{
  "basic_information": {
    "age": 40,
    "gender": "Female",
    "occupation": "Small business owner"
  },
  "driving_experience": "18 years",
  "driving_frequency_per_week": "25 to 30 h",
  "driving_purposes": [
    "Professional driving",
    "Visiting friends and family"
  ],
  "driving_habits_preferences": [
    "Comfortable keeping pace in dense urban traffic",
    "Changes lanes proactively when it helps maintain progress",
    "Uses brisk but controlled acceleration instead of waiting behind slow vehicles"
  ],
  "health_and_driving_records": {
    "health_conditions": "Seasonal allergies",
    "accidents_last_5_years": "None"
  },
  "driving_style": "Assertive",
  "international_driving_experience": "Short-term driving in Singapore"
}