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Using a properly structured synthetic passports dataset improves both training reliability and compliance safety. Combined with realistic generated passports, diverse passport datasets, and a well-organized ID card dataset, teams can accelerate development without compromising ethical standards. As digital identity becomes central to global systems, synthetic solutions like these will remain essential tools for secure and scalable machine learning innovation.