Project Roadmap¶

This roadmap outlines the milestones for the GRIMdata / LittleRainbowRights pipeline.

Phase 1: Core Pipeline (✅ COMPLETE)¶

Phase 2: Data Enrichment & Validation (✅ COMPLETE)¶

Scorecard System¶

Scorecard data loading (194 countries, 10 indicators each)
Scorecard metadata enrichment
Scorecard CSV exports (summary, sources, by-indicator, by-region)
URL validation system (parallel workers, retry logic)
Source change detection and monitoring
Diff checking for stale scorecard entries
Integration with pipeline runner

Note: System infrastructure complete; country-level data population and validation ongoing (0-1-2 scoring framework finalized January 2026).

Validation & Security¶

Centralized validators module (68 tests)
URL validation with malicious pattern blocking
Path validation with traversal protection
File validation (size limits, extension checks)
String validation (length, patterns, regex)
Config validation (JSON, tags, structure)
Schema validation (metadata, documents)
Security improvements across all processors

Expanded Sources¶

Phase 3: Advanced Processing (✅ COMPLETE - 8/9 Tasks)¶

Recommendations System¶

Recommendations extraction (regex-based)
Recommendations config format (recs_v1.json)
Recommendations versioning and history tracking
NLP-based recommendations extraction (future)
Recommendations export to CSV

Comparison & Analysis¶

Timeline exports (tags_timeline.py, tags_timeline_country.py, tags_timeline_region.py)
Comparison across tagging versions
Comparison across recommendations versions
Comparison export to CSV with version headers
Year-over-year trend analysis (via timeline exports)

Enhanced Normalization¶

Country/region normalization with ISO codes
Preservation of _raw fields for provenance
Complete ISO 3166-1 alpha-2 mapping (194 countries)
Automatic doc type classification (Policy, Law, TreatyBody, etc.)
Source reliability scoring (Phase 4)

Scorecard Maintenance¶

Alternative source identification for failed monitors
Phase 1 critical updates (6 countries, 18 fields, 20+ year old entries)
Multi-format exports (CSV, XLSX, ODS, Google Sheets JSON)
Update documentation and workflows
Phase 2-4 updates (ongoing maintenance)

Phase 4: REST API Backend (✅ COMPLETE)¶

Flask API Infrastructure¶

App factory pattern with configuration management
Flask-CORS, Flask-Caching, Flask-Limiter extensions
Request validation and error handling
Standard JSON response format with metadata
Comprehensive API documentation

Core API Endpoints¶

Health and system info endpoints
Documents API (list, filter, detail with pagination and sorting)
Scorecard API (countries summary, indicators, statistics)
Tags API (frequency analysis, version management, filtering)
Timeline API (temporal analysis, year × tag matrices)
Export API (CSV downloads with SPDX license headers)

Authentication & Security¶

API key authentication via X-API-Key header
Dynamic rate limiting (100 req/hr public, 1000 req/hr authenticated)
Custom limits for expensive operations
Security headers and best practices

Production Deployment¶

Docker and docker-compose configuration
Nginx reverse proxy with SSL/TLS support
Redis for caching and rate limiting
Health checks and monitoring
Complete production deployment guide

Testing & Quality¶

104 integration tests (100% pass rate)
All pre-commit hooks passing
Full endpoint coverage

Status: 14 endpoints operational, production-ready with Docker deployment

Phase 5: Visualization Dashboard (📅 NEXT)¶

Interactive Frontend¶

Advanced Analytics¶

Comparison mode (version side-by-side)
Gap analysis (missing data visualization)
Correlation analysis (tags vs indicators)
Trend analysis and forecasting
Custom report generation

Note: Backend API is complete and ready for frontend integration

Phase 6: Global Expansion (📅 FUTURE)¶

Geographic Coverage¶

European sources (EU, Council of Europe)
Asian sources (ASEAN, national bodies)
Americas sources (OAS, IACHR)
Merge African + global datasets
Multi-language support (translation pipeline)

Advanced Features¶

Machine learning for document classification
Automated entity extraction (organizations, people, dates)
Sentiment analysis on recommendations
Network analysis (document citations)
Automated report generation
Email alerts for new documents

Phase 7: Infrastructure & Community (📅 FUTURE)¶

Infrastructure¶

Cloud deployment (AWS/GCP/Azure)
Automated daily scraper runs
Database migration (from JSON to PostgreSQL)
Data versioning and snapshots
Disaster recovery and backups

Community & Documentation¶

Quality & Maintenance¶

Automated data quality checks
Link rot monitoring and alerts
Performance optimization (caching, indexing)
Code refactoring and technical debt reduction
Security audits and updates

Current Status Summary¶

Completed:

✅ Core pipeline (scraping, processing, tagging) - Multiple sources: 6 automated scrapers + direct URL tracking
✅ Scorecard system (194 countries, 10 indicators, 2,543 source URLs tracked)
✅ Validation and security framework - 170 tests passing (68 validator tests)
✅ Recommendations extraction system - Regex-based with versioning and history tracking
✅ Timeline exports - Global, by-country, and by-region analysis over time
✅ Comparison analytics - Compare tags and recommendations across versions
✅ ISO 3166-1 alpha-2 country code mapping - 194 countries fully mapped
✅ Document type classifier - Multi-stage rules-based classification
✅ Scorecard maintenance - Phase 1 critical updates (6 countries, 18 fields updated)
✅ Multi-format scorecard exports - CSV, XLSX, ODS, Google Sheets JSON
✅ Comprehensive documentation (40+ markdown files)

Completed (Phase 4 - All 5 Weeks):

✅ Flask API backend (14 endpoints working, documented, tested)
✅ Tags, Timeline, Export APIs (frequency analysis, temporal data, CSV downloads)
✅ Authentication and rate limiting (API keys, dynamic limits 100-2000 req/hr)
✅ Production deployment (Docker, Redis, Nginx, complete guide)
✅ 104 integration tests passing (100% success rate)

Next Priority:

🎯 Phase 5: Dashboard frontend (React/Vue.js with D3.js visualizations)
🎯 Source reliability scoring
🎯 Continue scorecard maintenance (Phases 2-4: 41 remaining stale entries)
🎯 NLP-based recommendations extraction (advanced features)

Metrics¶

Lines of Code: ~21,000+ (Python, config, tests, API, deployment)
Test Coverage: 274 tests (170 pipeline + 104 API)
Documentation: 75+ markdown files, comprehensive API docs
Data Sources: 7 scrapers (AU, OHCHR, UPR, UNICEF, ACERWC, ACHPR, manual)
Countries Tracked: 194 (via scorecard, all with ISO 3166-1 alpha-2 codes)
Documents Tracked: 78 (via metadata.json)
Indicators: 10 per country (29 total indicator fields tracked)
Source URLs: 2,543 tracked and validated
Tags Versions: 4 (v1, v2, v3, digital)
Export Formats: CSV, XLSX, ODS, Google Sheets JSON (scorecard)
API Endpoints: 14 production-ready (health, info, documents × 2, scorecard × 3, tags × 2, timeline × 1, export × 2)
Authentication: API key based with dynamic rate limiting (100-2000 req/hr)
Deployment: Docker + docker-compose + Nginx + Redis

Contributing¶

The project is actively developed. Contributions welcome in:

New scrapers for additional sources
Enhanced processors (OCR, image extraction)
Visualization components for dashboard
Documentation improvements and examples
Testing coverage expansion
Performance optimizations

Notes¶

End-to-end pipeline is production-ready for AU Policy + scorecard workflow
Future work focuses on expanding analytics and building research dashboard
All core infrastructure is stable and well-tested (170 tests passing in ~106 seconds)
Documentation is comprehensive and up-to-date
Recent Completions (January 2026):
Migrated from PyPDF2 to pypdf - no more deprecation warnings
ISO 3166-1 alpha-2 mapping for all 194 countries
Document type classifier (multi-stage rules-based)
Scorecard Phase 1 maintenance (6 countries, 18 fields updated)
REUSE 3.0 compliance - 235/235 files with SPDX headers
Phase 4 API Backend (All 5 weeks):
- Week 1-2: Foundation + core endpoints (documents, scorecard)
- Week 3: Extended APIs (tags, timeline, export)
- Week 4: Authentication & rate limiting (API keys, dynamic limits)
- Week 5: Production deployment (Docker, Redis, Nginx, 678-line guide)
14 endpoints operational, 104 tests passing (100% success rate)

Last updated: January 2026