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README.md

@@ -1,12 +1,38 @@
----
-title: Anjez
-emoji: 🐢
-colorFrom: gray
-colorTo: green
-sdk: streamlit
-sdk_version: 1.45.0
-app_file: app.py
-pinned: false
----
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+---
+title: Athar Investment Analyzer (Streamlit)
+emoji: 🗺️💡📊
+colorFrom: blue
+colorTo: indigo
+sdk: streamlit
+app_file: streamlit_app.py
+pinned: false
+python_version: 3.11
+---
+
+# مشروع أثر - تحليل فرص الاستثمار التجاري (Streamlit)
+
+مرحباً بك في العرض التوضيحي لمشروع "أثر" بواجهة Streamlit!
+
+**الوصف:**
+هذه أداة تجريبية تستخدم الذكاء الاصطناعي (عبر نموذج GPT-4o) لتحليل مدى مناسبة فتح نشاط تجاري معين في موقع مقترح داخل **حي الياسمين بمدينة الرياض**. يعتمد التحليل على مجموعة بيانات وهمية تشمل معلومات ديموغرافية أساسية، التراخيص التجارية القائمة، ونقاط الاهتمام في الحي.
+
+**كيفية الاستخدام:**
+
+1.  **اختر النشاط التجاري:** من القائمة المنسدلة في الشريط الجانبي.
+2.  **حدد الموقع المقترح:** انقر على الخريطة التفاعلية في الشريط الجانبي لتحديد الموقع الذي تفكر فيه لمشروعك. ستظهر الإحداثيات المختارة أسفل الخريطة.
+3.  **اضغط على زر "🚀 تحليل الفرصة"**: انتظر قليلاً حتى يقوم النموذج اللغوي بتحليل البيانات وتقديم توصية.
+4.  **راجع النتائج:** ستظهر التوصية النصية والخريطة التفاعلية المحدثة (في الجزء الرئيسي) التي توضح موقعك المقترح، المنافسين (إن وجدوا بنفس النشاط)، ونقاط الاهتمام العامة في المنطقة.
+
+**البيانات المستخدمة:**
+* ملف الحي (`yasmen.json`)
+* التراخيص (`fake_licenses_SA-RIY-YAS_openai.json`)
+* نقاط الاهتمام (`fake_pois_SA-RIY-YAS_openai.json`)
+
+**ملاحظة هامة:**
+هذا التطبيق هو للعرض التوضيحي فقط ويستخدم بيانات **وهمية**. لا يجب الاعتماد على نتائجه لاتخاذ قرارات استثمارية حقيقية.
+
+**المكتبات الرئيسية المستخدمة:**
+* Streamlit, Streamlit-Folium (للواجهة والخريطة التفاعلية)
+* OpenAI (للنموذج اللغوي)
+* Folium (لإنشاء الخرائط)
+* Geopy (لحساب المسافات)

fake_licenses_SA-RIY-YAS_openai.json

@@ -0,0 +1,962 @@
+[
+  {
+    "license_id": "BL-000001",
+    "cr_number": "1010123456",
+    "business_name_ar": "مطعم الياسمين",
+    "business_name_en": "Al Yasmin Restaurant",
+    "activity_code_isic": "5610",
+    "activity_description_ar": "مطاعم تقديم الطعام",
+    "activity_description_en": "Restaurants and Food Service",
+    "license_status": "Active",
+    "issue_date": "2020-03-15",
+    "expiry_date": "2025-03-14",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "أنس بن مالك",
+      "street_name_en": "Anas Ibn Malik Rd",
+      "building_number": "102",
+      "postal_code": "13321",
+      "latitude": 24.7995,
+      "longitude": 46.6312,
+      "national_address": "102, Anas Ibn Malik Rd, Al Yasmin, Riyadh, 13321"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-10T10:15:30Z"
+  },
+  {
+    "license_id": "BL-000002",
+    "cr_number": "1010234567",
+    "business_name_ar": "مقهى الورد",
+    "business_name_en": "Al Ward Cafe",
+    "activity_code_isic": "5630",
+    "activity_description_ar": "مقاهي",
+    "activity_description_en": "Cafes",
+    "license_status": "Active",
+    "issue_date": "2021-07-20",
+    "expiry_date": "2024-07-19",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "الثمامة",
+      "street_name_en": "Thumamah Rd",
+      "building_number": "58",
+      "postal_code": "13322",
+      "latitude": 24.807,
+      "longitude": 46.6398,
+      "national_address": "58, Thumamah Rd, Al Yasmin, Riyadh, 13322"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-10T11:00:00Z"
+  },
+  {
+    "license_id": "BL-000003",
+    "cr_number": "1010345678",
+    "business_name_ar": "سوبر ماركت الياسمين",
+    "business_name_en": "Al Yasmin Supermarket",
+    "activity_code_isic": "4711",
+    "activity_description_ar": "محلات بقالة",
+    "activity_description_en": "Grocery Stores",
+    "license_status": "Active",
+    "issue_date": "2019-11-05",
+    "expiry_date": "2024-11-04",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "شارع أبي بكر الصديق",
+      "street_name_en": "Abi Bakr As Siddiq Rd",
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+      "postal_code": "13325",
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+      "longitude": 46.6425,
+      "national_address": "215, Abi Bakr As Siddiq Rd, Al Yasmin, Riyadh, 13325"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-09T09:45:10Z"
+  },
+  {
+    "license_id": "BL-000004",
+    "cr_number": "1010456789",
+    "business_name_ar": "صيدلية الياسمين",
+    "business_name_en": "Al Yasmin Pharmacy",
+    "activity_code_isic": "4773",
+    "activity_description_ar": "صيدليات",
+    "activity_description_en": "Pharmacies",
+    "license_status": "Active",
+    "issue_date": "2018-05-12",
+    "expiry_date": "2023-05-11",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "شارع القلم",
+      "street_name_en": "Al Qalam St",
+      "building_number": "33",
+      "postal_code": "13326",
+      "latitude": 24.7957,
+      "longitude": 46.6299,
+      "national_address": "33, Al Qalam St, Al Yasmin, Riyadh, 13326"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-10T12:30:45Z"
+  },
+  {
+    "license_id": "BL-000005",
+    "cr_number": "1010567890",
+    "business_name_ar": "عيادة الياسمين الطبية",
+    "business_name_en": "Al Yasmin Medical Clinic",
+    "activity_code_isic": "8620",
+    "activity_description_ar": "عيادات طبية",
+    "activity_description_en": "Medical Clinics",
+    "license_status": "Active",
+    "issue_date": "2022-01-10",
+    "expiry_date": "2027-01-09",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "أنس بن مالك",
+      "street_name_en": "Anas Ibn Malik Rd",
+      "building_number": "89",
+      "postal_code": "13321",
+      "latitude": 24.7984,
+      "longitude": 46.635,
+      "national_address": "89, Anas Ibn Malik Rd, Al Yasmin, Riyadh, 13321"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-09T15:20:30Z"
+  },
+  {
+    "license_id": "BL-000006",
+    "cr_number": "1010678901",
+    "business_name_ar": "مغسلة ومكواة الياسمين",
+    "business_name_en": "Al Yasmin Laundry & Ironing",
+    "activity_code_isic": "9602",
+    "activity_description_ar": "مغاسل الملابس",
+    "activity_description_en": "Laundry Services",
+    "license_status": "Expired",
+    "issue_date": "2017-09-08",
+    "expiry_date": "2022-09-07",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "الثمامة",
+      "street_name_en": "Thumamah Rd",
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+      "latitude": 24.805,
+      "longitude": 46.6333,
+      "national_address": "44, Thumamah Rd, Al Yasmin, Riyadh, 13322"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-08T08:00:00Z"
+  },
+  {
+    "license_id": "BL-000007",
+    "cr_number": "1010789012",
+    "business_name_ar": "ورشة الغزال للسيارات",
+    "business_name_en": "Al Ghazal Auto Workshop",
+    "activity_code_isic": "4520",
+    "activity_description_ar": "ورش صيانة السيارات",
+    "activity_description_en": "Auto Repair Workshops",
+    "license_status": "Active",
+    "issue_date": "2019-06-22",
+    "expiry_date": "2024-06-21",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "شارع الملك عبدالعزيز فرع",
+      "street_name_en": "King Abdulaziz Rd Branch",
+      "building_number": "77",
+      "postal_code": "13325",
+      "latitude": 24.7999,
+      "longitude": 46.644,
+      "national_address": "77, King Abdulaziz Rd Branch, Al Yasmin, Riyadh, 13325"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-10T13:15:25Z"
+  },
+  {
+    "license_id": "BL-000008",
+    "cr_number": "1010890123",
+    "business_name_ar": "مكتب النخبة للاستشارات",
+    "business_name_en": "Elite Consulting Office",
+    "activity_code_isic": "7020",
+    "activity_description_ar": "مكاتب استشارية صغيرة",
+    "activity_description_en": "Small Consulting Offices",
+    "license_status": "Active",
+    "issue_date": "2021-10-30",
+    "expiry_date": "2026-10-29",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "أنس بن مالك",
+      "street_name_en": "Anas Ibn Malik Rd",
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+      "postal_code": "13321",
+      "latitude": 24.8003,
+      "longitude": 46.6277,
+      "national_address": "6, Anas Ibn Malik Rd, Al Yasmin, Riyadh, 13321"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-10T14:40:50Z"
+  },
+  {
+    "license_id": "BL-000009",
+    "cr_number": "1010901234",
+    "business_name_ar": "محل زهرة الياسمين",
+    "business_name_en": "Yasmin Flower Shop",
+    "activity_code_isic": "4776",
+    "activity_description_ar": "محلات بيع الزهور",
+    "activity_description_en": "Flower Shops",
+    "license_status": "Active",
+    "issue_date": "2020-12-12",
+    "expiry_date": "2025-12-11",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "الثمامة",
+      "street_name_en": "Thumamah Rd",
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+      "postal_code": "13322",
+      "latitude": 24.7978,
+      "longitude": 46.6407,
+      "national_address": "25, Thumamah Rd, Al Yasmin, Riyadh, 13322"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-09T07:30:10Z"
+  },
+  {
+    "license_id": "BL-000010",
+    "cr_number": "1010112345",
+    "business_name_ar": "مكتبة الياسمين",
+    "business_name_en": "Al Yasmin Bookstore",
+    "activity_code_isic": "4761",
+    "activity_description_ar": "محلات بيع الكتب",
+    "activity_description_en": "Bookstores",
+    "license_status": "Active",
+    "issue_date": "2019-02-15",
+    "expiry_date": "2024-02-14",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "شارع أبي بكر الصديق",
+      "street_name_en": "Abi Bakr As Siddiq Rd",
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+      "postal_code": "13325",
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+      "longitude": 46.6321,
+      "national_address": "110, Abi Bakr As Siddiq Rd, Al Yasmin, Riyadh, 13325"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-10T09:50:00Z"
+  },
+  {
+    "license_id": "BL-000011",
+    "cr_number": "1010123457",
+    "business_name_ar": "مطعم البستان",
+    "business_name_en": "Al Bustan Restaurant",
+    "activity_code_isic": "5610",
+    "activity_description_ar": "مطاعم تقديم الطعام",
+    "activity_description_en": "Restaurants and Food Service",
+    "license_status": "Expired",
+    "issue_date": "2016-08-10",
+    "expiry_date": "2021-08-09",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "شارع القلم",
+      "street_name_en": "Al Qalam St",
+      "building_number": "50",
+      "postal_code": "13326",
+      "latitude": 24.8005,
+      "longitude": 46.6275,
+      "national_address": "50, Al Qalam St, Al Yasmin, Riyadh, 13326"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-07T10:10:00Z"
+  },
+  {
+    "license_id": "BL-000012",
+    "cr_number": "1010234568",
+    "business_name_ar": "مقهى السحاب",
+    "business_name_en": "Al Sahab Cafe",
+    "activity_code_isic": "5630",
+    "activity_description_ar": "مقاهي",
+    "activity_description_en": "Cafes",
+    "license_status": "Active",
+    "issue_date": "2021-04-01",
+    "expiry_date": "2026-03-31",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "أنس بن مالك",
+      "street_name_en": "Anas Ibn Malik Rd",
+      "building_number": "150",
+      "postal_code": "13321",
+      "latitude": 24.7968,
+      "longitude": 46.646,
+      "national_address": "150, Anas Ibn Malik Rd, Al Yasmin, Riyadh, 13321"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-10T16:05:00Z"
+  },
+  {
+    "license_id": "BL-000013",
+    "cr_number": "1010345679",
+    "business_name_ar": "متجر الإلكترونيات المتطورة",
+    "business_name_en": "Advanced Electronics Store",
+    "activity_code_isic": "4742",
+    "activity_description_ar": "محلات بيع الإلكترونيات",
+    "activity_description_en": "Electronics Retail Stores",
+    "license_status": "Active",
+    "issue_date": "2018-10-20",
+    "expiry_date": "2023-10-19",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "الثمامة",
+      "street_name_en": "Thumamah Rd",
+      "building_number": "90",
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+      "latitude": 24.7912,
+      "longitude": 46.638,
+      "national_address": "90, Thumamah Rd, Al Yasmin, Riyadh, 13322"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-09T14:25:10Z"
+  },
+  {
+    "license_id": "BL-000014",
+    "cr_number": "1010456790",
+    "business_name_ar": "صيدلية الندى",
+    "business_name_en": "Al Nada Pharmacy",
+    "activity_code_isic": "4773",
+    "activity_description_ar": "صيدليات",
+    "activity_description_en": "Pharmacies",
+    "license_status": "Active",
+    "issue_date": "2019-07-15",
+    "expiry_date": "2024-07-14",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "شارع أبي بكر الصديق",
+      "street_name_en": "Abi Bakr As Siddiq Rd",
+      "building_number": "47",
+      "postal_code": "13325",
+      "latitude": 24.8033,
+      "longitude": 46.6287,
+      "national_address": "47, Abi Bakr As Siddiq Rd, Al Yasmin, Riyadh, 13325"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-10T08:10:30Z"
+  },
+  {
+    "license_id": "BL-000015",
+    "cr_number": "1010567891",
+    "business_name_ar": "عيادة الشفاء",
+    "business_name_en": "Al Shifa Clinic",
+    "activity_code_isic": "8620",
+    "activity_description_ar": "عيادات طبية",
+    "activity_description_en": "Medical Clinics",
+    "license_status": "Active",
+    "issue_date": "2020-02-28",
+    "expiry_date": "2025-02-27",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "شارع القلم",
+      "street_name_en": "Al Qalam St",
+      "building_number": "12",
+      "postal_code": "13326",
+      "latitude": 24.8085,
+      "longitude": 46.6445,
+      "national_address": "12, Al Qalam St, Al Yasmin, Riyadh, 13326"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-09T17:45:55Z"
+  },
+  {
+    "license_id": "BL-000016",
+    "cr_number": "1010678902",
+    "business_name_ar": "مغسلة وردة الياسمين",
+    "business_name_en": "Yasmin Rose Laundry",
+    "activity_code_isic": "9602",
+    "activity_description_ar": "مغاسل الملابس",
+    "activity_description_en": "Laundry Services",
+    "license_status": "Active",
+    "issue_date": "2021-11-10",
+    "expiry_date": "2026-11-09",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "أنس بن مالك",
+      "street_name_en": "Anas Ibn Malik Rd",
+      "building_number": "37",
+      "postal_code": "13321",
+      "latitude": 24.7942,
+      "longitude": 46.6339,
+      "national_address": "37, Anas Ibn Malik Rd, Al Yasmin, Riyadh, 13321"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-10T09:00:00Z"
+  },
+  {
+    "license_id": "BL-000017",
+    "cr_number": "1010789013",
+    "business_name_ar": "ورشة صيانة النجوم",
+    "business_name_en": "Al Nojoom Maintenance Workshop",
+    "activity_code_isic": "4520",
+    "activity_description_ar": "ورش صيانة السيارات",
+    "activity_description_en": "Auto Repair Workshops",
+    "license_status": "Expired",
+    "issue_date": "2015-05-05",
+    "expiry_date": "2020-05-04",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "الثمامة",
+      "street_name_en": "Thumamah Rd",
+      "building_number": "120",
+      "postal_code": "13322",
+      "latitude": 24.8015,
+      "longitude": 46.6317,
+      "national_address": "120, Thumamah Rd, Al Yasmin, Riyadh, 13322"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-06T12:15:00Z"
+  },
+  {
+    "license_id": "BL-000018",
+    "cr_number": "1010890124",
+    "business_name_ar": "مكتب المستقبل للاستشارات",
+    "business_name_en": "Al Mustaqbal Consulting Office",
+    "activity_code_isic": "7020",
+    "activity_description_ar": "مكاتب استشارية صغيرة",
+    "activity_description_en": "Small Consulting Offices",
+    "license_status": "Active",
+    "issue_date": "2019-09-18",
+    "expiry_date": "2024-09-17",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "street_name_ar": "شارع الملك عبدالعزيز فرع",
+      "street_name_en": "King Abdulaziz Rd Branch",
+      "building_number": "18",
+      "postal_code": "13325",
+      "latitude": 24.7964,
+      "longitude": 46.6268,
+      "national_address": "18, King Abdulaziz Rd Branch, Al Yasmin, Riyadh, 13325"
+    },
+    "source_platform": "Balady",
+    "last_checked": "2024-06-10T11:25:45Z"
+  },
+  {
+    "license_id": "BL-000019",
+    "cr_number": "1010901235",
+    "business_name_ar": "محل جنى للزهور",
+    "business_name_en": "Jana Flower Shop",
+    "activity_code_isic": "4776",
+    "activity_description_ar": "محلات بيع الزهور",
+    "activity_description_en": "Flower Shops",
+    "license_status": "Active",
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+  },
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+  }
+]

fake_pois_SA-RIY-YAS_openai.json

@@ -0,0 +1,212 @@
+[
+  {
+    "poi_id": "POI-YAS-EDU-01",
+    "name_ar": "مدرسة الياسمين الابتدائية",
+    "name_en": "Al Yasmin Elementary School",
+    "category": "Education",
+    "subcategory": "Public School",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "latitude": 24.7992,
+      "longitude": 46.6357
+    },
+    "source": "MOMRAH",
+    "last_verified": "2023-11-15"
+  },
+  {
+    "poi_id": "POI-YAS-EDU-02",
+    "name_ar": "روضة الياسمين الخاصة",
+    "name_en": "Al Yasmin Private Kindergarten",
+    "category": "Education",
+    "subcategory": "Kindergarten",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "latitude": 24.8054,
+      "longitude": 46.6282
+    },
+    "source": "Field Survey",
+    "last_verified": "2024-01-20"
+  },
+  {
+    "poi_id": "POI-YAS-HEA-01",
+    "name_ar": "مستشفى الياسمين التخصصي",
+    "name_en": "Al Yasmin Specialist Hospital",
+    "category": "Healthcare",
+    "subcategory": "Hospital",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "latitude": 24.8079,
+      "longitude": 46.6431
+    },
+    "source": "Ministry Website",
+    "last_verified": "2023-08-05"
+  },
+  {
+    "poi_id": "POI-YAS-HEA-02",
+    "name_ar": "عيادة الياسمين الطبية",
+    "name_en": "Al Yasmin Medical Clinic",
+    "category": "Healthcare",
+    "subcategory": "Clinic",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "latitude": 24.7964,
+      "longitude": 46.6338
+    },
+    "source": "OpenStreetMap",
+    "last_verified": "2024-04-10"
+  },
+  {
+    "poi_id": "POI-YAS-HEA-03",
+    "name_ar": "صيدلية الياسمين",
+    "name_en": "Al Yasmin Pharmacy",
+    "category": "Healthcare",
+    "subcategory": "Pharmacy",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "latitude": 24.8011,
+      "longitude": 46.6399
+    },
+    "source": "Commercial Listing",
+    "last_verified": "2023-12-02"
+  },
+  {
+    "poi_id": "POI-YAS-SHO-01",
+    "name_ar": "مركز الياسمين التجاري",
+    "name_en": "Al Yasmin Shopping Center",
+    "category": "Shopping",
+    "subcategory": "Mall",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "latitude": 24.7998,
+      "longitude": 46.6415
+    },
+    "source": "GASTAT",
+    "last_verified": "2024-02-28"
+  },
+  {
+    "poi_id": "POI-YAS-SHO-02",
+    "name_ar": "سوق الياسمين الشعبي",
+    "name_en": "Al Yasmin Souq",
+    "category": "Shopping",
+    "subcategory": "Souq",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "latitude": 24.7923,
+      "longitude": 46.6247
+    },
+    "source": "Field Survey",
+    "last_verified": "2023-09-18"
+  },
+  {
+    "poi_id": "POI-YAS-SHO-03",
+    "name_ar": "سوبر ماركت الياسمين",
+    "name_en": "Al Yasmin Supermarket",
+    "category": "Shopping",
+    "subcategory": "Supermarket",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "latitude": 24.8037,
+      "longitude": 46.6364
+    },
+    "source": "OpenStreetMap",
+    "last_verified": "2024-05-12"
+  },
+  {
+    "poi_id": "POI-YAS-REC-01",
+    "name_ar": "حديقة الياسمين العامة",
+    "name_en": "Al Yasmin Public Park",
+    "category": "Recreation",
+    "subcategory": "Park",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "latitude": 24.8083,
+      "longitude": 46.631
+    },
+    "source": "MOMRAH",
+    "last_verified": "2023-07-30"
+  },
+  {
+    "poi_id": "POI-YAS-GOV-01",
+    "name_ar": "مركز خدمات البلدية بالياسمين",
+    "name_en": "Al Yasmin Municipality Service Center",
+    "category": "Government",
+    "subcategory": "Municipality Office",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "latitude": 24.7976,
+      "longitude": 46.6427
+    },
+    "source": "Ministry Website",
+    "last_verified": "2024-03-15"
+  },
+  {
+    "poi_id": "POI-YAS-REL-01",
+    "name_ar": "مسجد الياسمين الكبير",
+    "name_en": "Al Yasmin Grand Mosque",
+    "category": "Religious",
+    "subcategory": "Mosque",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "latitude": 24.794,
+      "longitude": 46.6295
+    },
+    "source": "Field Survey",
+    "last_verified": "2023-10-22"
+  },
+  {
+    "poi_id": "POI-YAS-SER-01",
+    "name_ar": "مصرف الياسمين",
+    "name_en": "Al Yasmin Bank",
+    "category": "Services",
+    "subcategory": "Bank",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "latitude": 24.8005,
+      "longitude": 46.6383
+    },
+    "source": "Commercial Listing",
+    "last_verified": "2024-06-01"
+  },
+  {
+    "poi_id": "POI-YAS-SER-02",
+    "name_ar": "صراف الياسمين الآلي",
+    "name_en": "Al Yasmin ATM",
+    "category": "Services",
+    "subcategory": "ATM",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "latitude": 24.8029,
+      "longitude": 46.6345
+    },
+    "source": "OpenStreetMap",
+    "last_verified": "2023-11-29"
+  },
+  {
+    "poi_id": "POI-YAS-TRN-01",
+    "name_ar": "محطة حافلات الياسمين",
+    "name_en": "Al Yasmin Bus Station",
+    "category": "Transportation",
+    "subcategory": "Bus Station",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "latitude": 24.7932,
+      "longitude": 46.6459
+    },
+    "source": "MOMRAH",
+    "last_verified": "2024-04-25"
+  },
+  {
+    "poi_id": "POI-YAS-EDU-03",
+    "name_ar": "مدرسة الياسمين العالمية",
+    "name_en": "Al Yasmin International School",
+    "category": "Education",
+    "subcategory": "Private School",
+    "location": {
+      "neighborhood_id": "SA-RIY-YAS",
+      "latitude": 24.8041,
+      "longitude": 46.6298
+    },
+    "source": "GASTAT",
+    "last_verified": "2023-12-17"
+  }
+]

requirements.txt

@@ -0,0 +1,6 @@
+openai
+folium
+geopy
+streamlit>=1.30.0
+streamlit-folium>=0.14.0
+python-dotenv # للاختبار المحلي للمفاتيح السرية

streamlit_app.py

@@ -0,0 +1,348 @@
+# -*- coding: utf-8 -*-
+import streamlit as st
+import os
+import json
+from openai import OpenAI
+import folium
+from folium.plugins import MarkerCluster
+from geopy.distance import geodesic
+from streamlit_folium import st_folium # <- لاستخدام الخرائط التفاعلية في Streamlit
+import time
+
+# --- Page Configuration (Set Title, Icon, Layout) ---
+st.set_page_config(
+    page_title="Athar Analyzer | تحليل أثر",
+    page_icon="🗺️",
+    layout="wide",
+    initial_sidebar_state="expanded"
+)
+
+# --- Constants and File Paths ---
+NEIGHBORHOOD_ID_TO_ANALYZE = "SA-RIY-YAS"
+LAT_MIN, LAT_MAX = 24.79, 24.81
+LON_MIN, LON_MAX = 46.62, 46.65
+DEFAULT_MAP_CENTER = [24.80, 46.635] # مركز افتراضي لحي الياسمين
+DEFAULT_MAP_ZOOM = 13
+
+PROFILE_FILE = 'yasmen.json'
+LICENSES_FILE = 'fake_licenses_SA-RIY-YAS_openai.json'
+POIS_FILE = 'fake_pois_SA-RIY-YAS_openai.json'
+
+# --- Load API Key (Use Streamlit Secrets for Deployment) ---
+client = None
+try:
+    # For Hugging Face Spaces / Streamlit Community Cloud, use st.secrets
+    api_key = st.secrets.get("OPENAI_API_KEY") 
+    if not api_key:
+        st.warning("لم يتم العثور على مفتاح OpenAI API في Streamlit Secrets (OPENAI_API_KEY). قد لا تعمل وظائف التحليل.", icon="⚠️")
+    else:
+        client = OpenAI(api_key=api_key)
+        print("Streamlit App: OpenAI Client initialized successfully.")
+except Exception as e:
+    # Fallback for local testing if .streamlit/secrets.toml doesn't exist
+    # Requires a .env file in the root with OPENAI_API_KEY=...
+    # You need to run: pip install python-dotenv
+    try:
+        from dotenv import load_dotenv
+        load_dotenv()
+        api_key = os.environ.get("OPENAI_API_KEY")
+        if api_key:
+            client = OpenAI(api_key=api_key)
+            print("Streamlit App: OpenAI Client initialized locally via .env.")
+        else:
+             st.error("خطأ فادح: لم يتم العثور على مفتاح OpenAI API لا في Secrets ولا في .env. يرجى إعداده.", icon="🚨")
+    except ImportError:
+         st.error("لتشغيل التطبيق محليًا مع مفتاح API، يرجى تثبيت python-dotenv وإنشاء ملف .env", icon="🚨")
+    except Exception as inner_e:
+        st.error(f"فشل إعداد OpenAI Client: {inner_e}", icon="🚨")
+
+
+# --- Data Loading with Caching ---
+@st.cache_data # Cache data to avoid reloading on every interaction
+def load_data(profile_file, licenses_file, pois_file):
+    """Loads all necessary JSON data files."""
+    profile = None
+    licenses = None
+    pois = None
+    success = True
+    try:
+        script_dir = os.path.dirname(__file__)
+        profile_path = os.path.join(script_dir, profile_file)
+        with open(profile_path, 'r', encoding='utf-8') as f:
+            profile = json.load(f)
+        print(f"Streamlit App: Data loaded successfully from {profile_file}")
+    except Exception as e:
+        st.error(f"فشل تحميل ملف بيانات الحي '{profile_file}': {e}", icon="❌")
+        success = False
+
+    try:
+        script_dir = os.path.dirname(__file__)
+        licenses_path = os.path.join(script_dir, licenses_file)
+        with open(licenses_path, 'r', encoding='utf-8') as f:
+            licenses = json.load(f)
+        print(f"Streamlit App: Data loaded successfully from {licenses_file}")
+    except Exception as e:
+        st.error(f"فشل تحميل ملف التراخيص '{licenses_file}': {e}", icon="❌")
+        success = False
+        
+    try:
+        script_dir = os.path.dirname(__file__)
+        pois_path = os.path.join(script_dir, pois_file)
+        with open(pois_path, 'r', encoding='utf-8') as f:
+            pois = json.load(f)
+        print(f"Streamlit App: Data loaded successfully from {pois_file}")
+    except Exception as e:
+        st.error(f"فشل تحميل ملف نقاط الاهتمام '{pois_file}': {e}", icon="❌")
+        # Non-critical, app might still work partially
+        pois = [] # Default to empty list
+
+    return profile, licenses, pois, success
+
+neighborhood_profile, licenses_data, pois_data, data_loaded_successfully = load_data(PROFILE_FILE, LICENSES_FILE, POIS_FILE)
+
+# --- Prepare Activity List for Dropdown (run only once after loading) ---
+if 'available_activities_list' not in st.session_state and licenses_data:
+    activities = []
+    if isinstance(licenses_data, list):
+        seen_descs = set()
+        for lic in licenses_data:
+            desc = lic.get('activity_description_ar')
+            if desc and desc not in seen_descs:
+                activities.append(desc)
+                seen_descs.add(desc)
+    activities.sort()
+    st.session_state.available_activities_list = activities
+    print(f"Streamlit App: Found {len(activities)} unique activities.")
+elif 'available_activities_list' not in st.session_state:
+     st.session_state.available_activities_list = []
+
+
+# --- Helper Functions (Context Prep, LLM Call, Map Creation - adapted for Streamlit) ---
+# (These functions remain largely the same logic as before, just ensure they work with the loaded data)
+def prepare_enhanced_context_for_llm(profile, licenses, pois, selected_activity, prop_lat, prop_lon):
+    # ...(Implementation from previous responses)...
+    # Returns: context_string, proposed_location_tuple, competitors_list
+    if not all([profile, licenses, pois, selected_activity, prop_lat, prop_lon]): return None, None, []
+    neighborhood_name = profile.get('neighborhood_name_ar','N/A'); population = profile.get('demographics',{}).get('total_population','N/A')
+    age_dist = profile.get('demographics',{}).get('age_distribution',{}); youth_ratio_18_35 = age_dist.get('18-35',0.0)
+    income = profile.get('socio_economic',{}).get('estimated_avg_monthly_income_sar','N/A'); proposed_location = (prop_lat,prop_lon)
+    competitors = []; MAX_COMPETITORS_IN_CONTEXT = 5
+    for lic in licenses:
+        if lic.get('location',{}).get('neighborhood_id')==NEIGHBORHOOD_ID_TO_ANALYZE and lic.get('activity_description_ar')==selected_activity:
+            loc = lic.get('location',{}); comp_lat=loc.get('latitude'); comp_lon=loc.get('longitude')
+            if comp_lat and comp_lon:
+                try: distance = geodesic(proposed_location,(comp_lat,comp_lon)).km
+                except: distance = None
+                competitors.append({"name":lic.get('business_name_ar','N/A'),"lat":comp_lat,"lon":comp_lon,"distance_km":round(distance,2) if distance is not None else None})
+    competitor_count = len(competitors)
+    competitors.sort(key=lambda x: x.get('distance_km') if x.get('distance_km') is not None else float('inf'))
+    nearest_comp_info="لا يوجد منافسون." ; comp_loc_list_str="[]"
+    if competitors:
+        if competitors[0].get('distance_km') is not None: nearest_comp_info = f"أقرب منافس ~{competitors[0]['distance_km']:.2f} كم."
+        comp_loc_list_str=json.dumps([{'lat':c['lat'],'lon':c['lon'],'dist_km':c['distance_km']} for c in competitors[:MAX_COMPETITORS_IN_CONTEXT]], ensure_ascii=False)
+
+    poi_summary = {}; important_cats=['Education','Healthcare','Shopping','Recreation','Religious','Services']; nearby_pois=[]; MAX_NEARBY_KM=1.0
+    if pois:
+        for poi in pois:
+            cat=poi.get('category','N/A'); poi_summary[cat]=poi_summary.get(cat,0)+1
+            if cat in important_cats:
+                loc=poi.get('location',{}); poi_lat=loc.get('latitude'); poi_lon=loc.get('longitude')
+                if poi_lat and poi_lon:
+                    try:
+                        dist=geodesic(proposed_location,(poi_lat,poi_lon)).km
+                        if dist<=MAX_NEARBY_KM: nearby_pois.append({"name":poi.get('name_ar','N/A'),"cat":cat,"dist_km":round(dist,2)})
+                    except: pass
+    nearby_pois.sort(key=lambda x: x['dist_km'])
+    poi_context = "ملخص POIs: "+", ".join([f"{c}: {n}" for c,n in poi_summary.items()]) if poi_summary else "لا توجد بيانات POI."
+    nearby_poi_context = f"POIs هامة قريبة (ضمن {MAX_NEARBY_KM} كم): "
+    if nearby_pois: nearby_poi_context += ", ".join([f"{p['name']}({p['cat']})-{p['dist_km']:.2f}كم" for p in nearby_pois[:5]]) # Show top 5 nearby
+    else: nearby_poi_context += "لا يوجد."
+
+    context = f"""ملخص لـ {neighborhood_name}: نشاط '{selected_activity}' موقع ({prop_lat:.5f}, {prop_lon:.5f}).
+    - سكان: {population}, شباب(18-35): {youth_ratio_18_35:.1%}, دخل شهري: {income} ريال.
+    - منافسة: {competitor_count} منافسين. {nearest_comp_info}. مواقع أقرب {MAX_COMPETITORS_IN_CONTEXT}: {comp_loc_list_str}.
+    - محيط: {poi_context}. {nearby_poi_context}."""
+    print("Streamlit App: Context prepared.")
+    return context, proposed_location, competitors # Return competitors for map
+
+def get_athar_analysis_enhanced(llm_client, context_summary):
+    # ...(Implementation from previous responses - ensure error handling)...
+    if not llm_client: return "خطأ: OpenAI Client غير مهيأ."
+    if not context_summary: return "خطأ: سياق البيانات فارغ."
+    analysis_prompt = f"أنت مساعد ذكي في مشروع «أثر» لتحليل فرص الاستثمار التجاري في المملكة العربية السعودية. استلم البيانات التالية وقدّم توصية استثمارية واضحة ضمن أحد الخيارات التالية: فرصة واعدة، ممكنة مع مراعاة اعتبارات محددة، موقع مشبع/غير مثالي. يرجى تضمين شرح يربط بين: مستوى المنافسة في السوق، الموقع المقترح، الخصائص الديموغرافية والاقتصادية للحي، ونقاط الاهتمام القريبة. اكتب الرد باللغة العربية ��بأسلوب مهني وواضح. البيانات: {context_summary}"
+    try:
+        print("Streamlit App: Sending request to LLM...")
+        completion = llm_client.chat.completions.create(
+            model="o4-mini", messages=[ {"role": "system", "content": "مساعد تحليل استثماري متخصص."}, {"role": "user", "content": analysis_prompt} ] )
+        analysis_result = completion.choices[0].message.content
+        print("Streamlit App: Received response from LLM.")
+        return analysis_result
+    except Exception as e:
+        print(f"Streamlit App Error: LLM API call failed - {e}")
+        st.error(f"حدث خطأ أثناء التواصل مع النموذج اللغوي: {e}", icon="🌐")
+        return f"عذرًا، حدث خطأ أثناء محاولة تحليل البيانات."
+
+
+def create_integrated_output_map(profile, pois, competitors_list, proposed_loc, selected_activity):
+    """Creates the final Folium map object (does not save to file)."""
+    # ...(Implementation from previous responses - MUST RETURN MAP OBJECT)...
+    if not profile or not proposed_loc: return None
+    center_lat, center_lon = proposed_loc[0], proposed_loc[1]
+    zoom_start = 15
+    output_map = folium.Map(location=[center_lat, center_lon], zoom_start=zoom_start, tiles='CartoDB positron')
+    # Add Proposed Loc marker
+    folium.Marker(location=proposed_loc, popup=f"<b>الموقع المقترح</b><br>{selected_activity}", tooltip="الموقع المقترح", icon=folium.Icon(color='green', icon='star', prefix='fa')).add_to(output_map)
+    # Add Competitors
+    if competitors_list:
+        comp_cluster = MarkerCluster(name=f"منافسون ({selected_activity})", overlay=False, control=False).add_to(output_map) # control=False to prevent separate layer control for cluster
+        for comp in competitors_list:
+            dist_text = f"{comp['distance_km']:.2f} كم" if comp.get('distance_km') is not None else "N/A"
+            popup_html = f"<b>{comp['name']}</b><br><i>منافس</i><br>المسافة: {dist_text}"
+            folium.Marker(location=[comp['lat'], comp['lon']], popup=folium.Popup(popup_html, max_width=250),
+                tooltip=f"{comp['name']} (منافس)", icon=folium.Icon(color='red', icon='briefcase', prefix='fa')
+            ).add_to(comp_cluster)
+    # Add POIs
+    if pois:
+        poi_cluster = MarkerCluster(name="نقاط الاهتمام", overlay=False, control=False).add_to(output_map)
+        for poi in pois:
+           try:
+                loc = poi.get('location', {})
+                lat = loc.get('latitude'); lon = loc.get('longitude')
+                if lat is not None and lon is not None:
+                        name = poi.get('name_ar','N/A'); category = poi.get('category','N/A'); subcategory = poi.get('subcategory','')
+                        icon_name = 'info-circle'; icon_color = 'blue'
+                        # Simplified icon logic
+                        if 'edu' in category.lower(): icon_name='graduation-cap'; icon_color='darkblue'
+                        elif 'health' in category.lower(): icon_name='hospital-o'; icon_color='red'
+                        elif 'shop' in category.lower(): icon_name='shopping-cart'; icon_color='purple'
+                        elif 'recr' in category.lower(): icon_name='tree'; icon_color='green'
+                        elif 'relig' in category.lower(): icon_name='moon-o'; icon_color='darkgreen'
+                        elif 'servi' in category.lower(): icon_name='bank'; icon_color='cadetblue'
+                        popup_html = f"<b>{name}</b><br>{category} ({subcategory})"
+                        folium.Marker(location=[lat, lon], popup=folium.Popup(popup_html, max_width=300),
+                            tooltip=name, icon=folium.Icon(color=icon_color, icon=icon_name, prefix='fa', icon_size=(20,20))
+                        ).add_to(poi_cluster)
+           except Exception as e: print(f"Map Error adding POI {poi.get('poi_id', '')}: {e}")
+    # Don't add LayerControl if using clusters this way, keep map cleaner
+    # folium.LayerControl().add_to(output_map)
+    print("Streamlit App: Output map object created.")
+    return output_map # Return the Folium map object
+
+# --- Streamlit App UI ---
+
+# --- Sidebar for Inputs ---
+with st.sidebar:
+    st.image("https://raw.githubusercontent.com/MohammadAlzhrani/Athar/main/athar-high-resolution-logo-transparent.png", width=150) # استبدل برابط شعار أثر إذا وجد
+    st.title("📍 مدخلات تحليل أثر")
+    st.markdown("اختر النشاط وحدد الموقع المقترح على الخريطة.")
+
+    # 1. Activity Selection
+    selected_activity = st.selectbox(
+        "1. اختر النشاط التجاري:",
+        options=st.session_state.get('available_activities_list', ["الرجاء الانتظار..."]),
+        index=None, # No default selection
+        placeholder="اختر نشاطًا..."
+    )
+
+    # 2. Location Input Map
+    st.markdown("2. حدد الموقع المقترح بالنقر على الخريطة:")
+    # Initialize map centered on Yasmin
+    input_map = folium.Map(location=DEFAULT_MAP_CENTER, zoom_start=DEFAULT_MAP_ZOOM, tiles="CartoDB positron")
+    # Add polygon for context (optional)
+    try:
+        poly_coords = neighborhood_profile['geometry']['coordinates'][0]
+        folium_poly_coords = [(coord[1], coord[0]) for coord in poly_coords]
+        folium.Polygon(locations=folium_poly_coords, color='grey', fill=False, weight=1, tooltip="حدود حي الياسمين (تقريبي)").add_to(input_map)
+    except Exception as e:
+        print(f"Streamlit Warning: Could not draw neighborhood polygon on input map - {e}")
+
+    # Use st_folium for interactive map input
+    # Set a default key to avoid issues on first load if nothing is clicked
+    if 'map_data' not in st.session_state:
+         st.session_state['map_data'] = {'last_clicked': None}
+
+    map_interaction = st_folium(
+        input_map,
+        center=DEFAULT_MAP_CENTER,
+        zoom=DEFAULT_MAP_ZOOM,
+        key="input_map_interaction", # Unique key for this map instance
+        height=300, # Adjust height
+        width=700, # Adjust width
+        returned_objects=['last_clicked'] # We only need the last click data
+    )
+
+    # Store clicked coordinates in session state
+    if map_interaction and map_interaction.get('last_clicked'):
+        st.session_state['map_data'] = map_interaction # Store the whole interaction data which includes last_clicked
+        
+    # Display selected coordinates for confirmation
+    prop_lat = None
+    prop_lon = None
+    if st.session_state['map_data'] and st.session_state['map_data'].get('last_clicked'):
+        clicked_data = st.session_state['map_data']['last_clicked']
+        prop_lat = clicked_data['lat']
+        prop_lon = clicked_data['lng'] # Note: st_folium uses 'lng' not 'lon'
+        st.info(f"📍 الموقع المحدد: ({prop_lat:.6f}, {prop_lon:.6f})", icon="✅")
+    else:
+        st.warning("الرجاء النقر على الخريطة لتحديد الموقع المقترح.", icon="👆")
+
+
+    # 3. Analysis Button
+    analyze_button = st.button("🚀 تحليل الفرصة", type="primary", disabled=(not selected_activity or prop_lat is None))
+
+# --- Main Area for Outputs ---
+st.title("📊 نتائج تحليل أثر")
+
+if analyze_button:
+    if client and data_loaded_successfully and selected_activity and prop_lat and prop_lon:
+        st.info(f"جاري تحليل فرصة '{selected_activity}' في الموقع ({prop_lat:.5f}, {prop_lon:.5f})...", icon="⏳")
+        
+        with st.spinner("جاري استدعاء النموذج وتحضير النتائج..."):
+            # 1. Prepare Context
+            analysis_context, proposed_location_tuple, competitors_list = prepare_enhanced_context_for_llm(
+                neighborhood_profile, licenses_data, pois_data,
+                selected_activity, prop_lat, prop_lon
+            )
+
+            # 2. Get LLM Analysis
+            analysis_text = "فشل في الحصول على التحليل."
+            if analysis_context:
+                analysis_text = get_athar_analysis_enhanced(client, analysis_context)
+
+            # 3. Create Output Map
+            output_map_object = None
+            if proposed_location_tuple:
+                output_map_object = create_integrated_output_map(
+                     neighborhood_profile, pois_data, competitors_list,
+                     proposed_location_tuple, selected_activity
+                )
+
+        # 4. Display Results
+        st.subheader("التوصية والتحليل:")
+        st.markdown(analysis_text) # Display LLM analysis as markdown
+
+        st.divider()
+
+        st.subheader("الخريطة التفاعلية للنتائج:")
+        if output_map_object:
+            # Use st_folium again to render the output map
+            st_folium(output_map_object, 
+                      key="output_map_display", # Different key for output map
+                      height=500, 
+                      width=700,
+                      returned_objects=[]) # No need to return anything from output map
+        else:
+            st.error("لم يتم إنشاء الخريطة النهائية.", icon="🗺️")
+
+    else:
+        # Handle missing prerequisites before analysis
+        if not selected_activity: st.error("الرجاء اختيار نشاط تجاري من الشريط الجانبي أولاً.", icon="👈")
+        if prop_lat is None or prop_lon is None: st.error("الرجاء تحديد الموقع المقترح على الخريطة في الشريط الجانبي أولاً.", icon="👈")
+        if not client: st.error("خطأ في تهيئة OpenAI. يرجى التحقق من المفتاح السري.", icon="🔑")
+        if not data_loaded_successfully: st.error("فشل ت��ميل البيانات الأساسية. لا يمكن إجراء التحليل.", icon="💾")
+
+else:
+    st.info("اختر نشاطًا وحدد موقعًا من الشريط الجانبي ثم اضغط على زر التحليل.")
+
+st.sidebar.markdown("---")
+st.sidebar.markdown("*بيانات وهمية لأغراض العرض.*")

yasmen.json

@@ -0,0 +1,48 @@
+{
+  "neighborhood_id": "SA-RIY-YAS",
+  "neighborhood_name_ar": "الياسمين",
+  "neighborhood_name_en": "Al Yasmin",
+  "city_ar": "الرياض",
+  "city_en": "Riyadh",
+  "province_ar": "منطقة الرياض",
+  "province_en": "Riyadh Province",
+  "geometry": {
+    "type": "Polygon",
+    "coordinates": [
+      [
+        [46.63, 24.79],
+        [46.65, 24.80],
+        [46.64, 24.81],
+        [46.62, 24.80],
+        [46.63, 24.79]
+      ]
+    ]
+  },
+  "demographics": {
+    "data_as_of": "2024-12-31",
+    "total_population": 55200,
+    "population_density_km2": 4500,
+    "age_distribution": {
+      "0-17": 0.25,
+      "18-35": 0.40,
+      "36-55": 0.28,
+      "56+": 0.07
+    },
+    "household_avg_size": 4.5
+  },
+  "socio_economic": {
+    "data_as_of": "2024-12-31",
+    "estimated_avg_monthly_income_sar": 11500,
+    "estimated_spending_power_index": 1.15
+  },
+  "infrastructure": {
+    "schools_count": 15,
+    "hospitals_clinics_count": 8,
+    "parks_count": 5,
+    "major_roads": [
+      "King Salman Rd",
+      "Abu Bakr As Siddiq Branch Rd"
+    ]
+  },
+  "last_updated": "2025-04-28T14:30:00Z"
+}