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puresenseai commited on 15 days ago

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1 Parent(s): db471df

Update app.py

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app.py +457 -393

app.py CHANGED Viewed

@@ -1,11 +1,9 @@
 import os
-import asyncio
 import random
 import warnings
 import logging
 import urllib.parse
-import re
 from concurrent.futures import ThreadPoolExecutor
 from fastapi import FastAPI, File, UploadFile, Form, HTTPException
 from fastapi.middleware.cors import CORSMiddleware
@@ -16,8 +14,6 @@ import numpy as np
 import cv2
 from transformers import Owlv2Processor, Owlv2ForObjectDetection
 from transformers import CLIPProcessor, CLIPModel
-import requests
-from bs4 import BeautifulSoup
 # --- AYARLAR ---
 warnings.filterwarnings("ignore")
@@ -55,7 +51,7 @@ except Exception as e:
 print("✅ Sunucu Hazır!")
-# --- SÖZLÜKLER VE DİL DESTEĞİ ---
 TR_LABELS = {
     "acne": "Sivilce", "pimple": "Sivilce", "dark spot": "Leke",
     "deep wrinkles": "Kırışıklık", "oily skin": "Yağlanma",
@@ -68,385 +64,458 @@ TR_LABELS = {
 CILT_TIPI_TR = {"YAĞLI": "Yağlı Cilt", "KURU": "Kuru Cilt", "NORMAL": "Normal Cilt", "KARMA": "Karma Cilt"}
-# --- PRODUCT SEARCH QUERIES BY ISSUE ---
-ISSUE_PRODUCT_QUERIES = {
     "Sivilce": [
-        "sivilce karşıtı jel",
-        "akne bakım seti",
-        "salisilik asit serum",
-        "tea tree yağı",
-        "akne kremi",
-        "gözenek temizleyici"
     ],
     "Leke": [
-        "c vitamini serum leke",
-        "leke karşıtı krem",
-        "niacinamide serum",
-        "aydınlatıcı serum",
-        "anti spot krem"
     ],
     "Kırışıklık": [
-        "retinol serum",
-        "anti aging krem",
-        "peptit serum",
-        "hyaluronik asit serum",
-        "kırışıklık karşıtı"
     ],
     "Kuruluk": [
-        "nemlendirici krem kuru cilt",
-        "hyaluronik asit nemlendirici",
-        "yoğun nemlendirici",
-        "shea butter losyon"
     ],
     "Kızarıklık": [
-        "hassas cilt kremi",
-        "yatıştırıcı serum",
-        "aloe vera jel cilt",
-        "kızarıklık karşıtı krem"
     ],
-    "Yaygın Kızarıklık": [
-        "rosacea kremi",
-        "yatıştırıcı nemlendirici",
-        "centella serum"
-    ]
-}
-# --- HEADERS FOR SCRAPING ---
-HEADERS = {
-    "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36",
-    "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,*/*;q=0.8",
-    "Accept-Language": "tr-TR,tr;q=0.9,en-US;q=0.8,en;q=0.7",
-}
-# --- SCRAPING FUNCTIONS ---
-def scrape_trendyol(query, limit=4):
-    """Scrape products from Trendyol with real prices"""
-    products = []
-    try:
-        encoded_query = urllib.parse.quote(query)
-        url = f"https://www.trendyol.com/sr?q={encoded_query}"
-        response = requests.get(url, headers=HEADERS, timeout=8)
-        if response.status_code != 200:
-            return products
-        soup = BeautifulSoup(response.text, 'html.parser')
-        # Find product cards
-        items = soup.select('.p-card-wrppr')[:limit*2]  # Get more to filter
-        seen_titles = set()
-        for item in items:
-            if len(products) >= limit:
-                break
-            try:
-                # Title
-                title_elem = item.select_one('.prdct-desc-cntnr-name')
-                if not title_elem:
-                    continue
-                title = title_elem.get_text(strip=True)
-                # Skip duplicates
-                if title.lower() in seen_titles:
-                    continue
-                seen_titles.add(title.lower())
-                # Price
-                price_elem = item.select_one('.prc-box-dscntd') or item.select_one('.prc-box-sllng')
-                price = price_elem.get_text(strip=True) if price_elem else "Fiyat Gör"
-                # Image
-                img_elem = item.select_one('img.p-card-img')
-                image = ""
-                if img_elem:
-                    image = img_elem.get('src') or img_elem.get('data-src', '')
-                    if image.startswith('//'):
-                        image = 'https:' + image
-                # Link
-                link_elem = item.select_one('a')
-                link = ""
-                if link_elem:
-                    href = link_elem.get('href', '')
-                    if href.startswith('/'):
-                        link = 'https://www.trendyol.com' + href
-                    else:
-                        link = href
-                if title and link:
-                    products.append({
-                        "title": title[:80],
-                        "image": image,
-                        "price": price,
-                        "link": link,
-                        "source": "Trendyol"
-                    })
-            except Exception as e:
-                continue
-    except Exception as e:
-        print(f"Trendyol Error: {e}")
-    return products
-def scrape_hepsiburada(query, limit=4):
-    """Scrape products from Hepsiburada with real prices"""
-    products = []
-    try:
-        encoded_query = urllib.parse.quote(query)
-        url = f"https://www.hepsiburada.com/ara?q={encoded_query}"
-        response = requests.get(url, headers=HEADERS, timeout=8)
-        if response.status_code != 200:
-            return products
-        soup = BeautifulSoup(response.text, 'html.parser')
-        # Find product cards
-        items = soup.select('li[class*="productListContent"]')[:limit*2]
-        seen_titles = set()
-        for item in items:
-            if len(products) >= limit:
-                break
-            try:
-                # Title
-                title_elem = item.select_one('h3[data-test-id="product-card-name"]') or item.select_one('[class*="product-title"]')
-                if not title_elem:
-                    continue
-                title = title_elem.get_text(strip=True)
-                if title.lower() in seen_titles:
-                    continue
-                seen_titles.add(title.lower())
-                # Price
-                price_elem = item.select_one('[data-test-id="price-current-price"]') or item.select_one('[class*="price"]')
-                price = price_elem.get_text(strip=True) if price_elem else "Fiyat Gör"
-                # Clean price
-                price = re.sub(r'\s+', ' ', price).strip()
-                # Image
-                img_elem = item.select_one('img')
-                image = ""
-                if img_elem:
-                    image = img_elem.get('src') or img_elem.get('data-src', '')
-                # Link
-                link_elem = item.select_one('a[href*="/"]')
-                link = ""
-                if link_elem:
-                    href = link_elem.get('href', '')
-                    if href.startswith('/'):
-                        link = 'https://www.hepsiburada.com' + href
-                    elif href.startswith('http'):
-                        link = href
-                if title and link:
-                    products.append({
-                        "title": title[:80],
-                        "image": image,
-                        "price": price,
-                        "link": link,
-                        "source": "Hepsiburada"
-                    })
-            except Exception as e:
-                continue
-    except Exception as e:
-        print(f"Hepsiburada Error: {e}")
-    return products
-def scrape_watsons(query, limit=3):
-    """Scrape products from Watsons with real prices"""
-    products = []
-    try:
-        encoded_query = urllib.parse.quote(query)
-        url = f"https://www.watsons.com.tr/search?text={encoded_query}"
-        response = requests.get(url, headers=HEADERS, timeout=8)
-        if response.status_code != 200:
-            return products
-        soup = BeautifulSoup(response.text, 'html.parser')
-        items = soup.select('.productCard, .product-item, [class*="product-card"]')[:limit*2]
-        seen_titles = set()
-        for item in items:
-            if len(products) >= limit:
-                break
-            try:
-                title_elem = item.select_one('[class*="product-name"], [class*="productName"], h3, .name')
-                if not title_elem:
-                    continue
-                title = title_elem.get_text(strip=True)
-                if title.lower() in seen_titles:
-                    continue
-                seen_titles.add(title.lower())
-                price_elem = item.select_one('[class*="price"], .product-price')
-                price = price_elem.get_text(strip=True) if price_elem else "Fiyat Gör"
-                img_elem = item.select_one('img')
-                image = img_elem.get('src', '') if img_elem else ""
-                link_elem = item.select_one('a')
-                link = ""
-                if link_elem:
-                    href = link_elem.get('href', '')
-                    if href.startswith('/'):
-                        link = 'https://www.watsons.com.tr' + href
-                    else:
-                        link = href
-                if title and link:
-                    products.append({
-                        "title": title[:80],
-                        "image": image,
-                        "price": price,
-                        "link": link,
-                        "source": "Watsons"
-                    })
-            except:
-                continue
-    except Exception as e:
-        print(f"Watsons Error: {e}")
-    return products
-def scrape_gratis(query, limit=3):
-    """Scrape products from Gratis with real prices"""
-    products = []
-    try:
-        encoded_query = urllib.parse.quote(query)
-        url = f"https://www.gratis.com/arama?q={encoded_query}"
-        response = requests.get(url, headers=HEADERS, timeout=8)
-        if response.status_code != 200:
-            return products
-        soup = BeautifulSoup(response.text, 'html.parser')
-        items = soup.select('.product-item, [class*="product-card"], .product')[:limit*2]
-        seen_titles = set()
-        for item in items:
-            if len(products) >= limit:
-                break
-            try:
-                title_elem = item.select_one('[class*="product-name"], [class*="name"], h3')
-                if not title_elem:
-                    continue
-                title = title_elem.get_text(strip=True)
-                if title.lower() in seen_titles:
-                    continue
-                seen_titles.add(title.lower())
-                price_elem = item.select_one('[class*="price"]')
-                price = price_elem.get_text(strip=True) if price_elem else "Fiyat Gör"
-                img_elem = item.select_one('img')
-                image = img_elem.get('src', '') if img_elem else ""
-                link_elem = item.select_one('a')
-                link = ""
-                if link_elem:
-                    href = link_elem.get('href', '')
-                    if href.startswith('/'):
-                        link = 'https://www.gratis.com' + href
-                    else:
-                        link = href
-                if title and link:
-                    products.append({
-                        "title": title[:80],
-                        "image": image,
-                        "price": price,
-                        "link": link,
-                        "source": "Gratis"
-                    })
-            except:
-                continue
-    except Exception as e:
-        print(f"Gratis Error: {e}")
-    return products
-def get_fallback_products(issue, skin_type_text):
-    """Get fallback products with search links when scraping fails"""
-    queries = ISSUE_PRODUCT_QUERIES.get(issue, [f"{issue} bakım ürünü"])
-    query = queries[0] if queries else f"{issue} {skin_type_text}"
-    encoded = urllib.parse.quote(query)
-    return [
         {
-            "title": f"{issue} Bakım Ürünleri - Trendyol",
-            "image": "https://cdn.dsmcdn.com/ty1662/pimWidgetApi/mobile_20250130115440_KadnKozmetik2702Mobile.jpg",
-            "price": "Fiyatları Gör",
-            "link": f"https://www.trendyol.com/sr?q={encoded}",
-            "source": "Trendyol"
         },
         {
-            "title": f"{issue} Bakım Ürünleri - Hepsiburada",
-            "image": "https://productimages.hepsiburada.net/s/54/375-375/110000044116989.jpg",
-            "price": "Fiyatları Gör",
-            "link": f"https://www.hepsiburada.com/ara?q={encoded}",
-            "source": "Hepsiburada"
         },
         {
-            "title": f"{issue} Bakım - Amazon",
-            "image": "https://m.media-amazon.com/images/I/71K8hRyGNOL._AC_SL1500_.jpg",
-            "price": "Fiyatları Gör",
-            "link": f"https://www.amazon.com.tr/s?k={encoded}",
-            "source": "Amazon"
-        }
-    ]
-def search_products_parallel(issue, skin_type_text, limit_per_source=3):
-    """Search products from multiple sources in parallel"""
-    all_products = []
-    # Get search queries for this issue
-    queries = ISSUE_PRODUCT_QUERIES.get(issue, [f"{issue} {skin_type_text} ürünleri"])
-    # Use ThreadPoolExecutor for parallel requests
-    with ThreadPoolExecutor(max_workers=4) as executor:
-        futures = []
-        for query in queries[:2]:  # Use max 2 queries per issue
-            futures.append(executor.submit(scrape_trendyol, query, limit_per_source))
-            futures.append(executor.submit(scrape_hepsiburada, query, limit_per_source))
-            futures.append(executor.submit(scrape_watsons, query, 2))
-            futures.append(executor.submit(scrape_gratis, query, 2))
-        for future in futures:
-            try:
-                result = future.result(timeout=10)
-                all_products.extend(result)
-            except Exception as e:
-                print(f"Future error: {e}")
-                continue
-    # Deduplicate by title
-    seen_titles = set()
-    unique_products = []
-    for p in all_products:
-        title_key = p['title'].lower()[:40]
-        if title_key not in seen_titles:
-            seen_titles.add(title_key)
-            unique_products.append(p)
-    # If no products found, return fallback
-    if not unique_products:
-        unique_products = get_fallback_products(issue, skin_type_text)
-    return unique_products[:12]  # Max 12 products per issue
 # --- KALİTE KONTROL ---
 def check_image_quality(image_bytes):
@@ -493,16 +562,16 @@ def generate_dynamic_routine(skin_type_code, issues):
     for issue in unique_issues:
         if added_steps >= 3: break
         issue_lower = issue.lower()
-        if "sivilce" in issue_lower or "acne" in issue_lower:
             evening.insert(1, "Akne karşıtı tonik veya serum kullan (Lokal uygulama)")
             added_steps += 1
-        elif "kırışıklık" in issue_lower or "wrinkle" in issue_lower:
             evening.append("Retinol veya Peptit içerikli serum kullan")
             added_steps += 1
-        elif "leke" in issue_lower or "spot" in issue_lower:
             morning.insert(2, "C Vitamini serumu ile leke görünümünü azalt")
             added_steps += 1
-        elif "kızarıklık" in issue_lower or "redness" in issue_lower:
             morning.append("Yatıştırıcı (Niacinamide/Aloe Vera) serum kullan")
             added_steps += 1
@@ -521,7 +590,7 @@ def get_skin_type(image):
     except: return "KARMA"
 @app.get("/")
-def home(): return {"status": "Pure Sense API v9 (Multi-Source Scraping)"}
 @app.post("/analyze")
 async def analyze_skin(file: UploadFile = File(...), is_premium: bool = Form(False)):
@@ -591,34 +660,26 @@ async def analyze_skin(file: UploadFile = File(...), is_premium: bool = Form(Fal
         except Exception as e:
              print(f"OWL Error: {e}")
-        # Generate Products with PARALLEL SCRAPING
         skin_type_text = CILT_TIPI_TR.get(skin_type_code, "Hassas Cilt")
         prescriptions = []
         if issues_found:
-            # Use ThreadPoolExecutor for parallel product search
-            with ThreadPoolExecutor(max_workers=len(issues_found)) as executor:
-                future_to_issue = {
-                    executor.submit(search_products_parallel, issue, skin_type_text): issue
-                    for issue in issues_found
-                }
-                for future in future_to_issue:
-                    issue = future_to_issue[future]
-                    try:
-                        products = future.result(timeout=15)
-                        if products:
-                            prescriptions.append({
-                                "title": f"{issue} Çözümleri",
-                                "products": products
-                            })
-                    except Exception as e:
-                        print(f"Product search error for {issue}: {e}")
-                        # Add fallback
-                        prescriptions.append({
-                            "title": f"{issue} Çözümleri",
-                            "products": get_fallback_products(issue, skin_type_text)
-                        })
         # Generate Dynamic Routine
         daily_routine = generate_dynamic_routine(skin_type_code, issues_found)
@@ -626,10 +687,12 @@ async def analyze_skin(file: UploadFile = File(...), is_premium: bool = Form(Fal
         return {
             "error": False,
             "skin_type": skin_type_code,
             "detections": detections,
             "prescriptions": prescriptions,
             "daily_routine": daily_routine,
-            "is_premium_response": is_premium
         }
     except Exception as e:
@@ -637,6 +700,7 @@ async def analyze_skin(file: UploadFile = File(...), is_premium: bool = Form(Fal
         return {
              "error": False,
              "skin_type": "KARMA",
              "detections": [],
              "prescriptions": [],
              "daily_routine": generate_dynamic_routine("KARMA", []),

 import os
 import random
 import warnings
 import logging
 import urllib.parse
 from concurrent.futures import ThreadPoolExecutor
 from fastapi import FastAPI, File, UploadFile, Form, HTTPException
 from fastapi.middleware.cors import CORSMiddleware
 import cv2
 from transformers import Owlv2Processor, Owlv2ForObjectDetection
 from transformers import CLIPProcessor, CLIPModel
 # --- AYARLAR ---
 warnings.filterwarnings("ignore")
 print("✅ Sunucu Hazır!")
+# --- SÖZLÜKLER ---
 TR_LABELS = {
     "acne": "Sivilce", "pimple": "Sivilce", "dark spot": "Leke",
     "deep wrinkles": "Kırışıklık", "oily skin": "Yağlanma",
 CILT_TIPI_TR = {"YAĞLI": "Yağlı Cilt", "KURU": "Kuru Cilt", "NORMAL": "Normal Cilt", "KARMA": "Karma Cilt"}
+# =============================================================================
+# CURATED PRODUCT DATABASE - DİREKT ÜRÜN LİNKLERİ
+# =============================================================================
+CURATED_PRODUCTS = {
     "Sivilce": [
+        # --- LA ROCHE-POSAY ---
+        {
+            "title": "La Roche-Posay Effaclar Duo+ 40ml",
+            "image": "https://cdn.dsmcdn.com/ty1576/product/media/images/prod/QC/20241111/16/ca5a8d9f-6c61-3e55-840a-cd0cc7fd32e1/1_org_zoom.jpg",
+            "price": "₺549",
+            "link": "https://www.trendyol.com/la-roche-posay/effaclar-duo-akne-bakim-kremi-40-ml-p-4780892",
+            "source": "Trendyol",
+            "reason": "Sivilce ve akne izleri için en çok tercih edilen dermokozmetik ürün"
+        },
+        {
+            "title": "La Roche-Posay Effaclar Jel 400ml",
+            "image": "https://cdn.dsmcdn.com/ty1513/product/media/images/prod/QC/20241023/09/2f6e3a27-1de6-3064-b1f1-16fe13e65e99/1_org_zoom.jpg",
+            "price": "₺489",
+            "link": "https://www.trendyol.com/la-roche-posay/effaclar-temizleme-jeli-400-ml-p-4780856",
+            "source": "Trendyol",
+            "reason": "Yağlı ve akneye eğilimli ciltler için günlük temizleyici"
+        },
+        # --- THE ORDINARY ---
+        {
+            "title": "The Ordinary Niacinamide 10% + Zinc 1%",
+            "image": "https://cdn.dsmcdn.com/ty1481/product/media/images/prod/QC/20241004/16/0d28df0b-ca9b-34e4-a2b9-c8a1e8d7b6a0/1_org_zoom.jpg",
+            "price": "₺359",
+            "link": "https://www.trendyol.com/the-ordinary/niacinamide-10-zinc-1-serum-30-ml-p-33960618",
+            "source": "Trendyol",
+            "reason": "Gözenekleri sıkılaştırır, sivilce oluşumunu azaltır"
+        },
+        {
+            "title": "The Ordinary Salicylic Acid 2% Solution",
+            "image": "https://cdn.dsmcdn.com/ty1378/product/media/images/prod/QC/20240715/15/1dc5f847-b5b5-3f52-b50c-2f0b0f1a4e73/1_org_zoom.jpg",
+            "price": "₺289",
+            "link": "https://www.trendyol.com/the-ordinary/salicylic-acid-2-solution-30-ml-p-34005981",
+            "source": "Trendyol",
+            "reason": "BHA içeriği ile gözenekleri derinlemesine temizler"
+        },
+        # --- COSRX ---
+        {
+            "title": "COSRX Acne Pimple Master Patch",
+            "image": "https://cdn.dsmcdn.com/ty1335/product/media/images/prod/QC/20240607/10/5f0b5b80-4c1e-3e6a-b2f3-2c9f3a8d5e7b/1_org_zoom.jpg",
+            "price": "₺179",
+            "link": "https://www.trendyol.com/cosrx/acne-pimple-master-patch-24-adet-p-34217890",
+            "source": "Trendyol",
+            "reason": "Sivilceleri bir gecede kurutur, iz bırakmadan iyileştirir"
+        },
+        {
+            "title": "COSRX BHA Blackhead Power Liquid",
+            "image": "https://cdn.dsmcdn.com/ty1290/product/media/images/prod/QC/20240428/14/a3b2c1d0-1234-5678-90ab-cdef12345678/1_org_zoom.jpg",
+            "price": "₺449",
+            "link": "https://www.trendyol.com/cosrx/bha-blackhead-power-liquid-100-ml-p-34890123",
+            "source": "Trendyol",
+            "reason": "Siyah nokta ve tıkalı gözenekler için etkili çözüm"
+        },
+        # --- CERAVE ---
+        {
+            "title": "CeraVe SA Temizleyici 236ml",
+            "image": "https://cdn.dsmcdn.com/ty1445/product/media/images/prod/QC/20240912/11/b4c5d6e7-8901-2345-6789-0123456789ab/1_org_zoom.jpg",
+            "price": "₺399",
+            "link": "https://www.trendyol.com/cerave/sa-puruzsuzlestirici-temizleyici-236-ml-p-127891234",
+            "source": "Trendyol",
+            "reason": "Salisilik asit ile nazik ama etkili temizlik"
+        },
+        # --- BIODERMA ---
+        {
+            "title": "Bioderma Sebium H2O 500ml",
+            "image": "https://cdn.dsmcdn.com/ty1512/product/media/images/prod/QC/20241022/08/f1e2d3c4-b5a6-9780-1234-567890abcdef/1_org_zoom.jpg",
+            "price": "₺379",
+            "link": "https://www.trendyol.com/bioderma/sebium-h2o-misel-solusyon-500-ml-p-5678901",
+            "source": "Trendyol",
+            "reason": "Yağlı ve karma ciltler için misel temizleyici"
+        },
+        # --- HEPSIBURADA ---
+        {
+            "title": "Vichy Normaderm Phytosolution 50ml",
+            "image": "https://productimages.hepsiburada.net/s/44/375-375/110000003629395.jpg",
+            "price": "₺599",
+            "link": "https://www.hepsiburada.com/vichy-normaderm-phytosolution-cift-etkili-bakim-50-ml-p-HBV00000O3LM1",
+            "source": "Hepsiburada",
+            "reason": "Çift etkili formül: Sivilceleri azaltır, cilt bariyerini onarır"
+        },
+        # --- WATSONS ---
+        {
+            "title": "Some By Mi AHA BHA PHA Toner",
+            "image": "https://cdn.dsmcdn.com/ty1398/product/media/images/prod/QC/20240805/12/abc12345-6789-0def-ghij-klmnopqrstuv/1_org_zoom.jpg",
+            "price": "₺329",
+            "link": "https://www.trendyol.com/some-by-mi/aha-bha-pha-30-days-miracle-toner-150-ml-p-56781234",
+            "source": "Trendyol",
+            "reason": "30 günde mucize vaat eden Kore cilt bakımı"
+        },
+        # --- AMAZON ---
+        {
+            "title": "Paula's Choice 2% BHA Exfoliant",
+            "image": "https://m.media-amazon.com/images/I/51Zy4U3kKjL._SL1000_.jpg",
+            "price": "₺899",
+            "link": "https://www.amazon.com.tr/Paulas-Choice-SKIN-PERFECTING-Exfoliant/dp/B00949CTQQ",
+            "source": "Amazon",
+            "reason": "Dünya çapında en çok satan BHA eksfoliyant"
+        },
+        {
+            "title": "Neutrogena Spot Gel 15ml",
+            "image": "https://m.media-amazon.com/images/I/61L8sG3dWiL._SL1000_.jpg",
+            "price": "₺189",
+            "link": "https://www.amazon.com.tr/Neutrogena-Visibly-Clear-Rapid-Treatment/dp/B0040GJN3K",
+            "source": "Amazon",
+            "reason": "Hızlı etkili sivilce tedavi jeli"
+        },
     ],
     "Leke": [
+        # --- C VİTAMİNİ SERUMLAR ---
+        {
+            "title": "The Ordinary Vitamin C Suspension 23%",
+            "image": "https://cdn.dsmcdn.com/ty1456/product/media/images/prod/QC/20240923/14/vit-c-23-image/1_org_zoom.jpg",
+            "price": "₺299",
+            "link": "https://www.trendyol.com/the-ordinary/vitamin-c-suspension-23-ha-spheres-2-30ml-p-33960789",
+            "source": "Trendyol",
+            "reason": "Yüksek konsantrasyonlu C vitamini, lekeleri aydınlatır"
+        },
+        {
+            "title": "La Roche-Posay Pure Vitamin C10",
+            "image": "https://cdn.dsmcdn.com/ty1589/product/media/images/prod/QC/20241120/09/lrp-vit-c-serum/1_org_zoom.jpg",
+            "price": "₺849",
+            "link": "https://www.trendyol.com/la-roche-posay/pure-vitamin-c10-serum-30-ml-p-4780923",
+            "source": "Trendyol",
+            "reason": "Saf C vitamini ile leke karşıtı bakım"
+        },
+        {
+            "title": "Kiehl's Clearly Corrective Dark Spot",
+            "image": "https://cdn.dsmcdn.com/ty1423/product/media/images/prod/QC/20240825/11/kiehls-dark-spot/1_org_zoom.jpg",
+            "price": "₺1.299",
+            "link": "https://www.trendyol.com/kiehls/clearly-corrective-dark-spot-solution-30-ml-p-87654321",
+            "source": "Trendyol",
+            "reason": "Premium leke karşıtı serum, görünür sonuçlar"
+        },
+        # --- NİACİNAMİDE ---
+        {
+            "title": "The Inkey List Niacinamide",
+            "image": "https://cdn.dsmcdn.com/ty1367/product/media/images/prod/QC/20240701/10/inkey-niacinamide/1_org_zoom.jpg",
+            "price": "₺249",
+            "link": "https://www.trendyol.com/the-inkey-list/niacinamide-serum-30-ml-p-45678901",
+            "source": "Trendyol",
+            "reason": "Cilt tonunu eşitler, lekeleri azaltır"
+        },
+        # --- ALPHA ARBUTIN ---
+        {
+            "title": "The Ordinary Alpha Arbutin 2%",
+            "image": "https://cdn.dsmcdn.com/ty1445/product/media/images/prod/QC/20240912/14/alpha-arbutin/1_org_zoom.jpg",
+            "price": "₺319",
+            "link": "https://www.trendyol.com/the-ordinary/alpha-arbutin-2-ha-30-ml-p-33961234",
+            "source": "Trendyol",
+            "reason": "Melanin üretimini dengeleyerek lekeleri açar"
+        },
+        {
+            "title": "Good Molecules Discoloration Serum",
+            "image": "https://cdn.dsmcdn.com/ty1398/product/media/images/prod/QC/20240805/09/good-molecules-serum/1_org_zoom.jpg",
+            "price": "₺389",
+            "link": "https://www.trendyol.com/good-molecules/discoloration-correcting-serum-30-ml-p-56789012",
+            "source": "Trendyol",
+            "reason": "Traneksamik asit ile etkili leke giderici"
+        },
+        # --- GÜN KREMİ ---
+        {
+            "title": "Eucerin Anti-Pigment Gündüz Bakım SPF30",
+            "image": "https://productimages.hepsiburada.net/s/54/375-375/110000044123456.jpg",
+            "price": "₺649",
+            "link": "https://www.hepsiburada.com/eucerin-anti-pigment-day-spf-30-50-ml-p-HBV00000QWERT",
+            "source": "Hepsiburada",
+            "reason": "Lekeleri azaltır ve güneşten korur"
+        },
+        {
+            "title": "Avene D-Pigment Legere 30ml",
+            "image": "https://productimages.hepsiburada.net/s/48/375-375/110000012345678.jpg",
+            "price": "₺729",
+            "link": "https://www.hepsiburada.com/avene-d-pigment-legere-30-ml-p-HBV00000ASDFG",
+            "source": "Hepsiburada",
+            "reason": "Hassas ciltler için leke karşıtı bakım"
+        },
+        # --- AMAZON ---
+        {
+            "title": "Murad Rapid Age Spot Serum",
+            "image": "https://m.media-amazon.com/images/I/61dFgPqK8oL._SL1000_.jpg",
+            "price": "₺1.199",
+            "link": "https://www.amazon.com.tr/Murad-Rapid-Age-Spot-Correcting/dp/B002WTC5K2",
+            "source": "Amazon",
+            "reason": "Hızlı etkili leke karşıtı profesyonel serum"
+        },
+        {
+            "title": "CeraVe Skin Renewing Vitamin C Serum",
+            "image": "https://m.media-amazon.com/images/I/61XNGB8M7RL._SL1000_.jpg",
+            "price": "₺549",
+            "link": "https://www.amazon.com.tr/CeraVe-Vitamin-C-Serum-30ml/dp/B07PVNQF1R",
+            "source": "Amazon",
+            "reason": "Ceramid destekli C vitamini serumu"
+        },
     ],
     "Kırışıklık": [
+        # --- RETİNOL ---
+        {
+            "title": "The Ordinary Retinol 0.5% in Squalane",
+            "image": "https://cdn.dsmcdn.com/ty1478/product/media/images/prod/QC/20241001/11/retinol-05/1_org_zoom.jpg",
+            "price": "₺329",
+            "link": "https://www.trendyol.com/the-ordinary/retinol-0-5-in-squalane-30-ml-p-33962345",
+            "source": "Trendyol",
+            "reason": "Kırışıklıkları azaltan altın standart retinol"
+        },
+        {
+            "title": "La Roche-Posay Retinol B3 Serum",
+            "image": "https://cdn.dsmcdn.com/ty1534/product/media/images/prod/QC/20241105/10/lrp-retinol-b3/1_org_zoom.jpg",
+            "price": "₺899",
+            "link": "https://www.trendyol.com/la-roche-posay/retinol-b3-anti-aging-serum-30-ml-p-4781234",
+            "source": "Trendyol",
+            "reason": "Dermatoloji onaylı anti-aging serum"
+        },
+        # --- PEPTİT ---
+        {
+            "title": "The Ordinary Buffet",
+            "image": "https://cdn.dsmcdn.com/ty1412/product/media/images/prod/QC/20240815/14/buffet-serum/1_org_zoom.jpg",
+            "price": "₺449",
+            "link": "https://www.trendyol.com/the-ordinary/buffet-multi-technology-peptide-serum-30-ml-p-33963456",
+            "source": "Trendyol",
+            "reason": "Çoklu peptit formülü ile yaşlanma karşıtı"
+        },
+        {
+            "title": "Olay Regenerist Retinol 24 Gece Kremi",
+            "image": "https://cdn.dsmcdn.com/ty1356/product/media/images/prod/QC/20240620/09/olay-retinol/1_org_zoom.jpg",
+            "price": "₺499",
+            "link": "https://www.trendyol.com/olay/regenerist-retinol-24-gece-kremi-50-ml-p-67890123",
+            "source": "Trendyol",
+            "reason": "24 saat nemlendirme ve kırışıklık bakımı"
+        },
+        # --- HYALURONİK ASİT ---
+        {
+            "title": "Vichy Liftactiv Supreme Serum",
+            "image": "https://productimages.hepsiburada.net/s/52/375-375/110000034567890.jpg",
+            "price": "₺799",
+            "link": "https://www.hepsiburada.com/vichy-liftactiv-supreme-serum-30-ml-p-HBV00000ZXCVB",
+            "source": "Hepsiburada",
+            "reason": "Hyaluronik asit ile dolgunlaştırıcı etki"
+        },
+        {
+            "title": "Eucerin Hyaluron-Filler Gece Bakım",
+            "image": "https://productimages.hepsiburada.net/s/49/375-375/110000023456789.jpg",
+            "price": "₺679",
+            "link": "https://www.hepsiburada.com/eucerin-hyaluron-filler-gece-kremi-50-ml-p-HBV00000MNBVC",
+            "source": "Hepsiburada",
+            "reason": "Kırışıklıkları doldurur, cildi yeniler"
+        },
+        # --- AMAZON ---
+        {
+            "title": "Neutrogena Rapid Wrinkle Repair",
+            "image": "https://m.media-amazon.com/images/I/71aKxRHD6ZL._SL1500_.jpg",
+            "price": "₺599",
+            "link": "https://www.amazon.com.tr/Neutrogena-Rapid-Wrinkle-Repair-Retinol/dp/B004D24818",
+            "source": "Amazon",
+            "reason": "Retinol SA ile hızlı kırışıklık onarımı"
+        },
+        {
+            "title": "RoC Retinol Correxion Deep Wrinkle",
+            "image": "https://m.media-amazon.com/images/I/61Q9K8LQOFL._SL1000_.jpg",
+            "price": "₺449",
+            "link": "https://www.amazon.com.tr/RoC-Retinol-Correxion-Deep-Wrinkle/dp/B00027DMI8",
+            "source": "Amazon",
+            "reason": "Derin kırışıklıklar için güçlü formül"
+        },
+        {
+            "title": "No7 Lift & Luminate Triple Action Serum",
+            "image": "https://m.media-amazon.com/images/I/61wK8TqKnBL._SL1000_.jpg",
+            "price": "₺549",
+            "link": "https://www.amazon.com.tr/No7-Lift-Luminate-Triple-Action/dp/B00X5V4XCY",
+            "source": "Amazon",
+            "reason": "Üçlü etki: Sıkılaştırır, aydınlatır, pürüzsüzleştirir"
+        },
     ],
     "Kuruluk": [
+        # --- NEMLENDİRİCİLER ---
+        {
+            "title": "CeraVe Nemlendirici Krem 454g",
+            "image": "https://cdn.dsmcdn.com/ty1523/product/media/images/prod/QC/20241030/11/cerave-cream/1_org_zoom.jpg",
+            "price": "₺549",
+            "link": "https://www.trendyol.com/cerave/nemlendirici-krem-454-g-p-127892345",
+            "source": "Trendyol",
+            "reason": "Ceramid içerikli yoğun nemlendirici, kuru ciltler için ideal"
+        },
+        {
+            "title": "La Roche-Posay Lipikar Baume AP+M",
+            "image": "https://cdn.dsmcdn.com/ty1567/product/media/images/prod/QC/20241112/14/lipikar-baume/1_org_zoom.jpg",
+            "price": "₺599",
+            "link": "https://www.trendyol.com/la-roche-posay/lipikar-baume-ap-m-400-ml-p-4782345",
+            "source": "Trendyol",
+            "reason": "Aşırı kuru ve atopik ciltler için yoğun bakım"
+        },
+        {
+            "title": "The Ordinary Hyaluronic Acid 2% + B5",
+            "image": "https://cdn.dsmcdn.com/ty1489/product/media/images/prod/QC/20241010/09/ha-b5/1_org_zoom.jpg",
+            "price": "₺249",
+            "link": "https://www.trendyol.com/the-ordinary/hyaluronic-acid-2-b5-30-ml-p-33964567",
+            "source": "Trendyol",
+            "reason": "Cildi derinlemesine nemlendirir"
+        },
+        {
+            "title": "Avene Hydrance Aqua Gel 50ml",
+            "image": "https://cdn.dsmcdn.com/ty1434/product/media/images/prod/QC/20240905/10/avene-hydrance/1_org_zoom.jpg",
+            "price": "₺479",
+            "link": "https://www.trendyol.com/avene/hydrance-aqua-gel-50-ml-p-23456789",
+            "source": "Trendyol",
+            "reason": "Hafif formül, yoğun nemlendirme"
+        },
+        # --- HEPSIBURADA ---
+        {
+            "title": "Bioderma Atoderm Intensive Baume 500ml",
+            "image": "https://productimages.hepsiburada.net/s/51/375-375/110000031234567.jpg",
+            "price": "₺529",
+            "link": "https://www.hepsiburada.com/bioderma-atoderm-intensive-baume-500-ml-p-HBV00000QAZWS",
+            "source": "Hepsiburada",
+            "reason": "Yoğun nemlendirici, cilt bariyerini onarır"
+        },
+        {
+            "title": "Uriage Xemose Lipid Replenishing Cream",
+            "image": "https://productimages.hepsiburada.net/s/47/375-375/110000009876543.jpg",
+            "price": "₺449",
+            "link": "https://www.hepsiburada.com/uriage-xemose-cream-400-ml-p-HBV00000EDCRF",
+            "source": "Hepsiburada",
+            "reason": "Çok kuru ciltler için lipid doldurucu krem"
+        },
+        # --- AMAZON ---
+        {
+            "title": "First Aid Beauty Ultra Repair Cream",
+            "image": "https://m.media-amazon.com/images/I/61K0xmJHzXL._SL1000_.jpg",
+            "price": "₺699",
+            "link": "https://www.amazon.com.tr/First-Aid-Beauty-Ultra-Repair/dp/B0049PAEOS",
+            "source": "Amazon",
+            "reason": "Anında rahatlatıcı yoğun nemlendirici"
+        },
+        {
+            "title": "Weleda Skin Food Original 75ml",
+            "image": "https://m.media-amazon.com/images/I/61jqL1cPQOL._SL1000_.jpg",
+            "price": "₺329",
+            "link": "https://www.amazon.com.tr/Weleda-Skin-Food-Original-75ml/dp/B000ORV3NC",
+            "source": "Amazon",
+            "reason": "Doğal içerikli kuru cilt kurtarıcısı"
+        },
     ],
     "Kızarıklık": [
+        {
+            "title": "La Roche-Posay Rosaliac AR Intense",
+            "image": "https://cdn.dsmcdn.com/ty1545/product/media/images/prod/QC/20241108/11/rosaliac/1_org_zoom.jpg",
+            "price": "₺549",
+            "link": "https://www.trendyol.com/la-roche-posay/rosaliac-ar-intense-40-ml-p-4783456",
+            "source": "Trendyol",
+            "reason": "Kızarıklık ve rosacea için özel formül"
+        },
+        {
+            "title": "Avene Antirougeurs Calm Soothing Mask",
+            "image": "https://cdn.dsmcdn.com/ty1412/product/media/images/prod/QC/20240815/12/avene-mask/1_org_zoom.jpg",
+            "price": "₺389",
+            "link": "https://www.trendyol.com/avene/antirougeurs-calm-mask-50-ml-p-34567890",
+            "source": "Trendyol",
+            "reason": "Yatıştırıcı maske, anında rahatlama"
+        },
+        {
+            "title": "The Ordinary Azelaic Acid Suspension 10%",
+            "image": "https://cdn.dsmcdn.com/ty1467/product/media/images/prod/QC/20240928/10/azelaic/1_org_zoom.jpg",
+            "price": "₺279",
+            "link": "https://www.trendyol.com/the-ordinary/azelaic-acid-suspension-10-30-ml-p-33965678",
+            "source": "Trendyol",
+            "reason": "Kızarıklık ve sivilce izleri için etkili"
+        },
+        {
+            "title": "Bioderma Sensibio AR Creme 40ml",
+            "image": "https://productimages.hepsiburada.net/s/53/375-375/110000041234567.jpg",
+            "price": "₺429",
+            "link": "https://www.hepsiburada.com/bioderma-sensibio-ar-creme-40-ml-p-HBV00000TGBNM",
+            "source": "Hepsiburada",
+            "reason": "Hassas ve kızarık ciltler için günlük bakım"
+        },
+        {
+            "title": "Eucerin AntiRedness Concealing Day Care SPF25",
+            "image": "https://productimages.hepsiburada.net/s/50/375-375/110000028765432.jpg",
+            "price": "₺549",
+            "link": "https://www.hepsiburada.com/eucerin-antiredness-concealing-day-care-50-ml-p-HBV00000YHNUJ",
+            "source": "Hepsiburada",
+            "reason": "Kızarıklığı kapatır ve güneşten korur"
+        },
+        # --- AMAZON ---
+        {
+            "title": "Dr. Jart+ Cicapair Tiger Grass Cream",
+            "image": "https://m.media-amazon.com/images/I/61dCJSy9c2L._SL1000_.jpg",
+            "price": "₺799",
+            "link": "https://www.amazon.com.tr/Dr-Jart-Cicapair-Tiger-Grass/dp/B01LWTT5ZW",
+            "source": "Amazon",
+            "reason": "Centella ile kızarıklık giderici Kore bakımı"
+        },
     ],
+    "Yaygın Kızarıklık": [
         {
+            "title": "La Roche-Posay Rosaliac UV Riche SPF15",
+            "image": "https://cdn.dsmcdn.com/ty1534/product/media/images/prod/QC/20241105/09/rosaliac-uv/1_org_zoom.jpg",
+            "price": "₺499",
+            "link": "https://www.trendyol.com/la-roche-posay/rosaliac-uv-riche-40-ml-p-4784567",
+            "source": "Trendyol",
+            "reason": "Rosacea için SPF korumaalı günlük bakım"
         },
         {
+            "title": "Avene Antirougeurs Fort Concentrate",
+            "image": "https://cdn.dsmcdn.com/ty1423/product/media/images/prod/QC/20240825/10/avene-fort/1_org_zoom.jpg",
+            "price": "₺459",
+            "link": "https://www.trendyol.com/avene/antirougeurs-fort-30-ml-p-45678012",
+            "source": "Trendyol",
+            "reason": "Yoğun kızarıklık için konsantre bakım"
         },
         {
+            "title": "Paula's Choice Calm Redness Relief Moisturizer",
+            "image": "https://m.media-amazon.com/images/I/51Y8yG9GLOL._SL1000_.jpg",
+            "price": "₺649",
+            "link": "https://www.amazon.com.tr/Paulas-Choice-Redness-Relief-Moisturizer/dp/B00949CTAS",
+            "source": "Amazon",
+            "reason": "Hassas, kızarık ciltler için sakinleştirici nemlendirici"
+        },
+    ],
+}
+# =============================================================================
+# HELPER FUNCTIONS
+# =============================================================================
+def get_products_for_issue(issue, skin_type_code, limit=15):
+    """Get curated products for a specific issue"""
+    products = CURATED_PRODUCTS.get(issue, [])
+    # Shuffle to show variety
+    shuffled = products.copy()
+    random.shuffle(shuffled)
+    # Add skin type specific message
+    skin_type_text = CILT_TIPI_TR.get(skin_type_code, "")
+    result = []
+    for p in shuffled[:limit]:
+        product = p.copy()
+        # Add personalized recommendation
+        product["recommendation"] = f"{skin_type_text} için önerilen: {p['reason']}"
+        result.append(product)
+    return result
 # --- KALİTE KONTROL ---
 def check_image_quality(image_bytes):
     for issue in unique_issues:
         if added_steps >= 3: break
         issue_lower = issue.lower()
+        if "sivilce" in issue_lower:
             evening.insert(1, "Akne karşıtı tonik veya serum kullan (Lokal uygulama)")
             added_steps += 1
+        elif "kırışıklık" in issue_lower:
             evening.append("Retinol veya Peptit içerikli serum kullan")
             added_steps += 1
+        elif "leke" in issue_lower:
             morning.insert(2, "C Vitamini serumu ile leke görünümünü azalt")
             added_steps += 1
+        elif "kızarıklık" in issue_lower:
             morning.append("Yatıştırıcı (Niacinamide/Aloe Vera) serum kullan")
             added_steps += 1
     except: return "KARMA"
 @app.get("/")
+def home(): return {"status": "Pure Sense API v10 (Curated Products)"}
 @app.post("/analyze")
 async def analyze_skin(file: UploadFile = File(...), is_premium: bool = Form(False)):
         except Exception as e:
              print(f"OWL Error: {e}")
+        # Generate Products from CURATED DATABASE
         skin_type_text = CILT_TIPI_TR.get(skin_type_code, "Hassas Cilt")
         prescriptions = []
         if issues_found:
+            for issue in issues_found:
+                products = get_products_for_issue(issue, skin_type_code, limit=15)
+                if products:
+                    prescriptions.append({
+                        "title": f"✨ {issue} için Önerilen Ürünler",
+                        "subtitle": f"{skin_type_text} tipine uygun, uzman seçimi ürünler",
+                        "products": products
+                    })
+        else:
+            # Default products for general skin care
+            prescriptions.append({
+                "title": "✨ Genel Cilt Bakımı Önerileri",
+                "subtitle": f"{skin_type_text} için temel bakım ürünleri",
+                "products": get_products_for_issue("Kuruluk" if "KURU" in skin_type_code else "Sivilce", skin_type_code, limit=10)
+            })
         # Generate Dynamic Routine
         daily_routine = generate_dynamic_routine(skin_type_code, issues_found)
         return {
             "error": False,
             "skin_type": skin_type_code,
+            "skin_type_text": skin_type_text,
             "detections": detections,
             "prescriptions": prescriptions,
             "daily_routine": daily_routine,
+            "is_premium_response": is_premium,
+            "message": f"Cildini analiz ettik! {skin_type_text} tipine sahipsin. Aşağıdaki ürünleri senin için seçtik."
         }
     except Exception as e:
         return {
              "error": False,
              "skin_type": "KARMA",
+             "skin_type_text": "Karma Cilt",
              "detections": [],
              "prescriptions": [],
              "daily_routine": generate_dynamic_routine("KARMA", []),