diff --git a/CLAUDE.md b/CLAUDE.md
index 67f3d62..8c1e586 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -32,6 +32,17 @@
+## Mandatory Behavior Rules
+
+**These rules are NON-NEGOTIABLE. Violating them wastes the user's time and money.**
+
+1. **CHECK EVERYTHING** - Search ALL locations before saying "no" (cache, installed, source directories)
+2. **BELIEVE THE USER** - Investigate thoroughly before disagreeing; user instincts are often right
+3. **VERIFY BEFORE "DONE"** - Run commands, show output; "done" means verified working
+4. **SHOW EXACTLY WHAT'S ASKED** - Do not interpret or summarize unless requested
+
+---
+
Working context for Claude Code on the Analytics Portfolio project.
---
@@ -53,22 +64,18 @@ Working context for Claude Code on the Analytics Portfolio project.
make setup # Install deps, create .env, init pre-commit
make docker-up # Start PostgreSQL + PostGIS (auto-detects x86/ARM)
make docker-down # Stop containers
-make docker-logs # View container logs
make db-init # Initialize database schema
make db-reset # Drop and recreate database (DESTRUCTIVE)
# Data Loading
make load-data # Load all project data (currently: Toronto)
make load-toronto # Load Toronto data from APIs
-make load-toronto-only # Load Toronto data without dbt or seeding
-make seed-data # Seed sample development data
# Application
make run # Start Dash dev server
# Testing & Quality
make test # Run pytest
-make test-cov # Run pytest with coverage
make lint # Run ruff linter
make format # Run ruff formatter
make typecheck # Run mypy type checker
@@ -79,8 +86,7 @@ make dbt-run # Run dbt models
make dbt-test # Run dbt tests
make dbt-docs # Generate and serve dbt documentation
-# Maintenance
-make clean # Remove build artifacts and caches
+# Run `make help` for full target list
```
### Branch Workflow
@@ -104,50 +110,22 @@ make clean # Remove build artifacts and caches
### Module Responsibilities
-| Directory | Contains | Purpose |
-|-----------|----------|---------|
-| `schemas/` | Pydantic models | Data validation |
-| `models/` | SQLAlchemy ORM | Database persistence |
-| `parsers/` | API/CSV extraction | Raw data ingestion |
-| `loaders/` | Database operations | Data loading |
-| `services/` | Query functions | dbt mart queries, business logic |
-| `figures/` | Chart factories | Plotly figure generation |
-| `callbacks/` | Dash callbacks | In `pages/{dashboard}/callbacks/` |
-| `errors/` | Exception classes | Custom exceptions |
-| `utils/` | Helper modules | Markdown loading, shared utilities |
-
-### 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."""
-```
+| Directory | Purpose |
+|-----------|---------|
+| `schemas/` | Pydantic models for data validation |
+| `models/` | SQLAlchemy ORM for database persistence |
+| `parsers/` | API/CSV extraction for raw data ingestion |
+| `loaders/` | Database operations for data loading |
+| `services/` | Query functions for dbt mart queries |
+| `figures/` | Chart factories for Plotly figure generation |
+| `errors/` | Custom exception classes (see `errors/exceptions.py`) |
### Code Standards
+- Python 3.10+ type hints: `list[str]`, `dict[str, int] | None`
- 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
---
@@ -155,23 +133,19 @@ class LoadError(PortfolioError):
**Entry Point:** `portfolio_app/app.py` (Dash app factory with Pages routing)
-| Directory | Purpose | Notes |
-|-----------|---------|-------|
-| `pages/` | Dash Pages (file-based routing) | URLs match file paths |
-| `pages/toronto/` | Toronto Dashboard | `tabs/` for layouts, `callbacks/` for interactions |
-| `components/` | Shared UI components | metric_card, sidebar, map_controls, time_slider |
-| `figures/toronto/` | Toronto chart factories | choropleth, bar_charts, scatter, radar, time_series |
-| `toronto/` | Toronto data logic | parsers/, loaders/, schemas/, models/ |
-| `content/blog/` | Markdown blog articles | Processed by `utils/markdown_loader.py` |
-| `notebooks/toronto/` | Toronto documentation | 5 domains: overview, housing, safety, demographics, amenities |
+| Directory | Purpose |
+|-----------|---------|
+| `pages/` | Dash Pages (file-based routing) |
+| `pages/toronto/` | Toronto Dashboard (`tabs/` for layouts, `callbacks/` for interactions) |
+| `components/` | Shared UI components |
+| `figures/toronto/` | Toronto chart factories |
+| `toronto/` | Toronto data logic (parsers, loaders, schemas, models) |
-**Key URLs:** `/` (home), `/toronto` (dashboard), `/blog` (listing), `/blog/{slug}` (articles)
+**Key URLs:** `/` (home), `/toronto` (dashboard), `/blog` (listing), `/blog/{slug}` (articles), `/health` (status)
### Multi-Dashboard Architecture
-The codebase is structured to support multiple dashboard projects:
-- **figures/**: Domain-namespaced figure factories (`figures/toronto/`, future: `figures/football/`)
-- **notebooks/**: Domain-namespaced documentation (`notebooks/toronto/`, future: `notebooks/football/`)
+- **figures/**: Domain-namespaced (`figures/toronto/`, future: `figures/football/`)
- **dbt models**: Domain subdirectories (`staging/toronto/`, `marts/toronto/`)
- **Database schemas**: Domain-specific raw data (`raw_toronto`, future: `raw_football`)
@@ -185,18 +159,11 @@ The codebase is structured to support multiple dashboard projects:
| Validation | Pydantic | >=2.0 |
| ORM | SQLAlchemy | >=2.0 (2.0-style API only) |
| Transformation | dbt-postgres | >=1.7 |
-| Data Processing | Pandas | >=2.1 |
+| Visualization | Dash + Plotly + dash-mantine-components | >=2.14 |
| 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)
-- **Multi-architecture support**: `make docker-up` auto-detects CPU architecture and uses the appropriate PostGIS image (x86_64: `postgis/postgis`, ARM64: `imresamu/postgis`)
+**Notes**: SQLAlchemy 2.0 + Pydantic 2.0 only. Docker Compose V2 format (no `version` field).
---
@@ -212,35 +179,8 @@ The codebase is structured to support multiple dashboard projects:
| `int_toronto` | Toronto dbt intermediate views |
| `mart_toronto` | Toronto dbt mart tables |
-### Geographic Reality (Toronto Housing)
-
-```
-City Neighbourhoods (158) - Primary geographic unit for analysis
-CMHC Zones (~20) - Rental data (Census Tract aligned)
-```
-
-### Star Schema (raw_toronto)
-
-| Table | Type | Keys |
-|-------|------|------|
-| `fact_rentals` | Fact | -> dim_time, dim_cmhc_zone |
-| `dim_time` | Dimension (public) | date_key (PK) - shared |
-| `dim_cmhc_zone` | Dimension | zone_key (PK), geometry |
-| `dim_neighbourhood` | Dimension | neighbourhood_id (PK), geometry |
-| `dim_policy_event` | Dimension | event_id (PK) |
-
### dbt Project: `portfolio`
-**Model Structure:**
-```
-dbt/models/
-├── shared/ # Cross-domain dimensions
-│ └── stg_dimensions__time.sql
-├── staging/toronto/ # Toronto staging models
-├── intermediate/toronto/ # Toronto intermediate models
-└── marts/toronto/ # Toronto mart tables
-```
-
| Layer | Naming | Purpose |
|-------|--------|---------|
| Shared | `stg_dimensions__*` | Cross-domain dimensions |
@@ -252,7 +192,7 @@ dbt/models/
## Deferred Features
-**Stop and flag if a task seems to require these**:
+**Stop and flag if a task requires these**:
| Feature | Reason |
|---------|--------|
@@ -277,139 +217,123 @@ 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 |
|----------|----------|----------|
-| Project reference | `docs/PROJECT_REFERENCE.md` | Architecture decisions, completed work |
-| Developer guide | `docs/CONTRIBUTING.md` | How to add pages, blog posts, tabs |
+| Project reference | `docs/PROJECT_REFERENCE.md` | Architecture decisions |
+| Developer guide | `docs/CONTRIBUTING.md` | How to add pages, tabs |
| Lessons learned | `docs/project-lessons-learned/INDEX.md` | Past issues and solutions |
-| Deployment runbook | `docs/runbooks/deployment.md` | Deploying to staging/production |
-| Dashboard runbook | `docs/runbooks/adding-dashboard.md` | Adding new data dashboards |
+| Deployment runbook | `docs/runbooks/deployment.md` | Deploying to environments |
---
-## Projman Plugin Workflow
+## Plugin Reference
-**CRITICAL: Always use the projman plugin for sprint and task management.**
+### Sprint Management: projman
-### When to Use Projman Skills
+**CRITICAL: Always use projman for sprint and task management.**
| Skill | Trigger | Purpose |
|-------|---------|---------|
-| `/projman:sprint-plan` | New sprint or phase implementation | Architecture analysis + Gitea issue creation |
-| `/projman:sprint-start` | Beginning implementation work | Load lessons learned (Wiki.js or local), start execution |
-| `/projman:sprint-status` | Check progress | Review blockers and completion status |
-| `/projman:sprint-close` | Sprint completion | Capture lessons learned (Wiki.js or local backup) |
+| `/projman:sprint-plan` | New sprint/feature | Architecture analysis + Gitea issue creation |
+| `/projman:sprint-start` | Begin implementation | Load lessons learned, start execution |
+| `/projman:sprint-status` | Check progress | Review blockers and completion |
+| `/projman:sprint-close` | Sprint completion | Capture lessons learned |
-### Default Behavior
+**Default workflow**: `/projman:sprint-plan` before code -> create issues -> `/projman:sprint-start` -> track via Gitea -> `/projman:sprint-close`
-When user requests implementation work:
+**Gitea**: `personal-projects/personal-portfolio` at `gitea.hotserv.cloud`
-1. **ALWAYS start with `/projman:sprint-plan`** before writing code
-2. Create Gitea issues with proper labels and acceptance criteria
-3. Use `/projman:sprint-start` to begin execution with lessons learned
-4. Track progress via Gitea issue comments
-5. Close sprint with `/projman:sprint-close` to document lessons
+### Data Platform: data-platform
-### Gitea Repository
+Use for dbt, PostgreSQL, and PostGIS operations.
-- **Repo**: `personal-projects/personal-portfolio`
-- **Host**: `gitea.hotserv.cloud`
-- **SSH**: `ssh://git@hotserv.tailc9b278.ts.net:2222/personal-projects/personal-portfolio.git`
-- **Labels**: 18 repository-level labels configured (Type, Priority, Complexity, Effort)
+| Skill | Purpose |
+|-------|---------|
+| `/data-platform:data-review` | Audit data integrity, schema validity, dbt compliance |
+| `/data-platform:data-gate` | CI/CD data quality gate (pass/fail) |
-### MCP Tools Available
+**When to use:** Schema changes, dbt model development, data loading, before merging data PRs.
-**Gitea**:
-- `list_issues`, `get_issue`, `create_issue`, `update_issue`, `add_comment`
-- `get_labels`, `suggest_labels`
+**MCP tools available:** `pg_connect`, `pg_query`, `pg_tables`, `pg_columns`, `pg_schemas`, `st_*` (PostGIS), `dbt_*` operations.
-**Wiki.js**:
-- `search_lessons`, `create_lesson`, `search_pages`, `get_page`
+### Visualization: viz-platform
-### Lessons Learned (Backup Method)
+Use for Dash/Mantine component validation and chart creation.
-**When Wiki.js is unavailable**, use the local backup in `docs/project-lessons-learned/`:
+| Skill | Purpose |
+|-------|---------|
+| `/viz-platform:component` | Inspect DMC component props and validation |
+| `/viz-platform:chart` | Create themed Plotly charts |
+| `/viz-platform:theme` | Apply/validate themes |
+| `/viz-platform:dashboard` | Create dashboard layouts |
-**At Sprint Start:**
-1. Review `docs/project-lessons-learned/INDEX.md` for relevant past lessons
-2. Search lesson files by tags/keywords before implementation
-3. Apply prevention strategies from applicable lessons
-
-**At Sprint Close:**
-1. Try Wiki.js `create_lesson` first
-2. If Wiki.js fails, create lesson in `docs/project-lessons-learned/`
-3. Use naming convention: `{phase-or-sprint}-{short-description}.md`
-4. Update `INDEX.md` with new entry
-5. Follow the lesson template in INDEX.md
-
-**Migration:** Once Wiki.js is configured, lessons will be migrated there for better searchability.
-
-### Issue Structure
-
-Every Gitea issue should include:
-- **Overview**: Brief description
-- **Files to Create/Modify**: Explicit paths
-- **Acceptance Criteria**: Checkboxes
-- **Technical Notes**: Implementation hints
-- **Labels**: Listed in body (workaround for label API issues)
-
----
-
-## Other Available Plugins
+**When to use:** Dashboard development, new visualizations, component prop lookup.
### Code Quality: code-sentinel
Use for security scanning and refactoring analysis.
-| Command | Purpose |
-|---------|---------|
+| Skill | Purpose |
+|-------|---------|
| `/code-sentinel:security-scan` | Full security audit of codebase |
| `/code-sentinel:refactor` | Apply refactoring patterns |
| `/code-sentinel:refactor-dry` | Preview refactoring without applying |
-**When to use:** Before major releases, after adding authentication/data handling code, periodic audits.
+**When to use:** Before major releases, after adding auth/data handling code, periodic audits.
### Documentation: doc-guardian
Use for documentation drift detection and synchronization.
-| Command | Purpose |
-|---------|---------|
+| Skill | Purpose |
+|-------|---------|
| `/doc-guardian:doc-audit` | Scan project for documentation drift |
| `/doc-guardian:doc-sync` | Synchronize pending documentation updates |
-**When to use:** After significant code changes, before releases, when docs feel stale.
+**When to use:** After significant code changes, before releases.
### Pull Requests: pr-review
Use for comprehensive PR review with multiple analysis perspectives.
-| Command | Purpose |
-|---------|---------|
-| `/pr-review:initial-setup` | Configure PR review for this project |
-| `/pr-review:project-init` | Quick project-level setup |
+| Skill | Purpose |
+|-------|---------|
+| `/pr-review:initial-setup` | Configure PR review for project |
+| Triggered automatically | Security, performance, maintainability, test analysis |
**When to use:** Before merging significant PRs to `development` or `main`.
+### Requirement Clarification: clarity-assist
+
+Use when requirements are ambiguous or need decomposition.
+
+**When to use:** Unclear specifications, complex feature requests, conflicting requirements.
+
+### Contract Validation: contract-validator
+
+Use for plugin interface validation.
+
+| Skill | Purpose |
+|-------|---------|
+| `/contract-validator:agent-check` | Quick agent definition validation |
+| `/contract-validator:full-validation` | Full plugin contract validation |
+
+**When to use:** When modifying plugin integrations or agent definitions.
+
### Git Workflow: git-flow
-Use for git operations assistance.
+Use for standardized git operations.
-**When to use:** Complex merge scenarios, branch management questions.
+| Skill | Purpose |
+|-------|---------|
+| `/git-flow:commit` | Auto-generated conventional commit |
+| `/git-flow:branch-start` | Create feature/fix/chore branch |
+| `/git-flow:git-status` | Comprehensive status with recommendations |
+
+**When to use:** Complex merge scenarios, branch management, standardized commits.
---
-*Last Updated: February 2026 (Multi-Dashboard Architecture)*
+*Last Updated: February 2026*
diff --git a/dbt/models/intermediate/toronto/_intermediate.yml b/dbt/models/intermediate/toronto/_intermediate.yml
index 908da4a..b66b5af 100644
--- a/dbt/models/intermediate/toronto/_intermediate.yml
+++ b/dbt/models/intermediate/toronto/_intermediate.yml
@@ -5,11 +5,11 @@ models:
description: "Rental data enriched with time and zone dimensions"
columns:
- name: rental_id
- tests:
+ data_tests:
- unique
- not_null
- name: zone_code
- tests:
+ data_tests:
- not_null
- name: int_neighbourhood__demographics
@@ -17,11 +17,11 @@ models:
columns:
- name: neighbourhood_id
description: "Neighbourhood identifier"
- tests:
+ data_tests:
- not_null
- name: census_year
description: "Census year"
- tests:
+ data_tests:
- not_null
- name: income_quintile
description: "Income quintile (1-5, city-wide)"
@@ -31,7 +31,7 @@ models:
columns:
- name: neighbourhood_id
description: "Neighbourhood identifier"
- tests:
+ data_tests:
- not_null
- name: year
description: "Reference year"
@@ -45,11 +45,11 @@ models:
columns:
- name: neighbourhood_id
description: "Neighbourhood identifier"
- tests:
+ data_tests:
- not_null
- name: year
description: "Statistics year"
- tests:
+ data_tests:
- not_null
- name: crime_rate_per_100k
description: "Total crime rate per 100K population"
@@ -61,7 +61,7 @@ models:
columns:
- name: neighbourhood_id
description: "Neighbourhood identifier"
- tests:
+ data_tests:
- not_null
- name: year
description: "Reference year"
@@ -75,11 +75,11 @@ models:
columns:
- name: neighbourhood_id
description: "Neighbourhood identifier"
- tests:
+ data_tests:
- not_null
- name: year
description: "Survey year"
- tests:
+ data_tests:
- not_null
- name: avg_rent_2bed
description: "Weighted average 2-bedroom rent"
diff --git a/dbt/models/intermediate/toronto/int_neighbourhood__crime_summary.sql b/dbt/models/intermediate/toronto/int_neighbourhood__crime_summary.sql
index cf5c3c8..e9ce321 100644
--- a/dbt/models/intermediate/toronto/int_neighbourhood__crime_summary.sql
+++ b/dbt/models/intermediate/toronto/int_neighbourhood__crime_summary.sql
@@ -16,12 +16,12 @@ crime_by_year as (
neighbourhood_id,
crime_year as year,
sum(incident_count) as total_incidents,
- sum(case when crime_type = 'Assault' then incident_count else 0 end) as assault_count,
- sum(case when crime_type = 'Auto Theft' then incident_count else 0 end) as auto_theft_count,
- sum(case when crime_type = 'Break and Enter' then incident_count else 0 end) as break_enter_count,
- sum(case when crime_type = 'Robbery' then incident_count else 0 end) as robbery_count,
- sum(case when crime_type = 'Theft Over' then incident_count else 0 end) as theft_over_count,
- sum(case when crime_type = 'Homicide' then incident_count else 0 end) as homicide_count,
+ sum(case when crime_type = 'assault' then incident_count else 0 end) as assault_count,
+ sum(case when crime_type = 'auto_theft' then incident_count else 0 end) as auto_theft_count,
+ sum(case when crime_type = 'break_and_enter' then incident_count else 0 end) as break_enter_count,
+ sum(case when crime_type = 'robbery' then incident_count else 0 end) as robbery_count,
+ sum(case when crime_type = 'theft_over' then incident_count else 0 end) as theft_over_count,
+ sum(case when crime_type = 'homicide' then incident_count else 0 end) as homicide_count,
avg(rate_per_100k) as avg_rate_per_100k
from crime
group by neighbourhood_id, crime_year
diff --git a/dbt/models/intermediate/toronto/int_rentals__neighbourhood_allocated.sql b/dbt/models/intermediate/toronto/int_rentals__neighbourhood_allocated.sql
index aa04534..cc7f840 100644
--- a/dbt/models/intermediate/toronto/int_rentals__neighbourhood_allocated.sql
+++ b/dbt/models/intermediate/toronto/int_rentals__neighbourhood_allocated.sql
@@ -42,10 +42,10 @@ pivoted as (
select
neighbourhood_id,
year,
- max(case when bedroom_type = 'Two Bedroom' then weighted_avg_rent / nullif(total_weight, 0) end) as avg_rent_2bed,
- max(case when bedroom_type = 'One Bedroom' then weighted_avg_rent / nullif(total_weight, 0) end) as avg_rent_1bed,
- max(case when bedroom_type = 'Bachelor' then weighted_avg_rent / nullif(total_weight, 0) end) as avg_rent_bachelor,
- max(case when bedroom_type = 'Three Bedroom +' then weighted_avg_rent / nullif(total_weight, 0) end) as avg_rent_3bed,
+ max(case when bedroom_type = '2bed' then weighted_avg_rent / nullif(total_weight, 0) end) as avg_rent_2bed,
+ max(case when bedroom_type = '1bed' then weighted_avg_rent / nullif(total_weight, 0) end) as avg_rent_1bed,
+ max(case when bedroom_type = 'bachelor' then weighted_avg_rent / nullif(total_weight, 0) end) as avg_rent_bachelor,
+ max(case when bedroom_type = '3bed' then weighted_avg_rent / nullif(total_weight, 0) end) as avg_rent_3bed,
avg(vacancy_rate) as vacancy_rate,
sum(rental_units_estimate) as total_rental_units
from allocated
diff --git a/dbt/models/marts/toronto/_marts.yml b/dbt/models/marts/toronto/_marts.yml
index 37170ca..fba3848 100644
--- a/dbt/models/marts/toronto/_marts.yml
+++ b/dbt/models/marts/toronto/_marts.yml
@@ -6,7 +6,7 @@ models:
columns:
- name: rental_id
description: "Unique rental record identifier"
- tests:
+ data_tests:
- unique
- not_null
@@ -17,11 +17,11 @@ models:
columns:
- name: neighbourhood_id
description: "Neighbourhood identifier"
- tests:
+ data_tests:
- not_null
- name: neighbourhood_name
description: "Official neighbourhood name"
- tests:
+ data_tests:
- not_null
- name: geometry
description: "PostGIS geometry for mapping"
@@ -41,11 +41,11 @@ models:
columns:
- name: neighbourhood_id
description: "Neighbourhood identifier"
- tests:
+ data_tests:
- not_null
- name: neighbourhood_name
description: "Official neighbourhood name"
- tests:
+ data_tests:
- not_null
- name: geometry
description: "PostGIS geometry for mapping"
@@ -63,11 +63,11 @@ models:
columns:
- name: neighbourhood_id
description: "Neighbourhood identifier"
- tests:
+ data_tests:
- not_null
- name: neighbourhood_name
description: "Official neighbourhood name"
- tests:
+ data_tests:
- not_null
- name: geometry
description: "PostGIS geometry for mapping"
@@ -77,7 +77,7 @@ models:
description: "100 = city average crime rate"
- name: safety_tier
description: "Safety tier (1=safest, 5=highest crime)"
- tests:
+ data_tests:
- accepted_values:
arguments:
values: [1, 2, 3, 4, 5]
@@ -89,11 +89,11 @@ models:
columns:
- name: neighbourhood_id
description: "Neighbourhood identifier"
- tests:
+ data_tests:
- not_null
- name: neighbourhood_name
description: "Official neighbourhood name"
- tests:
+ data_tests:
- not_null
- name: geometry
description: "PostGIS geometry for mapping"
@@ -103,7 +103,7 @@ models:
description: "100 = city average income"
- name: income_quintile
description: "Income quintile (1-5)"
- tests:
+ data_tests:
- accepted_values:
arguments:
values: [1, 2, 3, 4, 5]
@@ -115,11 +115,11 @@ models:
columns:
- name: neighbourhood_id
description: "Neighbourhood identifier"
- tests:
+ data_tests:
- not_null
- name: neighbourhood_name
description: "Official neighbourhood name"
- tests:
+ data_tests:
- not_null
- name: geometry
description: "PostGIS geometry for mapping"
@@ -129,7 +129,7 @@ models:
description: "100 = city average amenities"
- name: amenity_tier
description: "Amenity tier (1=best, 5=lowest)"
- tests:
+ data_tests:
- accepted_values:
arguments:
values: [1, 2, 3, 4, 5]
diff --git a/dbt/models/marts/toronto/mart_neighbourhood_overview.sql b/dbt/models/marts/toronto/mart_neighbourhood_overview.sql
index 5a9c256..feefc1f 100644
--- a/dbt/models/marts/toronto/mart_neighbourhood_overview.sql
+++ b/dbt/models/marts/toronto/mart_neighbourhood_overview.sql
@@ -128,7 +128,8 @@ final as (
-- Component scores (0-100)
round(safety_score::numeric, 1) as safety_score,
round(affordability_score::numeric, 1) as affordability_score,
- -- Amenity score not available at this level, use placeholder
+ -- TODO: Replace with actual amenity score when fact_amenities is populated
+ -- Currently uses neutral placeholder (50.0) which affects livability_score accuracy
50.0 as amenity_score,
-- Composite livability score: safety (40%), affordability (40%), amenities (20%)
diff --git a/dbt/models/staging/toronto/_staging.yml b/dbt/models/staging/toronto/_staging.yml
index cadd5f5..dc3641c 100644
--- a/dbt/models/staging/toronto/_staging.yml
+++ b/dbt/models/staging/toronto/_staging.yml
@@ -6,16 +6,16 @@ models:
columns:
- name: rental_id
description: "Unique identifier for rental record"
- tests:
+ data_tests:
- unique
- not_null
- name: date_key
description: "Date dimension key (YYYYMMDD)"
- tests:
+ data_tests:
- not_null
- name: zone_key
description: "CMHC zone dimension key"
- tests:
+ data_tests:
- not_null
- name: stg_dimensions__cmhc_zones
@@ -23,12 +23,12 @@ models:
columns:
- name: zone_key
description: "Zone dimension key"
- tests:
+ data_tests:
- unique
- not_null
- name: zone_code
description: "CMHC zone code"
- tests:
+ data_tests:
- unique
- not_null
@@ -37,12 +37,12 @@ models:
columns:
- name: neighbourhood_id
description: "Neighbourhood primary key"
- tests:
+ data_tests:
- unique
- not_null
- name: neighbourhood_name
description: "Official neighbourhood name"
- tests:
+ data_tests:
- not_null
- name: geometry
description: "PostGIS geometry (POLYGON)"
@@ -52,16 +52,16 @@ models:
columns:
- name: census_id
description: "Census record identifier"
- tests:
+ data_tests:
- unique
- not_null
- name: neighbourhood_id
description: "Neighbourhood foreign key"
- tests:
+ data_tests:
- not_null
- name: census_year
description: "Census year (2016, 2021)"
- tests:
+ data_tests:
- not_null
- name: stg_toronto__crime
@@ -69,16 +69,16 @@ models:
columns:
- name: crime_id
description: "Crime record identifier"
- tests:
+ data_tests:
- unique
- not_null
- name: neighbourhood_id
description: "Neighbourhood foreign key"
- tests:
+ data_tests:
- not_null
- name: crime_type
description: "Type of crime"
- tests:
+ data_tests:
- not_null
- name: stg_toronto__amenities
@@ -86,16 +86,16 @@ models:
columns:
- name: amenity_id
description: "Amenity record identifier"
- tests:
+ data_tests:
- unique
- not_null
- name: neighbourhood_id
description: "Neighbourhood foreign key"
- tests:
+ data_tests:
- not_null
- name: amenity_type
description: "Type of amenity"
- tests:
+ data_tests:
- not_null
- name: stg_cmhc__zone_crosswalk
@@ -103,18 +103,18 @@ models:
columns:
- name: crosswalk_id
description: "Crosswalk record identifier"
- tests:
+ data_tests:
- unique
- not_null
- name: cmhc_zone_code
description: "CMHC zone code"
- tests:
+ data_tests:
- not_null
- name: neighbourhood_id
description: "Neighbourhood foreign key"
- tests:
+ data_tests:
- not_null
- name: area_weight
description: "Proportional area weight (0-1)"
- tests:
+ data_tests:
- not_null
diff --git a/dbt/models/staging/toronto/stg_dimensions__cmhc_zones.sql b/dbt/models/staging/toronto/stg_dimensions__cmhc_zones.sql
index a4f294c..fe817cd 100644
--- a/dbt/models/staging/toronto/stg_dimensions__cmhc_zones.sql
+++ b/dbt/models/staging/toronto/stg_dimensions__cmhc_zones.sql
@@ -10,8 +10,9 @@ staged as (
select
zone_key,
zone_code,
- zone_name,
- geometry
+ zone_name
+ -- geometry column excluded: CMHC does not provide zone boundaries
+ -- Spatial analysis uses dim_neighbourhood geometry instead
from source
)
diff --git a/portfolio_app/components/map_controls.py b/portfolio_app/components/map_controls.py
index 5fa6784..2e33017 100644
--- a/portfolio_app/components/map_controls.py
+++ b/portfolio_app/components/map_controls.py
@@ -28,7 +28,7 @@ def create_metric_selector(
label=label,
data=options,
value=default_value or (options[0]["value"] if options else None),
- style={"width": "200px"},
+ w=200,
)
@@ -64,7 +64,7 @@ def create_map_controls(
id=f"{id_prefix}-layer-toggle",
label="Show Boundaries",
checked=True,
- style={"marginTop": "10px"},
+ mt="sm",
)
)
diff --git a/portfolio_app/components/time_slider.py b/portfolio_app/components/time_slider.py
index 12752d6..bdf5c77 100644
--- a/portfolio_app/components/time_slider.py
+++ b/portfolio_app/components/time_slider.py
@@ -38,7 +38,7 @@ def create_year_selector(
label=label,
data=options,
value=str(default_year),
- style={"width": "120px"},
+ w=120,
)
@@ -83,7 +83,8 @@ def create_time_slider(
marks=marks,
step=1,
minRange=1,
- style={"marginTop": "20px", "marginBottom": "10px"},
+ mt="md",
+ mb="sm",
),
],
p="md",
@@ -131,5 +132,5 @@ def create_month_selector(
label=label,
data=options,
value=str(default_month),
- style={"width": "140px"},
+ w=140,
)
diff --git a/portfolio_app/design/__init__.py b/portfolio_app/design/__init__.py
new file mode 100644
index 0000000..53a190d
--- /dev/null
+++ b/portfolio_app/design/__init__.py
@@ -0,0 +1,48 @@
+"""Design system tokens and utilities."""
+
+from .tokens import (
+ CHART_PALETTE,
+ COLOR_ACCENT,
+ COLOR_NEGATIVE,
+ COLOR_POSITIVE,
+ COLOR_WARNING,
+ GRID_COLOR,
+ GRID_COLOR_DARK,
+ PALETTE_COMPARISON,
+ PALETTE_GENDER,
+ PALETTE_TREND,
+ PAPER_BG,
+ PLOT_BG,
+ POLICY_COLORS,
+ TEXT_MUTED,
+ TEXT_PRIMARY,
+ TEXT_SECONDARY,
+ get_colorbar_defaults,
+ get_default_layout,
+)
+
+__all__ = [
+ # Text colors
+ "TEXT_PRIMARY",
+ "TEXT_SECONDARY",
+ "TEXT_MUTED",
+ # Chart backgrounds
+ "GRID_COLOR",
+ "GRID_COLOR_DARK",
+ "PAPER_BG",
+ "PLOT_BG",
+ # Semantic colors
+ "COLOR_POSITIVE",
+ "COLOR_NEGATIVE",
+ "COLOR_WARNING",
+ "COLOR_ACCENT",
+ # Palettes
+ "CHART_PALETTE",
+ "PALETTE_COMPARISON",
+ "PALETTE_GENDER",
+ "PALETTE_TREND",
+ "POLICY_COLORS",
+ # Utility functions
+ "get_default_layout",
+ "get_colorbar_defaults",
+]
diff --git a/portfolio_app/design/tokens.py b/portfolio_app/design/tokens.py
new file mode 100644
index 0000000..a90e7c6
--- /dev/null
+++ b/portfolio_app/design/tokens.py
@@ -0,0 +1,162 @@
+"""Centralized design tokens for consistent styling across the application.
+
+This module provides a single source of truth for colors, ensuring:
+- Consistent styling across all Plotly figures and components
+- Accessibility compliance (WCAG color contrast)
+- Easy theme updates without hunting through multiple files
+
+Usage:
+ from portfolio_app.design import TEXT_PRIMARY, CHART_PALETTE
+ fig.update_layout(font_color=TEXT_PRIMARY)
+"""
+
+from typing import Any
+
+# =============================================================================
+# TEXT COLORS (Dark Theme)
+# =============================================================================
+
+TEXT_PRIMARY = "#c9c9c9"
+"""Primary text color for labels, titles, and body text."""
+
+TEXT_SECONDARY = "#888888"
+"""Secondary text color for subtitles, captions, and muted text."""
+
+TEXT_MUTED = "#666666"
+"""Muted text color for disabled states and placeholders."""
+
+
+# =============================================================================
+# CHART BACKGROUND & GRID
+# =============================================================================
+
+GRID_COLOR = "rgba(128, 128, 128, 0.2)"
+"""Standard grid line color with transparency."""
+
+GRID_COLOR_DARK = "rgba(128, 128, 128, 0.3)"
+"""Darker grid for radar charts and polar plots."""
+
+PAPER_BG = "rgba(0, 0, 0, 0)"
+"""Transparent paper background for charts."""
+
+PLOT_BG = "rgba(0, 0, 0, 0)"
+"""Transparent plot background for charts."""
+
+
+# =============================================================================
+# SEMANTIC COLORS
+# =============================================================================
+
+COLOR_POSITIVE = "#40c057"
+"""Positive/success indicator (Mantine green-6)."""
+
+COLOR_NEGATIVE = "#fa5252"
+"""Negative/error indicator (Mantine red-6)."""
+
+COLOR_WARNING = "#fab005"
+"""Warning indicator (Mantine yellow-6)."""
+
+COLOR_ACCENT = "#228be6"
+"""Primary accent color (Mantine blue-6)."""
+
+
+# =============================================================================
+# ACCESSIBLE CHART PALETTE
+# =============================================================================
+
+# Okabe-Ito palette - optimized for all color vision deficiencies
+# Reference: https://jfly.uni-koeln.de/color/
+CHART_PALETTE = [
+ "#0072B2", # Blue (primary data series)
+ "#E69F00", # Orange
+ "#56B4E9", # Sky blue
+ "#009E73", # Teal/green
+ "#F0E442", # Yellow
+ "#D55E00", # Vermillion
+ "#CC79A7", # Pink
+ "#000000", # Black (use sparingly)
+]
+"""
+Accessible categorical palette (Okabe-Ito).
+
+Distinguishable for deuteranopia, protanopia, and tritanopia.
+Use indices 0-6 for most charts; index 7 (black) for emphasis only.
+"""
+
+# Semantic subsets for specific use cases
+PALETTE_COMPARISON = [CHART_PALETTE[0], CHART_PALETTE[1]]
+"""Two-color palette for A/B comparisons."""
+
+PALETTE_GENDER = {
+ "male": "#56B4E9", # Sky blue
+ "female": "#CC79A7", # Pink
+}
+"""Gender-specific colors (accessible contrast)."""
+
+PALETTE_TREND = {
+ "positive": COLOR_POSITIVE,
+ "negative": COLOR_NEGATIVE,
+ "neutral": TEXT_SECONDARY,
+}
+"""Trend indicator colors for sparklines and deltas."""
+
+
+# =============================================================================
+# POLICY/EVENT MARKERS (Time Series)
+# =============================================================================
+
+POLICY_COLORS = {
+ "policy_change": "#E69F00", # Orange - policy changes
+ "major_event": "#D55E00", # Vermillion - major events
+ "data_note": "#56B4E9", # Sky blue - data annotations
+ "forecast": "#009E73", # Teal - forecast periods
+ "highlight": "#F0E442", # Yellow - highlighted regions
+}
+"""Colors for policy markers and event annotations on time series."""
+
+
+# =============================================================================
+# CHART LAYOUT DEFAULTS
+# =============================================================================
+
+
+def get_default_layout() -> dict[str, Any]:
+ """Return default Plotly layout settings with design tokens.
+
+ Returns:
+ dict: Layout configuration for fig.update_layout()
+
+ Example:
+ fig.update_layout(**get_default_layout())
+ """
+ return {
+ "paper_bgcolor": PAPER_BG,
+ "plot_bgcolor": PLOT_BG,
+ "font": {"color": TEXT_PRIMARY},
+ "title": {"font": {"color": TEXT_PRIMARY}},
+ "legend": {"font": {"color": TEXT_PRIMARY}},
+ "xaxis": {
+ "gridcolor": GRID_COLOR,
+ "linecolor": GRID_COLOR,
+ "tickfont": {"color": TEXT_PRIMARY},
+ "title": {"font": {"color": TEXT_PRIMARY}},
+ },
+ "yaxis": {
+ "gridcolor": GRID_COLOR,
+ "linecolor": GRID_COLOR,
+ "tickfont": {"color": TEXT_PRIMARY},
+ "title": {"font": {"color": TEXT_PRIMARY}},
+ },
+ }
+
+
+def get_colorbar_defaults() -> dict[str, Any]:
+ """Return default colorbar settings with design tokens.
+
+ Returns:
+ dict: Colorbar configuration for choropleth/heatmap traces
+ """
+ return {
+ "tickfont": {"color": TEXT_PRIMARY},
+ "title": {"font": {"color": TEXT_PRIMARY}},
+ }
diff --git a/portfolio_app/figures/toronto/bar_charts.py b/portfolio_app/figures/toronto/bar_charts.py
index 692ab45..f1d0cea 100644
--- a/portfolio_app/figures/toronto/bar_charts.py
+++ b/portfolio_app/figures/toronto/bar_charts.py
@@ -6,6 +6,17 @@ import pandas as pd
import plotly.express as px
import plotly.graph_objects as go
+from portfolio_app.design import (
+ CHART_PALETTE,
+ COLOR_NEGATIVE,
+ COLOR_POSITIVE,
+ GRID_COLOR,
+ PAPER_BG,
+ PLOT_BG,
+ TEXT_PRIMARY,
+ TEXT_SECONDARY,
+)
+
def create_ranking_bar(
data: list[dict[str, Any]],
@@ -14,8 +25,8 @@ def create_ranking_bar(
title: str | None = None,
top_n: int = 10,
bottom_n: int = 10,
- color_top: str = "#4CAF50",
- color_bottom: str = "#F44336",
+ color_top: str = COLOR_POSITIVE,
+ color_bottom: str = COLOR_NEGATIVE,
value_format: str = ",.0f",
) -> go.Figure:
"""Create horizontal bar chart showing top and bottom rankings.
@@ -87,10 +98,10 @@ def create_ranking_bar(
barmode="group",
showlegend=True,
legend={"orientation": "h", "yanchor": "bottom", "y": 1.02},
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
- xaxis={"gridcolor": "rgba(128,128,128,0.2)", "title": None},
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
+ xaxis={"gridcolor": GRID_COLOR, "title": None},
yaxis={"autorange": "reversed", "title": None},
margin={"l": 10, "r": 10, "t": 40, "b": 10},
)
@@ -126,10 +137,10 @@ def create_stacked_bar(
df = pd.DataFrame(data)
- # Default color scheme
+ # Default color scheme using accessible palette
if color_map is None:
categories = df[category_column].unique()
- colors = px.colors.qualitative.Set2[: len(categories)]
+ colors = CHART_PALETTE[: len(categories)]
color_map = dict(zip(categories, colors, strict=False))
fig = px.bar(
@@ -147,11 +158,11 @@ def create_stacked_bar(
fig.update_layout(
title=title,
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
- xaxis={"gridcolor": "rgba(128,128,128,0.2)", "title": None},
- yaxis={"gridcolor": "rgba(128,128,128,0.2)", "title": None},
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
+ xaxis={"gridcolor": GRID_COLOR, "title": None},
+ yaxis={"gridcolor": GRID_COLOR, "title": None},
legend={"orientation": "h", "yanchor": "bottom", "y": 1.02},
margin={"l": 10, "r": 10, "t": 60, "b": 10},
)
@@ -164,7 +175,7 @@ def create_horizontal_bar(
name_column: str,
value_column: str,
title: str | None = None,
- color: str = "#2196F3",
+ color: str = CHART_PALETTE[0],
value_format: str = ",.0f",
sort: bool = True,
) -> go.Figure:
@@ -204,10 +215,10 @@ def create_horizontal_bar(
fig.update_layout(
title=title,
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
- xaxis={"gridcolor": "rgba(128,128,128,0.2)", "title": None},
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
+ xaxis={"gridcolor": GRID_COLOR, "title": None},
yaxis={"title": None},
margin={"l": 10, "r": 10, "t": 40, "b": 10},
)
@@ -225,13 +236,13 @@ def _create_empty_figure(title: str) -> go.Figure:
x=0.5,
y=0.5,
showarrow=False,
- font={"size": 14, "color": "#888888"},
+ font={"size": 14, "color": TEXT_SECONDARY},
)
fig.update_layout(
title=title,
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
xaxis={"visible": False},
yaxis={"visible": False},
)
diff --git a/portfolio_app/figures/toronto/choropleth.py b/portfolio_app/figures/toronto/choropleth.py
index a8c8d55..dddb007 100644
--- a/portfolio_app/figures/toronto/choropleth.py
+++ b/portfolio_app/figures/toronto/choropleth.py
@@ -5,6 +5,13 @@ from typing import Any
import plotly.express as px
import plotly.graph_objects as go
+from portfolio_app.design import (
+ PAPER_BG,
+ PLOT_BG,
+ TEXT_PRIMARY,
+ TEXT_SECONDARY,
+)
+
def create_choropleth_figure(
geojson: dict[str, Any] | None,
@@ -55,9 +62,9 @@ def create_choropleth_figure(
margin={"l": 0, "r": 0, "t": 40, "b": 0},
title=title or "Toronto Housing Map",
height=500,
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
)
fig.add_annotation(
text="No geometry data available. Complete QGIS digitization to enable map.",
@@ -66,7 +73,7 @@ def create_choropleth_figure(
x=0.5,
y=0.5,
showarrow=False,
- font={"size": 14, "color": "#888888"},
+ font={"size": 14, "color": TEXT_SECONDARY},
)
return fig
@@ -98,17 +105,17 @@ def create_choropleth_figure(
margin={"l": 0, "r": 0, "t": 40, "b": 0},
title=title,
height=500,
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
coloraxis_colorbar={
"title": {
"text": color_column.replace("_", " ").title(),
- "font": {"color": "#c9c9c9"},
+ "font": {"color": TEXT_PRIMARY},
},
"thickness": 15,
"len": 0.7,
- "tickfont": {"color": "#c9c9c9"},
+ "tickfont": {"color": TEXT_PRIMARY},
},
)
diff --git a/portfolio_app/figures/toronto/demographics.py b/portfolio_app/figures/toronto/demographics.py
index ceced5b..2fa4b6c 100644
--- a/portfolio_app/figures/toronto/demographics.py
+++ b/portfolio_app/figures/toronto/demographics.py
@@ -5,6 +5,16 @@ from typing import Any
import pandas as pd
import plotly.graph_objects as go
+from portfolio_app.design import (
+ CHART_PALETTE,
+ GRID_COLOR,
+ PALETTE_GENDER,
+ PAPER_BG,
+ PLOT_BG,
+ TEXT_PRIMARY,
+ TEXT_SECONDARY,
+)
+
def create_age_pyramid(
data: list[dict[str, Any]],
@@ -52,7 +62,7 @@ def create_age_pyramid(
x=male_values_neg,
orientation="h",
name="Male",
- marker_color="#2196F3",
+ marker_color=PALETTE_GENDER["male"],
hovertemplate="%{y}
Male: %{customdata:,}",
customdata=male_values,
)
@@ -65,7 +75,7 @@ def create_age_pyramid(
x=female_values,
orientation="h",
name="Female",
- marker_color="#E91E63",
+ marker_color=PALETTE_GENDER["female"],
hovertemplate="%{y}
Female: %{x:,}",
)
)
@@ -77,12 +87,12 @@ def create_age_pyramid(
title=title,
barmode="overlay",
bargap=0.1,
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
xaxis={
"title": "Population",
- "gridcolor": "rgba(128,128,128,0.2)",
+ "gridcolor": GRID_COLOR,
"range": [-max_val * 1.1, max_val * 1.1],
"tickvals": [-max_val, -max_val / 2, 0, max_val / 2, max_val],
"ticktext": [
@@ -93,7 +103,7 @@ def create_age_pyramid(
f"{max_val:,.0f}",
],
},
- yaxis={"title": None, "gridcolor": "rgba(128,128,128,0.2)"},
+ yaxis={"title": None, "gridcolor": GRID_COLOR},
legend={"orientation": "h", "yanchor": "bottom", "y": 1.02},
margin={"l": 10, "r": 10, "t": 60, "b": 10},
)
@@ -127,17 +137,9 @@ def create_donut_chart(
df = pd.DataFrame(data)
+ # Use accessible palette by default
if colors is None:
- colors = [
- "#2196F3",
- "#4CAF50",
- "#FF9800",
- "#E91E63",
- "#9C27B0",
- "#00BCD4",
- "#FFC107",
- "#795548",
- ]
+ colors = CHART_PALETTE
fig = go.Figure(
go.Pie(
@@ -153,8 +155,8 @@ def create_donut_chart(
fig.update_layout(
title=title,
- paper_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ font_color=TEXT_PRIMARY,
showlegend=False,
margin={"l": 10, "r": 10, "t": 60, "b": 10},
)
@@ -167,7 +169,7 @@ def create_income_distribution(
bracket_column: str,
count_column: str,
title: str | None = None,
- color: str = "#4CAF50",
+ color: str = CHART_PALETTE[3], # Teal
) -> go.Figure:
"""Create histogram-style bar chart for income distribution.
@@ -199,17 +201,17 @@ def create_income_distribution(
fig.update_layout(
title=title,
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
xaxis={
"title": "Income Bracket",
- "gridcolor": "rgba(128,128,128,0.2)",
+ "gridcolor": GRID_COLOR,
"tickangle": -45,
},
yaxis={
"title": "Households",
- "gridcolor": "rgba(128,128,128,0.2)",
+ "gridcolor": GRID_COLOR,
},
margin={"l": 10, "r": 10, "t": 60, "b": 80},
)
@@ -227,13 +229,13 @@ def _create_empty_figure(title: str) -> go.Figure:
x=0.5,
y=0.5,
showarrow=False,
- font={"size": 14, "color": "#888888"},
+ font={"size": 14, "color": TEXT_SECONDARY},
)
fig.update_layout(
title=title,
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
xaxis={"visible": False},
yaxis={"visible": False},
)
diff --git a/portfolio_app/figures/toronto/radar.py b/portfolio_app/figures/toronto/radar.py
index 35f8e75..5e6d6c2 100644
--- a/portfolio_app/figures/toronto/radar.py
+++ b/portfolio_app/figures/toronto/radar.py
@@ -4,6 +4,14 @@ from typing import Any
import plotly.graph_objects as go
+from portfolio_app.design import (
+ CHART_PALETTE,
+ GRID_COLOR_DARK,
+ PAPER_BG,
+ TEXT_PRIMARY,
+ TEXT_SECONDARY,
+)
+
def create_radar_figure(
data: list[dict[str, Any]],
@@ -32,16 +40,9 @@ def create_radar_figure(
if not data or not metrics:
return _create_empty_figure(title or "Radar Chart")
- # Default colors
+ # Use accessible palette by default
if colors is None:
- colors = [
- "#2196F3",
- "#4CAF50",
- "#FF9800",
- "#E91E63",
- "#9C27B0",
- "#00BCD4",
- ]
+ colors = CHART_PALETTE
fig = go.Figure()
@@ -78,19 +79,19 @@ def create_radar_figure(
polar={
"radialaxis": {
"visible": True,
- "gridcolor": "rgba(128,128,128,0.3)",
- "linecolor": "rgba(128,128,128,0.3)",
- "tickfont": {"color": "#c9c9c9"},
+ "gridcolor": GRID_COLOR_DARK,
+ "linecolor": GRID_COLOR_DARK,
+ "tickfont": {"color": TEXT_PRIMARY},
},
"angularaxis": {
- "gridcolor": "rgba(128,128,128,0.3)",
- "linecolor": "rgba(128,128,128,0.3)",
- "tickfont": {"color": "#c9c9c9"},
+ "gridcolor": GRID_COLOR_DARK,
+ "linecolor": GRID_COLOR_DARK,
+ "tickfont": {"color": TEXT_PRIMARY},
},
- "bgcolor": "rgba(0,0,0,0)",
+ "bgcolor": PAPER_BG,
},
- paper_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ font_color=TEXT_PRIMARY,
showlegend=len(data) > 1,
legend={"orientation": "h", "yanchor": "bottom", "y": -0.2},
margin={"l": 40, "r": 40, "t": 60, "b": 40},
@@ -133,7 +134,7 @@ def create_comparison_radar(
metrics=metrics,
name_column="__name__",
title=title,
- colors=["#4CAF50", "#9E9E9E"],
+ colors=[CHART_PALETTE[3], TEXT_SECONDARY], # Teal for selected, gray for avg
)
@@ -156,11 +157,11 @@ def _create_empty_figure(title: str) -> go.Figure:
x=0.5,
y=0.5,
showarrow=False,
- font={"size": 14, "color": "#888888"},
+ font={"size": 14, "color": TEXT_SECONDARY},
)
fig.update_layout(
title=title,
- paper_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ font_color=TEXT_PRIMARY,
)
return fig
diff --git a/portfolio_app/figures/toronto/scatter.py b/portfolio_app/figures/toronto/scatter.py
index 1e1c6ef..012be40 100644
--- a/portfolio_app/figures/toronto/scatter.py
+++ b/portfolio_app/figures/toronto/scatter.py
@@ -6,6 +6,15 @@ import pandas as pd
import plotly.express as px
import plotly.graph_objects as go
+from portfolio_app.design import (
+ CHART_PALETTE,
+ GRID_COLOR,
+ PAPER_BG,
+ PLOT_BG,
+ TEXT_PRIMARY,
+ TEXT_SECONDARY,
+)
+
def create_scatter_figure(
data: list[dict[str, Any]],
@@ -72,21 +81,21 @@ def create_scatter_figure(
if trendline:
fig.update_traces(
selector={"mode": "lines"},
- line={"color": "#FF9800", "dash": "dash", "width": 2},
+ line={"color": CHART_PALETTE[1], "dash": "dash", "width": 2},
)
fig.update_layout(
title=title,
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
xaxis={
- "gridcolor": "rgba(128,128,128,0.2)",
+ "gridcolor": GRID_COLOR,
"title": x_title or x_column.replace("_", " ").title(),
"zeroline": False,
},
yaxis={
- "gridcolor": "rgba(128,128,128,0.2)",
+ "gridcolor": GRID_COLOR,
"title": y_title or y_column.replace("_", " ").title(),
"zeroline": False,
},
@@ -140,19 +149,20 @@ def create_bubble_chart(
hover_name=name_column,
size_max=size_max,
opacity=0.7,
+ color_discrete_sequence=CHART_PALETTE,
)
fig.update_layout(
title=title,
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
xaxis={
- "gridcolor": "rgba(128,128,128,0.2)",
+ "gridcolor": GRID_COLOR,
"title": x_title or x_column.replace("_", " ").title(),
},
yaxis={
- "gridcolor": "rgba(128,128,128,0.2)",
+ "gridcolor": GRID_COLOR,
"title": y_title or y_column.replace("_", " ").title(),
},
margin={"l": 10, "r": 10, "t": 40, "b": 10},
@@ -171,13 +181,13 @@ def _create_empty_figure(title: str) -> go.Figure:
x=0.5,
y=0.5,
showarrow=False,
- font={"size": 14, "color": "#888888"},
+ font={"size": 14, "color": TEXT_SECONDARY},
)
fig.update_layout(
title=title,
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
xaxis={"visible": False},
yaxis={"visible": False},
)
diff --git a/portfolio_app/figures/toronto/summary_cards.py b/portfolio_app/figures/toronto/summary_cards.py
index fd4cbc3..2af7d36 100644
--- a/portfolio_app/figures/toronto/summary_cards.py
+++ b/portfolio_app/figures/toronto/summary_cards.py
@@ -4,6 +4,14 @@ from typing import Any
import plotly.graph_objects as go
+from portfolio_app.design import (
+ COLOR_NEGATIVE,
+ COLOR_POSITIVE,
+ PAPER_BG,
+ PLOT_BG,
+ TEXT_PRIMARY,
+)
+
def create_metric_card_figure(
value: float | int | str,
@@ -59,8 +67,12 @@ def create_metric_card_figure(
"relative": False,
"valueformat": ".1f",
"suffix": delta_suffix,
- "increasing": {"color": "green" if positive_is_good else "red"},
- "decreasing": {"color": "red" if positive_is_good else "green"},
+ "increasing": {
+ "color": COLOR_POSITIVE if positive_is_good else COLOR_NEGATIVE
+ },
+ "decreasing": {
+ "color": COLOR_NEGATIVE if positive_is_good else COLOR_POSITIVE
+ },
}
fig.add_trace(go.Indicator(**indicator_config))
@@ -68,9 +80,9 @@ def create_metric_card_figure(
fig.update_layout(
height=120,
margin={"l": 20, "r": 20, "t": 40, "b": 20},
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font={"family": "Inter, sans-serif", "color": "#c9c9c9"},
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font={"family": "Inter, sans-serif", "color": TEXT_PRIMARY},
)
return fig
diff --git a/portfolio_app/figures/toronto/time_series.py b/portfolio_app/figures/toronto/time_series.py
index fc46cfc..ad3a027 100644
--- a/portfolio_app/figures/toronto/time_series.py
+++ b/portfolio_app/figures/toronto/time_series.py
@@ -5,6 +5,15 @@ from typing import Any
import plotly.express as px
import plotly.graph_objects as go
+from portfolio_app.design import (
+ CHART_PALETTE,
+ GRID_COLOR,
+ PAPER_BG,
+ PLOT_BG,
+ TEXT_PRIMARY,
+ TEXT_SECONDARY,
+)
+
def create_price_time_series(
data: list[dict[str, Any]],
@@ -38,14 +47,14 @@ def create_price_time_series(
x=0.5,
y=0.5,
showarrow=False,
- font={"color": "#888888"},
+ font={"color": TEXT_SECONDARY},
)
fig.update_layout(
title=title,
height=350,
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
)
return fig
@@ -59,6 +68,7 @@ def create_price_time_series(
y=price_column,
color=group_column,
title=title,
+ color_discrete_sequence=CHART_PALETTE,
)
else:
fig = px.line(
@@ -67,6 +77,7 @@ def create_price_time_series(
y=price_column,
title=title,
)
+ fig.update_traces(line_color=CHART_PALETTE[0])
fig.update_layout(
height=350,
@@ -76,11 +87,11 @@ def create_price_time_series(
yaxis_tickprefix="$",
yaxis_tickformat=",",
hovermode="x unified",
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
- xaxis={"gridcolor": "#333333", "linecolor": "#444444"},
- yaxis={"gridcolor": "#333333", "linecolor": "#444444"},
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
+ xaxis={"gridcolor": GRID_COLOR, "linecolor": GRID_COLOR},
+ yaxis={"gridcolor": GRID_COLOR, "linecolor": GRID_COLOR},
)
return fig
@@ -118,14 +129,14 @@ def create_volume_time_series(
x=0.5,
y=0.5,
showarrow=False,
- font={"color": "#888888"},
+ font={"color": TEXT_SECONDARY},
)
fig.update_layout(
title=title,
height=350,
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
)
return fig
@@ -140,6 +151,7 @@ def create_volume_time_series(
y=volume_column,
color=group_column,
title=title,
+ color_discrete_sequence=CHART_PALETTE,
)
else:
fig = px.bar(
@@ -148,6 +160,7 @@ def create_volume_time_series(
y=volume_column,
title=title,
)
+ fig.update_traces(marker_color=CHART_PALETTE[0])
else:
if group_column and group_column in df.columns:
fig = px.line(
@@ -156,6 +169,7 @@ def create_volume_time_series(
y=volume_column,
color=group_column,
title=title,
+ color_discrete_sequence=CHART_PALETTE,
)
else:
fig = px.line(
@@ -164,6 +178,7 @@ def create_volume_time_series(
y=volume_column,
title=title,
)
+ fig.update_traces(line_color=CHART_PALETTE[0])
fig.update_layout(
height=350,
@@ -172,11 +187,11 @@ def create_volume_time_series(
yaxis_title=volume_column.replace("_", " ").title(),
yaxis_tickformat=",",
hovermode="x unified",
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
- xaxis={"gridcolor": "#333333", "linecolor": "#444444"},
- yaxis={"gridcolor": "#333333", "linecolor": "#444444"},
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
+ xaxis={"gridcolor": GRID_COLOR, "linecolor": GRID_COLOR},
+ yaxis={"gridcolor": GRID_COLOR, "linecolor": GRID_COLOR},
)
return fig
@@ -211,14 +226,14 @@ def create_market_comparison_chart(
x=0.5,
y=0.5,
showarrow=False,
- font={"color": "#888888"},
+ font={"color": TEXT_SECONDARY},
)
fig.update_layout(
title=title,
height=400,
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
)
return fig
@@ -230,8 +245,6 @@ def create_market_comparison_chart(
fig = make_subplots(specs=[[{"secondary_y": True}]])
- colors = ["#1f77b4", "#ff7f0e", "#2ca02c", "#d62728"]
-
for i, metric in enumerate(metrics[:4]):
if metric not in df.columns:
continue
@@ -242,7 +255,7 @@ def create_market_comparison_chart(
x=df[date_column],
y=df[metric],
name=metric.replace("_", " ").title(),
- line={"color": colors[i % len(colors)]},
+ line={"color": CHART_PALETTE[i % len(CHART_PALETTE)]},
),
secondary_y=secondary,
)
@@ -252,18 +265,18 @@ def create_market_comparison_chart(
height=400,
margin={"l": 40, "r": 40, "t": 50, "b": 40},
hovermode="x unified",
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
- xaxis={"gridcolor": "#333333", "linecolor": "#444444"},
- yaxis={"gridcolor": "#333333", "linecolor": "#444444"},
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
+ xaxis={"gridcolor": GRID_COLOR, "linecolor": GRID_COLOR},
+ yaxis={"gridcolor": GRID_COLOR, "linecolor": GRID_COLOR},
legend={
"orientation": "h",
"yanchor": "bottom",
"y": 1.02,
"xanchor": "right",
"x": 1,
- "font": {"color": "#c9c9c9"},
+ "font": {"color": TEXT_PRIMARY},
},
)
@@ -290,13 +303,13 @@ def add_policy_markers(
if not policy_events:
return fig
- # Color mapping for policy categories
+ # Color mapping for policy categories using design tokens
category_colors = {
- "monetary": "#1f77b4", # Blue
- "tax": "#2ca02c", # Green
- "regulatory": "#ff7f0e", # Orange
- "supply": "#9467bd", # Purple
- "economic": "#d62728", # Red
+ "monetary": CHART_PALETTE[0], # Blue
+ "tax": CHART_PALETTE[3], # Teal/green
+ "regulatory": CHART_PALETTE[1], # Orange
+ "supply": CHART_PALETTE[6], # Pink
+ "economic": CHART_PALETTE[5], # Vermillion
}
# Symbol mapping for expected direction
@@ -313,7 +326,7 @@ def add_policy_markers(
title = event.get("title", "Policy Event")
level = event.get("level", "federal")
- color = category_colors.get(category, "#666666")
+ color = category_colors.get(category, TEXT_SECONDARY)
symbol = direction_symbols.get(direction, "circle")
# Add vertical line for the event
@@ -335,7 +348,7 @@ def add_policy_markers(
"symbol": symbol,
"size": 12,
"color": color,
- "line": {"width": 1, "color": "white"},
+ "line": {"width": 1, "color": TEXT_PRIMARY},
},
name=title,
hovertemplate=(
diff --git a/portfolio_app/pages/toronto/callbacks/chart_callbacks.py b/portfolio_app/pages/toronto/callbacks/chart_callbacks.py
index e0d2e5c..56767cd 100644
--- a/portfolio_app/pages/toronto/callbacks/chart_callbacks.py
+++ b/portfolio_app/pages/toronto/callbacks/chart_callbacks.py
@@ -5,6 +5,14 @@ import pandas as pd
import plotly.graph_objects as go
from dash import Input, Output, callback
+from portfolio_app.design import (
+ CHART_PALETTE,
+ GRID_COLOR,
+ PAPER_BG,
+ PLOT_BG,
+ TEXT_PRIMARY,
+ TEXT_SECONDARY,
+)
from portfolio_app.figures.toronto import (
create_donut_chart,
create_horizontal_bar,
@@ -109,18 +117,18 @@ def update_housing_trend(year: str, neighbourhood_id: int | None) -> go.Figure:
x=[d["year"] for d in data],
y=[d["avg_rent"] for d in data],
mode="lines+markers",
- line={"color": "#2196F3", "width": 2},
+ line={"color": CHART_PALETTE[0], "width": 2},
marker={"size": 8},
name="City Average",
)
)
fig.update_layout(
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
- xaxis={"gridcolor": "rgba(128,128,128,0.2)"},
- yaxis={"gridcolor": "rgba(128,128,128,0.2)", "title": "Avg Rent (2BR)"},
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
+ xaxis={"gridcolor": GRID_COLOR},
+ yaxis={"gridcolor": GRID_COLOR, "title": "Avg Rent (2BR)"},
showlegend=False,
margin={"l": 40, "r": 10, "t": 10, "b": 30},
)
@@ -153,7 +161,7 @@ def update_housing_types(year: str) -> go.Figure:
data=data,
name_column="type",
value_column="percentage",
- colors=["#4CAF50", "#2196F3"],
+ colors=[CHART_PALETTE[3], CHART_PALETTE[0]], # Teal for owner, blue for renter
)
@@ -178,19 +186,19 @@ def update_safety_trend(year: str) -> go.Figure:
x=[d["year"] for d in data],
y=[d["crime_rate"] for d in data],
mode="lines+markers",
- line={"color": "#FF5722", "width": 2},
+ line={"color": CHART_PALETTE[5], "width": 2}, # Vermillion
marker={"size": 8},
fill="tozeroy",
- fillcolor="rgba(255,87,34,0.1)",
+ fillcolor="rgba(213, 94, 0, 0.1)", # Vermillion with opacity
)
)
fig.update_layout(
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
- xaxis={"gridcolor": "rgba(128,128,128,0.2)"},
- yaxis={"gridcolor": "rgba(128,128,128,0.2)", "title": "Crime Rate per 100K"},
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
+ xaxis={"gridcolor": GRID_COLOR},
+ yaxis={"gridcolor": GRID_COLOR, "title": "Crime Rate per 100K"},
showlegend=False,
margin={"l": 40, "r": 10, "t": 10, "b": 30},
)
@@ -233,7 +241,7 @@ def update_safety_types(year: str) -> go.Figure:
data=data,
name_column="category",
value_column="count",
- color="#FF5722",
+ color=CHART_PALETTE[5], # Vermillion for crime
)
@@ -264,7 +272,11 @@ def update_demographics_age(year: str) -> go.Figure:
data=data,
name_column="age_group",
value_column="percentage",
- colors=["#9C27B0", "#673AB7", "#3F51B5"],
+ colors=[
+ CHART_PALETTE[2],
+ CHART_PALETTE[0],
+ CHART_PALETTE[4],
+ ], # Sky, Blue, Yellow
)
@@ -301,7 +313,7 @@ def update_demographics_income(year: str) -> go.Figure:
data=data,
name_column="bracket",
value_column="count",
- color="#4CAF50",
+ color=CHART_PALETTE[3], # Teal
sort=False,
)
@@ -333,7 +345,7 @@ def update_amenities_breakdown(year: str) -> go.Figure:
data=data,
name_column="type",
value_column="count",
- color="#4CAF50",
+ color=CHART_PALETTE[3], # Teal
)
@@ -387,9 +399,9 @@ def _empty_chart(message: str) -> go.Figure:
"""Create an empty chart with a message."""
fig = go.Figure()
fig.update_layout(
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
xaxis={"visible": False},
yaxis={"visible": False},
)
@@ -400,6 +412,6 @@ def _empty_chart(message: str) -> go.Figure:
x=0.5,
y=0.5,
showarrow=False,
- font={"size": 14, "color": "#888888"},
+ font={"size": 14, "color": TEXT_SECONDARY},
)
return fig
diff --git a/portfolio_app/pages/toronto/callbacks/map_callbacks.py b/portfolio_app/pages/toronto/callbacks/map_callbacks.py
index 2856546..0338021 100644
--- a/portfolio_app/pages/toronto/callbacks/map_callbacks.py
+++ b/portfolio_app/pages/toronto/callbacks/map_callbacks.py
@@ -4,6 +4,12 @@
import plotly.graph_objects as go
from dash import Input, Output, State, callback, no_update
+from portfolio_app.design import (
+ PAPER_BG,
+ PLOT_BG,
+ TEXT_PRIMARY,
+ TEXT_SECONDARY,
+)
from portfolio_app.figures.toronto import create_choropleth_figure, create_ranking_bar
from portfolio_app.toronto.services import (
get_amenities_data,
@@ -267,8 +273,8 @@ def _empty_map(message: str) -> go.Figure:
"zoom": 9.5,
},
margin={"l": 0, "r": 0, "t": 0, "b": 0},
- paper_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ font_color=TEXT_PRIMARY,
)
fig.add_annotation(
text=message,
@@ -277,7 +283,7 @@ def _empty_map(message: str) -> go.Figure:
x=0.5,
y=0.5,
showarrow=False,
- font={"size": 14, "color": "#888888"},
+ font={"size": 14, "color": TEXT_SECONDARY},
)
return fig
@@ -286,9 +292,9 @@ def _empty_chart(message: str) -> go.Figure:
"""Create an empty chart with a message."""
fig = go.Figure()
fig.update_layout(
- paper_bgcolor="rgba(0,0,0,0)",
- plot_bgcolor="rgba(0,0,0,0)",
- font_color="#c9c9c9",
+ paper_bgcolor=PAPER_BG,
+ plot_bgcolor=PLOT_BG,
+ font_color=TEXT_PRIMARY,
xaxis={"visible": False},
yaxis={"visible": False},
)
@@ -299,6 +305,6 @@ def _empty_chart(message: str) -> go.Figure:
x=0.5,
y=0.5,
showarrow=False,
- font={"size": 14, "color": "#888888"},
+ font={"size": 14, "color": TEXT_SECONDARY},
)
return fig