Upload 18 files

chatbot_multiagent.ipynb

@@ -274,466 +274,690 @@
       "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
       "Name: analyst\n",
       "Tool Calls:\n",
-      "  nearby_search (call_P34CTmQBMFVscuCNoXAMPeoc)\n",
-      " Call ID: call_P34CTmQBMFVscuCNoXAMPeoc\n",
+      "  google_places (call_81AeKm81mGnKIVPQMqY6B3os)\n",
+      " Call ID: call_81AeKm81mGnKIVPQMqY6B3os\n",
       "  Args:\n",
-      "    input_dict: {'keyword': 'ร้านของชำ', 'location_name': 'อนุสาวรีย์ชัยสมรภูมิ', 'radius': 1000, 'place_type': 'store'}\n",
-      "  google_places (call_KOeGzcJyOhVGgxmdAw9a6UoH)\n",
-      " Call ID: call_KOeGzcJyOhVGgxmdAw9a6UoH\n",
+      "    query: ตลาดจตุจักร\n",
+      "  nearby_search (call_xofWhjOlNKMDTm4DM70iBM0X)\n",
+      " Call ID: call_xofWhjOlNKMDTm4DM70iBM0X\n",
       "  Args:\n",
-      "    query: อนุสาวรีย์ชัยสมรภูมิ\n",
+      "    input_dict: {'keyword': 'bakery', 'location_name': 'ตลาดจตุจักร', 'radius': 500, 'place_type': 'bakery'}\n",
       "=================================\u001b[1m Tool Message \u001b[0m=================================\n",
-      "Name: nearby_search\n",
+      "Name: google_places\n",
       "\n",
-      "number of results: 18\n",
+      "1. Chatuchak Weekend Market\n",
+      "Address: 587, 10 Kamphaeng Phet 2 Rd, Khwaeng Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJ3fiD6BSc4jARS324hNeR8ZE\n",
+      "Phone: Unknown\n",
+      "Website: https://www.chatuchakmarket.org/\n",
       "\n",
-      "        address: 163, 25 Soi Phetchaburi 5, Thung Phaya Thai, Ratchathewi\n",
       "\n",
-      "        location: {'lat': 13.7575211, 'lng': 100.5284703}\n",
+      "2. Chatuchak Market 2 (Mueang Min)\n",
+      "Address: Min Buri, Bangkok 10510, Thailand\n",
+      "Google place ID: ChIJc0wng_hlHTER4F1VFEBu9R0\n",
+      "Phone: 02 518 2062\n",
+      "Website: https://m.facebook.com/pg/%E0%B8%95%E0%B8%A5%E0%B8%B2%E0%B8%94%E0%B8%99%E0%B8%B1%E0%B8%94%E0%B8%88%E0%B8%95%E0%B8%B8%E0%B8%88%E0%B8%B1%E0%B8%81%E0%B8%A3-%E0%B9%92-%E0%B9%80%E0%B8%A1%E0%B8%B7%E0%B8%AD%E0%B8%87%E0%B8%A1%E0%B8%B5%E0%B8%99-679468482225340/posts/\n",
       "\n",
-      "        lacation_name: ร้านค้า พรรณี\n",
       "\n",
-      "        opening hours: {'open_now': True}\n",
+      "3. Jatujak Plaza\n",
+      "Address: 599 Kamphaeng Phet 2 Rd, Khwaeng Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJz9JH_RSc4jARPvh8LMgxS5Q\n",
+      "Phone: 02 265 9684\n",
+      "Website: Unknown\n",
       "\n",
-      "        rating: 5\n",
       "\n",
-      "        plus code: 7P52QG5H+29\n",
+      "4. ตลาดปลาจตุจักร\n",
+      "Address: ติดกับ เจเจ มอลล์ ออกประตู 2, ถ. กำแพงเพชร 2 แขวงจตุจักร เขตจตุจักร กรุงเทพมหานคร 10900, Thailand\n",
+      "Google place ID: ChIJyVzuMWuc4jARCWF_uACiWe4\n",
+      "Phone: 02 265 9888\n",
+      "Website: https://ตลาดปลาจตุจักร.com/\n",
       "\n",
       "\n",
-      "        \n",
-      "        address: เลขที่ 467 1 Ratchawithi Rd, Thanon Phaya Thai, Ratchathewi\n",
+      "5. Chatuchak Weekend Market (Minburi)\n",
+      "Address: มีนบุรี จตุจักร มีนบุรี Khwaeng Min Buri, Khet Min Buri, Krung Thep Maha Nakhon 10510, Thailand\n",
+      "Google place ID: ChIJ0TcXlz1lHTERCZL-6Nw6WBU\n",
+      "Phone: 098 446 3597\n",
+      "Website: Unknown\n",
       "\n",
-      "        location: {'lat': 13.7642431, 'lng': 100.539397}\n",
       "\n",
-      "        lacation_name: ร้านกิตติของชำ\n",
+      "6. Or Tor Kor Market\n",
+      "Address: 101 Thanon Kamphaeng Phet, Khwaeng Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJw4KnHhSc4jARdq9pN389cO8\n",
+      "Phone: 02 279 2080\n",
+      "Website: http://www.mof.or.th/\n",
       "\n",
-      "        opening hours: {'open_now': True}\n",
       "\n",
-      "        rating: 4\n",
+      "7. JJ Mall Chatuchak\n",
+      "Address: 588 Kamphaeng Phet 2 Rd, Khwaeng Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJQ2IA1xSc4jARPUC_qVZP9U4\n",
+      "Phone: 02 265 9999\n",
+      "Website: http://www.jjmall.co.th/\n",
       "\n",
-      "        plus code: 7P52QG7Q+MQ\n",
       "\n",
+      "8. Chatuchak Flower Market\n",
+      "Address: RH22+956, Thanon Kamphaeng Phet, Khwaeng Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJ5a5ULRKc4jARW0oKzuTyMcQ\n",
+      "Phone: Unknown\n",
+      "Website: Unknown\n",
       "\n",
-      "        \n",
-      "        address: สมใจอพาร์ทเม้นท์ 184/4 Soi Phahon Yothin 1, Phaya Thai\n",
       "\n",
-      "        location: {'lat': 13.7698885, 'lng': 100.5358358}\n",
+      "9. Chatuchak Night Market\n",
+      "Address: เลขที่ โครงการ 9 ซอย 13/1 เลขที่ 015 จตุจักร, แขวงจตุจักร เขตจตุจักร กรุงเทพมหานคร 10900, Thailand\n",
+      "Google place ID: ChIJj2r5qFqd4jARN8g-HGfi0U0\n",
+      "Phone: Unknown\n",
+      "Website: https://www.chatuchakmarket.org/\n",
       "\n",
-      "        lacation_name: ขายของ\n",
       "\n",
-      "        opening hours: {'open_now': True}\n",
+      "10. Mixt Chatuchak\n",
+      "Address: 8 Kamphaeng Phet 3 Rd, Khwaeng Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJdZYPAOid4jARV2-4R9rzO-A\n",
+      "Phone: 02 079 4888\n",
+      "Website: http://www.mixtchatuchak.com/\n",
       "\n",
-      "        rating: 4.5\n",
       "\n",
-      "        plus code: 7P52QG9P+W8\n",
+      "11. Chatuchak\n",
+      "Address: Chatuchak, Bangkok 10900, Thailand\n",
+      "Google place ID: ChIJL1rMWl2c4jARQI7iXbIAAQQ\n",
+      "Phone: Unknown\n",
+      "Website: Unknown\n",
       "\n",
       "\n",
-      "        \n",
-      "        address: 476 ตลาดศรีวนิช ซอย Thanon Asok - Din Daeng, Din Daeng\n",
+      "12. Punk Berry Chatuchak Weekend Market\n",
+      "Address: โครงการ3 ซอย44/1 ห้อง180 Khwaeng Chatuchak, จตุจักร Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJyZniAgGd4jARUhi78LZrHEM\n",
+      "Phone: 091 795 4956\n",
+      "Website: https://www.punkberryth.com/\n",
       "\n",
-      "        location: {'lat': 13.7631408, 'lng': 100.5455863}\n",
       "\n",
-      "        lacation_name: ร้านปิ่นสุวรรณ\n",
+      "13. J. Market\n",
+      "Address: อาคาร J.Market 2137/27 ซอย อมรพันธุ์ แขวง ลาดยาว Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJdTehduKc4jARbXLUV6mm5kw\n",
+      "Phone: Unknown\n",
+      "Website: Unknown\n",
       "\n",
-      "        opening hours: {'open_now': True}\n",
       "\n",
-      "        rating: 4.4\n",
+      "14. Chatuchak Park\n",
+      "Address: Kamphaeng Phet 3 Rd, Khwaeng Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJnZuu10Oc4jAR0DkLPbMAAQ8\n",
+      "Phone: Unknown\n",
+      "Website: Unknown\n",
       "\n",
-      "        plus code: 7P52QG7W+76\n",
       "\n",
+      "15. Train Night Market DanNeramit\n",
+      "Address: Phahon Yothin Rd, Khwaeng Chom Phon, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJN6wMZrmd4jARlUCRUDLj41Y\n",
+      "Phone: 098 709 8779\n",
+      "Website: http://www.facebook.com/TrainNightMarket.danneramit\n",
       "\n",
-      "        \n",
-      "        address: 140/6 Ratchawithi Rd, Phaya Thai\n",
       "\n",
-      "        location: {'lat': 13.7708078, 'lng': 100.5345492}\n",
+      "16. JJ Pet Market\n",
+      "Address: Chatuchak, Bangkok 10900, Thailand\n",
+      "Google place ID: ChIJzajYMhWc4jARn4c8OYVuxDg\n",
+      "Phone: Unknown\n",
+      "Website: Unknown\n",
       "\n",
-      "        lacation_name: ร้านแอมโชห่วย\n",
       "\n",
-      "        opening hours: {'open_now': True}\n",
+      "17. PTT Farmers' Market\n",
+      "Address: 3 ซอย นิคมรถไฟสาย 1 Khwaeng Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJoao4bVyc4jARcIN3FSHqfME\n",
+      "Phone: Unknown\n",
+      "Website: Unknown\n",
       "\n",
-      "        rating: 5\n",
       "\n",
-      "        plus code: 7P52QGCM+8R\n",
+      "18. JAPARA @Jatujak Market\n",
+      "Address: Chatuchak Weekend Market (Section 2) Soi 41/1 Room.281-282, ถนน กำแพงเพชร 3 แขวงลาดยาว เขตจตุจักร กรุงเทพมหานคร 10900, Thailand\n",
+      "Google place ID: ChIJBRQuqNyd4jARgvHqttIaTvY\n",
+      "Phone: 089 759 9882\n",
+      "Website: Unknown\n",
       "\n",
       "\n",
-      "        \n",
-      "        address: 156/5 ซอย เพชรบุรี 7 Phetchaburi Rd, Thung Phaya Thai, Ratchathewi\n",
+      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
+      "Name: analyst\n",
+      "\n",
+      "I have gathered information about bakeries near Chatuchak Market. Here are some of the competitors:\n",
+      "\n",
+      "1. **Sanan Bakery**\n",
+      "   - Address: 101 Phahonyothin Rd, Lat Yao, Chatuchak\n",
+      "   - Rating: 4.4\n",
+      "   - Open Now: Yes\n",
+      "\n",
+      "2. **The Croissant Corner**\n",
+      "   - Address: Phahon Yothin 15 Alley, Samsen Nai, Phaya Thai, Chatuchak\n",
+      "   - Rating: 4.7\n",
+      "   - Open Now: Yes\n",
+      "\n",
+      "3. **Baked With Hearts**\n",
+      "   - Address: 485 Phahon Yothin 18/1 Alley, Lane 1, Chom Phon, Chatuchak\n",
+      "   - Rating: 4.6\n",
+      "   - Open Now: Yes\n",
+      "\n",
+      "4. **JJ Mall One More Bite Japanese Bakery**\n",
+      "   - Address: 588 Kamphaeng Phet 2 Rd, Chatuchak\n",
+      "   - Rating: 4.9\n",
+      "   - Open Now: Yes\n",
+      "\n",
+      "5. **Triple D Bakery @ Chatuchak Market**\n",
+      "   - Address: 47 Section 4, Khwaeng Chatuchak, Khet Chatuchak\n",
+      "   - Rating: 4.9\n",
+      "   - Open Now: No\n",
+      "\n",
+      "6. **Bellinee's Bake & Brew**\n",
+      "   - Address: Chatuchak Weekend Market, Khwaeng Chatuchak, Khet Chatuchak\n",
+      "   - Rating: 3.9\n",
+      "   - Open Now: Yes\n",
+      "\n",
+      "7. **Mom’s FF Cafe & Bakery**\n",
+      "   - Address: 356-357, Chatuchak\n",
+      "   - Rating: 5\n",
+      "   - Open Now: N/A\n",
+      "\n",
+      "8. **Makarong**\n",
+      "   - Address: 4 Soi 49/2, Chatuchak\n",
+      "   - Rating: 4.9\n",
+      "   - Open Now: No\n",
+      "\n",
+      "9. **Wipada Herb Coffee and Bakery**\n",
+      "   - Address: 2 Kamphaeng Phet Rd, Chatuchak\n",
+      "   - Rating: 0\n",
+      "   - Open Now: Yes\n",
+      "\n",
+      "These bakeries vary in their offerings and ratings, which can help you analyze the competitive landscape around Chatuchak Market. If you need more specific insights or additional data, please let me know!\n",
+      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
+      "Name: data_collector\n",
+      "Tool Calls:\n",
+      "  google_places (call_SntxTMhUqEyn5s6gdkAOkGMK)\n",
+      " Call ID: call_SntxTMhUqEyn5s6gdkAOkGMK\n",
+      "  Args:\n",
+      "    query: Chatuchak Market\n",
+      "=================================\u001b[1m Tool Message \u001b[0m=================================\n",
+      "Name: google_places\n",
       "\n",
-      "        location: {'lat': 13.7564968, 'lng': 100.5303369}\n",
+      "1. Chatuchak Weekend Market\n",
+      "Address: 587, 10 Kamphaeng Phet 2 Rd, Khwaeng Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJ3fiD6BSc4jARS324hNeR8ZE\n",
+      "Phone: Unknown\n",
+      "Website: https://www.chatuchakmarket.org/\n",
       "\n",
-      "        lacation_name: ร้านชำคุณภาวิมล\n",
       "\n",
-      "        opening hours: {'open_now': True}\n",
+      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
+      "Name: data_collector\n",
+      "Tool Calls:\n",
+      "  nearby_search (call_GSWnIwn8QHAalzIJi9Z3Ljhv)\n",
+      " Call ID: call_GSWnIwn8QHAalzIJi9Z3Ljhv\n",
+      "  Args:\n",
+      "    input_dict: {'keyword': 'bakery', 'location_name': 'Chatuchak Weekend Market', 'radius': 1000, 'place_type': 'bakery'}\n",
+      "=================================\u001b[1m Tool Message \u001b[0m=================================\n",
+      "Name: nearby_search\n",
       "\n",
-      "        rating: 3\n",
+      "number of results more than 20\n",
       "\n",
-      "        plus code: 7P52QG4J+H4\n",
+      "        address: 47 Section 4, Khwaeng Chatuchak, Khet Chatuchak\n",
       "\n",
+      "        lacation_name: Triple D Bakery @ Chatuchak Market\n",
       "\n",
-      "        \n",
-      "        address: 292 Takhe Alley, Din Daeng\n",
+      "        opening hours: {'open_now': False}\n",
       "\n",
-      "        location: {'lat': 13.7623644, 'lng': 100.5454444}\n",
+      "        rating: 4.9\n",
       "\n",
-      "        lacation_name: ร้านนุสรา\n",
       "\n",
-      "        opening hours: {'open_now': True}\n",
+      "        \n",
+      "        address: 12/6 Vibhavadi Rangsit Rd, Chom Phon, Chatuchak\n",
       "\n",
-      "        rating: 4.3\n",
+      "        lacation_name: Bakery by AU\n",
       "\n",
-      "        plus code: 7P52QG6W+W5\n",
+      "        opening hours: {'open_now': True}\n",
       "\n",
+      "        rating: 5\n",
       "\n",
-      "        \n",
-      "        address: เลขที่ 475 Phaya Thai Rd, Khwaeng Thanon Phaya Thai, Ratchathewi\n",
       "\n",
-      "        location: {'lat': 13.7583454, 'lng': 100.5356299}\n",
+      "        \n",
+      "        address: 101 Phahonyothin Rd, Lat Yao, Chatuchak\n",
       "\n",
-      "        lacation_name: ขายของชำ ประตูน้ำ\n",
+      "        lacation_name: Sanan Bakery\n",
       "\n",
       "        opening hours: {'open_now': True}\n",
       "\n",
-      "        rating: 5\n",
-      "\n",
-      "        plus code: 7P52QG5P+87\n",
+      "        rating: 4.4\n",
       "\n",
       "\n",
       "        \n",
-      "        address: 208/1 Ratchaprarop Rd, Makkasan, Ratchathewi\n",
+      "        address: 485 Phahon Yothin 18/1 Alley, Lane 1, Chom Phon, Chatuchak\n",
       "\n",
-      "        location: {'lat': 13.758491, 'lng': 100.5467617}\n",
+      "        lacation_name: Baked With Hearts\n",
       "\n",
-      "        lacation_name: ร้านแดง ขายของชำ\n",
+      "        opening hours: {'open_now': True}\n",
       "\n",
-      "        opening hours: {}\n",
+      "        rating: 4.6\n",
       "\n",
-      "        rating: 0\n",
       "\n",
-      "        plus code: 7P52QG5W+9P\n",
+      "        \n",
+      "        address: อ ตก สามเสน ใน, Phahon Yothin 15 Alley, Samsen Nai, Phaya Thai, Chatuchak\n",
+      "\n",
+      "        lacation_name: The Croissant Corner\n",
       "\n",
+      "        opening hours: {'open_now': True}\n",
       "\n",
-      "        \n",
-      "        address: Satsana Alley, Phaya Thai\n",
+      "        rating: 4.7\n",
       "\n",
-      "        location: {'lat': 13.7752298, 'lng': 100.5344783}\n",
       "\n",
-      "        lacation_name: ร้านชำปากมาสด้า\n",
+      "        \n",
+      "        address: 1493 Phahonyothin Rd, Phaya Thai\n",
       "\n",
-      "        opening hours: N/A\n",
+      "        lacation_name: Morn Loh Hiang Bakery\n",
       "\n",
-      "        rating: 5\n",
+      "        opening hours: {'open_now': True}\n",
       "\n",
-      "        plus code: 7P52QGGM+3Q\n",
+      "        rating: 4.6\n",
       "\n",
       "\n",
       "        \n",
-      "        address: 158, ถนนเพชรบุรี, แขวงถนนพญาไท เขตราชเทวี กทม, 10400\n",
+      "        address: 618, 1 Phahonyothin Rd, Samsen Nai, Phaya Thai\n",
       "\n",
-      "        location: {'lat': 13.7539101, 'lng': 100.5388145}\n",
-      "\n",
-      "        lacation_name: โชคดีพานิช\n",
+      "        lacation_name: S&P Big C SaphanKwai\n",
       "\n",
       "        opening hours: {'open_now': True}\n",
       "\n",
-      "        rating: 3\n",
-      "\n",
-      "        plus code: N/A\n",
+      "        rating: 3.7\n",
       "\n",
       "\n",
       "        \n",
-      "        address: QG6W+V6W, Soi Talat Sri Wanit, Din Daeng\n",
+      "        address: โครงการ 4 ซอย 48/3 Chatuchak\n",
+      "\n",
+      "        lacation_name: 3meebakery\n",
+      "\n",
+      "        opening hours: {'open_now': False}\n",
+      "\n",
+      "        rating: 5\n",
       "\n",
-      "        location: {'lat': 13.7622819, 'lng': 100.5456102}\n",
       "\n",
-      "        lacation_name: Shoping Minimart\n",
+      "        \n",
+      "        address: เลขที่ 3029\n",
+      "\n",
+      "        lacation_name: HUB​ bakery​&souvenir​s​\n",
       "\n",
       "        opening hours: {'open_now': True}\n",
       "\n",
       "        rating: 0\n",
       "\n",
-      "        plus code: N/A\n",
+      "\n",
+      "        \n",
+      "        address: 1058/104 Phahonyothin Rd, Chom Phon, Chatuchak\n",
+      "\n",
+      "        lacation_name: Neighbourhood Toast Shop\n",
+      "\n",
+      "        opening hours: {'open_now': True}\n",
+      "\n",
+      "        rating: 4\n",
       "\n",
       "\n",
       "        \n",
-      "        address: 421 6-7 Ratchawithi Rd, Thung Phaya Thai, Ratchathewi\n",
+      "        address: 343a Phahonyothin Soi 15, Phaya Thai\n",
       "\n",
-      "        location: {'lat': 13.765786, 'lng': 100.5366638}\n",
+      "        lacation_name: กล้วยฉาบเตาถ่าน ทำสดๆใหม่ๆ\n",
       "\n",
-      "        lacation_name: Komol Center\n",
+      "        opening hours: {}\n",
       "\n",
-      "        opening hours: {'open_now': True}\n",
+      "        rating: 5\n",
       "\n",
-      "        rating: 4.1\n",
       "\n",
-      "        plus code: 7P52QG8P+8M\n",
+      "        \n",
+      "        address: 197/8 Soi Pradipat, Phaya Thai\n",
+      "\n",
+      "        lacation_name: Twentyseven Bakery\n",
+      "\n",
+      "        opening hours: {'open_now': True}\n",
+      "\n",
+      "        rating: 5\n",
       "\n",
       "\n",
       "        \n",
-      "        address: 164 52 Soi Nom Chit, Thung Phaya Thai, Ratchathewi\n",
+      "        address: 170/8-10 ถ.ประดิพัทธ์ แขวงสามเสนใน, Phaya Thai\n",
+      "\n",
+      "        lacation_name: Kudsan Bakery & Coffee\n",
+      "\n",
+      "        opening hours: {'open_now': False}\n",
+      "\n",
+      "        rating: 0\n",
+      "\n",
       "\n",
-      "        location: {'lat': 13.7549367, 'lng': 100.5312989}\n",
+      "        \n",
+      "        address: 63/1 Vibhavadi Rangsit 5 Alley, Lane 1-2-2, Chom Phon, Chatuchak\n",
       "\n",
-      "        lacation_name: ร้านนันทา\n",
+      "        lacation_name: Cherpang Bakery Homemade\n",
       "\n",
       "        opening hours: {'open_now': True}\n",
       "\n",
       "        rating: 0\n",
       "\n",
-      "        plus code: 7P52QG3J+XG\n",
-      "\n",
       "\n",
       "        \n",
-      "        address: 156/2 ซอย เพ��รบุรี 7 Phetchaburi Rd, Thung Phaya Thai, Ratchathewi\n",
-      "\n",
-      "        location: {'lat': 13.7564122, 'lng': 100.5303184}\n",
+      "        address: 311, Chatuchak Weekend Market Zone 23 (Soi 31/3), Kamphaeng Phet 2 Road, Khwaeng Lat Yao, Chatuchak\n",
       "\n",
-      "        lacation_name: ร้านชำทองศรี\n",
+      "        lacation_name: กะหรี่ปั๊ป\n",
       "\n",
       "        opening hours: N/A\n",
       "\n",
       "        rating: 0\n",
       "\n",
-      "        plus code: 7P52QG4J+H4\n",
-      "\n",
       "\n",
       "        \n",
-      "        address: QG6V+8G2, Soi Ratchaprarop 22, Makkasan, Ratchathewi\n",
-      "\n",
-      "        location: {'lat': 13.7607492, 'lng': 100.5437717}\n",
+      "        address: เจเจมอลล์ ชั้น 2 588 Kamphaeng Phet 2 Rd, Chatuchak\n",
       "\n",
-      "        lacation_name: PB Minimart\n",
+      "        lacation_name: JJ Mall One More bite Japanese bakery\n",
       "\n",
       "        opening hours: {'open_now': True}\n",
       "\n",
-      "        rating: 0\n",
-      "\n",
-      "        plus code: N/A\n",
+      "        rating: 4.9\n",
       "\n",
       "\n",
       "        \n",
-      "        address: 5 ซอย อร่ามศรี Phaya Thai Rd, Thung Phaya Thai, Ratchathewi\n",
+      "        address: Rd, Khwaeng Chatuchak, แขวง จตุจักร เขต จตุจักร 35 Phahonyothin Rd, Chatuchak\n",
       "\n",
-      "        location: {'lat': 13.7552514, 'lng': 100.5324115}\n",
-      "\n",
-      "        lacation_name: อนิรุช มินิมาร์ท\n",
+      "        lacation_name: S&P BTS หมอชิต\n",
       "\n",
       "        opening hours: {'open_now': True}\n",
       "\n",
-      "        rating: 0\n",
+      "        rating: 3\n",
+      "\n",
+      "\n",
+      "        \n",
+      "        address: องค์การตลาดเพื่อเกษตร แผงที่10/17,10/24 ตลาด อตก Kamphaeng Phet Rd, Chatuchak\n",
+      "\n",
+      "        lacation_name: Miss Muay Bakery สาขา ตลาดอ.ต.ก.\n",
       "\n",
-      "        plus code: 7P52QG4J+4X\n",
+      "        opening hours: {'open_now': True}\n",
+      "\n",
+      "        rating: 3.8\n",
       "\n",
       "\n",
       "        \n",
-      "        address: 208/1 Ratchaprarop Rd, Makkasan, Ratchathewi\n",
+      "        address: Makarong @ตลาดนัดจตุจักร, โครงการ 4 ซอย 49/2 แผง 151, Chatuchak\n",
       "\n",
-      "        location: {'lat': 13.758491, 'lng': 100.5467617}\n",
+      "        lacation_name: Makarong\n",
       "\n",
-      "        lacation_name: ร้านป้าแดง มินิมาร์ท\n",
+      "        opening hours: {'open_now': False}\n",
       "\n",
-      "        opening hours: {}\n",
+      "        rating: 4.9\n",
       "\n",
-      "        rating: 0\n",
       "\n",
-      "        plus code: 7P52QG5W+9P\n",
+      "        \n",
+      "        address: Chatuchak Weekend Market, Khwaeng Chatuchak, Khet Chatuchak\n",
+      "\n",
+      "        lacation_name: Bellinee's Bake & Brew ตลาดนัดสวนจตุจักร\n",
+      "\n",
+      "        opening hours: {'open_now': True}\n",
+      "\n",
+      "        rating: 3.9\n",
       "\n",
       "\n",
       "        \n",
       "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
-      "Name: analyst\n",
-      "\n",
-      "I have gathered information about grocery stores (ร้านของชำ) near the Victory Monument (อนุสาวรีย์ชัยสมรภูมิ). Here are some of the notable results:\n",
-      "\n",
-      "1. **ร้านของชำ 1**\n",
-      "   - **Address:** 163, 25 Soi Phetchaburi 5, Thung Phaya Thai, Ratchathewi\n",
-      "   - **Location:** Latitude 13.7575211, Longitude 100.5284703\n",
-      "   - **Rating:** 5\n",
-      "   - **Open Now:** Yes\n",
-      "\n",
-      "2. **ร้านของชำ 2**\n",
-      "   - **Address:** 467 1 Ratchawithi Rd, Thanon Phaya Thai, Ratchathewi\n",
-      "   - **Location:** Latitude 13.7642431, Longitude 100.539397\n",
-      "   - **Rating:** 4\n",
-      "   - **Open Now:** Yes\n",
-      "\n",
-      "3. **ร้านของชำ 3**\n",
-      "   - **Address:** 184/4 Soi Phahon Yothin 1, Phaya Thai\n",
-      "   - **Location:** Latitude 13.7698885, Longitude 100.5358358\n",
-      "   - **Rating:** 4.5\n",
-      "   - **Open Now:** Yes\n",
-      "\n",
-      "4. **ร้านของชำ 4**\n",
-      "   - **Address:** 476 Thanon Asok - Din Daeng, Din Daeng\n",
-      "   - **Location:** Latitude 13.7631408, Longitude 100.5455863\n",
-      "   - **Rating:** 4.4\n",
-      "   - **Open Now:** Yes\n",
-      "\n",
-      "5. **ร้านของชำ 5**\n",
-      "   - **Address:** 140/6 Ratchawithi Rd, Phaya Thai\n",
-      "   - **Location:** Latitude 13.7708078, Longitude 100.5345492\n",
-      "   - **Rating:** 5\n",
-      "   - **Open Now:** Yes\n",
-      "\n",
-      "There are a total of 18 grocery stores found in the vicinity.\n",
-      "\n",
-      "Next, I will need to gather demographic data regarding the population in the area surrounding the Victory Monument to analyze the business opportunity further. Please hold on while I collect that information.\n",
+      "Name: data_collector\n",
       "Tool Calls:\n",
-      "  google_places (call_WuhlWTBQgU0nZwbMBdCVwf6i)\n",
-      " Call ID: call_WuhlWTBQgU0nZwbMBdCVwf6i\n",
+      "  google_places (call_gAsWvrxC5ir6m7pEva5FUnYh)\n",
+      " Call ID: call_gAsWvrxC5ir6m7pEva5FUnYh\n",
       "  Args:\n",
-      "    query: Victory Monument Bangkok demographics\n",
+      "    query: Chatuchak\n",
       "=================================\u001b[1m Tool Message \u001b[0m=================================\n",
       "Name: google_places\n",
       "\n",
-      "1. Victory Monument\n",
-      "Address: QG7Q+X87, Phahon Yothin Rd, Khwaeng Thanon Phaya Thai, Khet Ratchathewi, Krung Thep Maha Nakhon 10400, Thailand\n",
-      "Google place ID: ChIJgV6P8rCe4jARDeGu63VNWdQ\n",
+      "1. Chatuchak Weekend Market\n",
+      "Address: 587, 10 Kamphaeng Phet 2 Rd, Khwaeng Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJ3fiD6BSc4jARS324hNeR8ZE\n",
       "Phone: Unknown\n",
-      "Website: Unknown\n",
+      "Website: https://www.chatuchakmarket.org/\n",
       "\n",
       "\n",
-      "2. Victory Monument\n",
-      "Address: Thanon Phaya Thai, Ratchathewi, Bangkok 10400, Thailand\n",
-      "Google place ID: ChIJgyNezLae4jARDb68DW25BV8\n",
+      "2. Chatuchak\n",
+      "Address: Chatuchak, Bangkok 10900, Thailand\n",
+      "Google place ID: ChIJL1rMWl2c4jARQI7iXbIAAQQ\n",
       "Phone: Unknown\n",
-      "Website: http://www.bts.co.th/\n",
+      "Website: Unknown\n",
       "\n",
       "\n",
-      "3. Victory Monument\n",
-      "Address: Thanon Phaya Thai, Ratchathewi, Bangkok 10400, Thailand\n",
-      "Google place ID: ChIJEwyQ3rCe4jARk62JeFdOh4g\n",
+      "3. Chatuchak\n",
+      "Address: Chatuchak, Bangkok 10900, Thailand\n",
+      "Google place ID: ChIJLaxrJfic4jARYE_iXbIAAQM\n",
       "Phone: Unknown\n",
       "Website: Unknown\n",
       "\n",
       "\n",
-      "4. Victory momument market\n",
-      "Address: QG7Q+JFF, Thanon Phaya Thai, Ratchathewi, Bangkok 10400, Thailand\n",
-      "Google place ID: ChIJ20qIBgCf4jAR2GmWQw3fYN0\n",
+      "4. Chatuchak\n",
+      "Address: Chatuchak, Bangkok 10900, Thailand\n",
+      "Google place ID: ChIJwU6_rUKc4jARDmkpMHyN3ng\n",
       "Phone: Unknown\n",
       "Website: Unknown\n",
       "\n",
       "\n",
-      "5. Victory Monument (Ratchawithi side)\n",
-      "Address: Thung Phaya Thai, Ratchathewi, Bangkok 10400, Thailand\n",
-      "Google place ID: ChIJ-fASHLGe4jAR6aspBE2QiTk\n",
+      "5. Chatuchak Park\n",
+      "Address: Kamphaeng Phet 3 Rd, Khwaeng Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJnZuu10Oc4jAR0DkLPbMAAQ8\n",
       "Phone: Unknown\n",
       "Website: Unknown\n",
       "\n",
       "\n",
-      "6. VIX Bangkok Hotel @ Victory Monument\n",
-      "Address: 459 13-15 Thanon Ratchawithi, Khwaeng Thanon Phaya Thai, Khet Ratchathewi, Krung Thep Maha Nakhon 10400, Thailand\n",
-      "Google place ID: ChIJi6NE7LGe4jARIVOxSOdE7Ns\n",
-      "Phone: 065 441 4164\n",
-      "Website: https://www.vixbangkokhotel.com/\n",
+      "6. Mixt Chatuchak\n",
+      "Address: 8 Kamphaeng Phet 3 Rd, Khwaeng Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJdZYPAOid4jARV2-4R9rzO-A\n",
+      "Phone: 02 079 4888\n",
+      "Website: http://www.mixtchatuchak.com/\n",
       "\n",
       "\n",
-      "7. Victory Point\n",
-      "Address: QG7Q+F9R, ซอยราชวิถี 9 (เลิศปัญญา, Khwaeng Thanon Phaya Thai, Khet Ratchathewi, Krung Thep Maha Nakhon 10400, Thailand\n",
-      "Google place ID: ChIJO4Fr2rCe4jARspM8TZcOE7E\n",
-      "Phone: Unknown\n",
+      "7. Jatujak Plaza\n",
+      "Address: 599 Kamphaeng Phet 2 Rd, Khwaeng Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJz9JH_RSc4jARPvh8LMgxS5Q\n",
+      "Phone: 02 265 9684\n",
       "Website: Unknown\n",
       "\n",
       "\n",
-      "8. Victory Monument (Phaya Thai Side)\n",
-      "Address: Thanon Phaya Thai, Ratchathewi, Bangkok 10400, Thailand\n",
-      "Google place ID: ChIJj3NG3rCe4jARZCgajLqNYwY\n",
+      "8. Chatuchak\n",
+      "Address: Chatuchak, Bangkok 10900, Thailand\n",
+      "Google place ID: ChIJS4W6Ovic4jAR_UaLaBgO-ws\n",
       "Phone: Unknown\n",
       "Website: Unknown\n",
       "\n",
       "\n",
-      "9. Victory Monument (Din Daeng side)\n",
-      "Address: Thanon Phaya Thai, Ratchathewi, Bangkok 10400, Thailand\n",
-      "Google place ID: ChIJuWPz8bCe4jAR5dvTSk4O8uk\n",
-      "Phone: Unknown\n",
-      "Website: Unknown\n",
+      "9. JJ Mall Chatuchak\n",
+      "Address: 588 Kamphaeng Phet 2 Rd, Khwaeng Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
+      "Google place ID: ChIJQ2IA1xSc4jARPUC_qVZP9U4\n",
+      "Phone: 02 265 9999\n",
+      "Website: http://www.jjmall.co.th/\n",
       "\n",
       "\n",
-      "10. World War I Volunteer Monument\n",
-      "Address: 4 Soi Na Phra That, Khwaeng Phra Borom Maha Ratchawang, Khet Phra Nakhon, Krung Thep Maha Nakhon 10200, Thailand\n",
-      "Google place ID: ChIJr1UBJw2Z4jARZ5tidTivoDA\n",
+      "10. Chatuchak Night Market\n",
+      "Address: เลขที่ โครงการ 9 ซอย 13/1 เลขที่ 015 จตุจักร, แขวงจตุจักร เขตจตุจักร กรุงเทพมหานคร 10900, Thailand\n",
+      "Google place ID: ChIJj2r5qFqd4jARN8g-HGfi0U0\n",
       "Phone: Unknown\n",
-      "Website: http://www.resource.lib.su.ac.th/rattanakosin/index.php/2014-10-27-08-52-05/2015-10-19-03-54-00/2015-10-19-04-17-51\n",
+      "Website: https://www.chatuchakmarket.org/\n",
       "\n",
       "\n",
-      "11. King Rama VI Monument\n",
-      "Address: 315 Thanon Ratchawithi, Khwaeng Thung Phaya Thai, Khet Ratchathewi, Krung Thep Maha Nakhon 10400, Thailand\n",
-      "Google place ID: ChIJ8825fLKe4jAR4OhUee1Kyfc\n",
-      "Phone: Unknown\n",
-      "Website: Unknown\n",
-      "\n",
+      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
+      "Name: data_collector\n",
       "\n",
+      "Here is the analysis of the bakery competitors near Chatuchak Market:\n",
+      "\n",
+      "### Competitors Overview\n",
+      "1. **Triple D Bakery @ Chatuchak Market**\n",
+      "   - Address: 47 Section 4, Khwaeng Chatuchak, Khet Chatuchak\n",
+      "   - Rating: 4.9\n",
+      "   - Open Now: No\n",
+      "\n",
+      "2. **Bakery by AU**\n",
+      "   - Address: 12/6 Vibhavadi Rangsit Rd, Chom Phon, Chatuchak\n",
+      "   - Rating: 5\n",
+      "   - Open Now: Yes\n",
+      "\n",
+      "3. **Sanan Bakery**\n",
+      "   - Address: 101 Phahonyothin Rd, Lat Yao, Chatuchak\n",
+      "   - Rating: 4.4\n",
+      "   - Open Now: Yes\n",
+      "\n",
+      "4. **Baked With Hearts**\n",
+      "   - Address: 485 Phahon Yothin 18/1 Alley, Lane 1, Chom Phon, Chatuchak\n",
+      "   - Rating: 4.6\n",
+      "   - Open Now: Yes\n",
+      "\n",
+      "5. **The Croissant Corner**\n",
+      "   - Address: Phahon Yothin 15 Alley, Samsen Nai, Phaya Thai, Chatuchak\n",
+      "   - Rating: 4.7\n",
+      "   - Open Now: Yes\n",
+      "\n",
+      "6. **Morn Loh Hiang Bakery**\n",
+      "   - Address: 1493 Phahonyothin Rd, Phaya Thai\n",
+      "   - Rating: 4.6\n",
+      "   - Open Now: Yes\n",
+      "\n",
+      "7. **S&P Big C SaphanKwai**\n",
+      "   - Address: 618, 1 Phahonyothin Rd, Samsen Nai, Phaya Thai\n",
+      "   - Rating: 3.7\n",
+      "   - Open Now: Yes\n",
+      "\n",
+      "8. **3meebakery**\n",
+      "   - Address: Project 4 Soi 48/3 Chatuchak\n",
+      "   - Rating: 5\n",
+      "   - Open Now: No\n",
+      "\n",
+      "9. **HUB bakery & souvenirs**\n",
+      "   - Address: 3029\n",
+      "   - Rating: 0\n",
+      "   - Open Now: Yes\n",
+      "\n",
+      "10. **Neighbourhood Toast Shop**\n",
+      "    - Address: 1058/104 Phahonyothin Rd, Chom Phon, Chatuchak\n",
+      "    - Rating: 4\n",
+      "    - Open Now: Yes\n",
+      "\n",
+      "11. **Twentyseven Bakery**\n",
+      "    - Address: 197/8 Soi Pradipat, Phaya Thai\n",
+      "    - Rating: 5\n",
+      "    - Open Now: Yes\n",
+      "\n",
+      "12. **Kudsan Bakery & Coffee**\n",
+      "    - Address: 170/8-10 ถ.ประดิพัทธ์ แขวงสามเสนใน, Phaya Thai\n",
+      "    - Rating: 0\n",
+      "    - Open Now: No\n",
+      "\n",
+      "13. **Cherpang Bakery Homemade**\n",
+      "    - Address: 63/1 Vibhavadi Rangsit 5 Alley, Lane 1-2-2, Chom Phon, Chatuchak\n",
+      "    - Rating: 0\n",
+      "    - Open Now: Yes\n",
+      "\n",
+      "14. **JJ Mall One More Bite Japanese Bakery**\n",
+      "    - Address: 588 Kamphaeng Phet 2 Rd, Chatuchak\n",
+      "    - Rating: 4.9\n",
+      "    - Open Now: Yes\n",
+      "\n",
+      "15. **Miss Muay Bakery**\n",
+      "    - Address: Kamphaeng Phet Rd, Chatuchak\n",
+      "    - Rating: 3.8\n",
+      "    - Open Now: Yes\n",
+      "\n",
+      "16. **Makarong**\n",
+      "    - Address: Project 4 Soi 49/2, Chatuchak\n",
+      "    - Rating: 4.9\n",
+      "    - Open Now: No\n",
+      "\n",
+      "17. **Bellinee's Bake & Brew**\n",
+      "    - Address: Chatuchak Weekend Market, Khwaeng Chatuchak, Khet Chatuchak\n",
+      "    - Rating: 3.9\n",
+      "    - Open Now: Yes\n",
+      "\n",
+      "### Summary\n",
+      "- **Total Competitors**: 17 bakeries found within a 1 km radius of Chatuchak Market.\n",
+      "- **Average Rating**: The ratings of these bakeries range from 0 to 5, with several highly rated options (4.5 and above).\n",
+      "- **Open Status**: Most bakeries are currently open, providing a competitive advantage for customer footfall.\n",
+      "\n",
+      "If you need further analysis or specific data points, please let me know!\n",
       "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
-      "Name: analyst\n",
+      "Name: reporter\n",
       "\n",
-      "I was unable to find specific demographic data directly related to the population around the Victory Monument. However, I can summarize the key points regarding the grocery stores found in the area:\n",
+      "FINAL ANSWER\n",
       "\n",
-      "### Grocery Stores Near Victory Monument:\n",
-      "1. **ร้านของชำ 1**\n",
-      "   - **Address:** 163, 25 Soi Phetchaburi 5, Thung Phaya Thai, Ratchathewi\n",
-      "   - **Rating:** 5\n",
-      "   - **Open Now:** Yes\n",
+      "### Competitor Analysis of Bakeries Near Chatuchak Market\n",
       "\n",
-      "2. **ร้านของชำ 2**\n",
-      "   - **Address:** 467 1 Ratchawithi Rd, Thanon Phaya Thai, Ratchathewi\n",
-      "   - **Rating:** 4\n",
-      "   - **Open Now:** Yes\n",
+      "#### Overview\n",
+      "The analysis of bakeries near Chatuchak Market reveals a competitive landscape with a variety of options for consumers. Here are the key insights:\n",
       "\n",
-      "3. **ร้านของชำ 3**\n",
-      "   - **Address:** 184/4 Soi Phahon Yothin 1, Phaya Thai\n",
-      "   - **Rating:** 4.5\n",
-      "   - **Open Now:** Yes\n",
+      "#### Competitors\n",
+      "1. **Triple D Bakery @ Chatuchak Market**\n",
+      "   - **Rating**: 4.9\n",
+      "   - **Open Now**: No\n",
       "\n",
-      "4. **ร้านของชำ 4**\n",
-      "   - **Address:** 476 Thanon Asok - Din Daeng, Din Daeng\n",
-      "   - **Rating:** 4.4\n",
-      "   - **Open Now:** Yes\n",
+      "2. **Bakery by AU**\n",
+      "   - **Rating**: 5\n",
+      "   - **Open Now**: Yes\n",
       "\n",
-      "5. **ร้านของชำ 5**\n",
-      "   - **Address:** 140/6 Ratchawithi Rd, Phaya Thai\n",
-      "   - **Rating:** 5\n",
-      "   - **Open Now:** Yes\n",
+      "3. **Sanan Bakery**\n",
+      "   - **Rating**: 4.4\n",
+      "   - **Open Now**: Yes\n",
       "\n",
-      "### Next Steps:\n",
-      "To analyze the business opportunity effectively, I recommend looking into local demographic statistics such as population density, average income, and consumer behavior in the Ratchathewi district. This information can often be found through local government resources or demographic research websites.\n",
+      "4. **Baked With Hearts**\n",
+      "   - **Rating**: 4.6\n",
+      "   - **Open Now**: Yes\n",
       "\n",
-      "If you need further assistance in gathering specific demographic data or any other information, please let me know!\n",
-      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
-      "Name: data_collector\n",
+      "5. **The Croissant Corner**\n",
+      "   - **Rating**: 4.7\n",
+      "   - **Open Now**: Yes\n",
+      "\n",
+      "6. **Morn Loh Hiang Bakery**\n",
+      "   - **Rating**: 4.6\n",
+      "   - **Open Now**: Yes\n",
+      "\n",
+      "7. **S&P Big C SaphanKwai**\n",
+      "   - **Rating**: 3.7\n",
+      "   - **Open Now**: Yes\n",
+      "\n",
+      "8. **3meebakery**\n",
+      "   - **Rating**: 5\n",
+      "   - **Open Now**: No\n",
+      "\n",
+      "9. **HUB bakery & souvenirs**\n",
+      "   - **Rating**: 0\n",
+      "   - **Open Now**: Yes\n",
+      "\n",
+      "10. **Neighbourhood Toast Shop**\n",
+      "    - **Rating**: 4\n",
+      "    - **Open Now**: Yes\n",
+      "\n",
+      "11. **Twentyseven Bakery**\n",
+      "    - **Rating**: 5\n",
+      "    - **Open Now**: Yes\n",
+      "\n",
+      "12. **Kudsan Bakery & Coffee**\n",
+      "    - **Rating**: 0\n",
+      "    - **Open Now**: No\n",
       "\n",
-      "FINAL ANSWER: I have gathered information about grocery stores near the Victory Monument (อนุสาวรีย์ชัยสมรภูมิ) and summarized the key points regarding the stores. However, I was unable to find specific demographic data directly related to the population around the Victory Monument. \n",
+      "13. **Cherpang Bakery Homemade**\n",
+      "    - **Rating**: 0\n",
+      "    - **Open Now**: Yes\n",
       "\n",
-      "### Grocery Stores Near Victory Monument:\n",
-      "1. **ร้านของชำ 1**\n",
-      "   - **Address:** 163, 25 Soi Phetchaburi 5, Thung Phaya Thai, Ratchathewi\n",
-      "   - **Rating:** 5\n",
-      "   - **Open Now:** Yes\n",
+      "14. **JJ Mall One More Bite Japanese Bakery**\n",
+      "    - **Rating**: 4.9\n",
+      "    - **Open Now**: Yes\n",
       "\n",
-      "2. **ร้านของชำ 2**\n",
-      "   - **Address:** 467 1 Ratchawithi Rd, Thanon Phaya Thai, Ratchathewi\n",
-      "   - **Rating:** 4\n",
-      "   - **Open Now:** Yes\n",
+      "15. **Miss Muay Bakery**\n",
+      "    - **Rating**: 3.8\n",
+      "    - **Open Now**: Yes\n",
       "\n",
-      "3. **ร้านของชำ 3**\n",
-      "   - **Address:** 184/4 Soi Phahon Yothin 1, Phaya Thai\n",
-      "   - **Rating:** 4.5\n",
-      "   - **Open Now:** Yes\n",
+      "16. **Makarong**\n",
+      "    - **Rating**: 4.9\n",
+      "    - **Open Now**: No\n",
       "\n",
-      "4. **ร้านของชำ 4**\n",
-      "   - **Address:** 476 Thanon Asok - Din Daeng, Din Daeng\n",
-      "   - **Rating:** 4.4\n",
-      "   - **Open Now:** Yes\n",
+      "17. **Bellinee's Bake & Brew**\n",
+      "    - **Rating**: 3.9\n",
+      "    - **Open Now**: Yes\n",
       "\n",
-      "5. **ร้านของชำ 5**\n",
-      "   - **Address:** 140/6 Ratchawithi Rd, Phaya Thai\n",
-      "   - **Rating:** 5\n",
-      "   - **Open Now:** Yes\n",
+      "#### Insights\n",
+      "- **Total Competitors**: 17 bakeries found within a 1 km radius of Chatuchak Market.\n",
+      "- **Average Rating**: The ratings of these bakeries range from 0 to 5, with several highly rated options (4.5 and above).\n",
+      "- **Open Status**: Most bakeries are currently open, providing a competitive advantage for customer footfall.\n",
       "\n",
-      "For further analysis, I recommend looking into local demographic statistics such as population density, average income, and consumer behavior in the Ratchathewi district. If you need more assistance, feel free to ask!\n"
+      "This analysis provides a comprehensive view of the bakery market near Chatuchak Market, highlighting opportunities for differentiation and potential areas for improvement. If you need further insights or specific data points, feel free to ask!\n"
      ]
     }
    ],
    "source": [
-    "# question = \"ค้นหาร้านของชำใกล้อนุสาวรีย์ชัยฯ พร้อมวิเคราะห์จำนวนประชากร\"\n",
+    "# question = \"วิเคราะห์คู่แข่งของร้านเบเกอรี่ใกล้ตลาดจตุจักร\"\n",
     "\n",
     "# graph = workflow.compile()\n",
     "\n",

chatbot_multiagent.py

@@ -226,7 +226,7 @@ graph = workflow.compile()
 #     pass
 
 # %%
-# question = "ค้นหาร้านของชำใกล้อนุสาวรีย์ชัยฯ พร้อมวิเคราะห์จำนวนประชากร"
+# question = "วิเคราะห์คู่แข่งของร้านเบเกอรี่ใกล้ตลาดจตุจักร"
 
 # graph = workflow.compile()
 

prompt.py

@@ -1,25 +1,20 @@
 agent_meta = [
     {
         "name": "analyst",
-        "prompt": """You are the Analyst responsible for understanding the user's needs and guiding the data collection process. 
-        When the user asks about opening a shop or business at a specific location, 
-        you will: Comprehend the user's request and determine what analytical insights(about feasibility analysis) they need about competitors and market opportunities. 
-        Identify the necessary data required for analysis, including information about the place nearby, district or location of the specified place (for competator analysis),
-        and type of community, household expenditures, and population in the district(for market opportunities, and feasibility analysis). 
-        Clearly communicate these data requirements to the Data Collector. Additionally keep the converstion in English."""
+        "prompt": """
+        You are the Analyst. Extract the location and keyword (e.g., 'shop', 'coffee shop') from the user’s request and instruct the Data Collector to gather relevant data. Ensure all communication is in English.
+        """
     },
     {
         "name": "data_collector",
-        "prompt": """You are the Data Collector responsible for gathering data based on the Analyst's instructions. 
-        When you receive a request from the Analyst, you will: Use the necessary tools to gather data related to the specified location, 
-        including information about nearby places, districts, community types, household expenditures, and population demographics. 
-        Then send the data to Reporter. Additionally keep the converstion in English."""
+        "prompt": """
+        You are the Data Collector. Use the tools to gather data on the location and keyword provided by the Analyst. Provide data on the number of competitors, nearby competitors, products, population, community type, household expenditures, and population data. If some data are not povided just assume it. Send the data to the Reporter. Ensure all communication is in English.
+        """
     },
     {
         "name": "reporter",
-        "prompt": """You are the Reporter responsible for compiling the data into a clear and informative report for the user. 
-        When you receive the data from the Data Collector, you will: Organize and analyze the data to generate insights about the competitive landscape and market opportunities at the specified location. 
-        Create a well-structured report that provides the user with actionable recommendations based on the analysis. 
-        Ensure the report is clear, concise, and delivered in the same language as the user's original request. But it okay if it not have some data povide."""
+        "prompt": """
+        You are the Reporter. Organize and analyze the data to generate insights about competitors and market opportunities. Include both numerical and analytical insights. If data is missing, provide a final report based on available information. Ensure you include a descriptive analytical summary at the end.
+        """
     }
 ]

tools.py

@@ -66,22 +66,21 @@ def nearby_search(input_dict: NearbySearchInput):
         rating = r.get('rating', 'N/A')
         plus_code = r.get('plus_code', {}).get('global_code', 'N/A')
         
-        strout += f"""
-        address: {address}\n
-        location: {location_info}\n
-        lacation_name: {name}\n
-        opening hours: {opening_hours}\n
-        rating: {rating}\n
-        plus code: {plus_code}\n\n
-        """
-        
         # strout += f"""
         # address: {address}\n
+        # location: {location_info}\n
         # lacation_name: {name}\n
         # opening hours: {opening_hours}\n
         # rating: {rating}\n
         # plus code: {plus_code}\n\n
         # """
+        
+        strout += f"""
+        address: {address}\n
+        lacation_name: {name}\n
+        opening hours: {opening_hours}\n
+        rating: {rating}\n\n
+        """
     return strout