🏛️ Government Malaysian Database Classifier

Official Malaysian Government Database Classification System

Based on Matthew Barsing's methodology • Addresses Western name challenge • Education (40%) > Work (30%) > Name (20%) > Geography (10%)

✅ Handles Western/Christian names adopted abroad (addresses 30% reclassification issue from meeting notes)

✅ Priority weighting: Education (40%) > Work (30%) > Name (20%) > Geography (10%)

✅ Government-compatible output: CONFIRMED_MALAYSIAN, LIKELY_MALAYSIAN, REQUIRES_REVIEW

✅ Review priority system: HIGH/MEDIUM/LOW for manual verification workflow

✅ Enhanced reasoning for government reviewers and intern verification process

✅ Addresses false exclusions of legitimate Malaysian expatriates

✅ Fixed Image component errors with null src handling

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Classification System: Based on Matthew Barsing's methodology for Malaysian government agencies

Western Name Challenge: System prevents false exclusions of Malaysians with adopted Western names (addresses 30% reclassification issue)

Priority Weighting: Education (40%) > Work (30%) > Name (20%)> Geography (10%)

Review Workflow: HIGH/MEDIUM/LOW priority levels for efficient manual verification by government staff

Output Format: Government-compatible CSV with detailed classification reasoning

Manual Review Support: Comprehensive analysis data for intern verification process (150 records/day workflow)

Image Error Handling: Fixed null src issues with fallback avatars and proper error handling

Debugging: Extensive classification logs in browser console for government reviewers and quality assurance