# 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*