🚀 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_spb_status.py

@@ -0,0 +1,59 @@
+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📊 СТАТУС СПБ ЭМБЕДИНГОВ:\n")
+
+# Всего отелей СПБ с сайтами
+cur.execute("""
+    SELECT COUNT(DISTINCT id) 
+    FROM hotel_main 
+    WHERE region_name = 'г. Санкт-Петербург' 
+    AND website_address IS NOT NULL 
+    AND website_address != ''
+""")
+total_spb = cur.fetchone()[0]
+
+# С эмбедингами
+cur.execute("""
+    SELECT COUNT(DISTINCT c.metadata->>'hotel_id')
+    FROM hotel_website_chunks c
+    JOIN hotel_main h ON (c.metadata->>'hotel_id') = h.id::text
+    WHERE h.region_name = 'г. Санкт-Петербург'
+    AND c.embedding IS NOT NULL
+""")
+with_embeddings = cur.fetchone()[0]
+
+# Chunks
+cur.execute("""
+    SELECT COUNT(*)
+    FROM hotel_website_chunks c
+    JOIN hotel_main h ON (c.metadata->>'hotel_id') = h.id::text
+    WHERE h.region_name = 'г. Санкт-Петербург'
+    AND c.embedding IS NOT NULL
+""")
+total_chunks = cur.fetchone()[0]
+
+remaining = total_spb - with_embeddings
+progress = 100 * with_embeddings / total_spb
+
+print(f"✅ Отелей СПБ с сайтами: {total_spb}")
+print(f"🧠 С эмбедингами: {with_embeddings}")
+print(f"📈 Прогресс: {with_embeddings}/{total_spb} ({progress:.1f}%)")
+print(f"⏳ Осталось: {remaining} отелей")
+print(f"📦 Всего chunks: {total_chunks}")
+
+if remaining == 0:
+    print(f"\n🎉 ГОТОВО! Все отели СПБ обработаны!")
+else:
+    print(f"\n⚠️  Осталось {remaining} отелей без эмбедингов")
+
+conn.close()