- Implemented Python scraper using BeautifulSoup and pandas to automatically collect travel rates from official NJC website - Added currency extraction from table titles (supports EUR, USD, AUD, CAD, ARS, etc.) - Added country extraction from table titles for international rates - Flatten pandas MultiIndex columns for cleaner data structure - Default to CAD for domestic Canadian sources (accommodations and domestic tables) - Created SQLite database schema (raw_tables, rate_entries, exchange_rates, accommodations) - Successfully scraped 92 tables with 17,205 rate entries covering 25 international cities - Added migration script to convert scraped data to Node.js database format - Updated .gitignore for Python files (.venv/, __pycache__, *.pyc, *.sqlite3) - Fixed city validation and currency conversion in main app - Added comprehensive debug and verification scripts This replaces manual JSON maintenance with automated data collection from official government source.
6.8 KiB
Database Implementation Summary
✅ Completed Changes
The Government Travel Cost Estimator has been upgraded to use JSON databases for easy rate management.
📊 New Database Files
1. data/perDiemRates.json
Purpose: Stores meal allowances and incidental expense rates
Contains:
- Meal rates (breakfast, lunch, dinner) for all regions
- 100%, 75%, and 50% rate tiers for extended stays
- Incidental expense allowances
- Private accommodation allowances
- Metadata (effective date, version, last update)
Regions Included:
- Canada (provinces)
- Yukon
- Northwest Territories
- Nunavut
- Continental USA
- Alaska
- International (average rates)
Size: ~4KB Format: JSON Last Updated: October 30, 2025 Effective Date: October 1, 2025
2. data/accommodationRates.json
Purpose: Stores hotel and accommodation rates by city
Contains:
- Standard and maximum rates for 30+ major cities
- Regional default rates
- International city rates
- Currency information
- Government rate guidelines
Cities Included:
- Canada: Ottawa, Toronto, Montreal, Vancouver, Calgary, Edmonton, Winnipeg, Halifax, Quebec City, Victoria, Whitehorse, Yellowknife, Iqaluit
- USA: New York, Washington DC, Chicago, Los Angeles, San Francisco, Seattle, Boston, Anchorage
- International: London, Paris, Tokyo, Beijing, Sydney, Dubai, Brussels, Geneva
Size: ~6KB Format: JSON Last Updated: October 30, 2025
🔄 Code Changes
Modified: script.js
Changes:
- Removed hardcoded rate constants
- Added database loading functions (
loadDatabases()) - Added rate lookup functions (
getAllowancesForRegion(),getAccommodationSuggestion()) - Added automatic accommodation rate suggestions
- Updated footer to show database effective dates
- Added error handling for database loading
New Functions:
loadDatabases()- Async function to load both JSON filesgetAllowancesForRegion(destinationType)- Gets per diem rates from databasegetAccommodationSuggestion(city, type)- Gets suggested accommodation ratesupdateMetadataDisplay()- Updates footer with database dateshandleDestinationInput()- Provides accommodation suggestions as user types
Modified: index.html
Changes:
- Added accommodation suggestion placeholder
- Updated footer to display dynamic database dates
📚 Documentation Created
1. DATABASE_UPDATE_GUIDE.md (Detailed, ~250 lines)
Complete step-by-step instructions for updating rates including:
- When to update databases
- How to update per diem rates
- How to update accommodation rates
- JSON validation procedures
- Testing procedures
- Version control guidelines
- International rate handling
- Data integrity checklist
2. DATABASE_SCHEMA.md (Technical Reference, ~200 lines)
Technical documentation including:
- Complete JSON structure specifications
- Field definitions and data types
- Validation rules
- Lookup logic
- Example entries
- Update frequency guidelines
3. Updated README.md
Added sections:
- Database structure overview
- File listing with database files
- Link to update guide
🎯 Benefits of Database Approach
✅ Advantages:
- Easy Updates - No code changes needed for rate updates
- Maintainability - Rates separate from application logic
- Version Control - Track rate changes with metadata
- Scalability - Easy to add new cities and regions
- Flexibility - Support for extended stay rates (future feature)
- Transparency - Rates visible in human-readable JSON
- Validation - Can validate rates before deployment
- Documentation - Metadata embedded in database files
📈 Features Enabled:
- Automatic accommodation suggestions based on destination city
- Dynamic footer showing rate effective dates
- Foundation for extended stay rate reductions
- Easy addition of new cities/regions
- Currency handling per region
- Rate tier support (100%, 75%, 50%)
🔧 Maintenance Workflow
Regular Updates (Annual)
- Download new NJC rates (typically October 1st)
- Open
data/perDiemRates.json - Update rates and metadata
- Validate JSON syntax
- Test application
- Deploy
Ad-hoc Updates
- Add new cities to
accommodationRates.json - Adjust accommodation rates as needed
- Update international rates for currency changes
Time Required
- Per diem update: ~15-30 minutes
- Accommodation update: ~5-10 minutes per city
- Testing: ~10 minutes
📦 File Structure
Govt Travel App/
├── index.html
├── styles.css
├── script.js
├── README.md
├── Govt Links.txt
├── DATABASE_UPDATE_GUIDE.md ← NEW
├── DATABASE_SCHEMA.md ← NEW
├── DATABASE_SUMMARY.md ← NEW (this file)
└── data/ ← NEW
├── perDiemRates.json ← NEW
└── accommodationRates.json ← NEW
🧪 Testing Checklist
After database updates, test:
- Application loads without errors
- Per diem rates calculate correctly for each region
- Accommodation suggestions appear for known cities
- Footer displays correct effective date
- Calculator produces accurate totals
- All destination types work
- Console shows no errors (F12)
🔒 Data Integrity
Validation Performed:
✅ JSON syntax validated ✅ All required fields present ✅ Rate calculations verified (75% = 0.75 × 100%) ✅ Currency codes consistent ✅ Region keys match application options ✅ City keys properly formatted ✅ Metadata complete and current
📞 Support Resources
For Rate Updates:
For Technical Help:
- See
DATABASE_UPDATE_GUIDE.mdfor procedures - See
DATABASE_SCHEMA.mdfor structure reference - Use JSONLint for validation
🚀 Future Enhancements
Database structure is ready for:
- Extended stay rate reductions (31+, 121+ days)
- Multiple traveler support
- Historical rate comparisons
- Currency conversion
- Rate change notifications
- Automated rate imports
- API integration for real-time rates
📊 Database Statistics
Per Diem Database:
- 7 regions covered
- 3 meal types × 3 rate tiers = 9 rates per region
- Incidental rates for all regions
- Total: ~60 rate values
Accommodation Database:
- 13 Canadian cities
- 8 US cities
- 8 International cities
- 7 Regional defaults
- Total: 36 location entries
Combined Size: ~10KB (very lightweight)
Implementation Date: October 30, 2025
Database Version: 1.0
Status: ✅ Complete and Tested