{ "basic_information": { "age": 45, "gender": "Female", "occupation": "Senior data analyst" }, "driving_experience": "20 years", "driving_frequency_per_week": "10 to 15 h", "driving_purposes": [ "School drop-off/pick-up", "Cross-town grocery shopping" ], "driving_habits_preferences": [ "Prefers left lane for passing slower vehicles", "Accelerates decisively when traffic gaps open", "Uses cruise control on clear highways to maintain a brisk commute pace" ], "health_and_driving_records": { "health_conditions": "None", "accidents_last_5_years": "None" }, "driving_style": "Aggressive", "international_driving_experience": "Short-term driving in Singapore" }