"\n{\n    \"name\": \"Samantha\",\n    \"surname\": \"Lee\",\n    \"age\": 38,\n    \"weight\": 110,\n    \"height\": 160,\n    \"gender\": \"female\",\n    \"dietPreferences\": [\n        \"Trying to eat less processed food\",\n        \"Loves spicy food\"\n    ],\n    \"allergies\": \"Shellfish (hives and stomach upset)\",\n    \"chronicDiseases\": \"Polycystic Ovary Syndrome (PCOS)\",\n    \"medications\": \"Metformin (for PCOS), Multivitamin\",\n    \"other\": \"Works as a high school English teacher. Married with no children (struggling with infertility). Enjoys reading (especially fantasy novels), writing (working on a novel), and playing board games with friends. Feels self-conscious about her weight and frustrated with her PCOS symptoms. Secretly wants to learn how to play the ukulele. Volunteers at a local literacy program, tutoring adults. Worried about her aging parents' health and the future of public education.\",\n    \"pregnancy\": \"no\",\n    \"goal\": \"Lose weight, manage PCOS symptoms, and finish writing her novel.\",\n    \"physicalActivity\": \"Low (mostly sedentary job, occasional walks)\",\n    \"alcohol\": \"Socially (wine with dinner a few times a week)\",\n    \"smoking\": \"No\",\n    \"sleep\": \"Fair (6-7 hours, often has trouble falling asleep due to stress)\",\n    \"occupation\": \"High School English Teacher\"\n}\n\n"
```json
{
    "reasoning": "Apple cider vinegar is a good choice for Samantha. It's minimally processed and can help with weight management and PCOS symptoms by improving insulin sensitivity. It aligns with her goal to eat less processed food and manage her PCOS.",
    "product_name": "Alta Naturel Elma Sirkesi Apple Vinegar",
    "rating": "B"
}
```