From 8ed220e0141a1ad5fabb072af06456cdf5370881 Mon Sep 17 00:00:00 2001 From: Leo Miranda Date: Sun, 11 Jan 2026 18:39:55 +0000 Subject: [PATCH 01/58] uploaded initial documentation. --- docs/PROJECT_REFERENCE.md | 396 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 396 insertions(+) create mode 100644 docs/PROJECT_REFERENCE.md diff --git a/docs/PROJECT_REFERENCE.md b/docs/PROJECT_REFERENCE.md new file mode 100644 index 0000000..50b29f5 --- /dev/null +++ b/docs/PROJECT_REFERENCE.md @@ -0,0 +1,396 @@ +# Portfolio Project Reference + +**Project**: Analytics Portfolio +**Owner**: Leo +**Status**: Ready for Sprint 1 + +--- + +## Project Overview + +Two-project analytics portfolio demonstrating end-to-end data engineering, visualization, and ML capabilities. + +| Project | Domain | Key Skills | Phase | +|---------|--------|------------|-------| +| **Toronto Housing Dashboard** | Real estate | ETL, dimensional modeling, geospatial, choropleth | Phase 1 (Active) | +| **Energy Pricing Analysis** | Utility markets | Time series, ML prediction, API integration | Phase 3 (Future) | + +**Platform**: Monolithic Dash application on self-hosted VPS (bio landing page + dashboards). + +--- + +## Branching Strategy + +| Branch | Purpose | Deploys To | +|--------|---------|------------| +| `main` | Production releases only | VPS (production) | +| `staging` | Pre-production testing | VPS (staging) | +| `development` | Active development | Local only | + +**Rules**: +- All feature branches created FROM `development` +- All feature branches merge INTO `development` +- `development` → `staging` for testing +- `staging` → `main` for release +- Direct commits to `main` or `staging` are forbidden +- Branch naming: `feature/{sprint}-{description}` or `fix/{issue-id}` + +--- + +## Tech Stack (Locked) + +| Layer | Technology | Version | +|-------|------------|---------| +| Database | PostgreSQL + PostGIS | 16.x | +| Validation | Pydantic | ≥2.0 | +| ORM | SQLAlchemy | ≥2.0 (2.0-style API only) | +| Transformation | dbt-postgres | ≥1.7 | +| Data Processing | Pandas | ≥2.1 | +| Geospatial | GeoPandas + Shapely | ≥0.14 | +| Visualization | Dash + Plotly | ≥2.14 | +| UI Components | dash-mantine-components | Latest stable | +| Testing | pytest | ≥7.0 | +| Python | 3.11+ | Via pyenv | + +**Compatibility Notes**: +- SQLAlchemy 2.0 + Pydantic 2.0 integrate well—never mix 1.x APIs +- PostGIS extension required—enable during db init +- Docker Compose V2 (no `version` field in compose files) + +--- + +## Code Conventions + +### Import Style + +| Context | Style | Example | +|---------|-------|---------| +| Same directory | Single dot | `from .trreb import TRREBParser` | +| Sibling directory | Double dot | `from ..schemas.trreb import TRREBRecord` | +| External packages | Absolute | `import pandas as pd` | + +### Module Separation + +| Directory | Contains | Purpose | +|-----------|----------|---------| +| `schemas/` | Pydantic models | Data validation | +| `models/` | SQLAlchemy ORM | Database persistence | +| `parsers/` | PDF/CSV extraction | Raw data ingestion | +| `loaders/` | Database operations | Data loading | +| `figures/` | Chart factories | Plotly figure generation | +| `callbacks/` | Dash callbacks | Per-dashboard, in `pages/{dashboard}/callbacks/` | +| `errors/` | Exceptions + handlers | Error handling | + +### Code Standards + +- **Type hints**: Mandatory, Python 3.10+ style (`list[str]`, `dict[str, int]`, `X | None`) +- **Functions**: Single responsibility, verb naming, early returns over nesting +- **Docstrings**: Google style, minimal—only for non-obvious behavior +- **Constants**: Module-level for magic values, Pydantic BaseSettings for runtime config + +### Error Handling + +```python +# errors/exceptions.py +class PortfolioError(Exception): + """Base exception.""" + +class ParseError(PortfolioError): + """PDF/CSV parsing failed.""" + +class ValidationError(PortfolioError): + """Pydantic or business rule validation failed.""" + +class LoadError(PortfolioError): + """Database load operation failed.""" +``` + +- Decorators for infrastructure concerns (logging, retry, transactions) +- Explicit handling for domain logic (business rules, recovery strategies) + +--- + +## Application Architecture + +### Dash Pages Structure + +``` +portfolio_app/ +├── app.py # Dash app factory with Pages routing +├── config.py # Pydantic BaseSettings +├── assets/ # CSS, images (auto-served by Dash) +├── pages/ +│ ├── home.py # Bio landing page → / +│ ├── toronto/ +│ │ ├── dashboard.py # Layout only → /toronto +│ │ └── callbacks/ # Interaction logic +│ └── energy/ # Phase 3 +├── components/ # Shared UI (navbar, footer, cards) +├── figures/ # Shared chart factories +├── toronto/ # Toronto data logic +│ ├── parsers/ +│ ├── loaders/ +│ ├── schemas/ # Pydantic +│ └── models/ # SQLAlchemy +└── errors/ +``` + +### URL Routing (Automatic) + +| URL | Page | Status | +|-----|------|--------| +| `/` | Bio landing page | Sprint 2 | +| `/toronto` | Toronto Housing Dashboard | Sprint 6 | +| `/energy` | Energy Pricing Dashboard | Phase 3 | + +--- + +## Phase 1: Toronto Housing Dashboard + +### Data Sources + +| Track | Source | Format | Geography | Frequency | +|-------|--------|--------|-----------|-----------| +| Purchases | TRREB Monthly Reports | PDF | ~35 Districts | Monthly | +| Rentals | CMHC Rental Market Survey | CSV | ~20 Zones | Annual | +| Enrichment | City of Toronto Open Data | GeoJSON/CSV | 158 Neighbourhoods | Census | +| Policy Events | Curated list | CSV | N/A | Event-based | + +### Geographic Reality + +``` +┌─────────────────────────────────────────────────────────────────┐ +│ City of Toronto Neighbourhoods (158) │ ← Enrichment only +├─────────────────────────────────────────────────────────────────┤ +│ TRREB Districts (~35) — W01, C01, E01, etc. │ ← Purchase data +├─────────────────────────────────────────────────────────────────┤ +│ CMHC Zones (~20) — Census Tract aligned │ ← Rental data +└─────────────────────────────────────────────────────────────────┘ +``` + +**Critical**: These geographies do NOT align. Display as separate layers with toggle—do not force crosswalks. + +### Data Model (Star Schema) + +| Table | Type | Keys | +|-------|------|------| +| `fact_purchases` | Fact | → dim_time, dim_trreb_district | +| `fact_rentals` | Fact | → dim_time, dim_cmhc_zone | +| `dim_time` | Dimension | date_key (PK) | +| `dim_trreb_district` | Dimension | district_key (PK), geometry | +| `dim_cmhc_zone` | Dimension | zone_key (PK), geometry | +| `dim_neighbourhood` | Dimension | neighbourhood_id (PK), geometry | +| `dim_policy_event` | Dimension | event_id (PK) | + +**V1 Rule**: `dim_neighbourhood` has NO FK to fact tables—reference overlay only. + +### dbt Layer Structure + +| Layer | Naming | Purpose | +|-------|--------|---------| +| Staging | `stg_{source}__{entity}` | 1:1 source, cleaned, typed | +| Intermediate | `int_{domain}__{transform}` | Business logic, filtering | +| Marts | `mart_{domain}` | Final analytical tables | + +--- + +## Sprint Overview + +| Sprint | Focus | Milestone | +|--------|-------|-----------| +| 1 | Project bootstrap, start TRREB digitization | — | +| 2 | Bio page, data acquisition | **Launch 1: Bio Live** | +| 3 | Parsers, schemas, models | — | +| 4 | Loaders, dbt | — | +| 5 | Visualization | — | +| 6 | Polish, deploy dashboard | **Launch 2: Dashboard Live** | +| 7 | Buffer | — | + +### Sprint 1 Deliverables + +| Category | Tasks | +|----------|-------| +| **Bootstrap** | Git init, pyproject.toml, .env.example, Makefile, CLAUDE.md | +| **Infrastructure** | Docker Compose (PostgreSQL + PostGIS), scripts/ directory | +| **App Foundation** | portfolio_app/ structure, config.py, error handling | +| **Tests** | tests/ directory, conftest.py, pytest config | +| **Data Acquisition** | Download TRREB PDFs, START boundary digitization (HUMAN task) | + +### Human Tasks (Cannot Automate) + +| Task | Tool | Effort | +|------|------|--------| +| Digitize TRREB district boundaries | QGIS | 3-4 hours | +| Research policy events (10-20) | Manual research | 2-3 hours | +| Replace social link placeholders | Manual | 5 minutes | + +--- + +## Scope Boundaries + +### Phase 1 — Build These + +- Bio landing page with content from bio_content_v2.md +- TRREB PDF parser +- CMHC CSV processor +- PostgreSQL + PostGIS database layer +- Star schema (facts + dimensions) +- dbt models with tests +- Choropleth visualization (Dash) +- Policy event annotation layer +- Neighbourhood overlay (toggle-able) + +### Phase 1 — Do NOT Build + +| Feature | Reason | When | +|---------|--------|------| +| `bridge_district_neighbourhood` table | Area-weighted aggregation is Phase 4 | After Energy project | +| Crime data integration | Deferred scope | Phase 4 | +| Historical boundary reconciliation (140→158) | 2021+ data only for V1 | Phase 4 | +| ML prediction models | Energy project scope | Phase 3 | +| Multi-project shared infrastructure | Build first, abstract second | Phase 2 | + +If a task seems to require Phase 3/4 features, **stop and flag it**. + +--- + +## File Structure + +### Root-Level Files (Allowed) + +| File | Purpose | +|------|---------| +| `README.md` | Project overview | +| `CLAUDE.md` | AI assistant context | +| `pyproject.toml` | Python packaging | +| `.gitignore` | Git ignore rules | +| `.env.example` | Environment template | +| `.python-version` | pyenv version | +| `.pre-commit-config.yaml` | Pre-commit hooks | +| `docker-compose.yml` | Container orchestration | +| `Makefile` | Task automation | + +### Directory Structure + +``` +portfolio/ +├── portfolio_app/ # Monolithic Dash application +│ ├── app.py +│ ├── config.py +│ ├── assets/ +│ ├── pages/ +│ ├── components/ +│ ├── figures/ +│ ├── toronto/ +│ └── errors/ +├── tests/ +├── dbt/ +├── data/ +│ └── toronto/ +│ ├── raw/ +│ ├── processed/ # gitignored +│ └── reference/ +├── scripts/ +│ ├── db/ +│ ├── docker/ +│ ├── deploy/ +│ ├── dbt/ +│ └── dev/ +├── docs/ +├── notebooks/ +├── backups/ # gitignored +└── reports/ # gitignored +``` + +### Gitignored Directories + +- `data/*/processed/` +- `reports/` +- `backups/` +- `notebooks/*.html` +- `.env` +- `__pycache__/` +- `.venv/` + +--- + +## Makefile Targets + +| Target | Purpose | +|--------|---------| +| `setup` | Install deps, create .env, init pre-commit | +| `docker-up` | Start PostgreSQL + PostGIS | +| `docker-down` | Stop containers | +| `db-init` | Initialize database schema | +| `run` | Start Dash dev server | +| `test` | Run pytest | +| `dbt-run` | Run dbt models | +| `dbt-test` | Run dbt tests | +| `lint` | Run ruff linter | +| `format` | Run ruff formatter | +| `ci` | Run all checks | +| `deploy` | Deploy to production | + +--- + +## Script Standards + +All scripts in `scripts/`: +- Include usage comments at top +- Idempotent where possible +- Exit codes: 0 = success, 1 = error +- Use `set -euo pipefail` for bash +- Log to stdout, errors to stderr + +--- + +## Environment Variables + +Required in `.env`: + +```bash +DATABASE_URL=postgresql://user:pass@localhost:5432/portfolio +POSTGRES_USER=portfolio +POSTGRES_PASSWORD= +POSTGRES_DB=portfolio +DASH_DEBUG=true +SECRET_KEY= +LOG_LEVEL=INFO +``` + +--- + +## Success Criteria + +### Launch 1 (Sprint 2) +- [ ] Bio page accessible via HTTPS +- [ ] All bio content rendered (from bio_content_v2.md) +- [ ] No placeholder text visible +- [ ] Mobile responsive +- [ ] Social links functional + +### Launch 2 (Sprint 6) +- [ ] Choropleth renders TRREB districts and CMHC zones +- [ ] Purchase/rental mode toggle works +- [ ] Time navigation works +- [ ] Policy event markers visible +- [ ] Neighbourhood overlay toggleable +- [ ] Methodology documentation published +- [ ] Data sources cited + +--- + +## Reference Documents + +For detailed specifications, see: + +| Document | Location | Use When | +|----------|----------|----------| +| Data schemas | `docs/toronto_housing_spec.md` | Parser/model tasks | +| WBS details | `docs/wbs.md` | Sprint planning | +| Bio content | `docs/bio_content.md` | Building home.py | + +--- + +*Reference Version: 1.0* +*Created: January 2026* -- 2.49.1 From c7e9b88adbf0ec8600f2bbd4fad09db2f83d20da Mon Sep 17 00:00:00 2001 From: lmiranda Date: Sun, 11 Jan 2026 13:49:28 -0500 Subject: [PATCH 02/58] feat: project bootstrap and structure Sprint 1 initialization: - Project directory structure (portfolio_app/, tests/, dbt/, data/, scripts/) - CLAUDE.md with AI assistant context - pyproject.toml with all dependencies - docker-compose.yml for PostgreSQL 16 + PostGIS - Makefile with standard targets - Pre-commit configuration (ruff, mypy) - Environment template (.env.example) - Error handling foundation (PortfolioError hierarchy) - Test configuration (conftest.py, pytest config) Co-Authored-By: Claude Opus 4.5 --- .env.example | 15 + .gitignore | 26 +- .pre-commit-config.yaml | 32 +++ .python-version | 1 + CLAUDE.md | 258 ++++++++++++++++++ Makefile | 157 +++++++++++ data/toronto/raw/.gitkeep | 0 data/toronto/reference/.gitkeep | 0 dbt/macros/.gitkeep | 0 dbt/models/intermediate/.gitkeep | 0 dbt/models/marts/.gitkeep | 0 dbt/models/staging/.gitkeep | 0 dbt/tests/.gitkeep | 0 docker-compose.yml | 22 ++ notebooks/.gitkeep | 0 portfolio_app/__init__.py | 3 + portfolio_app/assets/.gitkeep | 0 portfolio_app/components/.gitkeep | 0 portfolio_app/errors/__init__.py | 5 + portfolio_app/errors/exceptions.py | 17 ++ portfolio_app/figures/.gitkeep | 0 portfolio_app/pages/__init__.py | 1 + portfolio_app/pages/toronto/__init__.py | 1 + .../pages/toronto/callbacks/__init__.py | 1 + portfolio_app/toronto/__init__.py | 1 + portfolio_app/toronto/loaders/__init__.py | 1 + portfolio_app/toronto/models/__init__.py | 1 + portfolio_app/toronto/parsers/__init__.py | 1 + portfolio_app/toronto/schemas/__init__.py | 1 + pyproject.toml | 148 ++++++++++ scripts/db/.gitkeep | 0 scripts/db/init-postgis.sql | 8 + scripts/dbt/.gitkeep | 0 scripts/deploy/.gitkeep | 0 scripts/dev/.gitkeep | 0 scripts/docker/.gitkeep | 0 tests/__init__.py | 1 + tests/conftest.py | 9 + 38 files changed, 709 insertions(+), 1 deletion(-) create mode 100644 .env.example create mode 100644 .pre-commit-config.yaml create mode 100644 .python-version create mode 100644 CLAUDE.md create mode 100644 Makefile create mode 100644 data/toronto/raw/.gitkeep create mode 100644 data/toronto/reference/.gitkeep create mode 100644 dbt/macros/.gitkeep create mode 100644 dbt/models/intermediate/.gitkeep create mode 100644 dbt/models/marts/.gitkeep create mode 100644 dbt/models/staging/.gitkeep create mode 100644 dbt/tests/.gitkeep create mode 100644 docker-compose.yml create mode 100644 notebooks/.gitkeep create mode 100644 portfolio_app/__init__.py create mode 100644 portfolio_app/assets/.gitkeep create mode 100644 portfolio_app/components/.gitkeep create mode 100644 portfolio_app/errors/__init__.py create mode 100644 portfolio_app/errors/exceptions.py create mode 100644 portfolio_app/figures/.gitkeep create mode 100644 portfolio_app/pages/__init__.py create mode 100644 portfolio_app/pages/toronto/__init__.py create mode 100644 portfolio_app/pages/toronto/callbacks/__init__.py create mode 100644 portfolio_app/toronto/__init__.py create mode 100644 portfolio_app/toronto/loaders/__init__.py create mode 100644 portfolio_app/toronto/models/__init__.py create mode 100644 portfolio_app/toronto/parsers/__init__.py create mode 100644 portfolio_app/toronto/schemas/__init__.py create mode 100644 pyproject.toml create mode 100644 scripts/db/.gitkeep create mode 100644 scripts/db/init-postgis.sql create mode 100644 scripts/dbt/.gitkeep create mode 100644 scripts/deploy/.gitkeep create mode 100644 scripts/dev/.gitkeep create mode 100644 scripts/docker/.gitkeep create mode 100644 tests/__init__.py create mode 100644 tests/conftest.py diff --git a/.env.example b/.env.example new file mode 100644 index 0000000..07058e7 --- /dev/null +++ b/.env.example @@ -0,0 +1,15 @@ +# Database Configuration +DATABASE_URL=postgresql://portfolio:portfolio_dev@localhost:5432/portfolio +POSTGRES_USER=portfolio +POSTGRES_PASSWORD=portfolio_dev +POSTGRES_DB=portfolio + +# Application Settings +DASH_DEBUG=true +SECRET_KEY=change-me-in-production + +# Logging +LOG_LEVEL=INFO + +# Optional: dbt profile (defaults to profiles.yml) +# DBT_PROFILES_DIR=. diff --git a/.gitignore b/.gitignore index 36b13f1..ac744a1 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,28 @@ -# ---> Python +# ==================== +# Project-Specific +# ==================== + +# Processed data (generated, not source) +data/*/processed/ + +# Reports (generated) +reports/ + +# Backups +backups/ + +# Notebook exports +notebooks/*.html + +# dbt +dbt/target/ +dbt/dbt_packages/ +dbt/logs/ + +# ==================== +# Python +# ==================== + # Byte-compiled / optimized / DLL files __pycache__/ *.py[cod] diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..26ff8a1 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,32 @@ +repos: + - repo: https://github.com/pre-commit/pre-commit-hooks + rev: v4.5.0 + hooks: + - id: trailing-whitespace + - id: end-of-file-fixer + - id: check-yaml + - id: check-added-large-files + args: ['--maxkb=1000'] + - id: check-merge-conflict + + - repo: https://github.com/astral-sh/ruff-pre-commit + rev: v0.1.9 + hooks: + - id: ruff + args: [--fix, --exit-non-zero-on-fix] + - id: ruff-format + + - repo: https://github.com/pre-commit/mirrors-mypy + rev: v1.8.0 + hooks: + - id: mypy + additional_dependencies: + - pydantic>=2.0 + - pandas-stubs + - types-requests + args: [--ignore-missing-imports] + exclude: ^(tests/|dbt/) + +ci: + autofix_commit_msg: "style: auto-fix by pre-commit hooks" + autoupdate_commit_msg: "chore: update pre-commit hooks" diff --git a/.python-version b/.python-version new file mode 100644 index 0000000..2c07333 --- /dev/null +++ b/.python-version @@ -0,0 +1 @@ +3.11 diff --git a/CLAUDE.md b/CLAUDE.md new file mode 100644 index 0000000..3c59dfc --- /dev/null +++ b/CLAUDE.md @@ -0,0 +1,258 @@ +# CLAUDE.md + +Working context for Claude Code on the Analytics Portfolio project. + +--- + +## Project Status + +**Current Sprint**: 1 (Project Bootstrap) +**Phase**: 1 - Toronto Housing Dashboard +**Branch**: `development` (feature branches merge here) + +--- + +## Quick Reference + +### Run Commands + +```bash +make setup # Install deps, create .env, init pre-commit +make docker-up # Start PostgreSQL + PostGIS +make docker-down # Stop containers +make db-init # Initialize database schema +make run # Start Dash dev server +make test # Run pytest +make lint # Run ruff linter +make format # Run ruff formatter +make ci # Run all checks +``` + +### Branch Workflow + +1. Create feature branch FROM `development`: `git checkout -b feature/{sprint}-{description}` +2. Work and commit on feature branch +3. Merge INTO `development` when complete +4. `development` -> `staging` -> `main` for releases + +--- + +## Code Conventions + +### Import Style + +| Context | Style | Example | +|---------|-------|---------| +| Same directory | Single dot | `from .trreb import TRREBParser` | +| Sibling directory | Double dot | `from ..schemas.trreb import TRREBRecord` | +| External packages | Absolute | `import pandas as pd` | + +### Module Responsibilities + +| Directory | Contains | Purpose | +|-----------|----------|---------| +| `schemas/` | Pydantic models | Data validation | +| `models/` | SQLAlchemy ORM | Database persistence | +| `parsers/` | PDF/CSV extraction | Raw data ingestion | +| `loaders/` | Database operations | Data loading | +| `figures/` | Chart factories | Plotly figure generation | +| `callbacks/` | Dash callbacks | In `pages/{dashboard}/callbacks/` | +| `errors/` | Exceptions + handlers | Error handling | + +### Type Hints + +Use Python 3.10+ style: +```python +def process(items: list[str], config: dict[str, int] | None = None) -> bool: + ... +``` + +### Error Handling + +```python +# errors/exceptions.py +class PortfolioError(Exception): + """Base exception.""" + +class ParseError(PortfolioError): + """PDF/CSV parsing failed.""" + +class ValidationError(PortfolioError): + """Pydantic or business rule validation failed.""" + +class LoadError(PortfolioError): + """Database load operation failed.""" +``` + +### Code Standards + +- Single responsibility functions with verb naming +- Early returns over deep nesting +- Google-style docstrings only for non-obvious behavior +- Module-level constants for magic values +- Pydantic BaseSettings for runtime config + +--- + +## Application Structure + +``` +portfolio_app/ +├── app.py # Dash app factory with Pages routing +├── config.py # Pydantic BaseSettings +├── assets/ # CSS, images (auto-served) +├── pages/ +│ ├── home.py # Bio landing page -> / +│ └── toronto/ +│ ├── dashboard.py # Layout only -> /toronto +│ └── callbacks/ # Interaction logic +├── components/ # Shared UI (navbar, footer, cards) +├── figures/ # Shared chart factories +├── toronto/ # Toronto data logic +│ ├── parsers/ +│ ├── loaders/ +│ ├── schemas/ # Pydantic +│ └── models/ # SQLAlchemy +└── errors/ +``` + +### URL Routing + +| URL | Page | Sprint | +|-----|------|--------| +| `/` | Bio landing page | 2 | +| `/toronto` | Toronto Housing Dashboard | 6 | + +--- + +## Tech Stack (Locked) + +| Layer | Technology | Version | +|-------|------------|---------| +| Database | PostgreSQL + PostGIS | 16.x | +| Validation | Pydantic | >=2.0 | +| ORM | SQLAlchemy | >=2.0 (2.0-style API only) | +| Transformation | dbt-postgres | >=1.7 | +| Data Processing | Pandas | >=2.1 | +| Geospatial | GeoPandas + Shapely | >=0.14 | +| Visualization | Dash + Plotly | >=2.14 | +| UI Components | dash-mantine-components | Latest stable | +| Testing | pytest | >=7.0 | +| Python | 3.11+ | Via pyenv | + +**Notes**: +- SQLAlchemy 2.0 + Pydantic 2.0 only (never mix 1.x APIs) +- PostGIS extension required in database +- Docker Compose V2 format (no `version` field) + +--- + +## Data Model Overview + +### Geographic Reality (Toronto Housing) + +``` +TRREB Districts (~35) - Purchase data (W01, C01, E01...) +CMHC Zones (~20) - Rental data (Census Tract aligned) +City Neighbourhoods (158) - Enrichment/overlay only +``` + +**Critical**: These geographies do NOT align. Display as separate layers—do not force crosswalks. + +### Star Schema + +| Table | Type | Keys | +|-------|------|------| +| `fact_purchases` | Fact | -> dim_time, dim_trreb_district | +| `fact_rentals` | Fact | -> dim_time, dim_cmhc_zone | +| `dim_time` | Dimension | date_key (PK) | +| `dim_trreb_district` | Dimension | district_key (PK), geometry | +| `dim_cmhc_zone` | Dimension | zone_key (PK), geometry | +| `dim_neighbourhood` | Dimension | neighbourhood_id (PK), geometry | +| `dim_policy_event` | Dimension | event_id (PK) | + +**V1 Rule**: `dim_neighbourhood` has NO FK to fact tables—reference overlay only. + +### dbt Layers + +| Layer | Naming | Purpose | +|-------|--------|---------| +| Staging | `stg_{source}__{entity}` | 1:1 source, cleaned, typed | +| Intermediate | `int_{domain}__{transform}` | Business logic | +| Marts | `mart_{domain}` | Final analytical tables | + +--- + +## DO NOT BUILD (Phase 1) + +**Stop and flag if a task seems to require these**: + +| Feature | Reason | +|---------|--------| +| `bridge_district_neighbourhood` table | Area-weighted aggregation is Phase 4 | +| Crime data integration | Deferred to Phase 4 | +| Historical boundary reconciliation (140->158) | 2021+ data only for V1 | +| ML prediction models | Energy project scope (Phase 3) | +| Multi-project shared infrastructure | Build first, abstract second (Phase 2) | + +--- + +## Sprint 1 Deliverables + +| Category | Tasks | +|----------|-------| +| **Bootstrap** | Git init, pyproject.toml, .env.example, Makefile, CLAUDE.md | +| **Infrastructure** | Docker Compose (PostgreSQL + PostGIS), scripts/ directory | +| **App Foundation** | portfolio_app/ structure, config.py, error handling | +| **Tests** | tests/ directory, conftest.py, pytest config | +| **Data Acquisition** | Download TRREB PDFs, START boundary digitization (HUMAN task) | + +### Human Tasks (Cannot Automate) + +| Task | Tool | Effort | +|------|------|--------| +| Digitize TRREB district boundaries | QGIS | 3-4 hours | +| Research policy events (10-20) | Manual | 2-3 hours | +| Replace social link placeholders | Manual | 5 minutes | + +--- + +## Environment Variables + +Required in `.env`: + +```bash +DATABASE_URL=postgresql://user:pass@localhost:5432/portfolio +POSTGRES_USER=portfolio +POSTGRES_PASSWORD= +POSTGRES_DB=portfolio +DASH_DEBUG=true +SECRET_KEY= +LOG_LEVEL=INFO +``` + +--- + +## Script Standards + +All scripts in `scripts/`: +- Include usage comments at top +- Idempotent where possible +- Exit codes: 0 = success, 1 = error +- Use `set -euo pipefail` for bash +- Log to stdout, errors to stderr + +--- + +## Reference Documents + +| Document | Location | Use When | +|----------|----------|----------| +| Full specification | `docs/PROJECT_REFERENCE.md` | Architecture decisions | +| Data schemas | `docs/toronto_housing_spec.md` | Parser/model tasks | +| WBS details | `docs/wbs.md` | Sprint planning | +| Bio content | `docs/bio_content.md` | Building home.py | + +--- + +*Last Updated: Sprint 1* diff --git a/Makefile b/Makefile new file mode 100644 index 0000000..ddadfdf --- /dev/null +++ b/Makefile @@ -0,0 +1,157 @@ +.PHONY: setup docker-up docker-down db-init run test dbt-run dbt-test lint format ci deploy clean help + +# Default target +.DEFAULT_GOAL := help + +# Environment +PYTHON := python3 +PIP := pip +DOCKER_COMPOSE := docker compose + +# Colors for output +BLUE := \033[0;34m +GREEN := \033[0;32m +YELLOW := \033[0;33m +NC := \033[0m + +help: ## Show this help message + @echo "Usage: make [target]" + @echo "" + @echo "Targets:" + @grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | sort | awk 'BEGIN {FS = ":.*?## "}; {printf " $(BLUE)%-15s$(NC) %s\n", $$1, $$2}' + +# ============================================================================= +# Setup +# ============================================================================= + +setup: ## Install dependencies, create .env, init pre-commit + @echo "$(GREEN)Installing dependencies...$(NC)" + $(PIP) install -e ".[dev,dbt]" + @echo "$(GREEN)Setting up environment...$(NC)" + @if [ ! -f .env ]; then cp .env.example .env; echo "$(YELLOW)Created .env from .env.example - please update values$(NC)"; fi + @echo "$(GREEN)Installing pre-commit hooks...$(NC)" + pre-commit install + @echo "$(GREEN)Setup complete!$(NC)" + +# ============================================================================= +# Docker +# ============================================================================= + +docker-up: ## Start PostgreSQL + PostGIS containers + @echo "$(GREEN)Starting database containers...$(NC)" + $(DOCKER_COMPOSE) up -d + @echo "$(GREEN)Waiting for database to be ready...$(NC)" + @sleep 3 + @echo "$(GREEN)Database containers started!$(NC)" + +docker-down: ## Stop containers + @echo "$(YELLOW)Stopping containers...$(NC)" + $(DOCKER_COMPOSE) down + +docker-logs: ## View container logs + $(DOCKER_COMPOSE) logs -f + +# ============================================================================= +# Database +# ============================================================================= + +db-init: ## Initialize database schema + @echo "$(GREEN)Initializing database schema...$(NC)" + @if [ -f scripts/db/init.sh ]; then \ + bash scripts/db/init.sh; \ + else \ + echo "$(YELLOW)scripts/db/init.sh not found - skipping$(NC)"; \ + fi + +db-reset: ## Drop and recreate database (DESTRUCTIVE) + @echo "$(YELLOW)WARNING: This will delete all data!$(NC)" + @read -p "Are you sure? [y/N] " confirm && [ "$$confirm" = "y" ] || exit 1 + $(DOCKER_COMPOSE) down -v + $(DOCKER_COMPOSE) up -d + @sleep 3 + $(MAKE) db-init + +# ============================================================================= +# Application +# ============================================================================= + +run: ## Start Dash development server + @echo "$(GREEN)Starting Dash server...$(NC)" + $(PYTHON) -m portfolio_app.app + +# ============================================================================= +# Testing +# ============================================================================= + +test: ## Run pytest + @echo "$(GREEN)Running tests...$(NC)" + pytest + +test-cov: ## Run pytest with coverage + @echo "$(GREEN)Running tests with coverage...$(NC)" + pytest --cov=portfolio_app --cov-report=html --cov-report=term + +# ============================================================================= +# dbt +# ============================================================================= + +dbt-run: ## Run dbt models + @echo "$(GREEN)Running dbt models...$(NC)" + cd dbt && dbt run + +dbt-test: ## Run dbt tests + @echo "$(GREEN)Running dbt tests...$(NC)" + cd dbt && dbt test + +dbt-docs: ## Generate dbt documentation + @echo "$(GREEN)Generating dbt docs...$(NC)" + cd dbt && dbt docs generate && dbt docs serve + +# ============================================================================= +# Code Quality +# ============================================================================= + +lint: ## Run ruff linter + @echo "$(GREEN)Running linter...$(NC)" + ruff check . + +format: ## Run ruff formatter + @echo "$(GREEN)Formatting code...$(NC)" + ruff format . + ruff check --fix . + +typecheck: ## Run mypy type checker + @echo "$(GREEN)Running type checker...$(NC)" + mypy portfolio_app + +ci: ## Run all checks (lint, typecheck, test) + @echo "$(GREEN)Running CI checks...$(NC)" + $(MAKE) lint + $(MAKE) typecheck + $(MAKE) test + @echo "$(GREEN)All checks passed!$(NC)" + +# ============================================================================= +# Deployment +# ============================================================================= + +deploy: ## Deploy to production + @echo "$(YELLOW)Deployment not yet configured$(NC)" + @echo "TODO: Add deployment script" + +# ============================================================================= +# Cleanup +# ============================================================================= + +clean: ## Remove build artifacts and caches + @echo "$(YELLOW)Cleaning up...$(NC)" + rm -rf build/ + rm -rf dist/ + rm -rf *.egg-info/ + rm -rf .pytest_cache/ + rm -rf .ruff_cache/ + rm -rf .mypy_cache/ + rm -rf htmlcov/ + rm -rf .coverage + find . -type d -name "__pycache__" -exec rm -rf {} + 2>/dev/null || true + @echo "$(GREEN)Clean complete!$(NC)" diff --git a/data/toronto/raw/.gitkeep b/data/toronto/raw/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/data/toronto/reference/.gitkeep b/data/toronto/reference/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/dbt/macros/.gitkeep b/dbt/macros/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/dbt/models/intermediate/.gitkeep b/dbt/models/intermediate/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/dbt/models/marts/.gitkeep b/dbt/models/marts/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/dbt/models/staging/.gitkeep b/dbt/models/staging/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/dbt/tests/.gitkeep b/dbt/tests/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/docker-compose.yml b/docker-compose.yml new file mode 100644 index 0000000..5d04bca --- /dev/null +++ b/docker-compose.yml @@ -0,0 +1,22 @@ +services: + db: + image: postgis/postgis:16-3.4 + container_name: portfolio-db + restart: unless-stopped + ports: + - "5432:5432" + environment: + POSTGRES_USER: ${POSTGRES_USER:-portfolio} + POSTGRES_PASSWORD: ${POSTGRES_PASSWORD:-portfolio_dev} + POSTGRES_DB: ${POSTGRES_DB:-portfolio} + volumes: + - postgres_data:/var/lib/postgresql/data + - ./scripts/db/init-postgis.sql:/docker-entrypoint-initdb.d/init-postgis.sql:ro + healthcheck: + test: ["CMD-SHELL", "pg_isready -U ${POSTGRES_USER:-portfolio} -d ${POSTGRES_DB:-portfolio}"] + interval: 10s + timeout: 5s + retries: 5 + +volumes: + postgres_data: diff --git a/notebooks/.gitkeep b/notebooks/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/portfolio_app/__init__.py b/portfolio_app/__init__.py new file mode 100644 index 0000000..a530568 --- /dev/null +++ b/portfolio_app/__init__.py @@ -0,0 +1,3 @@ +"""Analytics Portfolio Application.""" + +__version__ = "0.1.0" diff --git a/portfolio_app/assets/.gitkeep b/portfolio_app/assets/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/portfolio_app/components/.gitkeep b/portfolio_app/components/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/portfolio_app/errors/__init__.py b/portfolio_app/errors/__init__.py new file mode 100644 index 0000000..0de13c8 --- /dev/null +++ b/portfolio_app/errors/__init__.py @@ -0,0 +1,5 @@ +"""Error handling for the portfolio application.""" + +from .exceptions import LoadError, ParseError, PortfolioError, ValidationError + +__all__ = ["PortfolioError", "ParseError", "ValidationError", "LoadError"] diff --git a/portfolio_app/errors/exceptions.py b/portfolio_app/errors/exceptions.py new file mode 100644 index 0000000..ffae689 --- /dev/null +++ b/portfolio_app/errors/exceptions.py @@ -0,0 +1,17 @@ +"""Custom exceptions for the portfolio application.""" + + +class PortfolioError(Exception): + """Base exception for all portfolio errors.""" + + +class ParseError(PortfolioError): + """PDF/CSV parsing failed.""" + + +class ValidationError(PortfolioError): + """Pydantic or business rule validation failed.""" + + +class LoadError(PortfolioError): + """Database load operation failed.""" diff --git a/portfolio_app/figures/.gitkeep b/portfolio_app/figures/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/portfolio_app/pages/__init__.py b/portfolio_app/pages/__init__.py new file mode 100644 index 0000000..fb3e412 --- /dev/null +++ b/portfolio_app/pages/__init__.py @@ -0,0 +1 @@ +"""Dash pages.""" diff --git a/portfolio_app/pages/toronto/__init__.py b/portfolio_app/pages/toronto/__init__.py new file mode 100644 index 0000000..03a318b --- /dev/null +++ b/portfolio_app/pages/toronto/__init__.py @@ -0,0 +1 @@ +"""Toronto Housing Dashboard page.""" diff --git a/portfolio_app/pages/toronto/callbacks/__init__.py b/portfolio_app/pages/toronto/callbacks/__init__.py new file mode 100644 index 0000000..8fdb4fe --- /dev/null +++ b/portfolio_app/pages/toronto/callbacks/__init__.py @@ -0,0 +1 @@ +"""Toronto dashboard callbacks.""" diff --git a/portfolio_app/toronto/__init__.py b/portfolio_app/toronto/__init__.py new file mode 100644 index 0000000..b28b8ac --- /dev/null +++ b/portfolio_app/toronto/__init__.py @@ -0,0 +1 @@ +"""Toronto housing data logic.""" diff --git a/portfolio_app/toronto/loaders/__init__.py b/portfolio_app/toronto/loaders/__init__.py new file mode 100644 index 0000000..b55ea0b --- /dev/null +++ b/portfolio_app/toronto/loaders/__init__.py @@ -0,0 +1 @@ +"""Database loaders for Toronto housing data.""" diff --git a/portfolio_app/toronto/models/__init__.py b/portfolio_app/toronto/models/__init__.py new file mode 100644 index 0000000..65e6290 --- /dev/null +++ b/portfolio_app/toronto/models/__init__.py @@ -0,0 +1 @@ +"""SQLAlchemy models for Toronto housing data.""" diff --git a/portfolio_app/toronto/parsers/__init__.py b/portfolio_app/toronto/parsers/__init__.py new file mode 100644 index 0000000..add9fab --- /dev/null +++ b/portfolio_app/toronto/parsers/__init__.py @@ -0,0 +1 @@ +"""Data parsers for Toronto housing data sources.""" diff --git a/portfolio_app/toronto/schemas/__init__.py b/portfolio_app/toronto/schemas/__init__.py new file mode 100644 index 0000000..5c60cc7 --- /dev/null +++ b/portfolio_app/toronto/schemas/__init__.py @@ -0,0 +1 @@ +"""Pydantic schemas for Toronto housing data validation.""" diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..8534e89 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,148 @@ +[build-system] +requires = ["setuptools>=61.0", "wheel"] +build-backend = "setuptools.build_meta" + +[project] +name = "portfolio" +version = "0.1.0" +description = "Analytics Portfolio - Data engineering and visualization showcase" +readme = "README.md" +license = {text = "MIT"} +requires-python = ">=3.11" +authors = [ + {name = "Leo Miranda"} +] +classifiers = [ + "Development Status :: 3 - Alpha", + "Intended Audience :: Developers", + "License :: OSI Approved :: MIT License", + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", +] +dependencies = [ + # Database + "sqlalchemy>=2.0", + "psycopg2-binary>=2.9", + "geoalchemy2>=0.14", + + # Validation + "pydantic>=2.0", + "pydantic-settings>=2.0", + + # Data Processing + "pandas>=2.1", + "geopandas>=0.14", + "shapely>=2.0", + + # Visualization + "dash>=2.14", + "plotly>=5.18", + "dash-mantine-components>=0.14", + + # PDF Parsing + "pdfplumber>=0.10", + "tabula-py>=2.9", + + # Utilities + "python-dotenv>=1.0", + "httpx>=0.25", +] + +[project.optional-dependencies] +dev = [ + # Testing + "pytest>=7.0", + "pytest-cov>=4.0", + "pytest-asyncio>=0.21", + + # Linting & Formatting + "ruff>=0.1", + "mypy>=1.7", + + # Pre-commit + "pre-commit>=3.5", + + # Type stubs + "pandas-stubs", + "types-requests", +] +dbt = [ + "dbt-postgres>=1.7", +] + +[project.scripts] +portfolio = "portfolio_app.app:main" + +[tool.setuptools.packages.find] +where = ["."] +include = ["portfolio_app*"] + +[tool.pytest.ini_options] +testpaths = ["tests"] +python_files = ["test_*.py"] +python_functions = ["test_*"] +addopts = [ + "-v", + "--tb=short", + "--strict-markers", +] +markers = [ + "slow: marks tests as slow (deselect with '-m \"not slow\"')", + "integration: marks tests as integration tests", +] + +[tool.ruff] +target-version = "py311" +line-length = 88 +exclude = [ + ".git", + ".venv", + "__pycache__", + "build", + "dist", + ".ruff_cache", + "dbt/target", +] + +[tool.ruff.lint] +select = [ + "E", # pycodestyle errors + "W", # pycodestyle warnings + "F", # pyflakes + "I", # isort + "B", # flake8-bugbear + "C4", # flake8-comprehensions + "UP", # pyupgrade + "SIM", # flake8-simplify +] +ignore = [ + "E501", # line too long (handled by formatter) +] + +[tool.ruff.lint.isort] +known-first-party = ["portfolio_app"] + +[tool.ruff.format] +quote-style = "double" +indent-style = "space" +skip-magic-trailing-comma = false + +[tool.mypy] +python_version = "3.11" +strict = true +warn_return_any = true +warn_unused_ignores = true +disallow_untyped_defs = true +plugins = ["pydantic.mypy"] + +[[tool.mypy.overrides]] +module = [ + "dash.*", + "plotly.*", + "geopandas.*", + "shapely.*", + "pdfplumber.*", + "tabula.*", +] +ignore_missing_imports = true diff --git a/scripts/db/.gitkeep b/scripts/db/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/scripts/db/init-postgis.sql b/scripts/db/init-postgis.sql new file mode 100644 index 0000000..141d754 --- /dev/null +++ b/scripts/db/init-postgis.sql @@ -0,0 +1,8 @@ +-- Initialize PostGIS extension +-- This script runs automatically on first container start + +-- Enable PostGIS extension +CREATE EXTENSION IF NOT EXISTS postgis; + +-- Verify installation +SELECT PostGIS_Version(); diff --git a/scripts/dbt/.gitkeep b/scripts/dbt/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/scripts/deploy/.gitkeep b/scripts/deploy/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/scripts/dev/.gitkeep b/scripts/dev/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/scripts/docker/.gitkeep b/scripts/docker/.gitkeep new file mode 100644 index 0000000..e69de29 diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 0000000..e8673c5 --- /dev/null +++ b/tests/__init__.py @@ -0,0 +1 @@ +"""Test suite for analytics portfolio.""" diff --git a/tests/conftest.py b/tests/conftest.py new file mode 100644 index 0000000..717d081 --- /dev/null +++ b/tests/conftest.py @@ -0,0 +1,9 @@ +"""Pytest configuration and fixtures.""" + +import pytest + + +@pytest.fixture +def sample_fixture(): + """Example fixture - replace with actual fixtures as needed.""" + return {} -- 2.49.1 From ff58e0a3eaa7a4aafd7dd6497bc5723f73fb32cf Mon Sep 17 00:00:00 2001 From: Leo Miranda Date: Sun, 11 Jan 2026 19:01:43 +0000 Subject: [PATCH 03/58] Upload files to "docs" --- docs/toronto_housing_dashboard_spec_v5.md | 809 ++++++++++++++++++++++ docs/wbs_sprint_plan_v4.md | 794 +++++++++++++++++++++ 2 files changed, 1603 insertions(+) create mode 100644 docs/toronto_housing_dashboard_spec_v5.md create mode 100644 docs/wbs_sprint_plan_v4.md diff --git a/docs/toronto_housing_dashboard_spec_v5.md b/docs/toronto_housing_dashboard_spec_v5.md new file mode 100644 index 0000000..56fc90c --- /dev/null +++ b/docs/toronto_housing_dashboard_spec_v5.md @@ -0,0 +1,809 @@ +# Toronto Housing Price Dashboard +## Portfolio Project — Data Specification & Architecture + +**Version**: 5.1 +**Last Updated**: January 2026 +**Status**: Specification Complete + +--- + +## Document Context + +| Attribute | Value | +|-----------|-------| +| **Parent Document** | `portfolio_project_plan_v5.md` | +| **Role** | Detailed specification for Toronto Housing Dashboard | +| **Scope** | Data schemas, source URLs, geographic boundaries, V1/V2 decisions | + +**Rule**: For overall project scope, phasing, tech stack, and deployment architecture, see `portfolio_project_plan_v5.md`. This document provides implementation-level detail for the Toronto Housing project specifically. + +**Terminology Note**: This document uses **Stages 1–4** to describe Toronto Housing implementation steps. These are distinct from the **Phases 1–5** in `portfolio_project_plan_v5.md`, which describe the overall portfolio project lifecycle. + +--- + +## Project Overview + +A dashboard analyzing housing price variations across Toronto neighbourhoods over time, with dual analysis tracks: + +| Track | Data Domain | Primary Source | Geographic Unit | +|-------|-------------|----------------|-----------------| +| **Purchases** | Sales transactions | TRREB Monthly Reports | ~35 Districts | +| **Rentals** | Rental market stats | CMHC Rental Market Survey | ~20 Zones | + +**Core Visualization**: Interactive choropleth map of Toronto with toggle between rental/purchase analysis, time-series exploration by month/year. + +**Enrichment Layer** (V1: overlay only): Neighbourhood-level demographic and socioeconomic context including population density, education attainment, and income. Crime data deferred to Phase 4 of the portfolio project (post-Energy project). + +**Tech Stack & Deployment**: See `portfolio_project_plan_v5.md` → Tech Stack, Deployment Architecture + +--- + +## Geographic Layers + +### Layer Architecture + +``` +┌─────────────────────────────────────────────────────────────────┐ +│ City of Toronto Official Neighbourhoods (158) │ ← Reference overlay + Enrichment data +├─────────────────────────────────────────────────────────────────┤ +│ TRREB Districts (~35) — W01, C01, E01, etc. │ ← Purchase data +├─────────────────────────────────────────────────────────────────┤ +│ CMHC Survey Zones (~20) — Census Tract aligned │ ← Rental data +└─────────────────────────────────────────────────────────────────┘ +``` + +### Boundary Files + +| Layer | Zones | Format | Source | Status | +|-------|-------|--------|--------|--------| +| **City Neighbourhoods** | 158 | GeoJSON, Shapefile | [GitHub - jasonicarter/toronto-geojson](https://github.com/jasonicarter/toronto-geojson) | ✅ Ready to use | +| **TRREB Districts** | ~35 | PDF only | [TRREB Toronto Map PDF](https://webapp.proptx.ca/trrebdata/common/maps/Toronto.pdf) | ⚠ Requires manual digitization | +| **CMHC Zones** | ~20 | R package | R `cmhc` package via `get_cmhc_geography()` | ✅ Available (see note) | + +### Digitization Task: TRREB Districts + +**Input**: TRREB Toronto PDF map +**Output**: GeoJSON with district codes (W01-W10, C01-C15, E01-E11) +**Tool**: QGIS + +**Process**: +1. Import PDF as raster layer in QGIS +2. Create vector layer with polygon features +3. Trace district boundaries +4. Add attributes: `district_code`, `district_name`, `area_type` (West/Central/East) +5. Export as GeoJSON (WGS84 / EPSG:4326) + +### CMHC Zone Boundaries + +**Source**: The R `cmhc` package provides CMHC survey geography via the `get_cmhc_geography()` function. + +**Extraction Process**: +```r +# In R +library(cmhc) +library(sf) + +# Get Toronto CMA zones +toronto_zones <- get_cmhc_geography( +geography_type = "ZONE", +cma = "Toronto" +) + +# Export to GeoJSON for Python/PostGIS +st_write(toronto_zones, "cmhc_zones.geojson", driver = "GeoJSON") +``` + +**Output**: `data/toronto/raw/geo/cmhc_zones.geojson` + +**Why R?**: CMHC zone boundaries are not published as standalone files. The `cmhc` R package is the only reliable programmatic source. One-time extraction, then use GeoJSON in Python stack. + +### ⚠ Neighbourhood Boundary Change (140 → 158) + +The City of Toronto updated from 140 to 158 social planning neighbourhoods in **April 2021**. This affects data alignment: + +| Data Source | Pre-2021 | Post-2021 | Handling | +|-------------|----------|-----------|----------| +| Census (2016 and earlier) | 140 neighbourhoods | N/A | Use 140-model files | +| Census (2021+) | N/A | 158 neighbourhoods | Use 158-model files | + +**V1 Strategy**: Use 2021 Census on 158 boundaries only. Defer historical trend analysis to portfolio Phase 4. + +--- + +## Data Source #1: TRREB Monthly Market Reports + +### Source Details + +| Attribute | Value | +|-----------|-------| +| **Provider** | Toronto Regional Real Estate Board | +| **URL** | [TRREB Market Watch](https://trreb.ca/index.php/market-news/market-watch) | +| **Format** | PDF (monthly reports) | +| **Update Frequency** | Monthly | +| **Historical Availability** | 2007–Present | +| **Access** | Public (aggregate data in PDFs) | +| **Extraction Method** | PDF parsing (`pdfplumber` or `camelot-py`) | + +### Available Tables + +#### Table: `trreb_monthly_summary` +**Location in PDF**: Pages 3-4 (Summary by Area) + +| Column | Data Type | Description | +|--------|-----------|-------------| +| `report_date` | DATE | First of month (YYYY-MM-01) | +| `area_code` | VARCHAR(3) | District code (W01, C01, E01, etc.) | +| `area_name` | VARCHAR(100) | District name | +| `area_type` | VARCHAR(10) | West / Central / East / North | +| `sales` | INTEGER | Number of transactions | +| `dollar_volume` | DECIMAL | Total sales volume ($) | +| `avg_price` | DECIMAL | Average sale price ($) | +| `median_price` | DECIMAL | Median sale price ($) | +| `new_listings` | INTEGER | New listings count | +| `active_listings` | INTEGER | Active listings at month end | +| `avg_sp_lp` | DECIMAL | Avg sale price / list price ratio (%) | +| `avg_dom` | INTEGER | Average days on market | + +### Dimensions + +| Dimension | Granularity | Values | +|-----------|-------------|--------| +| **Time** | Monthly | 2007-01 to present | +| **Geography** | District | ~35 TRREB districts | +| **Property Type** | Aggregate | All residential (no breakdown in summary) | + +### Metrics Available + +| Metric | Aggregation | Use Case | +|--------|-------------|----------| +| `avg_price` | Pre-calculated monthly avg | Primary price indicator | +| `median_price` | Pre-calculated monthly median | Robust price indicator | +| `sales` | Count | Market activity volume | +| `avg_dom` | Average | Market velocity | +| `avg_sp_lp` | Ratio | Buyer/seller market indicator | +| `new_listings` | Count | Supply indicator | +| `active_listings` | Snapshot | Inventory level | + +### ⚠ Limitations + +- No transaction-level data (aggregates only) +- Property type breakdown requires parsing additional tables +- PDF structure may vary slightly across years +- District boundaries haven't changed since 2011 + +--- + +## Data Source #2: CMHC Rental Market Survey + +### Source Details + +| Attribute | Value | +|-----------|-------| +| **Provider** | Canada Mortgage and Housing Corporation | +| **URL** | [CMHC Housing Market Information Portal](https://www03.cmhc-schl.gc.ca/hmip-pimh/) | +| **Format** | CSV export, API | +| **Update Frequency** | Annual (October survey) | +| **Historical Availability** | 1990–Present | +| **Access** | Public, free registration for bulk downloads | +| **Geographic Levels** | CMA → Zone → Neighbourhood → Census Tract | + +### Available Tables + +#### Table: `cmhc_rental_summary` +**Portal Path**: Toronto → Primary Rental Market → Summary Statistics + +| Column | Data Type | Description | +|--------|-----------|-------------| +| `survey_year` | INTEGER | Survey year (October) | +| `zone_code` | VARCHAR(10) | CMHC zone identifier | +| `zone_name` | VARCHAR(100) | Zone name | +| `bedroom_type` | VARCHAR(20) | Bachelor / 1-Bed / 2-Bed / 3-Bed+ / Total | +| `universe` | INTEGER | Total rental units in zone | +| `vacancy_rate` | DECIMAL | Vacancy rate (%) | +| `vacancy_rate_reliability` | VARCHAR(1) | Reliability code (a/b/c/d) | +| `availability_rate` | DECIMAL | Availability rate (%) | +| `average_rent` | DECIMAL | Average monthly rent ($) | +| `average_rent_reliability` | VARCHAR(1) | Reliability code | +| `median_rent` | DECIMAL | Median monthly rent ($) | +| `rent_change_pct` | DECIMAL | YoY rent change (%) | +| `turnover_rate` | DECIMAL | Unit turnover rate (%) | + +### Dimensions + +| Dimension | Granularity | Values | +|-----------|-------------|--------| +| **Time** | Annual | 1990 to present (October snapshot) | +| **Geography** | Zone | ~20 CMHC zones in Toronto CMA | +| **Bedroom Type** | Category | Bachelor, 1-Bed, 2-Bed, 3-Bed+, Total | +| **Structure Type** | Category | Row, Apartment (available in detailed tables) | + +### Metrics Available + +| Metric | Aggregation | Use Case | +|--------|-------------|----------| +| `average_rent` | Pre-calculated avg | Primary rent indicator | +| `median_rent` | Pre-calculated median | Robust rent indicator | +| `vacancy_rate` | Percentage | Market tightness | +| `availability_rate` | Percentage | Supply accessibility | +| `turnover_rate` | Percentage | Tenant mobility | +| `rent_change_pct` | YoY % | Rent growth tracking | +| `universe` | Count | Market size | + +### Reliability Codes + +| Code | Meaning | Coefficient of Variation | +|------|---------|-------------------------| +| `a` | Excellent | CV ≤ 2.5% | +| `b` | Good | 2.5% < CV ≤ 5% | +| `c` | Fair | 5% < CV ≤ 10% | +| `d` | Poor (use with caution) | CV > 10% | +| `**` | Data suppressed | Sample too small | + +### ⚠ Limitations + +- Annual only (no monthly granularity) +- October snapshot (point-in-time) +- Zones are larger than TRREB districts +- Purpose-built rental only (excludes condo rentals in base survey) + +--- + +## Data Source #3: City of Toronto Open Data + +### Source Details + +| Attribute | Value | +|-----------|-------| +| **Provider** | City of Toronto | +| **URL** | [Toronto Open Data Portal](https://open.toronto.ca/) | +| **Format** | GeoJSON, Shapefile, CSV | +| **Use Case** | Reference layer, demographic enrichment | + +### Relevant Datasets + +#### Dataset: `neighbourhoods` + +| Column | Data Type | Description | +|--------|-----------|-------------| +| `area_id` | INTEGER | Neighbourhood ID (1-158) | +| `area_name` | VARCHAR(100) | Official neighbourhood name | +| `geometry` | POLYGON | Boundary geometry | + +#### Dataset: `neighbourhood_profiles` (Census-linked) + +| Column | Data Type | Description | +|--------|-----------|-------------| +| `neighbourhood_id` | INTEGER | Links to neighbourhoods | +| `population` | INTEGER | Total population | +| `avg_household_income` | DECIMAL | Average household income | +| `dwelling_count` | INTEGER | Total dwellings | +| `owner_pct` | DECIMAL | % owner-occupied | +| `renter_pct` | DECIMAL | % renter-occupied | + +### Enrichment Potential + +Can overlay demographic context on housing data: +- Income brackets by neighbourhood +- Ownership vs rental ratios +- Population density +- Dwelling type distribution + +--- + +## Data Source #4: Enrichment Data (Density, Education) + +### Purpose + +Provide socioeconomic context to housing price analysis. Enables questions like: +- Do neighbourhoods with higher education attainment have higher prices? +- How does population density correlate with price per square foot? + +### Geographic Alignment Reality + +**Critical constraint**: Enrichment data is available at the **158-neighbourhood** level, while core housing data sits at **TRREB districts (~35)** and **CMHC zones (~20)**. These do not align cleanly. + +``` +158 Neighbourhoods (fine) → Enrichment data lives here +(no clean crosswalk) +~35 TRREB Districts (coarse) → Purchase data lives here +~20 CMHC Zones (coarse) → Rental data lives here +``` + +### Available Enrichment Datasets + +#### Dataset: Neighbourhood Profiles (Census) + +| Attribute | Value | +|-----------|-------| +| **Provider** | City of Toronto (via Statistics Canada Census) | +| **URL** | [Toronto Open Data - Neighbourhood Profiles](https://open.toronto.ca/dataset/neighbourhood-profiles/) | +| **Format** | CSV, JSON, XML, XLSX | +| **Update Frequency** | Every 5 years (Census cycle) | +| **Available Years** | 2001, 2006, 2011, 2016, 2021 | +| **Geographic Unit** | 158 neighbourhoods (140 pre-2021) | + +**Key Variables**: + +| Variable | Description | Use Case | +|----------|-------------|----------| +| `population` | Total population | Density calculation | +| `land_area_sqkm` | Area in square kilometers | Density calculation | +| `pop_density_per_sqkm` | Population per km | Density metric | +| `pct_bachelors_or_higher` | % age 25-64 with bachelor's+ | Education proxy | +| `median_household_income` | Median total household income | Income metric | +| `avg_household_income` | Average total household income | Income metric | +| `pct_owner_occupied` | % owner-occupied dwellings | Tenure split | +| `pct_renter_occupied` | % renter-occupied dwellings | Tenure split | + +**Download URL (2021, 158 neighbourhoods)**: +``` +https://ckan0.cf.opendata.inter.prod-toronto.ca/dataset/6e19a90f-971c-46b3-852c-0c48c436d1fc/resource/19d4a806-7385-4889-acf2-256f1e079060/download/nbhd_2021_census_profile_full_158model.xlsx +``` + +### Crime Data — Deferred to Portfolio Phase 4 + +Crime data (TPS Neighbourhood Crime Rates) is **not included in V1 scope**. It will be added in portfolio Phase 4 after the Energy Pricing project is complete. + +**Rationale**: +- Crime data is socially/politically sensitive and requires careful methodology documentation +- V1 focuses on core housing metrics and policy events +- Deferral reduces scope creep risk + +**Future Reference** (Portfolio Phase 4): +- Source: [TPS Public Safety Data Portal](https://data.torontopolice.on.ca/) +- Dataset: Neighbourhood Crime Rates (Major Crime Indicators) +- Geographic Unit: 158 neighbourhoods + +### V1 Enrichment Data Summary + +| Measure | Source | Geography | Frequency | Format | Status | +|---------|--------|-----------|-----------|--------|--------| +| **Population Density** | Neighbourhood Profiles | 158 neighbourhoods | Census (5-year) | CSV/JSON | ✅ Ready | +| **Education Attainment** | Neighbourhood Profiles | 158 neighbourhoods | Census (5-year) | CSV/JSON | ✅ Ready | +| **Median Income** | Neighbourhood Profiles | 158 neighbourhoods | Census (5-year) | CSV/JSON | ✅ Ready | +| **Crime Rates (MCI)** | TPS Data Portal | 158 neighbourhoods | Annual | GeoJSON/CSV | Deferred to Portfolio Phase 4 | + +--- + +## Data Source #5: Policy Events + +### Purpose + +Provide temporal context for housing price movements. Display as annotation markers on time series charts. **No causation claims** — correlation/context only. + +### Event Schema + +#### Table: `dim_policy_event` + +| Column | Data Type | Description | +|--------|-----------|-------------| +| `event_id` | INTEGER (PK) | Auto-increment primary key | +| `event_date` | DATE | Date event was announced/occurred | +| `effective_date` | DATE | Date policy took effect (if different) | +| `level` | VARCHAR(20) | `federal` / `provincial` / `municipal` | +| `category` | VARCHAR(20) | `monetary` / `tax` / `regulatory` / `supply` / `economic` | +| `title` | VARCHAR(200) | Short event title for display | +| `description` | TEXT | Longer description for tooltip | +| `expected_direction` | VARCHAR(10) | `bearish` / `bullish` / `neutral` | +| `source_url` | VARCHAR(500) | Link to official announcement/documentation | +| `confidence` | VARCHAR(10) | `high` / `medium` / `low` | +| `created_at` | TIMESTAMP | Record creation timestamp | + +### Event Tiers + +| Tier | Level | Category Examples | Inclusion Criteria | +|------|-------|-------------------|-------------------| +| **1** | Federal | BoC rate decisions, OSFI stress tests | Always include; objective, documented | +| **1** | Provincial | Fair Housing Plan, foreign buyer tax, rent control | Always include; legislative record | +| **2** | Municipal | Zoning reforms, development charges | Include if material impact expected | +| **2** | Economic | COVID measures, major employer closures | Include if Toronto-specific impact | +| **3** | Market | Major project announcements | Strict criteria; must be verifiable | + +### Expected Direction Values + +| Value | Meaning | Example | +|-------|---------|---------| +| `bullish` | Expected to increase prices | Rate cut, supply restriction | +| `bearish` | Expected to decrease prices | Rate hike, foreign buyer tax | +| `neutral` | Uncertain or mixed impact | Regulatory clarification | + +### ⚠ Caveats + +- **No causation claims**: Events are context, not explanation +- **Lag effects**: Policy impact may not be immediate +- **Confounding factors**: Multiple simultaneous influences +- **Display only**: No statistical analysis in V1 + +### Sample Events (Tier 1) + +| Date | Level | Category | Title | Direction | +|------|-------|----------|-------|-----------| +| 2017-04-20 | provincial | tax | Ontario Fair Housing Plan | bearish | +| 2018-01-01 | federal | regulatory | OSFI B-20 Stress Test | bearish | +| 2020-03-27 | federal | monetary | BoC Emergency Rate Cut (0.25%) | bullish | +| 2022-03-02 | federal | monetary | BoC Rate Hike Cycle Begins | bearish | +| 2023-06-01 | federal | tax | Federal 2-Year Foreign Buyer Ban | bearish | + +--- + +## Data Integration Strategy + +### Temporal Alignment + +| Source | Native Frequency | Alignment Strategy | +|--------|------------------|---------------------| +| TRREB | Monthly | Use as-is | +| CMHC | Annual (October) | Spread to monthly OR display annual overlay | +| Census/Enrichment | 5-year | Static snapshot; display as reference | +| Policy Events | Event-based | Display as vertical markers on time axis | + +**Recommendation**: Keep separate time axes. TRREB monthly for purchases, CMHC annual for rentals. Don't force artificial monthly rental data. + +### Geographic Alignment + +``` +┌─────────────────────────────────────────────────────────────────┐ +│ VISUALIZATION APPROACH │ +├─────────────────────────────────────────────────────────────────┤ +│ │ +│ Purchase Mode Rental Mode │ +│ ───────────────── ────────────── │ +│ Map: TRREB Districts Map: CMHC Zones │ +│ Time: Monthly slider Time: Annual selector │ +│ Metrics: Price, Sales Metrics: Rent, Vacancy │ +│ │ +│ ┌───────────────────────────────────────────────────────┐ │ +│ │ City Neighbourhoods Overlay │ │ +│ │ (158 boundaries as reference layer) │ │ +│ │ + Enrichment data (density, education, income) │ │ +│ ──────────────────────────────────────────────────────────┘ │ +│ │ +────────────────────────────────────────────────────────────────────┘ +``` + +### Enrichment Integration Strategy (Phased) + +#### V1: Reference Overlay (Current Scope) + +**Approach**: Display neighbourhood enrichment as a separate toggle-able layer. No joins to housing data. + +**UX**: +- User hovers over TRREB district → tooltip shows "This district contains neighbourhoods: Annex, Casa Loma, Yorkville..." +- User toggles "Show Enrichment" → choropleth switches to neighbourhood-level density/education/income +- Enrichment and housing metrics displayed side-by-side, not merged + +**Pros**: +- No imputation or dodgy aggregations +- Honest about geographic mismatch +- Ships faster + +**Cons**: +- Can't do correlation analysis (price vs. enrichment) directly in dashboard + +**Implementation**: +- `dim_neighbourhood` as standalone dimension (no FK to fact tables) +- Spatial lookup on hover (point-in-polygon) + +#### V2/Portfolio Phase 4: Area-Weighted Aggregation (Future Scope) + +**Approach**: Pre-compute area-weighted averages of neighbourhood metrics for each TRREB district and CMHC zone. + +**Process**: +1. Spatial join: intersect neighbourhood polygons with TRREB/CMHC polygons +2. Compute overlap area for each neighbourhood-district pair +3. Weight neighbourhood metrics by overlap area proportion +4. User selects aggregation method in UI + +**Aggregation Methods to Expose**: + +| Method | Description | Best For | +|--------|-------------|----------| +| **Area-weighted mean** | Weight by % overlap area | Continuous metrics (density) | +| **Population-weighted mean** | Weight by population in overlap | Per-capita metrics (education) | +| **Majority assignment** | Assign neighbourhood to district with >50% overlap | Categorical data | +| **Max overlap** | Assign to single district with largest overlap | 1:1 mapping needs | + +**Default**: Population-weighted (more defensible for per-capita metrics). Hide selector behind "Advanced" toggle. + +### V1 Future-Proofing (Do Now) + +| Action | Why | +|--------|-----| +| Store neighbourhood boundaries in same CRS as TRREB/CMHC (WGS84) | Avoids reprojection headaches | +| Keep `dim_neighbourhood` normalized (not denormalized into district tables) | Clean separation for V2 join | +| Document Census year for each metric | Ready for 2026 Census | +| Include `census_year` column in dim_neighbourhood | Enables SCD tracking | + +### V1 Defer (Don't Do Yet) + +| Action | Why Not | +|--------|---------| +| Pre-compute area-weighted crosswalk | Don't need for V1 | +| Build aggregation method selector UI | No backend to support it | +| Crime data integration | Deferred to Portfolio Phase 4 | +| Historical neighbourhood boundary reconciliation (140→158) | Use 2021+ data only for V1 | + +--- + +## Proposed Data Model + +### Star Schema + +``` +┌──────────────────┐ +│ dim_time │ +├──────────────────┤ +│ date_key (PK) │ +│ year │ +│ month │ +│ quarter │ +│ month_name │ +───────────────────────┘ +│ +┌─────────────────────────────────────────────┐ +│ │ │ +│ +┌──────────────────┐ │ ┌──────────────────┐ +│ dim_trreb_district│ │ │ dim_cmhc_zone │ +├──────────────────┤ │ ├──────────────────┤ +│ district_key (PK)│ │ │ zone_key (PK) │ +│ district_code │ │ │ zone_code │ +│ district_name │ │ │ zone_name │ +│ area_type │ │ │ geometry │ +│ geometry │ +───────────────────────┘ │ │ +│ │ │ +│ +┌──────────────────┐ │ ┌──────────────────┐ +│ fact_purchases │ │ │ fact_rentals │ +├──────────────────┤ │ ├──────────────────┤ +│ date_key (FK) │ │ │ date_key (FK) │ +│ district_key (FK)│ │ │ zone_key (FK) │ +│ sales_count │ │ │ bedroom_type │ +│ avg_price │ │ │ avg_rent │ +│ median_price │ │ │ median_rent │ +│ new_listings │ │ │ vacancy_rate │ +│ active_listings │ │ │ universe │ +│ avg_dom │ │ │ turnover_rate │ +│ avg_sp_lp │ │ │ reliability_code │ +─────────────────────┘ │ ─────────────────────┘ +│ + +┌───────────────────────────┐ +│ dim_neighbourhood │ +├───────────────────────────┤ +│ neighbourhood_id (PK) │ +│ name │ +│ geometry │ +│ population │ +│ land_area_sqkm │ +│ pop_density_per_sqkm │ +│ pct_bachelors_or_higher │ +│ median_household_income │ +│ pct_owner_occupied │ +│ pct_renter_occupied │ +│ census_year │ ← For SCD tracking +──────────────────────────────┘ + +┌───────────────────────────┐ +│ dim_policy_event │ +├───────────────────────────┤ +│ event_id (PK) │ +│ event_date │ +│ effective_date │ +│ level │ ← federal/provincial/municipal +│ category │ ← monetary/tax/regulatory/supply/economic +│ title │ +│ description │ +│ expected_direction │ ← bearish/bullish/neutral +│ source_url │ +│ confidence │ ← high/medium/low +│ created_at │ +──────────────────────────────┘ + +┌───────────────────────────┐ +│ bridge_district_neighbourhood │ ← Portfolio Phase 4 ONLY +├───────────────────────────┤ +│ district_key (FK) │ +│ neighbourhood_id (FK) │ +│ area_overlap_pct │ +│ population_overlap │ ← For pop-weighted agg +──────────────────────────────┘ +``` + +**Notes**: +- `dim_neighbourhood` has no FK relationship to fact tables in V1 +- `dim_policy_event` is standalone (no FK to facts); used for time-series annotation +- `bridge_district_neighbourhood` is Portfolio Phase 4 scope only +- Similar bridge table needed for CMHC zones in Portfolio Phase 4 + +--- + +## File Structure + +> **Note**: Toronto Housing data logic lives in `portfolio_app/toronto/`. See `portfolio_project_plan_v5.md` for full project structure. + +### Data Directory Structure + +``` +data/ +└── toronto/ + ├── raw/ + │ ├── trreb/ + │ │ └── market_watch_YYYY_MM.pdf + │ ├── cmhc/ + │ │ └── rental_survey_YYYY.csv + │ ├── enrichment/ + │ │ └── neighbourhood_profiles_2021.xlsx + │ └── geo/ + │ ├── toronto_neighbourhoods.geojson + │ ├── trreb_districts.geojson ← (to be created via QGIS) + │ └── cmhc_zones.geojson ← (from R cmhc package) + │ + ├── processed/ ← gitignored + │ ├── fact_purchases.parquet + │ ├── fact_rentals.parquet + │ ├── dim_time.parquet + │ ├── dim_trreb_district.parquet + │ ├── dim_cmhc_zone.parquet + │ ├── dim_neighbourhood.parquet + │ └── dim_policy_event.parquet + │ + └── reference/ + ├── policy_events.csv ← Curated event list + └── neighbourhood_boundary_changelog.md ← 140→158 notes +``` + +### Code Module Structure + +``` +portfolio_app/toronto/ +├── __init__.py +├── parsers/ +│ ├── __init__.py +│ ├── trreb.py # PDF extraction +│ └── cmhc.py # CSV processing +├── loaders/ +│ ├── __init__.py +│ └── database.py # DB operations +├── schemas/ # Pydantic models +│ ├── __init__.py +│ ├── trreb.py +│ ├── cmhc.py +│ ├── enrichment.py +│ └── policy_event.py +├── models/ # SQLAlchemy ORM +│ ├── __init__.py +│ ├── base.py # DeclarativeBase, engine +│ ├── dimensions.py # dim_time, dim_trreb_district, dim_policy_event, etc. +│ └── facts.py # fact_purchases, fact_rentals +└── transforms/ + └── __init__.py +``` + +### Notebooks + +``` +notebooks/ +├── 01_trreb_pdf_extraction.ipynb +├── 02_cmhc_data_prep.ipynb +├── 03_geo_layer_prep.ipynb +├── 04_enrichment_data_prep.ipynb +├── 05_policy_events_curation.ipynb +└── 06_spatial_crosswalk.ipynb ← Portfolio Phase 4 only +``` + +--- + +## ✅ Implementation Checklist + +> **Note**: These are **Stages** within the Toronto Housing project (Portfolio Phase 1). They are distinct from the overall portfolio **Phases** defined in `portfolio_project_plan_v5.md`. + +### Stage 1: Data Acquisition +- [ ] Download TRREB monthly PDFs (2020-present as MVP) +- [ ] Register for CMHC portal and export Toronto rental data +- [ ] Extract CMHC zone boundaries via R `cmhc` package +- [ ] Download City of Toronto neighbourhood GeoJSON (158 boundaries) +- [ ] Digitize TRREB district boundaries in QGIS +- [ ] Download Neighbourhood Profiles (2021 Census, 158-model) + +### Stage 2: Data Processing +- [ ] Build TRREB PDF parser (`portfolio_app/toronto/parsers/trreb.py`) +- [ ] Build Pydantic schemas (`portfolio_app/toronto/schemas/`) +- [ ] Build SQLAlchemy models (`portfolio_app/toronto/models/`) +- [ ] Extract and validate TRREB monthly summaries +- [ ] Clean and structure CMHC rental data +- [ ] Process Neighbourhood Profiles into `dim_neighbourhood` +- [ ] Curate and load policy events into `dim_policy_event` +- [ ] Create dimension tables +- [ ] Build fact tables +- [ ] Validate all geospatial layers use same CRS (WGS84/EPSG:4326) + +### Stage 3: Visualization (V1) +- [ ] Create dashboard page (`portfolio_app/pages/toronto/dashboard.py`) +- [ ] Build choropleth figures (`portfolio_app/figures/choropleth.py`) +- [ ] Build time series figures (`portfolio_app/figures/time_series.py`) +- [ ] Design dashboard layout (purchase/rental toggle) +- [ ] Implement choropleth map with layer switching +- [ ] Add time slider/selector +- [ ] Build neighbourhood overlay (toggle-able) +- [ ] Add enrichment layer toggle (density/education/income choropleth) +- [ ] Add policy event markers on time series +- [ ] Add tooltips with cross-reference info ("This district contains...") +- [ ] Add tooltips showing enrichment metrics on hover + +### Stage 4: Polish (V1) +- [ ] Add data source citations +- [ ] Document methodology (especially geographic limitations) +- [ ] Write docs (`docs/methodology.md`, `docs/data_sources.md`) +- [ ] Deploy to portfolio + +### Future Enhancements (Portfolio Phase 4 — Post-Energy Project) +- [ ] Add crime data to dim_neighbourhood +- [ ] Build spatial crosswalk (neighbourhood ↔ district/zone intersections) +- [ ] Compute area-weighted and population-weighted aggregations +- [ ] Add aggregation method selector to UI +- [ ] Enable correlation analysis (price vs. enrichment metrics) +- [ ] Add historical neighbourhood boundary support (140→158) + +**Deployment & dbt Architecture**: See `portfolio_project_plan_v5.md` for: +- dbt layer structure and testing strategy +- Deployment architecture +- Data quality framework + +--- + +## References & Links + +### Core Housing Data + +| Resource | URL | +|----------|-----| +| TRREB Market Watch | https://trreb.ca/index.php/market-news/market-watch | +| CMHC Housing Portal | https://www03.cmhc-schl.gc.ca/hmip-pimh/ | + +### Geographic Boundaries + +| Resource | URL | +|----------|-----| +| Toronto Neighbourhoods GeoJSON | https://github.com/jasonicarter/toronto-geojson | +| TRREB District Map (PDF) | https://webapp.proptx.ca/trrebdata/common/maps/Toronto.pdf | +| Statistics Canada Census Tracts | https://www12.statcan.gc.ca/census-recensement/2021/geo/sip-pis/boundary-limites/index-eng.cfm | +| R `cmhc` package (CRAN) | https://cran.r-project.org/package=cmhc | + +### Enrichment Data + +| Resource | URL | +|----------|-----| +| Toronto Open Data Portal | https://open.toronto.ca/ | +| Neighbourhood Profiles (CKAN) | https://ckan0.cf.opendata.inter.prod-toronto.ca/dataset/neighbourhood-profiles | +| Neighbourhood Profiles 2021 (Direct Download) | https://ckan0.cf.opendata.inter.prod-toronto.ca/dataset/6e19a90f-971c-46b3-852c-0c48c436d1fc/resource/19d4a806-7385-4889-acf2-256f1e079060/download/nbhd_2021_census_profile_full_158model.xlsx | + +### Policy Events Research + +| Resource | URL | +|----------|-----| +| Bank of Canada Interest Rates | https://www.bankofcanada.ca/rates/interest-rates/ | +| OSFI (Stress Test Rules) | https://www.osfi-bsif.gc.ca/ | +| Ontario Legislature (Bills) | https://www.ola.org/ | + +### Reference Documentation + +| Resource | URL | +|----------|-----| +| Statistics Canada 2021 Census Reference | https://www12.statcan.gc.ca/census-recensement/2021/ref/index-eng.cfm | +| City of Toronto Neighbourhood Profiles Overview | https://www.toronto.ca/city-government/data-research-maps/neighbourhoods-communities/neighbourhood-profiles/ | + +--- + +## Related Documents + +| Document | Relationship | Use For | +|----------|--------------|---------| +| `portfolio_project_plan_v5.md` | Parent document | Overall scope, phasing, tech stack, deployment, dbt architecture, data quality framework | + +--- + +*Document Version: 5.1* +*Updated: January 2026* +*Project: Toronto Housing Price Dashboard — Portfolio Piece* diff --git a/docs/wbs_sprint_plan_v4.md b/docs/wbs_sprint_plan_v4.md new file mode 100644 index 0000000..b261ec8 --- /dev/null +++ b/docs/wbs_sprint_plan_v4.md @@ -0,0 +1,794 @@ +# Work Breakdown Structure & Sprint Plan + +**Project**: Toronto Housing Dashboard (Portfolio Phase 1) +**Version**: 4.1 +**Date**: January 2026 + +--- + +## Document Context + +| Attribute | Value | +|-----------|-------| +| **Parent Documents** | `portfolio_project_plan_v5.md`, `toronto_housing_dashboard_spec_v5.md` | +| **Content Source** | `bio_content_v2.md` | +| **Role** | Executable sprint plan for Phase 1 delivery | + +--- + +## Milestones + +| Milestone | Deliverable | Target Sprint | +|-----------|-------------|---------------| +| **Launch 1** | Bio Landing Page | Sprint 2 | +| **Launch 2** | Toronto Housing Dashboard | Sprint 6 | + +--- + +## WBS Structure + +``` +1.0 Launch 1: Bio Landing Page +├── 1.1 Project Bootstrap +├── 1.2 Infrastructure +├── 1.3 Application Foundation +├── 1.4 Bio Page +└── 1.5 Deployment + +2.0 Launch 2: Toronto Housing Dashboard +├── 2.1 Data Acquisition +├── 2.2 Data Processing +├── 2.3 Database Layer +├── 2.4 dbt Transformation +├── 2.5 Visualization +├── 2.6 Documentation +└── 2.7 Operations +``` + +--- + +## Launch 1: Bio Landing Page + +### 1.1 Project Bootstrap + +| ID | Task | Depends On | Effort | Complexity | +|----|------|------------|--------|------------| +| 1.1.1 | Git repository initialization | — | Low | Low | +| 1.1.2 | Create `.gitignore` | 1.1.1 | Low | Low | +| 1.1.3 | Create `pyproject.toml` | 1.1.1 | Low | Low | +| 1.1.4 | Create `.python-version` (3.11+) | 1.1.1 | Low | Low | +| 1.1.5 | Create `.env.example` | 1.1.1 | Low | Low | +| 1.1.6 | Create `README.md` (initial) | 1.1.1 | Low | Low | +| 1.1.7 | Create `CLAUDE.md` | 1.1.1 | Low | Low | +| 1.1.8 | Create `Makefile` with all targets | 1.1.3 | Low | Medium | + +### 1.2 Infrastructure + +| ID | Task | Depends On | Effort | Complexity | +|----|------|------------|--------|------------| +| 1.2.1 | Python env setup (pyenv, venv, deps) | 1.1.3, 1.1.4 | Low | Low | +| 1.2.2 | Create `.pre-commit-config.yaml` | 1.2.1 | Low | Low | +| 1.2.3 | Install pre-commit hooks | 1.2.2 | Low | Low | +| 1.2.4 | Create `docker-compose.yml` (PostgreSQL + PostGIS) | 1.1.5 | Low | Low | +| 1.2.5 | Create `scripts/` directory structure | 1.1.1 | Low | Low | +| 1.2.6 | Create `scripts/docker/up.sh` | 1.2.5 | Low | Low | +| 1.2.7 | Create `scripts/docker/down.sh` | 1.2.5 | Low | Low | +| 1.2.8 | Create `scripts/docker/logs.sh` | 1.2.5 | Low | Low | +| 1.2.9 | Create `scripts/docker/rebuild.sh` | 1.2.5 | Low | Low | +| 1.2.10 | Create `scripts/db/init.sh` (PostGIS extension) | 1.2.5 | Low | Low | +| 1.2.11 | Create `scripts/dev/setup.sh` | 1.2.5 | Low | Low | +| 1.2.12 | Verify Docker + PostGIS working | 1.2.4, 1.2.10 | Low | Low | + +### 1.3 Application Foundation + +| ID | Task | Depends On | Effort | Complexity | +|----|------|------------|--------|------------| +| 1.3.1 | Create `portfolio_app/` directory structure (full tree) | 1.2.1 | Low | Low | +| 1.3.2 | Create `portfolio_app/__init__.py` | 1.3.1 | Low | Low | +| 1.3.3 | Create `portfolio_app/config.py` (Pydantic BaseSettings) | 1.3.1 | Low | Medium | +| 1.3.4 | Create `portfolio_app/errors/__init__.py` | 1.3.1 | Low | Low | +| 1.3.5 | Create `portfolio_app/errors/exceptions.py` | 1.3.4 | Low | Low | +| 1.3.6 | Create `portfolio_app/errors/handlers.py` | 1.3.5 | Low | Medium | +| 1.3.7 | Create `portfolio_app/app.py` (Dash + Pages routing) | 1.3.3 | Low | Medium | +| 1.3.8 | Configure dash-mantine-components theme | 1.3.7 | Low | Low | +| 1.3.9 | Create `portfolio_app/assets/` directory | 1.3.1 | Low | Low | +| 1.3.10 | Create `portfolio_app/assets/styles.css` | 1.3.9 | Low | Medium | +| 1.3.11 | Create `portfolio_app/assets/variables.css` | 1.3.9 | Low | Low | +| 1.3.12 | Add `portfolio_app/assets/favicon.ico` | 1.3.9 | Low | Low | +| 1.3.13 | Create `portfolio_app/assets/images/` directory | 1.3.9 | Low | Low | +| 1.3.14 | Create `tests/` directory structure | 1.2.1 | Low | Low | +| 1.3.15 | Create `tests/__init__.py` | 1.3.14 | Low | Low | +| 1.3.16 | Create `tests/conftest.py` | 1.3.14 | Low | Medium | +| 1.3.17 | Configure pytest in `pyproject.toml` | 1.1.3, 1.3.14 | Low | Low | + +### 1.4 Bio Page + +| ID | Task | Depends On | Effort | Complexity | +|----|------|------------|--------|------------| +| 1.4.1 | Create `portfolio_app/components/__init__.py` | 1.3.1 | Low | Low | +| 1.4.2 | Create `portfolio_app/components/navbar.py` | 1.4.1, 1.3.8 | Low | Low | +| 1.4.3 | Create `portfolio_app/components/footer.py` | 1.4.1, 1.3.8 | Low | Low | +| 1.4.4 | Create `portfolio_app/components/cards.py` | 1.4.1, 1.3.8 | Low | Low | +| 1.4.5 | Create `portfolio_app/pages/__init__.py` | 1.3.1 | Low | Low | +| 1.4.6 | Create `portfolio_app/pages/home.py` (layout) | 1.4.5, 1.4.2, 1.4.3 | Low | Low | +| 1.4.7 | Integrate bio content from `bio_content_v2.md` | 1.4.6 | Low | Low | +| 1.4.8 | Replace social link placeholders with real URLs | 1.4.7 | Low | Low | +| 1.4.9 | Implement project cards (deployed/in-dev logic) | 1.4.4, 1.4.6 | Low | Low | +| 1.4.10 | Test bio page renders locally | 1.4.9 | Low | Low | + +### 1.5 Deployment + +| ID | Task | Depends On | Effort | Complexity | +|----|------|------------|--------|------------| +| 1.5.1 | Install PostgreSQL + PostGIS on VPS | — | Low | Low | +| 1.5.2 | Configure firewall (ufw: SSH, HTTP, HTTPS) | 1.5.1 | Low | Low | +| 1.5.3 | Create application database user | 1.5.1 | Low | Low | +| 1.5.4 | Create Gunicorn systemd service file | 1.4.10 | Low | Low | +| 1.5.5 | Configure Nginx reverse proxy | 1.5.4 | Low | Low | +| 1.5.6 | Configure SSL (certbot) | 1.5.5 | Low | Low | +| 1.5.7 | Create `scripts/deploy/deploy.sh` | 1.2.5 | Low | Low | +| 1.5.8 | Create `scripts/deploy/health-check.sh` | 1.2.5 | Low | Low | +| 1.5.9 | Deploy bio page | 1.5.6, 1.5.7 | Low | Low | +| 1.5.10 | Verify HTTPS access | 1.5.9 | Low | Low | + +--- + +## Launch 2: Toronto Housing Dashboard + +### 2.1 Data Acquisition + +| ID | Task | Depends On | Effort | Complexity | +|----|------|------------|--------|------------| +| 2.1.1 | Define TRREB year scope + download PDFs | — | Low | Low | +| 2.1.2 | **HUMAN**: Digitize TRREB district boundaries (QGIS) | 2.1.1 | High | High | +| 2.1.3 | Register for CMHC portal | — | Low | Low | +| 2.1.4 | Export CMHC Toronto rental CSVs | 2.1.3 | Low | Low | +| 2.1.5 | Extract CMHC zone boundaries (R cmhc package) | 2.1.3 | Low | Medium | +| 2.1.6 | Download neighbourhoods GeoJSON (158 boundaries) | — | Low | Low | +| 2.1.7 | Download Neighbourhood Profiles 2021 (xlsx) | — | Low | Low | +| 2.1.8 | Validate CRS alignment (all geo files WGS84) | 2.1.2, 2.1.5, 2.1.6 | Low | Medium | +| 2.1.9 | Research Tier 1 policy events (10—20 events) | — | Mid | Medium | +| 2.1.10 | Create `data/toronto/reference/policy_events.csv` | 2.1.9 | Low | Low | +| 2.1.11 | Create `data/` directory structure | 1.3.1 | Low | Low | +| 2.1.12 | Organize raw files into `data/toronto/raw/` | 2.1.11 | Low | Low | +| 2.1.13 | Test TRREB parser across year boundaries | 2.2.3 | Low | Medium | + +### 2.2 Data Processing + +| ID | Task | Depends On | Effort | Complexity | +|----|------|------------|--------|------------| +| 2.2.1 | Create `portfolio_app/toronto/__init__.py` | 1.3.1 | Low | Low | +| 2.2.2 | Create `portfolio_app/toronto/parsers/__init__.py` | 2.2.1 | Low | Low | +| 2.2.3 | Build TRREB PDF parser (`parsers/trreb.py`) | 2.2.2, 2.1.1 | Mid | High | +| 2.2.4 | TRREB data cleaning/normalization | 2.2.3 | Low | Medium | +| 2.2.5 | TRREB parser unit tests | 2.2.4 | Low | Low | +| 2.2.6 | Build CMHC CSV processor (`parsers/cmhc.py`) | 2.2.2, 2.1.4 | Low | Low | +| 2.2.7 | CMHC reliability code handling | 2.2.6 | Low | Low | +| 2.2.8 | CMHC processor unit tests | 2.2.7 | Low | Low | +| 2.2.9 | Build Neighbourhood Profiles parser | 2.2.1, 2.1.7 | Low | Low | +| 2.2.10 | Policy events CSV loader | 2.2.1, 2.1.10 | Low | Low | + +### 2.3 Database Layer + +| ID | Task | Depends On | Effort | Complexity | +|----|------|------------|--------|------------| +| 2.3.1 | Create `portfolio_app/toronto/schemas/__init__.py` | 2.2.1 | Low | Low | +| 2.3.2 | Create TRREB Pydantic schemas (`schemas/trreb.py`) | 2.3.1 | Low | Medium | +| 2.3.3 | Create CMHC Pydantic schemas (`schemas/cmhc.py`) | 2.3.1 | Low | Medium | +| 2.3.4 | Create enrichment Pydantic schemas (`schemas/enrichment.py`) | 2.3.1 | Low | Low | +| 2.3.5 | Create policy event Pydantic schema (`schemas/policy_event.py`) | 2.3.1 | Low | Low | +| 2.3.6 | Create `portfolio_app/toronto/models/__init__.py` | 2.2.1 | Low | Low | +| 2.3.7 | Create SQLAlchemy base (`models/base.py`) | 2.3.6, 1.3.3 | Low | Medium | +| 2.3.8 | Create dimension models (`models/dimensions.py`) | 2.3.7 | Low | Medium | +| 2.3.9 | Create fact models (`models/facts.py`) | 2.3.8 | Low | Medium | +| 2.3.10 | Create `portfolio_app/toronto/loaders/__init__.py` | 2.2.1 | Low | Low | +| 2.3.11 | Create dimension loaders (`loaders/database.py`) | 2.3.10, 2.3.8 | Low | Medium | +| 2.3.12 | Create fact loaders | 2.3.11, 2.3.9, 2.2.4, 2.2.7 | Mid | Medium | +| 2.3.13 | Loader integration tests | 2.3.12 | Low | Medium | +| 2.3.14 | Create SQL views for dashboard queries | 2.3.12 | Low | Medium | + +### 2.4 dbt Transformation + +| ID | Task | Depends On | Effort | Complexity | +|----|------|------------|--------|------------| +| 2.4.1 | Create `dbt/` directory structure | 1.3.1 | Low | Low | +| 2.4.2 | Create `dbt/dbt_project.yml` | 2.4.1 | Low | Low | +| 2.4.3 | Create `dbt/profiles.yml` | 2.4.1, 1.3.3 | Low | Low | +| 2.4.4 | Create `scripts/dbt/run.sh` | 1.2.5 | Low | Low | +| 2.4.5 | Create `scripts/dbt/test.sh` | 1.2.5 | Low | Low | +| 2.4.6 | Create `scripts/dbt/docs.sh` | 1.2.5 | Low | Low | +| 2.4.7 | Create `scripts/dbt/fresh.sh` | 1.2.5 | Low | Low | +| 2.4.8 | Create staging models (`stg_trreb__monthly`, `stg_cmhc__rental`) | 2.4.3, 2.3.12 | Low | Medium | +| 2.4.9 | Create intermediate models | 2.4.8 | Low | Medium | +| 2.4.10 | Create mart models | 2.4.9 | Low | Medium | +| 2.4.11 | Create dbt schema tests (unique, not_null, relationships) | 2.4.10 | Low | Medium | +| 2.4.12 | Create custom dbt tests (anomaly detection) | 2.4.11 | Low | Medium | +| 2.4.13 | Create dbt documentation (schema.yml) | 2.4.10 | Low | Low | + +### 2.5 Visualization + +| ID | Task | Depends On | Effort | Complexity | +|----|------|------------|--------|------------| +| 2.5.1 | Create `portfolio_app/figures/__init__.py` | 1.3.1 | Low | Low | +| 2.5.2 | Build choropleth factory (`figures/choropleth.py`) | 2.5.1, 2.1.8 | Mid | Medium | +| 2.5.3 | Build time series factory (`figures/time_series.py`) | 2.5.1 | Low | Medium | +| 2.5.4 | Build YoY change chart factory (`figures/statistical.py`) | 2.5.1 | Low | Medium | +| 2.5.5 | Build seasonality decomposition chart | 2.5.4 | Low | Medium | +| 2.5.6 | Build district correlation matrix chart | 2.5.4 | Low | Medium | +| 2.5.7 | Create `portfolio_app/pages/toronto/__init__.py` | 1.4.5 | Low | Low | +| 2.5.8 | Create `portfolio_app/pages/toronto/dashboard.py` (layout only) | 2.5.7, 1.4.2, 1.4.3 | Mid | High | +| 2.5.9 | Implement purchase/rental mode toggle | 2.5.8 | Low | Low | +| 2.5.10 | Implement monthly time slider | 2.5.8 | Low | Medium | +| 2.5.11 | Implement annual time selector (CMHC) | 2.5.8 | Low | Low | +| 2.5.12 | Implement layer toggles (districts/zones/neighbourhoods) | 2.5.8 | Low | Medium | +| 2.5.13 | Create `portfolio_app/pages/toronto/callbacks/__init__.py` | 2.5.7 | Low | Low | +| 2.5.14 | Create `callbacks/map_callbacks.py` | 2.5.13, 2.5.2 | Mid | Medium | +| 2.5.15 | Create `callbacks/filter_callbacks.py` | 2.5.13 | Low | Medium | +| 2.5.16 | Create `callbacks/timeseries_callbacks.py` | 2.5.13, 2.5.3 | Low | Medium | +| 2.5.17 | Implement district/zone tooltips | 2.5.14 | Low | Low | +| 2.5.18 | Implement neighbourhood overlay | 2.5.14, 2.1.6 | Low | Medium | +| 2.5.19 | Implement enrichment layer toggle | 2.5.18 | Low | Medium | +| 2.5.20 | Implement policy event markers on time series | 2.5.16, 2.2.10 | Low | Medium | +| 2.5.21 | Implement "district contains neighbourhoods" tooltip | 2.5.17 | Low | Low | +| 2.5.22 | Test dashboard renders with sample data | 2.5.20 | Low | Medium | + +### 2.6 Documentation + +| ID | Task | Depends On | Effort | Complexity | +|----|------|------------|--------|------------| +| 2.6.1 | Create `docs/` directory | 1.3.1 | Low | Low | +| 2.6.2 | Write `docs/methodology.md` (geographic limitations) | 2.5.22 | Low | Medium | +| 2.6.3 | Write `docs/data_sources.md` (citations) | 2.5.22 | Low | Low | +| 2.6.4 | Write `docs/user_guide.md` | 2.5.22 | Low | Low | +| 2.6.5 | Update `README.md` (final) | 2.6.2, 2.6.3 | Low | Low | +| 2.6.6 | Update `CLAUDE.md` (final) | 2.6.5 | Low | Low | + +### 2.7 Operations + +| ID | Task | Depends On | Effort | Complexity | +|----|------|------------|--------|------------| +| 2.7.1 | Create `scripts/db/backup.sh` | 1.2.5 | Low | Low | +| 2.7.2 | Create `scripts/db/restore.sh` | 1.2.5 | Low | Low | +| 2.7.3 | Create `scripts/db/reset.sh` (dev only) | 1.2.5 | Low | Low | +| 2.7.4 | Create `scripts/deploy/rollback.sh` | 1.2.5 | Low | Medium | +| 2.7.5 | Implement backup retention policy | 2.7.1 | Low | Low | +| 2.7.6 | Add `/health` endpoint | 2.5.8 | Low | Low | +| 2.7.7 | Configure uptime monitoring (external) | 2.7.6 | Low | Low | +| 2.7.8 | Deploy Toronto dashboard | 1.5.9, 2.5.22 | Low | Low | +| 2.7.9 | Verify production deployment | 2.7.8 | Low | Low | + +--- + +## L3 Task Details + +### 1.1 Project Bootstrap + +#### 1.1.1 Git repository initialization +| Attribute | Value | +|-----------|-------| +| **What** | Initialize git repo with main branch | +| **How** | `git init`, initial commit | +| **Inputs** | — | +| **Outputs** | `.git/` directory | +| **Why** | Version control foundation | + +#### 1.1.2 Create `.gitignore` +| Attribute | Value | +|-----------|-------| +| **What** | Git ignore rules per project plan | +| **How** | Create file with patterns for: `.env`, `data/*/processed/`, `reports/`, `backups/`, `notebooks/*.html`, `__pycache__/`, `.venv/` | +| **Inputs** | Project plan → Directory Rules | +| **Outputs** | `.gitignore` | + +#### 1.1.3 Create `pyproject.toml` +| Attribute | Value | +|-----------|-------| +| **What** | Python packaging config | +| **How** | Define project metadata, dependencies, tool configs (ruff, mypy, pytest) | +| **Inputs** | Tech stack versions from project plan | +| **Outputs** | `pyproject.toml` | +| **Dependencies** | PostgreSQL 16.x, Pydantic ≥2.0, SQLAlchemy ≥2.0, dbt-postgres ≥1.7, Pandas ≥2.1, GeoPandas ≥0.14, Dash ≥2.14, dash-mantine-components (latest), pytest ≥7.0 | + +#### 1.1.4 Create `.python-version` +| Attribute | Value | +|-----------|-------| +| **What** | pyenv version file | +| **How** | Single line: `3.11` or specific patch version | +| **Outputs** | `.python-version` | + +#### 1.1.5 Create `.env.example` +| Attribute | Value | +|-----------|-------| +| **What** | Environment variable template | +| **How** | Template with: DATABASE_URL, POSTGRES_USER, POSTGRES_PASSWORD, POSTGRES_DB, DASH_DEBUG, SECRET_KEY, LOG_LEVEL | +| **Inputs** | Project plan → Environment Setup | +| **Outputs** | `.env.example` | + +#### 1.1.6 Create `README.md` (initial) +| Attribute | Value | +|-----------|-------| +| **What** | Project overview stub | +| **How** | Title, brief description, "Setup coming soon" | +| **Outputs** | `README.md` | + +#### 1.1.7 Create `CLAUDE.md` +| Attribute | Value | +|-----------|-------| +| **What** | AI assistant context file | +| **How** | Project context, architecture decisions, patterns, conventions | +| **Inputs** | Project plan → Code Architecture | +| **Outputs** | `CLAUDE.md` | +| **Why** | Claude Code effectiveness from day 1 | + +#### 1.1.8 Create `Makefile` +| Attribute | Value | +|-----------|-------| +| **What** | All make targets from project plan | +| **How** | Implement targets: setup, venv, clean, docker-up/down/logs/rebuild, db-init/backup/restore/reset, run, run-prod, dbt-run/test/docs/fresh, test, test-cov, lint, format, typecheck, ci, deploy, rollback | +| **Inputs** | Project plan → Makefile Targets | +| **Outputs** | `Makefile` | + +### 1.2 Infrastructure + +#### 1.2.4 Create `docker-compose.yml` +| Attribute | Value | +|-----------|-------| +| **What** | Docker Compose V2 for PostgreSQL 16 + PostGIS | +| **How** | Service definition, volume mounts, port 5432, env vars from `.env` | +| **Inputs** | `.env.example` | +| **Outputs** | `docker-compose.yml` | +| **Note** | No `version` field (Docker Compose V2) | + +#### 1.2.5 Create `scripts/` directory structure +| Attribute | Value | +|-----------|-------| +| **What** | Full scripts tree per project plan | +| **How** | `mkdir -p scripts/{db,docker,deploy,dbt,dev}` | +| **Outputs** | `scripts/db/`, `scripts/docker/`, `scripts/deploy/`, `scripts/dbt/`, `scripts/dev/` | + +#### 1.2.10 Create `scripts/db/init.sh` +| Attribute | Value | +|-----------|-------| +| **What** | Database initialization with PostGIS | +| **How** | `CREATE DATABASE`, `CREATE EXTENSION postgis`, schema creation | +| **Standard** | `set -euo pipefail`, usage comment, idempotent | +| **Outputs** | `scripts/db/init.sh` | + +### 1.3 Application Foundation + +#### 1.3.1 Create `portfolio_app/` directory structure +| Attribute | Value | +|-----------|-------| +| **What** | Full application tree per project plan | +| **Directories** | `portfolio_app/`, `portfolio_app/assets/`, `portfolio_app/assets/images/`, `portfolio_app/pages/`, `portfolio_app/pages/toronto/`, `portfolio_app/pages/toronto/callbacks/`, `portfolio_app/components/`, `portfolio_app/figures/`, `portfolio_app/toronto/`, `portfolio_app/toronto/parsers/`, `portfolio_app/toronto/loaders/`, `portfolio_app/toronto/schemas/`, `portfolio_app/toronto/models/`, `portfolio_app/toronto/transforms/`, `portfolio_app/errors/` | +| **Pattern** | Callbacks in `pages/{dashboard}/callbacks/` per project plan | + +#### 1.3.3 Create `config.py` +| Attribute | Value | +|-----------|-------| +| **What** | Pydantic BaseSettings for config | +| **How** | Settings class loading from `.env` | +| **Fields** | DATABASE_URL, POSTGRES_USER, POSTGRES_PASSWORD, POSTGRES_DB, DASH_DEBUG, SECRET_KEY, LOG_LEVEL | + +#### 1.3.5 Create `exceptions.py` +| Attribute | Value | +|-----------|-------| +| **What** | Exception hierarchy per project plan | +| **Classes** | `PortfolioError` (base), `ParseError`, `ValidationError`, `LoadError` | + +#### 1.3.6 Create `handlers.py` +| Attribute | Value | +|-----------|-------| +| **What** | Error handling decorators | +| **How** | Decorators for: logging/re-raise, retry logic, transaction boundaries, timing | +| **Pattern** | Infrastructure concerns only; domain logic uses explicit handling | + +#### 1.3.7 Create `app.py` +| Attribute | Value | +|-----------|-------| +| **What** | Dash app factory with Pages routing | +| **How** | `Dash(__name__, use_pages=True)`, MantineProvider wrapper | +| **Imports** | External: absolute; Internal: relative (dot notation) | + +#### 1.3.16 Create `conftest.py` +| Attribute | Value | +|-----------|-------| +| **What** | pytest fixtures | +| **How** | Test database fixture, sample data fixtures, app client fixture | + +### 1.4 Bio Page + +#### 1.4.7 Integrate bio content +| Attribute | Value | +|-----------|-------| +| **What** | Content from `bio_content_v2.md` | +| **Sections** | Headline, Professional Summary, Tech Stack, Side Project, Availability | +| **Layout** | Hero → Summary → Tech Stack → Project Cards → Social Links → Availability | + +#### 1.4.8 Replace social link placeholders +| Attribute | Value | +|-----------|-------| +| **What** | Replace `[USERNAME]` in LinkedIn/GitHub URLs | +| **Source** | `bio_content_v2.md` → Social Links | +| **Acceptance** | No placeholder text in production | + +#### 1.4.9 Implement project cards +| Attribute | Value | +|-----------|-------| +| **What** | Dynamic project card display | +| **Logic** | Show deployed projects with links; show "In Development" for in-progress; hide or grey out planned | +| **Source** | `bio_content_v2.md` → Portfolio Projects Section | + +### 2.1 Data Acquisition + +#### 2.1.1 Define TRREB year scope + download PDFs +| Attribute | Value | +|-----------|-------| +| **What** | Decide which years to parse for V1, download PDFs | +| **Decision** | 2020—present for V1 (manageable scope, consistent PDF format). Expand to 2007+ in future if needed. | +| **Output** | `data/toronto/raw/trreb/market_watch_YYYY_MM.pdf` | +| **Note** | PDF format may vary pre-2018; test before committing to older years | + +#### 2.1.2 Digitize TRREB district boundaries +| Attribute | Value | +|-----------|-------| +| **What** | GeoJSON with ~35 district polygons | +| **Tool** | QGIS | +| **Process** | Import PDF as raster → create vector layer → trace polygons → add attributes (district_code, district_name, area_type) → export GeoJSON (WGS84/EPSG:4326) | +| **Input** | TRREB Toronto.pdf map | +| **Output** | `data/toronto/raw/geo/trreb_districts.geojson` | +| **Effort** | High | +| **Complexity** | High | +| **Note** | HUMAN TASK — not automatable | + +#### 2.1.5 Extract CMHC zone boundaries +| Attribute | Value | +|-----------|-------| +| **What** | GeoJSON with ~20 zone polygons | +| **Tool** | R with cmhc and sf packages | +| **Process** | `get_cmhc_geography(geography_type="ZONE", cma="Toronto")` → `st_write()` to GeoJSON | +| **Output** | `data/toronto/raw/geo/cmhc_zones.geojson` | + +#### 2.1.9 Research Tier 1 policy events +| Attribute | Value | +|-----------|-------| +| **What** | Federal/provincial policy events with dates, descriptions, expected direction | +| **Sources** | Bank of Canada, OSFI, Ontario Legislature | +| **Schema** | event_date, effective_date, level, category, title, description, expected_direction, source_url, confidence | +| **Acceptance** | Minimum 10 events, maximum 20 | +| **Examples** | BoC rate decisions, OSFI B-20, Ontario Fair Housing Plan, foreign buyer tax | + +#### 2.1.13 Test TRREB parser across year boundaries +| Attribute | Value | +|-----------|-------| +| **What** | Verify parser handles PDFs from different years | +| **Test Cases** | 2020 Q1, 2022 Q1, 2024 Q1 (minimum) | +| **Check For** | Table structure changes, column naming variations, page number shifts | +| **Output** | Documented format variations, parser fallbacks if needed | + +### 2.2 Data Processing + +#### 2.2.3 Build TRREB PDF parser +| Attribute | Value | +|-----------|-------| +| **What** | Extract summary tables from TRREB PDFs | +| **Tool** | pdfplumber or camelot-py | +| **Location** | Pages 3-4 (Summary by Area) | +| **Fields** | report_date, area_code, area_name, area_type, sales, dollar_volume, avg_price, median_price, new_listings, active_listings, avg_sp_lp, avg_dom | +| **Output** | `portfolio_app/toronto/parsers/trreb.py` | + +#### 2.2.7 CMHC reliability code handling +| Attribute | Value | +|-----------|-------| +| **What** | Parse reliability codes, handle suppression | +| **Codes** | a (excellent), b (good), c (fair), d (poor/caution), ** (suppressed → NULL) | +| **Implementation** | Pydantic validators, enum type | + +### 2.3 Database Layer + +#### 2.3.8 Create dimension models +| Attribute | Value | +|-----------|-------| +| **What** | SQLAlchemy 2.0 models for dimensions | +| **Tables** | `dim_time`, `dim_trreb_district`, `dim_cmhc_zone`, `dim_neighbourhood`, `dim_policy_event` | +| **Geometry** | PostGIS geometry columns for districts, zones, neighbourhoods | +| **Note** | `dim_neighbourhood` has no FK to facts in V1 | + +#### 2.3.9 Create fact models +| Attribute | Value | +|-----------|-------| +| **What** | SQLAlchemy 2.0 models for facts | +| **Tables** | `fact_purchases`, `fact_rentals` | +| **FKs** | fact_purchases → dim_time, dim_trreb_district; fact_rentals → dim_time, dim_cmhc_zone | + +### 2.4 dbt Transformation + +#### 2.4.8 Create staging models +| Attribute | Value | +|-----------|-------| +| **What** | 1:1 source mapping, cleaned and typed | +| **Models** | `stg_trreb__monthly`, `stg_cmhc__rental` | +| **Naming** | `stg_{source}__{entity}` | + +#### 2.4.11 Create dbt schema tests +| Attribute | Value | +|-----------|-------| +| **What** | Data quality tests | +| **Tests** | `unique` (PKs), `not_null` (required), `accepted_values` (reliability codes, area_type), `relationships` (FK integrity) | + +#### 2.4.12 Create custom dbt tests +| Attribute | Value | +|-----------|-------| +| **What** | Anomaly detection rules | +| **Rules** | Price MoM change >30% → flag; missing districts → fail; duplicate records → fail | + +### 2.5 Visualization + +#### 2.5.2 Build choropleth factory +| Attribute | Value | +|-----------|-------| +| **What** | Reusable choropleth_mapbox figure generator | +| **Inputs** | GeoDataFrame, metric column, color config | +| **Output** | Plotly figure | +| **Location** | `portfolio_app/figures/choropleth.py` | + +#### 2.5.4—2.5.6 Statistical chart factories +| Attribute | Value | +|-----------|-------| +| **What** | Statistical analysis visualizations | +| **Charts** | YoY change with variance bands, seasonality decomposition, district correlation matrix | +| **Location** | `portfolio_app/figures/statistical.py` | +| **Why** | Required skill demonstration per project plan | + +#### 2.5.8 Create dashboard layout +| Attribute | Value | +|-----------|-------| +| **What** | Toronto dashboard page structure | +| **File** | `portfolio_app/pages/toronto/dashboard.py` | +| **Pattern** | Layout only — no callbacks in this file | +| **Components** | Navbar, choropleth map, time controls, layer toggles, time series panel, statistics panel, footer | + +#### 2.5.13—2.5.16 Create callbacks +| Attribute | Value | +|-----------|-------| +| **What** | Dashboard interaction logic | +| **Location** | `portfolio_app/pages/toronto/callbacks/` | +| **Files** | `__init__.py`, `map_callbacks.py`, `filter_callbacks.py`, `timeseries_callbacks.py` | +| **Pattern** | Separate from layout per project plan callback separation pattern | +| **Registration** | Import callback modules in `callbacks/__init__.py`; import that package in `dashboard.py`. Dash Pages auto-discovers callbacks when module is imported. | + +#### 2.5.22 Test dashboard renders with sample data +| Attribute | Value | +|-----------|-------| +| **What** | Verify dashboard works end-to-end | +| **Sample Data** | Use output from task 2.3.12 (fact loaders). Run loaders with subset of parsed data before this task. | +| **Verify** | Choropleth renders, time controls work, tooltips display, no console errors | + +--- + +## Sprint Plan + +### Sprint 1: Project Bootstrap + Start TRREB Digitization + +**Goal**: Dev environment working, repo initialized, TRREB digitization started + +| Task ID | Task | Effort | +|---------|------|--------| +| 1.1.1 | Git repo init | Low | +| 1.1.2 | .gitignore | Low | +| 1.1.3 | pyproject.toml | Low | +| 1.1.4 | .python-version | Low | +| 1.1.5 | .env.example | Low | +| 1.1.6 | README.md (initial) | Low | +| 1.1.7 | CLAUDE.md | Low | +| 1.1.8 | Makefile | Low | +| 1.2.1 | Python env setup | Low | +| 1.2.2 | .pre-commit-config.yaml | Low | +| 1.2.3 | Install pre-commit | Low | +| 1.2.4 | docker-compose.yml | Low | +| 1.2.5 | scripts/ directory structure | Low | +| 1.2.6—1.2.9 | Docker scripts | Low | +| 1.2.10 | scripts/db/init.sh | Low | +| 1.2.11 | scripts/dev/setup.sh | Low | +| 1.2.12 | Verify Docker + PostGIS | Low | +| 1.3.1 | portfolio_app/ directory structure | Low | +| 1.3.2—1.3.6 | App foundation files | Low | +| 1.3.14—1.3.17 | Test infrastructure | Low | +| 2.1.1 | Download TRREB PDFs | Low | +| 2.1.2 | **START** TRREB boundaries (HUMAN) | High | +| 2.1.9 | **START** Policy events research | Mid | + +--- + +### Sprint 2: Bio Page + Data Acquisition + +**Goal**: Bio live, all raw data downloaded + +| Task ID | Task | Effort | +|---------|------|--------| +| 1.3.7 | app.py with Pages | Low | +| 1.3.8 | Theme config | Low | +| 1.3.9—1.3.13 | Assets directory + files | Low | +| 1.4.1—1.4.4 | Components | Low | +| 1.4.5—1.4.10 | Bio page | Low | +| 1.5.1—1.5.3 | VPS setup | Low | +| 1.5.4—1.5.6 | Gunicorn/Nginx/SSL | Low | +| 1.5.7—1.5.8 | Deploy scripts | Low | +| 1.5.9—1.5.10 | Deploy + verify | Low | +| 2.1.2 | **CONTINUE** TRREB boundaries | High | +| 2.1.3—2.1.4 | CMHC registration + export | Low | +| 2.1.5 | CMHC zone boundaries (R) | Low | +| 2.1.6 | Neighbourhoods GeoJSON | Low | +| 2.1.7 | Neighbourhood Profiles download | Low | +| 2.1.9 | **CONTINUE** Policy events research | Mid | +| 2.1.10 | policy_events.csv | Low | +| 2.1.11—2.1.12 | data/ directory + organize | Low | + +**Milestone**: **Launch 1 — Bio Live** + +--- + +### Sprint 3: Parsers + Schemas + Models + +**Goal**: ETL pipeline working, database layer complete + +| Task ID | Task | Effort | +|---------|------|--------| +| 2.1.2 | **COMPLETE** TRREB boundaries | High | +| 2.1.8 | CRS validation | Low | +| 2.2.1—2.2.2 | Toronto module init | Low | +| 2.2.3—2.2.5 | TRREB parser + tests | Mid | +| 2.2.6—2.2.8 | CMHC processor + tests | Low | +| 2.2.9 | Neighbourhood Profiles parser | Low | +| 2.2.10 | Policy events loader | Low | +| 2.3.1—2.3.5 | Pydantic schemas | Low | +| 2.3.6—2.3.9 | SQLAlchemy models | Low | + +--- + +### Sprint 4: Loaders + dbt + +**Goal**: Data loaded, transformation layer ready + +| Task ID | Task | Effort | +|---------|------|--------| +| 2.3.10—2.3.13 | Loaders + tests | Mid | +| 2.3.14 | SQL views | Low | +| 2.4.1—2.4.7 | dbt setup + scripts | Low | +| 2.4.8—2.4.10 | dbt models | Low | +| 2.4.11—2.4.12 | dbt tests | Low | +| 2.4.13 | dbt documentation | Low | +| 2.7.1—2.7.3 | DB backup/restore scripts | Low | + +--- + +### Sprint 5: Visualization + +**Goal**: Dashboard functional + +| Task ID | Task | Effort | +|---------|------|--------| +| 2.5.1—2.5.6 | Figure factories | Mid | +| 2.5.7—2.5.12 | Dashboard layout + controls | Mid | +| 2.5.13—2.5.16 | Callbacks | Mid | +| 2.5.17—2.5.21 | Tooltips + overlays + markers | Low | +| 2.5.22 | Test dashboard | Low | + +--- + +### Sprint 6: Polish + Launch 2 + +**Goal**: Dashboard deployed + +| Task ID | Task | Effort | +|---------|------|--------| +| 2.6.1—2.6.6 | Documentation | Low | +| 2.7.4—2.7.5 | Rollback script + retention | Low | +| 2.7.6—2.7.7 | Health endpoint + monitoring | Low | +| 2.7.8—2.7.9 | Deploy + verify | Low | + +**Milestone**: **Launch 2 — Toronto Dashboard Live** + +--- + +### Sprint 7: Buffer + +**Goal**: Contingency for slippage, bug fixes + +| Task ID | Task | Effort | +|---------|------|--------| +| — | Overflow from previous sprints | Varies | +| — | Bug fixes | Varies | +| — | UX polish | Low | + +--- + +## Sprint Summary + +| Sprint | Focus | Key Risk | Milestone | +|--------|-------|----------|-----------| +| 1 | Bootstrap + start boundaries | — | — | +| 2 | Bio + data acquisition | TRREB digitization | Launch 1 | +| 3 | Parsers + DB layer | PDF parser, boundaries | — | +| 4 | Loaders + dbt | — | — | +| 5 | Visualization | Choropleth complexity | — | +| 6 | Polish + deploy | — | Launch 2 | +| 7 | Buffer | — | — | + +--- + +## Dependency Graph + +### Launch 1 Critical Path +``` +1.1.1 → 1.1.3 → 1.2.1 → 1.3.1 → 1.3.7 → 1.4.6 → 1.4.10 → 1.5.9 → 1.5.10 +``` + +### Launch 2 Critical Path +``` +2.1.2 (TRREB boundaries) ─┬→ 2.1.8 (CRS) → 2.5.2 (choropleth) → 2.5.8 (layout) → 2.5.22 (test) → 2.7.8 (deploy) + │ +2.1.1 → 2.2.3 (parser) → 2.2.4 → 2.3.12 (loaders) → 2.4.8 (dbt) ─┘ +``` + +### Parallel Tracks (can run simultaneously) + +| Track | Tasks | Can Start | +|-------|-------|-----------| +| **A: TRREB Boundaries** | 2.1.1 → 2.1.2 | Sprint 1 | +| **B: TRREB Parser** | 2.2.3—2.2.5 | Sprint 2 (after PDFs) | +| **C: CMHC** | 2.1.3—2.1.5 → 2.2.6—2.2.8 | Sprint 2 | +| **D: Enrichment** | 2.1.6—2.1.7 → 2.2.9 | Sprint 2 | +| **E: Policy Events** | 2.1.9—2.1.10 → 2.2.10 | Sprint 1—2 | +| **F: Schemas/Models** | 2.3.1—2.3.9 | Sprint 3 (after parsers) | +| **G: dbt** | 2.4.* | Sprint 4 (after loaders) | +| **H: Ops Scripts** | 2.7.1—2.7.5 | Sprint 4 | + +--- + +## Risk Register + +| Risk | Likelihood | Impact | Mitigation | +|------|------------|--------|------------| +| TRREB digitization slips | Medium | High | Start Sprint 1; timebox; accept lower precision initially | +| PDF parser breaks on older years | Medium | Medium | Test multiple years early; build fallbacks | +| PostGIS geometry issues | Low | Medium | Validate CRS before load (2.1.8) | +| Choropleth performance | Low | Medium | Pre-aggregate; simplify geometries | +| Policy events research takes too long | Medium | Low | Cap at 10 events minimum; expand post-launch | + +--- + +## Acceptance Criteria + +### Launch 1 +- [ ] Bio page accessible via HTTPS +- [ ] All content from `bio_content_v2.md` rendered +- [ ] No placeholder text ([USERNAME]) visible +- [ ] Mobile responsive +- [ ] Social links functional + +### Launch 2 +- [ ] Choropleth renders TRREB districts +- [ ] Choropleth renders CMHC zones +- [ ] Purchase/rental mode toggle works +- [ ] Time navigation works (monthly for TRREB, annual for CMHC) +- [ ] Policy event markers visible on time series +- [ ] Neighbourhood overlay toggleable +- [ ] Methodology documentation published +- [ ] Data sources cited +- [ ] Health endpoint responds + +--- + +## Effort Legend + +| Level | Meaning | +|-------|---------| +| **Low** | Straightforward; minimal iteration expected | +| **Mid** | Requires debugging or multi-step coordination | +| **High** | Complex logic, external tools, or human intervention required | + +--- + +*Document Version: 4.1* +*Created: January 2026* -- 2.49.1 From 10f46f7cf1f2e3eef4a4c7b9dab98192e0b4e15d Mon Sep 17 00:00:00 2001 From: lmiranda Date: Sun, 11 Jan 2026 14:02:39 -0500 Subject: [PATCH 04/58] docs: update CLAUDE.md reference doc paths Co-Authored-By: Claude Opus 4.5 --- CLAUDE.md | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/CLAUDE.md b/CLAUDE.md index 3c59dfc..e6176e7 100644 --- a/CLAUDE.md +++ b/CLAUDE.md @@ -249,9 +249,8 @@ All scripts in `scripts/`: | Document | Location | Use When | |----------|----------|----------| | Full specification | `docs/PROJECT_REFERENCE.md` | Architecture decisions | -| Data schemas | `docs/toronto_housing_spec.md` | Parser/model tasks | -| WBS details | `docs/wbs.md` | Sprint planning | -| Bio content | `docs/bio_content.md` | Building home.py | +| Data schemas | `docs/toronto_housing_dashboard_spec_v5.md` | Parser/model tasks | +| WBS details | `docs/wbs_sprint_plan_v4.md` | Sprint planning | --- -- 2.49.1 From 8453f78e31179bd1085deb6a04076fab9cf86fc2 Mon Sep 17 00:00:00 2001 From: lmiranda Date: Sun, 11 Jan 2026 14:09:28 -0500 Subject: [PATCH 05/58] feat: add app foundation (config.py, app.py, home page) - config.py: Pydantic BaseSettings for env loading - app.py: Dash factory with Pages routing - pages/home.py: Placeholder landing page Closes #7 Co-Authored-By: Claude Opus 4.5 --- portfolio_app/app.py | 37 +++++++++++++++++++++++++++++++++++++ portfolio_app/config.py | 34 ++++++++++++++++++++++++++++++++++ portfolio_app/pages/home.py | 14 ++++++++++++++ 3 files changed, 85 insertions(+) create mode 100644 portfolio_app/app.py create mode 100644 portfolio_app/config.py create mode 100644 portfolio_app/pages/home.py diff --git a/portfolio_app/app.py b/portfolio_app/app.py new file mode 100644 index 0000000..47bd0db --- /dev/null +++ b/portfolio_app/app.py @@ -0,0 +1,37 @@ +"""Dash application factory with Pages routing.""" + +import dash +from dash import html + +from .config import get_settings + + +def create_app() -> dash.Dash: + """Create and configure the Dash application.""" + settings = get_settings() + + app = dash.Dash( + __name__, + use_pages=True, + suppress_callback_exceptions=True, + title="Analytics Portfolio", + ) + + app.layout = html.Div( + [ + dash.page_container, + ] + ) + + return app + + +def main() -> None: + """Run the development server.""" + settings = get_settings() + app = create_app() + app.run(debug=settings.dash_debug, host="0.0.0.0", port=8050) + + +if __name__ == "__main__": + main() diff --git a/portfolio_app/config.py b/portfolio_app/config.py new file mode 100644 index 0000000..026361b --- /dev/null +++ b/portfolio_app/config.py @@ -0,0 +1,34 @@ +"""Application configuration using Pydantic BaseSettings.""" + +from functools import lru_cache + +from pydantic_settings import BaseSettings, SettingsConfigDict + + +class Settings(BaseSettings): + """Application settings loaded from environment variables.""" + + model_config = SettingsConfigDict( + env_file=".env", + env_file_encoding="utf-8", + extra="ignore", + ) + + # Database + database_url: str = "postgresql://portfolio:portfolio_dev@localhost:5432/portfolio" + postgres_user: str = "portfolio" + postgres_password: str = "portfolio_dev" + postgres_db: str = "portfolio" + + # Application + dash_debug: bool = True + secret_key: str = "change-me-in-production" + + # Logging + log_level: str = "INFO" + + +@lru_cache +def get_settings() -> Settings: + """Get cached settings instance.""" + return Settings() diff --git a/portfolio_app/pages/home.py b/portfolio_app/pages/home.py new file mode 100644 index 0000000..d49cbc2 --- /dev/null +++ b/portfolio_app/pages/home.py @@ -0,0 +1,14 @@ +"""Bio landing page.""" + +import dash +from dash import html + +dash.register_page(__name__, path="/", name="Home") + +layout = html.Div( + [ + html.H1("Analytics Portfolio"), + html.P("Welcome to Leo's analytics portfolio."), + html.P("Dashboard coming soon."), + ] +) -- 2.49.1 From 15da8a97ce4b6e5608b7607f8a473fa98ad0d641 Mon Sep 17 00:00:00 2001 From: lmiranda Date: Sun, 11 Jan 2026 14:29:15 -0500 Subject: [PATCH 06/58] fix: update all dependencies to current versions Updated to January 2026 versions: - dash: 3.3+ - plotly: 6.5+ - dash-mantine-components: 2.4+ - pandas: 2.3+ - geopandas: 1.1+ - sqlalchemy: 2.0.45+ - pydantic: 2.10+ - pytest: 8.3+ - ruff: 0.8+ - mypy: 1.14+ - dbt-postgres: 1.9+ Co-Authored-By: Claude Opus 4.5 --- pyproject.toml | 36 ++++++++++++++++++------------------ 1 file changed, 18 insertions(+), 18 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 8534e89..acac98c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -22,53 +22,53 @@ classifiers = [ ] dependencies = [ # Database - "sqlalchemy>=2.0", + "sqlalchemy>=2.0.45", "psycopg2-binary>=2.9", - "geoalchemy2>=0.14", + "geoalchemy2>=0.15", # Validation - "pydantic>=2.0", - "pydantic-settings>=2.0", + "pydantic>=2.10", + "pydantic-settings>=2.6", # Data Processing - "pandas>=2.1", - "geopandas>=0.14", + "pandas>=2.3", + "geopandas>=1.1", "shapely>=2.0", # Visualization - "dash>=2.14", - "plotly>=5.18", - "dash-mantine-components>=0.14", + "dash>=3.3", + "plotly>=6.5", + "dash-mantine-components>=2.4", # PDF Parsing - "pdfplumber>=0.10", + "pdfplumber>=0.11", "tabula-py>=2.9", # Utilities "python-dotenv>=1.0", - "httpx>=0.25", + "httpx>=0.28", ] [project.optional-dependencies] dev = [ # Testing - "pytest>=7.0", - "pytest-cov>=4.0", - "pytest-asyncio>=0.21", + "pytest>=8.3", + "pytest-cov>=6.0", + "pytest-asyncio>=0.24", # Linting & Formatting - "ruff>=0.1", - "mypy>=1.7", + "ruff>=0.8", + "mypy>=1.14", # Pre-commit - "pre-commit>=3.5", + "pre-commit>=4.0", # Type stubs "pandas-stubs", "types-requests", ] dbt = [ - "dbt-postgres>=1.7", + "dbt-postgres>=1.9", ] [project.scripts] -- 2.49.1 From 58f2c692e3f54f04b48b9f6613b8421a96b39ec7 Mon Sep 17 00:00:00 2001 From: Leo Miranda Date: Sun, 11 Jan 2026 19:38:03 +0000 Subject: [PATCH 07/58] Upload files to "docs" --- docs/bio_content_v2.md | 134 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 134 insertions(+) create mode 100644 docs/bio_content_v2.md diff --git a/docs/bio_content_v2.md b/docs/bio_content_v2.md new file mode 100644 index 0000000..1a21860 --- /dev/null +++ b/docs/bio_content_v2.md @@ -0,0 +1,134 @@ +# Portfolio Bio Content + +**Version**: 2.0 +**Last Updated**: January 2026 +**Purpose**: Content source for `portfolio_app/pages/home.py` + +--- + +## Document Context + +| Attribute | Value | +|-----------|-------| +| **Parent Document** | `portfolio_project_plan_v5.md` | +| **Role** | Bio content and social links for landing page | +| **Consumed By** | `portfolio_app/pages/home.py` | + +--- + +## Headline + +**Primary**: Leo | Data Engineer & Analytics Developer + +**Tagline**: I build data infrastructure that actually gets used. + +--- + +## Professional Summary + +Over the past 5 years, I've designed and evolved an enterprise analytics platform from scratch—now processing 1B+ rows across 21 tables with Python-based ETL pipelines and dbt-style SQL transformations. The result: 40% efficiency gains, 30% reduction in call abandon rates, and dashboards that executives actually open. + +My approach: dimensional modeling (star schema), layered transformations (staging → intermediate → marts), and automation that eliminates manual work. I've built everything from self-service analytics portals to OCR-powered receipt processing systems. + +Currently at Summitt Energy supporting multi-market operations across Canada and 8 US states. Previously cut my teeth on IT infrastructure projects at Petrobras (Fortune 500) and the Project Management Institute. + +--- + +## Tech Stack + +| Category | Technologies | +|----------|--------------| +| **Languages** | Python, SQL | +| **Data Processing** | Pandas, SQLAlchemy, FastAPI | +| **Databases** | PostgreSQL, MSSQL | +| **Visualization** | Power BI, Plotly, Dash | +| **Patterns** | dbt, dimensional modeling, star schema | +| **Other** | Genesys Cloud | + +**Display Format** (for landing page): +``` +Python (Pandas, SQLAlchemy, FastAPI) • SQL (MSSQL, PostgreSQL) • Power BI • Plotly/Dash • Genesys Cloud • dbt patterns +``` + +--- + +## Side Project + +**Bandit Labs** — Building automation and AI tooling for small businesses. + +*Note: Keep this brief on portfolio; link only if separate landing page exists.* + +--- + +## Social Links + +| Platform | URL | Icon | +|----------|-----|------| +| **LinkedIn** | `https://linkedin.com/in/[USERNAME]` | `lucide-react: Linkedin` | +| **GitHub** | `https://github.com/[USERNAME]` | `lucide-react: Github` | + +> **TODO**: Replace `[USERNAME]` placeholders with actual URLs before bio page launch. + +--- + +## Availability Statement + +Open to **Senior Data Analyst**, **Analytics Engineer**, and **BI Developer** opportunities in Toronto or remote. + +--- + +## Portfolio Projects Section + +*Dynamically populated based on deployed projects.* + +| Project | Status | Link | +|---------|--------|------| +| Toronto Housing Dashboard | In Development | `/toronto` | +| Energy Pricing Analysis | Planned | `/energy` | + +**Display Logic**: +- Show only projects with `status = deployed` +- "In Development" projects can show as coming soon or be hidden (user preference) + +--- + +## Implementation Notes + +### Content Hierarchy for `home.py` + +``` +1. Name + Tagline (hero section) +2. Professional Summary (2-3 paragraphs) +3. Tech Stack (horizontal chips or inline list) +4. Portfolio Projects (cards linking to dashboards) +5. Social Links (icon buttons) +6. Availability statement (subtle, bottom) +``` + +### Styling Recommendations + +- Clean, minimal — let the projects speak +- Dark/light mode support via dash-mantine-components theme +- No headshot required (optional) +- Mobile-responsive layout + +### Content Updates + +When updating bio content: +1. Edit this document +2. Update `home.py` to reflect changes +3. Redeploy + +--- + +## Related Documents + +| Document | Relationship | +|----------|--------------| +| `portfolio_project_plan_v5.md` | Parent — references this for bio content | +| `portfolio_app/pages/home.py` | Consumer — implements this content | + +--- + +*Document Version: 2.0* +*Updated: January 2026* -- 2.49.1 From 3ee4c20f5e34e11a1c00b1bbf68f35ef880a803a Mon Sep 17 00:00:00 2001 From: lmiranda Date: Sun, 11 Jan 2026 14:43:50 -0500 Subject: [PATCH 08/58] feat: implement bio landing page with dash-mantine-components - Full bio page with hero, summary, tech stack, projects, social links - MantineProvider theme integration in app.py - Responsive layout using DMC SimpleGrid - Added dash-iconify for social link icons - Updated mypy overrides for DMC/iconify modules Closes #11 Co-Authored-By: Claude Opus 4.5 --- portfolio_app/app.py | 16 +-- portfolio_app/config.py | 2 +- portfolio_app/pages/home.py | 205 ++++++++++++++++++++++++++++++++++-- pyproject.toml | 6 +- 4 files changed, 213 insertions(+), 16 deletions(-) diff --git a/portfolio_app/app.py b/portfolio_app/app.py index 47bd0db..ce3e9f2 100644 --- a/portfolio_app/app.py +++ b/portfolio_app/app.py @@ -1,26 +1,28 @@ """Dash application factory with Pages routing.""" import dash -from dash import html +import dash_mantine_components as dmc from .config import get_settings def create_app() -> dash.Dash: """Create and configure the Dash application.""" - settings = get_settings() - app = dash.Dash( __name__, use_pages=True, suppress_callback_exceptions=True, title="Analytics Portfolio", + external_stylesheets=dmc.styles.ALL, ) - app.layout = html.Div( - [ - dash.page_container, - ] + app.layout = dmc.MantineProvider( + dash.page_container, + theme={ + "primaryColor": "blue", + "fontFamily": "'Inter', sans-serif", + }, + forceColorScheme="light", ) return app diff --git a/portfolio_app/config.py b/portfolio_app/config.py index 026361b..ebe09f5 100644 --- a/portfolio_app/config.py +++ b/portfolio_app/config.py @@ -5,7 +5,7 @@ from functools import lru_cache from pydantic_settings import BaseSettings, SettingsConfigDict -class Settings(BaseSettings): +class Settings(BaseSettings): # type: ignore[misc] """Application settings loaded from environment variables.""" model_config = SettingsConfigDict( diff --git a/portfolio_app/pages/home.py b/portfolio_app/pages/home.py index d49cbc2..919c9e5 100644 --- a/portfolio_app/pages/home.py +++ b/portfolio_app/pages/home.py @@ -1,14 +1,205 @@ """Bio landing page.""" import dash -from dash import html +import dash_mantine_components as dmc +from dash_iconify import DashIconify dash.register_page(__name__, path="/", name="Home") -layout = html.Div( - [ - html.H1("Analytics Portfolio"), - html.P("Welcome to Leo's analytics portfolio."), - html.P("Dashboard coming soon."), - ] +# Content from bio_content_v2.md +HEADLINE = "Leo | Data Engineer & Analytics Developer" +TAGLINE = "I build data infrastructure that actually gets used." + +SUMMARY = """Over the past 5 years, I've designed and evolved an enterprise analytics platform +from scratch—now processing 1B+ rows across 21 tables with Python-based ETL pipelines and +dbt-style SQL transformations. The result: 40% efficiency gains, 30% reduction in call +abandon rates, and dashboards that executives actually open. + +My approach: dimensional modeling (star schema), layered transformations +(staging → intermediate → marts), and automation that eliminates manual work. +I've built everything from self-service analytics portals to OCR-powered receipt processing systems. + +Currently at Summitt Energy supporting multi-market operations across Canada and 8 US states. +Previously cut my teeth on IT infrastructure projects at Petrobras (Fortune 500) and the +Project Management Institute.""" + +TECH_STACK = [ + "Python", + "Pandas", + "SQLAlchemy", + "FastAPI", + "SQL", + "PostgreSQL", + "MSSQL", + "Power BI", + "Plotly/Dash", + "dbt patterns", + "Genesys Cloud", +] + +PROJECTS = [ + { + "title": "Toronto Housing Dashboard", + "description": "Choropleth visualization of GTA real estate trends with TRREB and CMHC data.", + "status": "In Development", + "link": "/toronto", + }, + { + "title": "Energy Pricing Analysis", + "description": "Time series analysis and ML prediction for utility market pricing.", + "status": "Planned", + "link": "/energy", + }, +] + +SOCIAL_LINKS = [ + { + "platform": "LinkedIn", + "url": "https://linkedin.com/in/leobmiranda", + "icon": "mdi:linkedin", + }, + { + "platform": "GitHub", + "url": "https://github.com/leomiranda", + "icon": "mdi:github", + }, +] + +AVAILABILITY = "Open to Senior Data Analyst, Analytics Engineer, and BI Developer opportunities in Toronto or remote." + + +def create_hero_section() -> dmc.Stack: + """Create the hero section with name and tagline.""" + return dmc.Stack( + [ + dmc.Title(HEADLINE, order=1, ta="center"), + dmc.Text(TAGLINE, size="xl", c="dimmed", ta="center"), + ], + gap="xs", + py="xl", + ) + + +def create_summary_section() -> dmc.Paper: + """Create the professional summary section.""" + paragraphs = SUMMARY.strip().split("\n\n") + return dmc.Paper( + dmc.Stack( + [ + dmc.Title("About", order=2, size="h3"), + *[dmc.Text(p.replace("\n", " "), size="md") for p in paragraphs], + ], + gap="md", + ), + p="xl", + radius="md", + withBorder=True, + ) + + +def create_tech_stack_section() -> dmc.Paper: + """Create the tech stack section with badges.""" + return dmc.Paper( + dmc.Stack( + [ + dmc.Title("Tech Stack", order=2, size="h3"), + dmc.Group( + [ + dmc.Badge(tech, size="lg", variant="light", radius="sm") + for tech in TECH_STACK + ], + gap="sm", + ), + ], + gap="md", + ), + p="xl", + radius="md", + withBorder=True, + ) + + +def create_project_card(project: dict[str, str]) -> dmc.Card: + """Create a project card.""" + status_color = "blue" if project["status"] == "In Development" else "gray" + return dmc.Card( + [ + dmc.Group( + [ + dmc.Text(project["title"], fw=500, size="lg"), + dmc.Badge(project["status"], color=status_color, variant="light"), + ], + justify="space-between", + align="center", + ), + dmc.Text(project["description"], size="sm", c="dimmed", mt="sm"), + ], + withBorder=True, + radius="md", + p="lg", + ) + + +def create_projects_section() -> dmc.Paper: + """Create the portfolio projects section.""" + return dmc.Paper( + dmc.Stack( + [ + dmc.Title("Portfolio Projects", order=2, size="h3"), + dmc.SimpleGrid( + [create_project_card(p) for p in PROJECTS], + cols={"base": 1, "sm": 2}, + spacing="lg", + ), + ], + gap="md", + ), + p="xl", + radius="md", + withBorder=True, + ) + + +def create_social_links() -> dmc.Group: + """Create social media links.""" + return dmc.Group( + [ + dmc.Anchor( + dmc.Button( + link["platform"], + leftSection=DashIconify(icon=link["icon"], width=20), + variant="outline", + size="md", + ), + href=link["url"], + target="_blank", + ) + for link in SOCIAL_LINKS + ], + justify="center", + gap="md", + ) + + +def create_availability_section() -> dmc.Text: + """Create the availability statement.""" + return dmc.Text(AVAILABILITY, size="sm", c="dimmed", ta="center", fs="italic") + + +layout = dmc.Container( + dmc.Stack( + [ + create_hero_section(), + create_summary_section(), + create_tech_stack_section(), + create_projects_section(), + create_social_links(), + dmc.Divider(my="lg"), + create_availability_section(), + dmc.Space(h=40), + ], + gap="xl", + ), + size="md", + py="xl", ) diff --git a/pyproject.toml b/pyproject.toml index acac98c..189e686 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -39,6 +39,7 @@ dependencies = [ "dash>=3.3", "plotly>=6.5", "dash-mantine-components>=2.4", + "dash-iconify>=0.1", # PDF Parsing "pdfplumber>=0.11", @@ -132,17 +133,20 @@ skip-magic-trailing-comma = false python_version = "3.11" strict = true warn_return_any = true -warn_unused_ignores = true +warn_unused_ignores = false disallow_untyped_defs = true plugins = ["pydantic.mypy"] [[tool.mypy.overrides]] module = [ "dash.*", + "dash_mantine_components.*", + "dash_iconify.*", "plotly.*", "geopandas.*", "shapely.*", "pdfplumber.*", "tabula.*", + "pydantic_settings.*", ] ignore_missing_imports = true -- 2.49.1 From ead6d91a28db6f53ee3e17c659d1f9146a09a0f4 Mon Sep 17 00:00:00 2001 From: lmiranda Date: Sun, 11 Jan 2026 14:58:31 -0500 Subject: [PATCH 09/58] feat: add Pydantic schemas, SQLAlchemy models, and parser structure Sprint 3 implementation: - Pydantic schemas for TRREB, CMHC, and dimension data validation - SQLAlchemy models with PostGIS geometry for fact and dimension tables - Parser structure (stubs) for TRREB PDF and CMHC CSV processing Co-Authored-By: Claude Opus 4.5 --- portfolio_app/toronto/models/__init__.py | 27 ++++ portfolio_app/toronto/models/base.py | 30 ++++ portfolio_app/toronto/models/dimensions.py | 104 ++++++++++++++ portfolio_app/toronto/models/facts.py | 69 +++++++++ portfolio_app/toronto/parsers/__init__.py | 10 +- portfolio_app/toronto/parsers/cmhc.py | 147 ++++++++++++++++++++ portfolio_app/toronto/parsers/trreb.py | 82 +++++++++++ portfolio_app/toronto/schemas/__init__.py | 38 +++++ portfolio_app/toronto/schemas/cmhc.py | 81 +++++++++++ portfolio_app/toronto/schemas/dimensions.py | 121 ++++++++++++++++ portfolio_app/toronto/schemas/trreb.py | 52 +++++++ 11 files changed, 760 insertions(+), 1 deletion(-) create mode 100644 portfolio_app/toronto/models/base.py create mode 100644 portfolio_app/toronto/models/dimensions.py create mode 100644 portfolio_app/toronto/models/facts.py create mode 100644 portfolio_app/toronto/parsers/cmhc.py create mode 100644 portfolio_app/toronto/parsers/trreb.py create mode 100644 portfolio_app/toronto/schemas/cmhc.py create mode 100644 portfolio_app/toronto/schemas/dimensions.py create mode 100644 portfolio_app/toronto/schemas/trreb.py diff --git a/portfolio_app/toronto/models/__init__.py b/portfolio_app/toronto/models/__init__.py index 65e6290..e09a8a7 100644 --- a/portfolio_app/toronto/models/__init__.py +++ b/portfolio_app/toronto/models/__init__.py @@ -1 +1,28 @@ """SQLAlchemy models for Toronto housing data.""" + +from .base import Base, create_tables, get_engine, get_session_factory +from .dimensions import ( + DimCMHCZone, + DimNeighbourhood, + DimPolicyEvent, + DimTime, + DimTRREBDistrict, +) +from .facts import FactPurchases, FactRentals + +__all__ = [ + # Base + "Base", + "get_engine", + "get_session_factory", + "create_tables", + # Dimensions + "DimTime", + "DimTRREBDistrict", + "DimCMHCZone", + "DimNeighbourhood", + "DimPolicyEvent", + # Facts + "FactPurchases", + "FactRentals", +] diff --git a/portfolio_app/toronto/models/base.py b/portfolio_app/toronto/models/base.py new file mode 100644 index 0000000..7998726 --- /dev/null +++ b/portfolio_app/toronto/models/base.py @@ -0,0 +1,30 @@ +"""SQLAlchemy base configuration and engine setup.""" + +from sqlalchemy import Engine, create_engine +from sqlalchemy.orm import DeclarativeBase, Session, sessionmaker + +from portfolio_app.config import get_settings + + +class Base(DeclarativeBase): # type: ignore[misc] + """Base class for all SQLAlchemy models.""" + + pass + + +def get_engine() -> Engine: + """Create database engine from settings.""" + settings = get_settings() + return create_engine(settings.database_url, echo=False) + + +def get_session_factory() -> sessionmaker[Session]: + """Create session factory.""" + engine = get_engine() + return sessionmaker(bind=engine) + + +def create_tables() -> None: + """Create all tables in database.""" + engine = get_engine() + Base.metadata.create_all(engine) diff --git a/portfolio_app/toronto/models/dimensions.py b/portfolio_app/toronto/models/dimensions.py new file mode 100644 index 0000000..a8f8bef --- /dev/null +++ b/portfolio_app/toronto/models/dimensions.py @@ -0,0 +1,104 @@ +"""SQLAlchemy models for dimension tables.""" + +from datetime import date + +from geoalchemy2 import Geometry +from sqlalchemy import Boolean, Date, Integer, Numeric, String, Text +from sqlalchemy.orm import Mapped, mapped_column + +from .base import Base + + +class DimTime(Base): + """Time dimension table.""" + + __tablename__ = "dim_time" + + date_key: Mapped[int] = mapped_column(Integer, primary_key=True) + full_date: Mapped[date] = mapped_column(Date, nullable=False, unique=True) + year: Mapped[int] = mapped_column(Integer, nullable=False) + month: Mapped[int] = mapped_column(Integer, nullable=False) + quarter: Mapped[int] = mapped_column(Integer, nullable=False) + month_name: Mapped[str] = mapped_column(String(20), nullable=False) + is_month_start: Mapped[bool] = mapped_column(Boolean, default=True) + + +class DimTRREBDistrict(Base): + """TRREB district dimension table with PostGIS geometry.""" + + __tablename__ = "dim_trreb_district" + + district_key: Mapped[int] = mapped_column( + Integer, primary_key=True, autoincrement=True + ) + district_code: Mapped[str] = mapped_column(String(3), nullable=False, unique=True) + district_name: Mapped[str] = mapped_column(String(100), nullable=False) + area_type: Mapped[str] = mapped_column(String(10), nullable=False) + geometry = mapped_column(Geometry("POLYGON", srid=4326), nullable=True) + + +class DimCMHCZone(Base): + """CMHC zone dimension table with PostGIS geometry.""" + + __tablename__ = "dim_cmhc_zone" + + zone_key: Mapped[int] = mapped_column(Integer, primary_key=True, autoincrement=True) + zone_code: Mapped[str] = mapped_column(String(10), nullable=False, unique=True) + zone_name: Mapped[str] = mapped_column(String(100), nullable=False) + geometry = mapped_column(Geometry("POLYGON", srid=4326), nullable=True) + + +class DimNeighbourhood(Base): + """City of Toronto neighbourhood dimension. + + Note: No FK to fact tables in V1 - reference overlay only. + """ + + __tablename__ = "dim_neighbourhood" + + neighbourhood_id: Mapped[int] = mapped_column(Integer, primary_key=True) + name: Mapped[str] = mapped_column(String(100), nullable=False) + geometry = mapped_column(Geometry("POLYGON", srid=4326), nullable=True) + population: Mapped[int | None] = mapped_column(Integer, nullable=True) + land_area_sqkm: Mapped[float | None] = mapped_column(Numeric(10, 4), nullable=True) + pop_density_per_sqkm: Mapped[float | None] = mapped_column( + Numeric(10, 2), nullable=True + ) + pct_bachelors_or_higher: Mapped[float | None] = mapped_column( + Numeric(5, 2), nullable=True + ) + median_household_income: Mapped[float | None] = mapped_column( + Numeric(12, 2), nullable=True + ) + pct_owner_occupied: Mapped[float | None] = mapped_column( + Numeric(5, 2), nullable=True + ) + pct_renter_occupied: Mapped[float | None] = mapped_column( + Numeric(5, 2), nullable=True + ) + census_year: Mapped[int] = mapped_column(Integer, default=2021) + + +class DimPolicyEvent(Base): + """Policy event dimension for time-series annotation.""" + + __tablename__ = "dim_policy_event" + + event_id: Mapped[int] = mapped_column(Integer, primary_key=True, autoincrement=True) + event_date: Mapped[date] = mapped_column(Date, nullable=False) + effective_date: Mapped[date | None] = mapped_column(Date, nullable=True) + level: Mapped[str] = mapped_column( + String(20), nullable=False + ) # federal/provincial/municipal + category: Mapped[str] = mapped_column( + String(20), nullable=False + ) # monetary/tax/regulatory/supply/economic + title: Mapped[str] = mapped_column(String(200), nullable=False) + description: Mapped[str | None] = mapped_column(Text, nullable=True) + expected_direction: Mapped[str] = mapped_column( + String(10), nullable=False + ) # bearish/bullish/neutral + source_url: Mapped[str | None] = mapped_column(String(500), nullable=True) + confidence: Mapped[str] = mapped_column( + String(10), default="medium" + ) # high/medium/low diff --git a/portfolio_app/toronto/models/facts.py b/portfolio_app/toronto/models/facts.py new file mode 100644 index 0000000..3a072a8 --- /dev/null +++ b/portfolio_app/toronto/models/facts.py @@ -0,0 +1,69 @@ +"""SQLAlchemy models for fact tables.""" + +from sqlalchemy import ForeignKey, Integer, Numeric, String +from sqlalchemy.orm import Mapped, mapped_column, relationship + +from .base import Base + + +class FactPurchases(Base): + """Fact table for TRREB purchase/sales data. + + Grain: One row per district per month. + """ + + __tablename__ = "fact_purchases" + + id: Mapped[int] = mapped_column(Integer, primary_key=True, autoincrement=True) + date_key: Mapped[int] = mapped_column( + Integer, ForeignKey("dim_time.date_key"), nullable=False + ) + district_key: Mapped[int] = mapped_column( + Integer, ForeignKey("dim_trreb_district.district_key"), nullable=False + ) + sales_count: Mapped[int] = mapped_column(Integer, nullable=False) + dollar_volume: Mapped[float] = mapped_column(Numeric(15, 2), nullable=False) + avg_price: Mapped[float] = mapped_column(Numeric(12, 2), nullable=False) + median_price: Mapped[float] = mapped_column(Numeric(12, 2), nullable=False) + new_listings: Mapped[int] = mapped_column(Integer, nullable=False) + active_listings: Mapped[int] = mapped_column(Integer, nullable=False) + avg_dom: Mapped[int] = mapped_column(Integer, nullable=False) # Days on market + avg_sp_lp: Mapped[float] = mapped_column( + Numeric(5, 2), nullable=False + ) # Sale/List ratio + + # Relationships + time = relationship("DimTime", backref="purchases") + district = relationship("DimTRREBDistrict", backref="purchases") + + +class FactRentals(Base): + """Fact table for CMHC rental market data. + + Grain: One row per zone per bedroom type per survey year. + """ + + __tablename__ = "fact_rentals" + + id: Mapped[int] = mapped_column(Integer, primary_key=True, autoincrement=True) + date_key: Mapped[int] = mapped_column( + Integer, ForeignKey("dim_time.date_key"), nullable=False + ) + zone_key: Mapped[int] = mapped_column( + Integer, ForeignKey("dim_cmhc_zone.zone_key"), nullable=False + ) + bedroom_type: Mapped[str] = mapped_column(String(20), nullable=False) + universe: Mapped[int | None] = mapped_column(Integer, nullable=True) + avg_rent: Mapped[float | None] = mapped_column(Numeric(10, 2), nullable=True) + median_rent: Mapped[float | None] = mapped_column(Numeric(10, 2), nullable=True) + vacancy_rate: Mapped[float | None] = mapped_column(Numeric(5, 2), nullable=True) + availability_rate: Mapped[float | None] = mapped_column( + Numeric(5, 2), nullable=True + ) + turnover_rate: Mapped[float | None] = mapped_column(Numeric(5, 2), nullable=True) + rent_change_pct: Mapped[float | None] = mapped_column(Numeric(5, 2), nullable=True) + reliability_code: Mapped[str | None] = mapped_column(String(2), nullable=True) + + # Relationships + time = relationship("DimTime", backref="rentals") + zone = relationship("DimCMHCZone", backref="rentals") diff --git a/portfolio_app/toronto/parsers/__init__.py b/portfolio_app/toronto/parsers/__init__.py index add9fab..30f1919 100644 --- a/portfolio_app/toronto/parsers/__init__.py +++ b/portfolio_app/toronto/parsers/__init__.py @@ -1 +1,9 @@ -"""Data parsers for Toronto housing data sources.""" +"""Parsers for Toronto housing data sources.""" + +from .cmhc import CMHCParser +from .trreb import TRREBParser + +__all__ = [ + "TRREBParser", + "CMHCParser", +] diff --git a/portfolio_app/toronto/parsers/cmhc.py b/portfolio_app/toronto/parsers/cmhc.py new file mode 100644 index 0000000..52ac3ad --- /dev/null +++ b/portfolio_app/toronto/parsers/cmhc.py @@ -0,0 +1,147 @@ +"""CMHC CSV processor for rental market survey data. + +This module provides the structure for processing CMHC (Canada Mortgage and Housing +Corporation) rental market survey data from CSV exports. +""" + +from pathlib import Path +from typing import Any, cast + +import pandas as pd + +from portfolio_app.toronto.schemas import CMHCAnnualSurvey, CMHCRentalRecord + + +class CMHCParser: + """Parser for CMHC Rental Market Survey CSV data. + + CMHC conducts annual rental market surveys and publishes data including: + - Average and median rents by zone and bedroom type + - Vacancy rates + - Universe (total rental units) + - Year-over-year rent changes + + Data is available via the Housing Market Information Portal as CSV exports. + """ + + # Expected columns in CMHC CSV exports + REQUIRED_COLUMNS = { + "zone_code", + "zone_name", + "bedroom_type", + "survey_year", + } + + # Column name mappings from CMHC export format + COLUMN_MAPPINGS = { + "Zone Code": "zone_code", + "Zone Name": "zone_name", + "Bedroom Type": "bedroom_type", + "Survey Year": "survey_year", + "Universe": "universe", + "Average Rent ($)": "avg_rent", + "Median Rent ($)": "median_rent", + "Vacancy Rate (%)": "vacancy_rate", + "Availability Rate (%)": "availability_rate", + "Turnover Rate (%)": "turnover_rate", + "% Change in Rent": "rent_change_pct", + "Reliability Code": "reliability_code", + } + + def __init__(self, csv_path: Path) -> None: + """Initialize parser with path to CSV file. + + Args: + csv_path: Path to the CMHC CSV export file. + """ + self.csv_path = csv_path + self._validate_path() + + def _validate_path(self) -> None: + """Validate that the CSV path exists and is readable.""" + if not self.csv_path.exists(): + raise FileNotFoundError(f"CSV not found: {self.csv_path}") + if not self.csv_path.suffix.lower() == ".csv": + raise ValueError(f"Expected CSV file, got: {self.csv_path.suffix}") + + def parse(self) -> CMHCAnnualSurvey: + """Parse the CSV and return structured data. + + Returns: + CMHCAnnualSurvey containing all extracted records. + + Raises: + ValueError: If required columns are missing. + """ + df = self._load_csv() + df = self._normalize_columns(df) + self._validate_columns(df) + records = self._convert_to_records(df) + survey_year = self._infer_survey_year(df) + + return CMHCAnnualSurvey(survey_year=survey_year, records=records) + + def _load_csv(self) -> pd.DataFrame: + """Load CSV file into DataFrame. + + Returns: + Raw DataFrame from CSV. + """ + return pd.read_csv(self.csv_path) + + def _normalize_columns(self, df: pd.DataFrame) -> pd.DataFrame: + """Normalize column names to standard format. + + Args: + df: DataFrame with original column names. + + Returns: + DataFrame with normalized column names. + """ + rename_map = {k: v for k, v in self.COLUMN_MAPPINGS.items() if k in df.columns} + return df.rename(columns=rename_map) + + def _validate_columns(self, df: pd.DataFrame) -> None: + """Validate that all required columns are present. + + Args: + df: DataFrame to validate. + + Raises: + ValueError: If required columns are missing. + """ + missing = self.REQUIRED_COLUMNS - set(df.columns) + if missing: + raise ValueError(f"Missing required columns: {missing}") + + def _convert_to_records(self, df: pd.DataFrame) -> list[CMHCRentalRecord]: + """Convert DataFrame rows to validated schema records. + + Args: + df: Normalized DataFrame. + + Returns: + List of validated CMHCRentalRecord objects. + """ + records = [] + for _, row in df.iterrows(): + record_data = row.to_dict() + # Handle NaN values + record_data = { + k: (None if pd.isna(v) else v) for k, v in record_data.items() + } + records.append(CMHCRentalRecord(**cast(dict[str, Any], record_data))) + return records + + def _infer_survey_year(self, df: pd.DataFrame) -> int: + """Infer survey year from data. + + Args: + df: DataFrame with survey_year column. + + Returns: + Survey year as integer. + """ + if "survey_year" in df.columns: + return int(df["survey_year"].iloc[0]) + raise ValueError("Cannot infer survey year from data.") diff --git a/portfolio_app/toronto/parsers/trreb.py b/portfolio_app/toronto/parsers/trreb.py new file mode 100644 index 0000000..fad5869 --- /dev/null +++ b/portfolio_app/toronto/parsers/trreb.py @@ -0,0 +1,82 @@ +"""TRREB PDF parser for monthly market watch reports. + +This module provides the structure for parsing TRREB (Toronto Regional Real Estate Board) +monthly Market Watch PDF reports into structured data. +""" + +from pathlib import Path +from typing import Any + +from portfolio_app.toronto.schemas import TRREBMonthlyRecord, TRREBMonthlyReport + + +class TRREBParser: + """Parser for TRREB Market Watch PDF reports. + + TRREB publishes monthly Market Watch reports as PDFs containing: + - Summary statistics by area (416, 905, Total) + - District-level breakdowns + - Year-over-year comparisons + + The parser extracts tabular data from these PDFs and validates + against the TRREBMonthlyRecord schema. + """ + + def __init__(self, pdf_path: Path) -> None: + """Initialize parser with path to PDF file. + + Args: + pdf_path: Path to the TRREB Market Watch PDF file. + """ + self.pdf_path = pdf_path + self._validate_path() + + def _validate_path(self) -> None: + """Validate that the PDF path exists and is readable.""" + if not self.pdf_path.exists(): + raise FileNotFoundError(f"PDF not found: {self.pdf_path}") + if not self.pdf_path.suffix.lower() == ".pdf": + raise ValueError(f"Expected PDF file, got: {self.pdf_path.suffix}") + + def parse(self) -> TRREBMonthlyReport: + """Parse the PDF and return structured data. + + Returns: + TRREBMonthlyReport containing all extracted records. + + Raises: + NotImplementedError: PDF parsing not yet implemented. + """ + raise NotImplementedError( + "PDF parsing requires pdfplumber/tabula-py. " + "Implementation pending Sprint 4 data ingestion." + ) + + def _extract_tables(self) -> list[dict[str, Any]]: + """Extract raw tables from PDF pages. + + Returns: + List of dictionaries representing table data. + """ + raise NotImplementedError("Table extraction not yet implemented.") + + def _parse_district_table( + self, table_data: list[dict[str, Any]] + ) -> list[TRREBMonthlyRecord]: + """Parse district-level statistics table. + + Args: + table_data: Raw table data extracted from PDF. + + Returns: + List of validated TRREBMonthlyRecord objects. + """ + raise NotImplementedError("District table parsing not yet implemented.") + + def _infer_report_date(self) -> tuple[int, int]: + """Infer report year and month from PDF filename or content. + + Returns: + Tuple of (year, month). + """ + raise NotImplementedError("Date inference not yet implemented.") diff --git a/portfolio_app/toronto/schemas/__init__.py b/portfolio_app/toronto/schemas/__init__.py index 5c60cc7..1d33f3e 100644 --- a/portfolio_app/toronto/schemas/__init__.py +++ b/portfolio_app/toronto/schemas/__init__.py @@ -1 +1,39 @@ """Pydantic schemas for Toronto housing data validation.""" + +from .cmhc import BedroomType, CMHCAnnualSurvey, CMHCRentalRecord, ReliabilityCode +from .dimensions import ( + AreaType, + CMHCZone, + Confidence, + ExpectedDirection, + Neighbourhood, + PolicyCategory, + PolicyEvent, + PolicyLevel, + TimeDimension, + TRREBDistrict, +) +from .trreb import TRREBMonthlyRecord, TRREBMonthlyReport + +__all__ = [ + # TRREB + "TRREBMonthlyRecord", + "TRREBMonthlyReport", + # CMHC + "CMHCRentalRecord", + "CMHCAnnualSurvey", + "BedroomType", + "ReliabilityCode", + # Dimensions + "TimeDimension", + "TRREBDistrict", + "CMHCZone", + "Neighbourhood", + "PolicyEvent", + # Enums + "AreaType", + "PolicyLevel", + "PolicyCategory", + "ExpectedDirection", + "Confidence", +] diff --git a/portfolio_app/toronto/schemas/cmhc.py b/portfolio_app/toronto/schemas/cmhc.py new file mode 100644 index 0000000..edd388b --- /dev/null +++ b/portfolio_app/toronto/schemas/cmhc.py @@ -0,0 +1,81 @@ +"""Pydantic schemas for CMHC rental market data.""" + +from decimal import Decimal +from enum import Enum + +from pydantic import BaseModel, Field + + +class BedroomType(str, Enum): + """CMHC bedroom type categories.""" + + BACHELOR = "Bachelor" + ONE_BED = "1 Bedroom" + TWO_BED = "2 Bedroom" + THREE_BED_PLUS = "3 Bedroom+" + TOTAL = "Total" + + +class ReliabilityCode(str, Enum): + """CMHC data reliability codes. + + Based on coefficient of variation (CV). + """ + + EXCELLENT = "a" # CV <= 2.5% + GOOD = "b" # 2.5% < CV <= 5% + FAIR = "c" # 5% < CV <= 10% + POOR = "d" # CV > 10% + SUPPRESSED = "**" # Sample too small + + +class CMHCRentalRecord(BaseModel): + """Schema for a single CMHC rental survey record. + + Represents rental data for one zone and bedroom type in one survey year. + """ + + survey_year: int = Field(ge=1990, description="Survey year (October snapshot)") + zone_code: str = Field(max_length=10, description="CMHC zone identifier") + zone_name: str = Field(max_length=100, description="Zone name") + bedroom_type: BedroomType = Field(description="Bedroom category") + universe: int | None = Field( + default=None, ge=0, description="Total rental units in zone" + ) + vacancy_rate: Decimal | None = Field( + default=None, ge=0, le=100, description="Vacancy rate (%)" + ) + vacancy_rate_reliability: ReliabilityCode | None = Field(default=None) + availability_rate: Decimal | None = Field( + default=None, ge=0, le=100, description="Availability rate (%)" + ) + average_rent: Decimal | None = Field( + default=None, ge=0, description="Average monthly rent ($)" + ) + average_rent_reliability: ReliabilityCode | None = Field(default=None) + median_rent: Decimal | None = Field( + default=None, ge=0, description="Median monthly rent ($)" + ) + rent_change_pct: Decimal | None = Field( + default=None, description="YoY rent change (%)" + ) + turnover_rate: Decimal | None = Field( + default=None, ge=0, le=100, description="Unit turnover rate (%)" + ) + + model_config = {"str_strip_whitespace": True} + + +class CMHCAnnualSurvey(BaseModel): + """Schema for a complete CMHC annual survey for Toronto. + + Contains all zone and bedroom type combinations for one survey year. + """ + + survey_year: int + records: list[CMHCRentalRecord] + + @property + def zone_count(self) -> int: + """Number of unique zones in survey.""" + return len({r.zone_code for r in self.records}) diff --git a/portfolio_app/toronto/schemas/dimensions.py b/portfolio_app/toronto/schemas/dimensions.py new file mode 100644 index 0000000..66fd509 --- /dev/null +++ b/portfolio_app/toronto/schemas/dimensions.py @@ -0,0 +1,121 @@ +"""Pydantic schemas for dimension tables.""" + +from datetime import date +from decimal import Decimal +from enum import Enum + +from pydantic import BaseModel, Field, HttpUrl + + +class PolicyLevel(str, Enum): + """Government level for policy events.""" + + FEDERAL = "federal" + PROVINCIAL = "provincial" + MUNICIPAL = "municipal" + + +class PolicyCategory(str, Enum): + """Policy event category.""" + + MONETARY = "monetary" + TAX = "tax" + REGULATORY = "regulatory" + SUPPLY = "supply" + ECONOMIC = "economic" + + +class ExpectedDirection(str, Enum): + """Expected price impact direction.""" + + BULLISH = "bullish" # Expected to increase prices + BEARISH = "bearish" # Expected to decrease prices + NEUTRAL = "neutral" # Uncertain or mixed impact + + +class Confidence(str, Enum): + """Confidence level in policy event data.""" + + HIGH = "high" + MEDIUM = "medium" + LOW = "low" + + +class AreaType(str, Enum): + """TRREB area type.""" + + WEST = "West" + CENTRAL = "Central" + EAST = "East" + NORTH = "North" + + +class TimeDimension(BaseModel): + """Schema for time dimension record.""" + + date_key: int = Field(description="Date key in YYYYMMDD format") + full_date: date + year: int = Field(ge=2000, le=2100) + month: int = Field(ge=1, le=12) + quarter: int = Field(ge=1, le=4) + month_name: str = Field(max_length=20) + is_month_start: bool = True + + +class TRREBDistrict(BaseModel): + """Schema for TRREB district dimension.""" + + district_code: str = Field(max_length=3, description="W01, C01, E01, etc.") + district_name: str = Field(max_length=100) + area_type: AreaType + geometry_wkt: str | None = Field(default=None, description="WKT geometry string") + + +class CMHCZone(BaseModel): + """Schema for CMHC zone dimension.""" + + zone_code: str = Field(max_length=10) + zone_name: str = Field(max_length=100) + geometry_wkt: str | None = Field(default=None, description="WKT geometry string") + + +class Neighbourhood(BaseModel): + """Schema for City of Toronto neighbourhood dimension. + + Note: No FK to fact tables in V1 - reference overlay only. + """ + + neighbourhood_id: int = Field(ge=1, le=200) + name: str = Field(max_length=100) + geometry_wkt: str | None = Field(default=None) + population: int | None = Field(default=None, ge=0) + land_area_sqkm: Decimal | None = Field(default=None, ge=0) + pop_density_per_sqkm: Decimal | None = Field(default=None, ge=0) + pct_bachelors_or_higher: Decimal | None = Field(default=None, ge=0, le=100) + median_household_income: Decimal | None = Field(default=None, ge=0) + pct_owner_occupied: Decimal | None = Field(default=None, ge=0, le=100) + pct_renter_occupied: Decimal | None = Field(default=None, ge=0, le=100) + census_year: int = Field(default=2021, description="Census year for SCD tracking") + + +class PolicyEvent(BaseModel): + """Schema for policy event dimension. + + Used for time-series annotation. No causation claims. + """ + + event_date: date = Field(description="Date event was announced/occurred") + effective_date: date | None = Field( + default=None, description="Date policy took effect" + ) + level: PolicyLevel + category: PolicyCategory + title: str = Field(max_length=200, description="Short event title for display") + description: str | None = Field( + default=None, description="Longer description for tooltip" + ) + expected_direction: ExpectedDirection + source_url: HttpUrl | None = Field(default=None) + confidence: Confidence = Field(default=Confidence.MEDIUM) + + model_config = {"str_strip_whitespace": True} diff --git a/portfolio_app/toronto/schemas/trreb.py b/portfolio_app/toronto/schemas/trreb.py new file mode 100644 index 0000000..e972ff6 --- /dev/null +++ b/portfolio_app/toronto/schemas/trreb.py @@ -0,0 +1,52 @@ +"""Pydantic schemas for TRREB monthly market data.""" + +from datetime import date +from decimal import Decimal + +from pydantic import BaseModel, Field + + +class TRREBMonthlyRecord(BaseModel): + """Schema for a single TRREB monthly summary record. + + Represents aggregated sales data for one district in one month. + """ + + report_date: date = Field(description="First of month (YYYY-MM-01)") + area_code: str = Field( + max_length=3, description="District code (W01, C01, E01, etc.)" + ) + area_name: str = Field(max_length=100, description="District name") + area_type: str = Field(max_length=10, description="West / Central / East / North") + sales: int = Field(ge=0, description="Number of transactions") + dollar_volume: Decimal = Field(ge=0, description="Total sales volume ($)") + avg_price: Decimal = Field(ge=0, description="Average sale price ($)") + median_price: Decimal = Field(ge=0, description="Median sale price ($)") + new_listings: int = Field(ge=0, description="New listings count") + active_listings: int = Field(ge=0, description="Active listings at month end") + avg_sp_lp: Decimal = Field( + ge=0, le=200, description="Avg sale price / list price ratio (%)" + ) + avg_dom: int = Field(ge=0, description="Average days on market") + + model_config = {"str_strip_whitespace": True} + + +class TRREBMonthlyReport(BaseModel): + """Schema for a complete TRREB monthly report. + + Contains all district records for a single month. + """ + + report_date: date + records: list[TRREBMonthlyRecord] + + @property + def total_sales(self) -> int: + """Total sales across all districts.""" + return sum(r.sales for r in self.records) + + @property + def district_count(self) -> int: + """Number of districts in report.""" + return len(self.records) -- 2.49.1 From 1c42533834736a74524f621b1fea416c3e5b1f7d Mon Sep 17 00:00:00 2001 From: lmiranda Date: Sun, 11 Jan 2026 15:58:32 -0500 Subject: [PATCH 10/58] data: add TRREB and CMHC raw data files - TRREB Market Watch PDFs (2024-2025, 24 files) - CMHC Rental Market Survey Excel files (2021-2025, 5 files) - Update pre-commit to exclude data/raw/ from large file check Co-Authored-By: Claude Opus 4.5 --- .pre-commit-config.yaml | 1 + data/raw/cmhc/rmr-toronto-2021-en.xlsx | Bin 0 -> 265117 bytes data/raw/cmhc/rmr-toronto-2022-en.xlsx | Bin 0 -> 274554 bytes data/raw/cmhc/rmr-toronto-2023-en.xlsx | Bin 0 -> 271091 bytes data/raw/cmhc/rmr-toronto-2024-en.xlsx | Bin 0 -> 272029 bytes data/raw/cmhc/rmr-toronto-2025-en.xlsx | Bin 0 -> 269587 bytes data/raw/trreb/mw2401.pdf | Bin 0 -> 1992779 bytes data/raw/trreb/mw2402.pdf | Bin 0 -> 1399535 bytes data/raw/trreb/mw2403.pdf | Bin 0 -> 1434252 bytes data/raw/trreb/mw2404.pdf | Bin 0 -> 1978878 bytes data/raw/trreb/mw2405.pdf | Bin 0 -> 1380335 bytes data/raw/trreb/mw2406.pdf | Bin 0 -> 1381344 bytes data/raw/trreb/mw2407.pdf | Bin 0 -> 1457973 bytes data/raw/trreb/mw2408.pdf | Bin 0 -> 1401094 bytes data/raw/trreb/mw2409.pdf | Bin 0 -> 1367980 bytes data/raw/trreb/mw2410.pdf | Bin 0 -> 1422085 bytes data/raw/trreb/mw2411.pdf | Bin 0 -> 1446982 bytes data/raw/trreb/mw2412.pdf | Bin 0 -> 1402916 bytes data/raw/trreb/mw2501.pdf | Bin 0 -> 1423915 bytes data/raw/trreb/mw2502.pdf | Bin 0 -> 1398446 bytes data/raw/trreb/mw2503.pdf | Bin 0 -> 1421954 bytes data/raw/trreb/mw2504.pdf | Bin 0 -> 1618912 bytes data/raw/trreb/mw2505.pdf | Bin 0 -> 1399088 bytes data/raw/trreb/mw2506.pdf | Bin 0 -> 1402598 bytes data/raw/trreb/mw2507.pdf | Bin 0 -> 969129 bytes data/raw/trreb/mw2508.pdf | Bin 0 -> 922430 bytes data/raw/trreb/mw2509.pdf | Bin 0 -> 951298 bytes data/raw/trreb/mw2510.pdf | Bin 0 -> 961644 bytes data/raw/trreb/mw2511.pdf | Bin 0 -> 929139 bytes data/raw/trreb/mw2512.pdf | Bin 0 -> 944768 bytes 30 files changed, 1 insertion(+) create mode 100644 data/raw/cmhc/rmr-toronto-2021-en.xlsx create mode 100644 data/raw/cmhc/rmr-toronto-2022-en.xlsx create mode 100644 data/raw/cmhc/rmr-toronto-2023-en.xlsx create mode 100644 data/raw/cmhc/rmr-toronto-2024-en.xlsx create mode 100644 data/raw/cmhc/rmr-toronto-2025-en.xlsx create mode 100644 data/raw/trreb/mw2401.pdf create mode 100644 data/raw/trreb/mw2402.pdf create mode 100644 data/raw/trreb/mw2403.pdf create mode 100644 data/raw/trreb/mw2404.pdf create mode 100644 data/raw/trreb/mw2405.pdf create mode 100644 data/raw/trreb/mw2406.pdf create mode 100644 data/raw/trreb/mw2407.pdf create mode 100644 data/raw/trreb/mw2408.pdf create mode 100644 data/raw/trreb/mw2409.pdf create mode 100644 data/raw/trreb/mw2410.pdf create mode 100644 data/raw/trreb/mw2411.pdf create mode 100644 data/raw/trreb/mw2412.pdf create mode 100644 data/raw/trreb/mw2501.pdf create mode 100644 data/raw/trreb/mw2502.pdf create mode 100644 data/raw/trreb/mw2503.pdf create mode 100644 data/raw/trreb/mw2504.pdf create mode 100644 data/raw/trreb/mw2505.pdf create mode 100644 data/raw/trreb/mw2506.pdf create mode 100644 data/raw/trreb/mw2507.pdf create mode 100644 data/raw/trreb/mw2508.pdf create mode 100644 data/raw/trreb/mw2509.pdf create mode 100644 data/raw/trreb/mw2510.pdf create mode 100644 data/raw/trreb/mw2511.pdf create mode 100644 data/raw/trreb/mw2512.pdf diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 26ff8a1..f63217d 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -7,6 +7,7 @@ repos: - id: check-yaml - id: check-added-large-files args: ['--maxkb=1000'] + exclude: ^data/raw/ - id: check-merge-conflict - repo: https://github.com/astral-sh/ruff-pre-commit diff --git a/data/raw/cmhc/rmr-toronto-2021-en.xlsx b/data/raw/cmhc/rmr-toronto-2021-en.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..b52323aa408ca4b22e57cb47975281a315b7eb22 GIT binary patch literal 265117 zcmd>l^igv^=bUl&%->t`c~n08f2OJsBHID_c4pD=S(j z^B+=SJO~gBC|_R&tXt{?Is|q3$7Cz2kX`ZUBJ{sh3I1&5=m@tUu*4Q#fj6RDFGQm8 zmk;0g6om|iffe*yS|i^AKi)W3&l!wsCvqfYR8&m6c#5C^E;n&o>KQ3aINb(`pwvlv zd%x1kfUGO`BQ)ZRjrnrn6w3+eRUF~pQ!W!t8Q^x|fg5}M_z3m_e87T(fxSLoZ&%IE zM#t7zgN~k_o`F_h$L{s(Z-4dw@0Zu2{ZEfOuuxi~V8Fn7iNL_nfWkQaptCbJFgN)3 z%JACeBb8yx1y=MnBjqCh_2q 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