🚀 Full project sync: Hotels RAG & Audit System

✨ Major Features:
- Complete RAG system for hotel website analysis
- Hybrid audit with BGE-M3 embeddings + Natasha NER
- Universal horizontal Excel reports with dashboards
- Multi-region processing (SPb, Orel, Chukotka, Kamchatka)

📊 Completed Regions:
- Орловская область: 100% (36/36)
- Чукотский АО: 100% (4/4)
- г. Санкт-Петербург: 93% (893/960)
- Камчатский край: 87% (89/102)

🔧 Infrastructure:
- PostgreSQL with pgvector extension
- BGE-M3 embeddings API
- Browserless for web scraping
- N8N workflows for automation
- S3/Nextcloud file storage

📝 Documentation:
- Complete DB schemas
- API documentation
- Setup guides
- Status reports

check_remaining.py

@@ -0,0 +1,57 @@
+import psycopg2
+from urllib.parse import unquote
+
+conn = psycopg2.connect(
+    host='147.45.189.234',
+    port=5432,
+    database='default_db',
+    user='gen_user',
+    password=unquote('2~~9_%5EkVsU%3F2%5CS')
+)
+cur = conn.cursor()
+
+print("\n🔍 АНАЛИЗ ОСТАВШИХСЯ 67 ОТЕЛЕЙ:\n")
+
+# Отели с сайтами но без эмбедингов
+cur.execute("""
+    SELECT h.id, h.full_name, h.website_address
+    FROM hotel_main h
+    WHERE h.region_name = 'г. Санкт-Петербург'
+    AND h.website_address IS NOT NULL 
+    AND h.website_address != ''
+    AND h.id NOT IN (
+        SELECT (c.metadata->>'hotel_id')::uuid
+        FROM hotel_website_chunks c
+        WHERE c.embedding IS NOT NULL
+    )
+    LIMIT 10
+""")
+
+print("📋 Примеры отелей без эмбедингов:")
+for row in cur.fetchall():
+    print(f"   - {row[1][:50]}: {row[2]}")
+
+# Есть ли у них данные в hotel_website_processed?
+cur.execute("""
+    SELECT COUNT(DISTINCT p.hotel_id)
+    FROM hotel_website_processed p
+    JOIN hotel_main h ON p.hotel_id = h.id
+    WHERE h.region_name = 'г. Санкт-Петербург'
+    AND h.id NOT IN (
+        SELECT (c.metadata->>'hotel_id')::uuid
+        FROM hotel_website_chunks c
+        WHERE c.embedding IS NOT NULL
+    )
+""")
+in_processed = cur.fetchone()[0]
+
+print(f"\n📊 Из 67 отелей:")
+print(f"   ✅ Есть в hotel_website_processed: {in_processed}")
+print(f"   ❌ Нет в hotel_website_processed: {67 - in_processed}")
+
+if in_processed > 0:
+    print(f"\n✅ Скрипт должен их обработать!")
+else:
+    print(f"\n❌ У этих отелей не спарсились сайты - эмбединги невозможны")
+
+conn.close()