200	+ "funding": {
	201	+ "url": "https://opencollective.com/libvips"
	202	+ }
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	214	+ "license": "LGPL-3.0-or-later",
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	219	+ "funding": {
	220	+ "url": "https://opencollective.com/libvips"
	221	+ }
	222	+ },
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	233	+ "license": "LGPL-3.0-or-later",
	234	+ "optional": true,
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	237	+ ],
	238	+ "funding": {
	239	+ "url": "https://opencollective.com/libvips"
	240	+ }
	241	+ },
	242	+ "node_modules/@img/sharp-libvips-linuxmusl-arm64": {
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	252	+ "license": "LGPL-3.0-or-later",
	253	+ "optional": true,
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	255	+ "linux"
	256	+ ],
	257	+ "funding": {
	258	+ "url": "https://opencollective.com/libvips"
	259	+ }
	260	+ },
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	265	+ "cpu": [
	266	+ "x64"
	267	+ ],
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	269	+ "musl"
	270	+ ],
	271	+ "license": "LGPL-3.0-or-later",
	272	+ "optional": true,
	273	+ "os": [
	274	+ "linux"
	275	+ ],
	276	+ "funding": {
	277	+ "url": "https://opencollective.com/libvips"
	278	+ }
	279	+ },
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added web/package.json +25 −0

		`@@ -0,0 +1,25 @@`
	1	+{
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	24	+}

added web/styles/globals.css +591 −0

		`@@ -0,0 +1,591 @@`
	1	+/**
	2	+ * =============================================================================
	3	+ * QWHPI — Quebec Weekly Housing Price Index
	4	+ * Author : Simon-Pierre Boucher
	5	+ * Contact : contact@spboucher.ai
	6	+ * File : web/styles/globals.css
	7	+ * Purpose : Global styles — validated palette tokens (light + dark),
	8	+ * editorial layout, refined cards, hero, chart chrome.
	9	+ * =============================================================================
	10	+ */
	11	+
	12	+:root {
	13	+ color-scheme: light;
	14	+ --surface-0: #f6f5f1;
	15	+ --surface-1: #fcfcfb;
	16	+ --surface-2: #f0efec;
	17	+ --border: #e3e2db;
	18	+ --border-strong: #d2d1c8;
	19	+ --text-primary: #0b0b0b;
	20	+ --text-secondary: #52514e;
	21	+ --text-muted: #716f66;
	22	+ --series-1: #2a78d6;
	23	+ --series-2: #eb6834;
	24	+ --series-3: #1baf7a;
	25	+ --series-4: #eda100;
	26	+ --series-5: #e87ba4;
	27	+ --band: rgba(42, 120, 214, 0.14);
	28	+ --accent-soft: rgba(42, 120, 214, 0.08);
	29	+ --good: #008300;
	30	+ --serious: #e34948;
	31	+ --shadow-card: 0 1px 2px rgba(20, 20, 15, 0.04), 0 4px 16px rgba(20, 20, 15, 0.05);
	32	+ --shadow-card-hover: 0 2px 4px rgba(20, 20, 15, 0.06), 0 10px 28px rgba(20, 20, 15, 0.09);
	33	+}
	34	+
	35	+:root[data-theme="dark"] {
	36	+ color-scheme: dark;
	37	+ --surface-0: #131312;
	38	+ --surface-1: #1a1a19;
	39	+ --surface-2: #262624;
	40	+ --border: #33332f;
	41	+ --border-strong: #45453f;
	42	+ --text-primary: #ffffff;
	43	+ --text-secondary: #c3c2b7;
	44	+ --text-muted: #98968d;
	45	+ --series-1: #3987e5;
	46	+ --series-2: #d95926;
	47	+ --series-3: #199e70;
	48	+ --series-4: #c98500;
	49	+ --series-5: #d55181;
	50	+ --band: rgba(57, 135, 229, 0.22);
	51	+ --accent-soft: rgba(57, 135, 229, 0.12);
	52	+ --good: #37a437;
	53	+ --serious: #e66767;
	54	+ --shadow-card: 0 1px 2px rgba(0, 0, 0, 0.3), 0 4px 16px rgba(0, 0, 0, 0.25);
	55	+ --shadow-card-hover: 0 2px 4px rgba(0, 0, 0, 0.35), 0 10px 28px rgba(0, 0, 0, 0.35);
	56	+}
	57	+
	58	+@media (prefers-color-scheme: dark) {
	59	+ :root:not([data-theme="light"]) {
	60	+ color-scheme: dark;
	61	+ --surface-0: #131312;
	62	+ --surface-1: #1a1a19;
	63	+ --surface-2: #262624;
	64	+ --border: #33332f;
	65	+ --border-strong: #45453f;
	66	+ --text-primary: #ffffff;
	67	+ --text-secondary: #c3c2b7;
	68	+ --text-muted: #98968d;
	69	+ --series-1: #3987e5;
	70	+ --series-2: #d95926;
	71	+ --series-3: #199e70;
	72	+ --series-4: #c98500;
	73	+ --series-5: #d55181;
	74	+ --band: rgba(57, 135, 229, 0.22);
	75	+ --accent-soft: rgba(57, 135, 229, 0.12);
	76	+ --good: #37a437;
	77	+ --serious: #e66767;
	78	+ --shadow-card: 0 1px 2px rgba(0, 0, 0, 0.3), 0 4px 16px rgba(0, 0, 0, 0.25);
	79	+ --shadow-card-hover: 0 2px 4px rgba(0, 0, 0, 0.35), 0 10px 28px rgba(0, 0, 0, 0.35);
	80	+ }
	81	+}
	82	+
	83	+* { box-sizing: border-box; }
	84	+
	85	+html { scroll-behavior: smooth; }
	86	+
	87	+body {
	88	+ margin: 0;
	89	+ background:
	90	+ radial-gradient(1200px 400px at 50% -200px, var(--accent-soft), transparent),
	91	+ var(--surface-0);
	92	+ color: var(--text-primary);
	93	+ font-family: var(--font-sans, -apple-system, BlinkMacSystemFont, "Segoe UI",
	94	+ Roboto, "Helvetica Neue", sans-serif);
	95	+ line-height: 1.55;
	96	+ font-feature-settings: "tnum";
	97	+}
	98	+
	99	+a { color: var(--series-1); text-decoration: none; }
	100	+a:hover { text-decoration: underline; }
	101	+
	102	+.container { max-width: 1160px; margin: 0 auto; padding: 0 24px 24px; }
	103	+
	104	+/* ------------------------------------------------------------------ header */
	105	+.site-header {
	106	+ position: sticky; top: 0; z-index: 40;
	107	+ display: flex; align-items: center; justify-content: space-between;
	108	+ gap: 16px; flex-wrap: wrap;
	109	+ padding: 12px 24px;
	110	+ background: color-mix(in srgb, var(--surface-1) 82%, transparent);
	111	+ backdrop-filter: blur(14px);
	112	+ -webkit-backdrop-filter: blur(14px);
	113	+ border-bottom: 1px solid var(--border);
	114	+}
	115	+.brand {
	116	+ display: flex; align-items: baseline; gap: 10px;
	117	+ font-family: var(--font-display, serif);
	118	+ font-weight: 700; font-size: 20px; letter-spacing: -0.01em;
	119	+ color: var(--text-primary);
	120	+}
	121	+.brand:hover { text-decoration: none; }
	122	+.brand small {
	123	+ font-family: var(--font-sans);
	124	+ color: var(--text-muted); font-weight: 400; font-size: 12.5px;
	125	+}
	126	+.site-header nav { display: flex; gap: 4px; flex-wrap: wrap; }
	127	+.site-header nav a {
	128	+ color: var(--text-secondary); font-size: 14px; font-weight: 500;
	129	+ padding: 6px 12px; border-radius: 999px;
	130	+ transition: background 0.15s, color 0.15s;
	131	+}
	132	+.site-header nav a:hover {
	133	+ color: var(--text-primary); background: var(--surface-2);
	134	+ text-decoration: none;
	135	+}
	136	+
	137	+.site-footer {
	138	+ border-top: 1px solid var(--border);
	139	+ color: var(--text-muted); font-size: 13px;
	140	+ padding: 28px 24px 36px; text-align: center; margin-top: 56px;
	141	+}
	142	+
	143	+/* -------------------------------------------------------------------- hero */
	144	+.hero {
	145	+ display: flex; align-items: flex-end; justify-content: space-between;
	146	+ gap: 24px; flex-wrap: wrap;
	147	+ padding: 40px 0 8px;
	148	+}
	149	+.hero h1 {
	150	+ font-family: var(--font-display, serif);
	151	+ font-size: clamp(28px, 4vw, 42px);
	152	+ font-weight: 700; letter-spacing: -0.02em;
	153	+ margin: 0 0 6px; line-height: 1.15;
	154	+}
	155	+.hero .lede { margin: 0; }
	156	+.hero-kicker {
	157	+ display: inline-flex; align-items: center; gap: 8px;
	158	+ font-size: 12px; font-weight: 600; letter-spacing: 0.08em;
	159	+ text-transform: uppercase; color: var(--series-1);
	160	+ margin-bottom: 12px;
	161	+}
	162	+.hero-kicker::before {
	163	+ content: ""; width: 22px; height: 2px; background: var(--series-1);
	164	+ border-radius: 2px;
	165	+}
	166	+
	167	+/* ------------------------------------------------------------------- cards */
	168	+.card {
	169	+ background: var(--surface-1);
	170	+ border: 1px solid var(--border);
	171	+ border-radius: 16px;
	172	+ padding: 20px;
	173	+ box-shadow: var(--shadow-card);
	174	+ transition: box-shadow 0.2s, transform 0.2s;
	175	+}
	176	+.card.hoverable:hover {
	177	+ box-shadow: var(--shadow-card-hover);
	178	+ transform: translateY(-1px);
	179	+}
	180	+.card-title {
	181	+ font-size: 13px; font-weight: 600; letter-spacing: 0.02em;
	182	+ color: var(--text-secondary); margin: 0 0 10px;
	183	+}
	184	+
	185	+.stat-tile { display: flex; flex-direction: column; gap: 3px; }
	186	+.stat-tile .label {
	187	+ font-size: 12px; font-weight: 600; letter-spacing: 0.05em;
	188	+ text-transform: uppercase; color: var(--text-muted);
	189	+}
	190	+.stat-tile .value {
	191	+ font-size: 32px; font-weight: 700; letter-spacing: -0.02em;
	192	+ font-family: var(--font-display, serif); line-height: 1.15;
	193	+}
	194	+.stat-tile .value.money { font-variant-numeric: tabular-nums; }
	195	+.stat-tile .delta { font-size: 13px; color: var(--text-secondary); }
	196	+.delta.up { color: var(--good); font-weight: 600; }
	197	+.delta.down { color: var(--serious); font-weight: 600; }
	198	+
	199	+.grid { display: grid; gap: 16px; }
	200	+.grid.cols-4 { grid-template-columns: repeat(auto-fit, minmax(min(210px, 100%), 1fr)); }
	201	+.grid.cols-5 { grid-template-columns: repeat(auto-fit, minmax(min(160px, 100%), 1fr)); }
	202	+.grid.cols-2 { grid-template-columns: repeat(auto-fit, minmax(min(380px, 100%), 1fr)); }
	203	+
	204	+/* ---------------------------------------------------------------- controls */
	205	+.controls {
	206	+ display: flex; gap: 10px; flex-wrap: wrap; align-items: center;
	207	+ margin: 18px 0;
	208	+}
	209	+.controls label {
	210	+ font-size: 12px; font-weight: 600; letter-spacing: 0.04em;
	211	+ text-transform: uppercase; color: var(--text-muted);
	212	+}
	213	+select, button.ctrl, input[type="date"] {
	214	+ background: var(--surface-1); color: var(--text-primary);
	215	+ border: 1px solid var(--border-strong); border-radius: 10px;
	216	+ padding: 8px 13px; font-size: 14px; font-family: inherit;
	217	+ box-shadow: 0 1px 2px rgba(20, 20, 15, 0.03);
	218	+}
	219	+button.ctrl { cursor: pointer; transition: background 0.15s, border-color 0.15s; }
	220	+button.ctrl:hover { background: var(--surface-2); }
	221	+button.ctrl[aria-pressed="true"] {
	222	+ border-color: var(--series-1); color: var(--series-1);
	223	+ background: var(--accent-soft);
	224	+}
	225	+a.ctrl {
	226	+ background: var(--surface-1); border: 1px solid var(--border-strong);
	227	+ border-radius: 10px; padding: 8px 13px; font-size: 14px;
	228	+}
	229	+a.ctrl:hover { background: var(--surface-2); text-decoration: none; }
	230	+
	231	+.seg {
	232	+ display: inline-flex; border: 1px solid var(--border-strong);
	233	+ border-radius: 10px; overflow: hidden;
	234	+ box-shadow: 0 1px 2px rgba(20, 20, 15, 0.03);
	235	+}
	236	+.seg button {
	237	+ border: none; background: var(--surface-1); color: var(--text-secondary);
	238	+ padding: 8px 14px; font-size: 13.5px; font-weight: 500; cursor: pointer;
	239	+ font-family: inherit;
	240	+}
	241	+.seg button + button { border-left: 1px solid var(--border); }
	242	+.seg button[aria-pressed="true"] {
	243	+ background: var(--series-1); color: #fff; font-weight: 600;
	244	+}
	245	+
	246	+/* ------------------------------------------------------------------ badges */
	247	+.badge {
	248	+ display: inline-flex; align-items: center; gap: 6px;
	249	+ border-radius: 999px; padding: 3px 11px; font-size: 12px; font-weight: 600;
	250	+ border: 1px solid var(--border); color: var(--text-secondary);
	251	+ background: var(--surface-1);
	252	+}
	253	+.badge .dot { width: 8px; height: 8px; border-radius: 50%; }
	254	+
	255	+.chip {
	256	+ display: inline-flex; align-items: center; gap: 7px;
	257	+ border: 1px solid var(--border-strong); border-radius: 999px;
	258	+ background: var(--surface-1); color: var(--text-primary);
	259	+ padding: 6px 13px; font-size: 13.5px; cursor: pointer;
	260	+ transition: border-color 0.15s, background 0.15s;
	261	+ font-family: inherit;
	262	+}
	263	+.chip:hover { border-color: var(--serious); background: var(--surface-2); }
	264	+
	265	+/* ------------------------------------------------------------------ tables */
	266	+table.data { width: 100%; border-collapse: collapse; font-size: 14px; }
	267	+table.data th, table.data td {
	268	+ text-align: right; padding: 9px 12px; border-bottom: 1px solid var(--border);
	269	+ font-variant-numeric: tabular-nums;
	270	+}
	271	+table.data th:first-child, table.data td:first-child { text-align: left; }
	272	+table.data th {
	273	+ color: var(--text-muted); font-weight: 600; font-size: 12px;
	274	+ letter-spacing: 0.05em; text-transform: uppercase;
	275	+}
	276	+table.data tr:last-child td { border-bottom: none; }
	277	+table.data tbody tr { transition: background 0.12s; }
	278	+table.data tbody tr:hover { background: var(--surface-2); }
	279	+
	280	+/* ---------------------------------------------------------------- headings */
	281	+h1 {
	282	+ font-family: var(--font-display, serif);
	283	+ font-size: 30px; letter-spacing: -0.02em; margin: 30px 0 6px;
	284	+}
	285	+h2 {
	286	+ font-family: var(--font-display, serif);
	287	+ font-size: 21px; letter-spacing: -0.01em; margin: 34px 0 12px;
	288	+}
	289	+p.lede { color: var(--text-secondary); margin-top: 0; font-size: 15.5px; }
	290	+
	291	+.note { font-size: 13px; color: var(--text-muted); }
	292	+.low-reliability-note {
	293	+ font-size: 13px; color: var(--text-secondary);
	294	+ background: var(--surface-2); border-radius: 10px; padding: 10px 14px;
	295	+ border-left: 3px solid var(--series-4);
	296	+ margin: 10px 0;
	297	+}
	298	+
	299	+/* ------------------------------------------------------------ chart pieces */
	300	+.chart-tooltip {
	301	+ background: var(--surface-1);
	302	+ border: 1px solid var(--border-strong);
	303	+ border-radius: 10px;
	304	+ padding: 9px 13px;
	305	+ font-size: 13px;
	306	+ box-shadow: var(--shadow-card-hover);
	307	+}
	308	+.chart-tooltip .tt-label { color: var(--text-muted); font-size: 12px; }
	309	+.chart-tooltip .tt-value { font-weight: 700; font-size: 15px; }
	310	+.chart-tooltip .tt-ci { color: var(--text-muted); font-weight: 400; font-size: 12.5px; }
	311	+.chart-tooltip .tt-raw { color: var(--text-secondary); }
	312	+.chart-tooltip .tt-n { color: var(--text-muted); font-size: 12px; }
	313	+
	314	+code {
	315	+ background: var(--surface-2);
	316	+ border-radius: 6px; padding: 1px 6px; font-size: 0.9em;
	317	+}
	318	+
	319	+/* ------------------------------------------------------------- v3: pulse */
	320	+button.primary, a.primary {
	321	+ background: var(--series-1); color: #fff; border: none;
	322	+ border-radius: 10px; padding: 9px 16px; font-size: 14px; font-weight: 600;
	323	+ cursor: pointer; display: inline-flex; align-items: center; gap: 8px;
	324	+ box-shadow: 0 2px 8px rgba(42, 120, 214, 0.3);
	325	+ transition: transform 0.15s, box-shadow 0.15s;
	326	+}
	327	+button.primary:hover, a.primary:hover {
	328	+ transform: translateY(-1px);
	329	+ box-shadow: 0 4px 14px rgba(42, 120, 214, 0.4);
	330	+ text-decoration: none;
	331	+}
	332	+
	333	+table.pulse { width: 100%; border-collapse: collapse; font-size: 13.5px; }
	334	+table.pulse th, table.pulse td {
	335	+ text-align: right; padding: 8px 10px; border-bottom: 1px solid var(--border);
	336	+ font-variant-numeric: tabular-nums; white-space: nowrap;
	337	+}
	338	+table.pulse th:first-child, table.pulse td:first-child { text-align: left; }
	339	+table.pulse th {
	340	+ color: var(--text-muted); font-weight: 600; font-size: 11px;
	341	+ letter-spacing: 0.05em; text-transform: uppercase;
	342	+ background: var(--surface-1);
	343	+}
	344	+table.pulse tbody tr { cursor: pointer; transition: background 0.12s; }
	345	+table.pulse tbody tr:hover { background: var(--surface-2); }
	346	+td.heat { font-weight: 600; border-radius: 4px; }
	347	+
	348	+.record-chip {
	349	+ display: inline-flex; align-items: center; gap: 4px;
	350	+ font-size: 11px; font-weight: 700; color: var(--good);
	351	+}
	352	+
	353	+.mini-tile { padding: 12px 14px; }
	354	+.mini-tile .label { font-size: 10.5px; }
	355	+.mini-tile .value { font-size: 20px; }
	356	+.grid.cols-8 { grid-template-columns: repeat(auto-fit, minmax(min(130px, 100%), 1fr)); }
	357	+
	358	+/* ---------------------------------------------------------- v4 foundations */
	359	+body, .card, .site-header, .site-footer, select, button.ctrl, a.ctrl,
	360	+input, .seg button, .badge, .chip, table.pulse th {
	361	+ transition: background-color 0.25s ease, color 0.25s ease,
	362	+ border-color 0.25s ease, box-shadow 0.2s ease;
	363	+}
	364	+
	365	+@keyframes qhpi-fade-up {
	366	+ from { opacity: 0; transform: translateY(10px); }
	367	+ to { opacity: 1; transform: none; }
	368	+}
	369	+.fade-up { animation: qhpi-fade-up 0.45s cubic-bezier(0.2, 0.7, 0.3, 1) both; }
	370	+.fade-up.d1 { animation-delay: 0.06s; }
	371	+.fade-up.d2 { animation-delay: 0.12s; }
	372	+.fade-up.d3 { animation-delay: 0.18s; }
	373	+
	374	+@keyframes qhpi-shimmer {
	375	+ 0% { background-position: 180% 0; }
	376	+ 100% { background-position: -20% 0; }
	377	+}
	378	+.skeleton {
	379	+ border-radius: 10px;
	380	+ background: linear-gradient(100deg, var(--surface-2) 40%,
	381	+ color-mix(in srgb, var(--border) 65%, var(--surface-2)) 50%,
	382	+ var(--surface-2) 60%);
	383	+ background-size: 200% 100%;
	384	+ animation: qhpi-shimmer 1.4s linear infinite;
	385	+}
	386	+
	387	+@media (prefers-reduced-motion: reduce) {
	388	+ , ::before, *::after {
	389	+ animation-duration: 0.01ms !important;
	390	+ animation-iteration-count: 1 !important;
	391	+ transition-duration: 0.01ms !important;
	392	+ }
	393	+}
	394	+
	395	+.brand-mark { flex: none; display: inline-flex; align-self: center; }
	396	+
	397	+:focus-visible {
	398	+ outline: 2px solid var(--series-1);
	399	+ outline-offset: 2px;
	400	+ border-radius: 4px;
	401	+}
	402	+
	403	+@media (max-width: 680px) {
	404	+ .container { padding: 0 14px 20px; }
	405	+ .site-header { padding: 10px 14px; gap: 8px; }
	406	+ .site-header nav a { padding: 5px 9px; font-size: 13px; }
	407	+ .hero { padding: 22px 0 4px; }
	408	+ .stat-tile .value { font-size: 25px; }
	409	+ .card { padding: 14px; border-radius: 13px; }
	410	+ .controls { gap: 8px; margin: 12px 0; }
	411	+ table.pulse { font-size: 12.5px; }
	412	+ table.pulse th, table.pulse td { padding: 6px 7px; }
	413	+ h1 { font-size: 25px; }
	414	+ h2 { font-size: 18px; }
	415	+}
	416	+
	417	+/* -------------------------------------------------------------- v5: hot */
	418	+/* Subtle film grain over the whole app */
	419	+body::before {
	420	+ content: ""; position: fixed; inset: 0; pointer-events: none; z-index: 1;
	421	+ opacity: 0.35; mix-blend-mode: overlay;
	422	+ background-image: url("data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' width='140' height='140'%3E%3Cfilter id='n'%3E%3CfeTurbulence type='fractalNoise' baseFrequency='0.85' numOctaves='2'/%3E%3CfeColorMatrix values='0 0 0 0 0.5 0 0 0 0 0.5 0 0 0 0 0.5 0 0 0 0.05 0'/%3E%3C/filter%3E%3Crect width='140' height='140' filter='url(%23n)'/%3E%3C/svg%3E");
	423	+}
	424	+main, header, footer { position: relative; z-index: 2; }
	425	+
	426	+/* Ticker tape */
	427	+.ticker-shell {
	428	+ overflow: hidden; white-space: nowrap;
	429	+ border-bottom: 1px solid var(--border);
	430	+ background: var(--surface-1);
	431	+ margin: 0 -24px; padding: 7px 0; min-height: 36px;
	432	+}
	433	+.ticker-track { display: inline-flex; }
	434	+.ticker-group {
	435	+ display: inline-flex; align-items: center;
	436	+ animation: ticker-scroll 55s linear infinite;
	437	+}
	438	+.ticker-shell:hover .ticker-group { animation-play-state: paused; }
	439	+@keyframes ticker-scroll {
	440	+ from { transform: translateX(0); }
	441	+ to { transform: translateX(-100%); }
	442	+}
	443	+.ticker-item {
	444	+ display: inline-flex; align-items: baseline; gap: 7px;
	445	+ padding: 0 18px; font-size: 12.5px; color: var(--text-primary);
	446	+ border-right: 1px solid var(--border);
	447	+}
	448	+.ticker-item:hover { text-decoration: none; background: var(--surface-2); }
	449	+.ticker-name { color: var(--text-secondary); font-weight: 600; }
	450	+.ticker-val { font-variant-numeric: tabular-nums; font-weight: 700; }
	451	+.ticker-item .delta { font-size: 11.5px; }
	452	+
	453	+/* Mega hero number */
	454	+.hero-mega {
	455	+ display: flex; flex-direction: column; align-items: flex-end; gap: 2px;
	456	+}
	457	+.hero-mega .big {
	458	+ font-family: var(--font-display, serif);
	459	+ font-size: clamp(52px, 7vw, 84px); font-weight: 700;
	460	+ line-height: 1; letter-spacing: -0.03em;
	461	+ background: linear-gradient(160deg, var(--text-primary) 55%, var(--series-1));
	462	+ -webkit-background-clip: text; background-clip: text;
	463	+ -webkit-text-fill-color: transparent;
	464	+}
	465	+.hero-mega .sub { font-size: 13.5px; color: var(--text-secondary); }
	466	+
	467	+/* Hero chart draw-in */
	468	+.hero-chart { padding: 14px 14px 6px; overflow: hidden; }
	469	+.hero-line {
	470	+ stroke-dasharray: 1; stroke-dashoffset: 1;
	471	+ animation: hero-draw 1.6s cubic-bezier(0.4, 0, 0.2, 1) 0.15s forwards;
	472	+}
	473	+.hero-area, .hero-band { opacity: 0; animation: hero-fade 0.8s ease 1.25s forwards; }
	474	+.hero-dot { opacity: 0; animation: hero-fade 0.5s ease 1.6s forwards; }
	475	+.hero-pulse {
	476	+ opacity: 0; transform-origin: center; transform-box: fill-box;
	477	+ animation: hero-fade 0.5s ease 1.6s forwards,
	478	+ hero-ping 2.4s ease-out 2.1s infinite;
	479	+}
	480	+@keyframes hero-draw { to { stroke-dashoffset: 0; } }
	481	+@keyframes hero-fade { to { opacity: 1; } }
	482	+@keyframes hero-ping {
	483	+ 0% { transform: scale(0.6); opacity: 0.45; }
	484	+ 70% { transform: scale(1.7); opacity: 0; }
	485	+ 100% { opacity: 0; }
	486	+}
	487	+
	488	+/* Podium */
	489	+.podium { display: grid; gap: 14px; grid-template-columns: repeat(auto-fit, minmax(min(230px, 100%), 1fr)); }
	490	+.podium .card { position: relative; overflow: hidden; }
	491	+.podium .card::after {
	492	+ content: ""; position: absolute; inset: 0 0 auto 0; height: 3px;
	493	+}
	494	+.podium .p1::after { background: linear-gradient(90deg, #eda100, #ffd977); }
	495	+.podium .p2::after { background: linear-gradient(90deg, #9a9a94, #d8d8d2); }
	496	+.podium .p3::after { background: linear-gradient(90deg, #b0713d, #dda67a); }
	497	+.podium .medal { font-size: 20px; }
	498	+
	499	+/* Command palette */
	500	+.palette-backdrop {
	501	+ position: fixed; inset: 0; z-index: 90;
	502	+ background: color-mix(in srgb, var(--surface-0) 55%, transparent);
	503	+ backdrop-filter: blur(6px); -webkit-backdrop-filter: blur(6px);
	504	+ display: flex; align-items: flex-start; justify-content: center;
	505	+ padding: 12vh 16px 0;
	506	+ animation: qhpi-fade-up 0.18s ease both;
	507	+}
	508	+.palette {
	509	+ width: 100%; max-width: 560px;
	510	+ background: var(--surface-1); border: 1px solid var(--border-strong);
	511	+ border-radius: 16px; box-shadow: var(--shadow-card-hover);
	512	+ overflow: hidden;
	513	+}
	514	+.palette-input {
	515	+ width: 100%; border: none; outline: none;
	516	+ background: transparent; color: var(--text-primary);
	517	+ padding: 16px 18px; font-size: 16px; font-family: inherit;
	518	+ border-bottom: 1px solid var(--border);
	519	+}
	520	+.palette-list { list-style: none; margin: 0; padding: 6px; max-height: 320px; overflow-y: auto; }
	521	+.palette-item {
	522	+ width: 100%; display: flex; justify-content: space-between; gap: 10px;
	523	+ border: none; background: none; text-align: left; cursor: pointer;
	524	+ padding: 10px 12px; border-radius: 10px; font-size: 14px;
	525	+ color: var(--text-primary); font-family: inherit;
	526	+}
	527	+.palette-item.active { background: var(--accent-soft); color: var(--series-1); }
	528	+.palette-hint { color: var(--text-muted); font-size: 12px; }
	529	+.palette-empty { padding: 14px; color: var(--text-muted); font-size: 13.5px; }
	530	+.palette-foot {
	531	+ display: flex; gap: 16px; padding: 8px 16px;
	532	+ border-top: 1px solid var(--border);
	533	+ color: var(--text-muted); font-size: 11.5px;
	534	+}
	535	+.kbd-btn {
	536	+ display: inline-flex; align-items: center; gap: 6px;
	537	+ background: var(--surface-1); color: var(--text-secondary);
	538	+ border: 1px solid var(--border-strong); border-radius: 10px;
	539	+ padding: 6px 11px; font-size: 13px; cursor: pointer; font-family: inherit;
	540	+}
	541	+.kbd-btn:hover { background: var(--surface-2); }
	542	+.kbd-btn kbd {
	543	+ background: var(--surface-2); border: 1px solid var(--border);
	544	+ border-radius: 5px; padding: 0 5px; font-size: 11px;
	545	+ font-family: inherit; color: var(--text-muted);
	546	+}
	547	+
	548	+@media (max-width: 680px) {
	549	+ .ticker-shell { margin: 0 -14px; }
	550	+ .hero-mega { align-items: flex-start; }
	551	+}
	552	+
	553	+/* -------------------------------------------------- v5.1: mobile polish */
	554	+@media (max-width: 680px) {
	555	+ /* Compact header: brand + toggle on one row, nav scrolls on its own row */
	556	+ .brand small { display: none; }
	557	+ .kbd-btn { display: none; }
	558	+ .site-header { row-gap: 6px; }
	559	+ .site-header nav {
	560	+ order: 3; flex: 1 0 100%;
	561	+ flex-wrap: nowrap; overflow-x: auto;
	562	+ scrollbar-width: none; -webkit-overflow-scrolling: touch;
	563	+ margin: 0 -4px; padding: 0 4px;
	564	+ }
	565	+ .site-header nav::-webkit-scrollbar { display: none; }
	566	+ .site-header nav a { flex: none; }
	567	+
	568	+ /* Hero: number below the title, full width */
	569	+ .hero { flex-direction: column; align-items: stretch; gap: 12px; }
	570	+ .hero-mega { align-items: flex-start; }
	571	+
	572	+ /* Pulse table: drop secondary columns (1m, 6m, vs peak, $ value) —
	573	+ the full set remains in Explore's data table and the CSV/PDF exports */
	574	+ table.pulse th:nth-child(4), table.pulse td:nth-child(4),
	575	+ table.pulse th:nth-child(6), table.pulse td:nth-child(6),
	576	+ table.pulse th:nth-child(9), table.pulse td:nth-child(9),
	577	+ table.pulse th:nth-child(11), table.pulse td:nth-child(11) { display: none; }
	578	+
	579	+ .controls input[type="text"] { flex: 1 1 160px; min-width: 0; }
	580	+ .controls input[type="range"] { flex: 1 1 110px; min-width: 0; }
	581	+ .ticker-item { padding: 0 12px; }
	582	+ .hero-chart { padding: 10px 8px 4px; }
	583	+ .primary, a.primary { padding: 8px 13px; font-size: 13.5px; }
	584	+ .palette-backdrop { padding: 8vh 10px 0; }
	585	+}
	586	+
	587	+@media (max-width: 400px) {
	588	+ .stat-tile .value { font-size: 22px; }
	589	+ .mini-tile .value { font-size: 17px; }
	590	+ h2 { font-size: 17px; }
	591	+}

added web/tsconfig.json +22 −0

		`@@ -0,0 +1,22 @@`
	1	+{
	2	+ "_header": "QWHPI — Quebec Weekly Housing Price Index \| Author: Simon-Pierre Boucher \| Contact: contact@spboucher.ai \| File: web/tsconfig.json \| Purpose: TypeScript configuration for the dashboard",
	3	+ "compilerOptions": {
	4	+ "target": "ES2022",
	5	+ "lib": ["dom", "dom.iterable", "esnext"],
	6	+ "allowJs": true,
	7	+ "skipLibCheck": true,
	8	+ "strict": true,
	9	+ "noEmit": true,
	10	+ "esModuleInterop": true,
	11	+ "module": "esnext",
	12	+ "moduleResolution": "bundler",
	13	+ "resolveJsonModule": true,
	14	+ "isolatedModules": true,
	15	+ "jsx": "preserve",
	16	+ "incremental": true,
	17	+ "plugins": [{ "name": "next" }],
	18	+ "paths": { "@/": ["./"] }
	19	+ },
	20	+ "include": ["next-env.d.ts", "*/.ts", "*/.tsx", ".next/types/*/.ts"],
	21	+ "exclude": ["node_modules"]
	22	+}
	23