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QA_sample.ipynb

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-      "[{'answer': 'FINAL ANSWER\\n'\n",
+      "[{'answer': 'FINAL ANSWER:\\n'\n",
       "            '\\n'\n",
-      "            '### Coffee Shops Near Central World and Pathum Wan, Bangkok\\n'\n",
+      "            '### Market Analysis for Opening a Coffee Shop Near MBK Center '\n",
+      "            '(มาบุญครอง), Bangkok\\n'\n",
       "            '\\n'\n",
-      "            '#### Location Information\\n'\n",
-      "            '- **Location Name:** Pathum Wan\\n'\n",
-      "            '- **Address:** Pathum Wan, Bangkok 10330, Thailand\\n'\n",
-      "            '- **Google Place ID:** ChIJ9dY-MdSe4jAR8E3iXbIAAQM\\n'\n",
+      "            '#### Competitors\\n'\n",
+      "            '- There are **over 20 coffee shops** within a 1 km radius of MBK '\n",
+      "            'Center, indicating a competitive market landscape.\\n'\n",
       "            '\\n'\n",
-      "            '#### Coffee Shops Nearby Central World\\n'\n",
+      "            '#### Notable Nearby Competitors\\n'\n",
       "            '1. **BEANS Coffee Roaster Paragon**\\n'\n",
+      "            '   - Rating: 5\\n'\n",
       "            '   - Address: 991/1 Rama I Rd, Pathum Wan\\n'\n",
+      "            '   - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '2. **The Palette**\\n'\n",
+      "            '   - Rating: 4.8\\n'\n",
+      "            '   - Address: Phaya Thai Rd, Thanon Phetchaburi, Ratchathewi\\n'\n",
+      "            '   - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '3. **Olympic Coffee**\\n'\n",
+      "            '   - Rating: 4.8\\n'\n",
+      "            '   - Address: 43/4 Rama VI Rd, Rong Muang, Pathum Wan\\n'\n",
+      "            '   - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '4. **Treasure Specialty Coffee**\\n'\n",
+      "            '   - Rating: 4.9\\n'\n",
+      "            '   - Address: MINT TOWER Bantadthong Phetchaburi Rd, Subdistrict '\n",
+      "            'Pathum Wan\\n'\n",
+      "            '   - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '5. **Salotto Coffee**\\n'\n",
       "            '   - Rating: 5\\n'\n",
+      "            '   - Address: 813/8 Phetchaburi Rd, Thanon Phaya Thai, '\n",
+      "            'Ratchathewi\\n'\n",
+      "            '   - Open Now: N/A\\n'\n",
+      "            '\\n'\n",
+      "            \"6. **Sip 'n Drip**\\n\"\n",
+      "            '   - Rating: 4.9\\n'\n",
+      "            '   - Address: 36, 6 Kasem San 1 Alley, Wang Mai, Pathum Wan\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '2. **Fellas.coffee @soi tonson**\\n'\n",
-      "            '   - Address: 34/1 Soi Ton Son, Pathum Wan\\n'\n",
+      "            '7. **D Coffee House**\\n'\n",
       "            '   - Rating: 4.9\\n'\n",
+      "            '   - Address: 445 Rama I Rd, Rong Muang, Pathum Wan\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '3. **Earthy Roaster (Specialty Coffee)**\\n'\n",
-      "            '   - Address: 994 Makkasan, Ratchathewi\\n'\n",
-      "            '   - Rating: 4.8\\n'\n",
+      "            '8. **Gallery Drip Coffee**\\n'\n",
+      "            '   - Rating: 4.6\\n'\n",
+      "            '   - Address: 939 Rama I Rd, Wang Mai, Pathum Wan\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '4. **Café BAGA Central World**\\n'\n",
-      "            '   - Address: 3rd Floor, CentralWorld, Ratchadamri Rd, Pathum '\n",
+      "            '9. **GATTA CAFÉ**\\n'\n",
+      "            '   - Rating: 4.9\\n'\n",
+      "            '   - Address: 2nd Floor Siam Square One 388 Rama I Rd, Pathum '\n",
       "            'Wan\\n'\n",
-      "            '   - Rating: 4.7\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '5. **Early Bird Coffee - Chit Lom BTS**\\n'\n",
-      "            '   - Address: Chit Lom BTS Lumpini, Pathum Wan\\n'\n",
-      "            '   - Rating: 4.8\\n'\n",
-      "            '   - Open Now: Yes\\n'\n",
+      "            '10. **CRANNIES Coffee & Brunch**\\n'\n",
+      "            '    - Rating: 5\\n'\n",
+      "            '    - Address: 126 Soi Chulalongkorn 50, Wang Mai, Pathum Wan\\n'\n",
+      "            '    - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '#### Additional Coffee Shops in Pathum Wan\\n'\n",
-      "            '1. **Angle Coffee**\\n'\n",
-      "            '   - Address: Makkasan, Ratchathewi\\n'\n",
+      "            '#### Community Type\\n'\n",
+      "            '- The area is urban and commercial, attracting a mix of locals '\n",
+      "            'and tourists, which is beneficial for a coffee shop.\\n'\n",
+      "            '\\n'\n",
+      "            '#### Population Data\\n'\n",
+      "            '- While specific demographic data was not retrieved, Bangkok is '\n",
+      "            'known for its high population density and diverse demographic '\n",
+      "            'profile.\\n'\n",
+      "            '\\n'\n",
+      "            '#### Household Expenditures\\n'\n",
+      "            '- Specific data on household expenditures was not retrieved, but '\n",
+      "            'Bangkok generally has a wide range of consumer spending patterns, '\n",
+      "            'especially in urban areas.\\n'\n",
+      "            '\\n'\n",
+      "            '### Conclusion\\n'\n",
+      "            'The coffee shop market near MBK Center is competitive, with many '\n",
+      "            'well-rated establishments. The urban environment and high foot '\n",
+      "            'traffic from both locals and tourists present a promising '\n",
+      "            'opportunity for a new coffee shop, especially if it can offer a '\n",
+      "            'unique value proposition or niche. \\n'\n",
+      "            '\\n'\n",
+      "            'If you require further insights or specific data, feel free to '\n",
+      "            'ask!',\n",
+      "  'quesion': 'วิเคราะห์การเปิดร้านกาแฟใกล้มาบุญครอง\\n'},\n",
+      " {'answer': 'FINAL ANSWER:\\n'\n",
+      "            '\\n'\n",
+      "            '### Coffee Shops Near MBK Center (มาบุญครอง)\\n'\n",
+      "            '1. **BEANS Coffee Roaster Paragon**\\n'\n",
+      "            '   - Address: 991/1 Rama I Rd, Pathum Wan\\n'\n",
       "            '   - Rating: 5\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '2. **Olympic Coffee**\\n'\n",
-      "            '   - Address: 43/4 Rama VI Rd, Rong Muang, Pathum Wan\\n'\n",
+      "            '2. **The Palette**\\n'\n",
+      "            '   - Address: Phaya Thai Rd, Thanon Phetchaburi, Ratchathewi\\n'\n",
       "            '   - Rating: 4.8\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '3. **Factory Coffee - BKK**\\n'\n",
-      "            '   - Address: 49 Phaya Thai Rd, Thanon Phaya Thai, Ratchathewi\\n'\n",
-      "            '   - Rating: 4.5\\n'\n",
+      "            '3. **Olympic Coffee**\\n'\n",
+      "            '   - Address: 43/4 Rama VI Rd, Rong Muang, Pathum Wan\\n'\n",
+      "            '   - Rating: 4.8\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
       "            '4. **Treasure Specialty Coffee**\\n'\n",
@@ -138,165 +191,346 @@
       "            '   - Rating: 4.9\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '5. **The Coffee Academics**\\n'\n",
-      "            '   - Address: Velaa Sindhorn Village Langsuan, 87 Soi Langsuan, '\n",
-      "            'Lumphini, Pathum Wan\\n'\n",
-      "            '   - Rating: 4.4\\n'\n",
+      "            '5. **Salotto Coffee**\\n'\n",
+      "            '   - Address: 813/8 Phetchaburi Rd, Thanon Phaya Thai, '\n",
+      "            'Ratchathewi\\n'\n",
+      "            '   - Rating: 5\\n'\n",
+      "            '   - Open Now: N/A\\n'\n",
+      "            '\\n'\n",
+      "            \"6. **Sip 'n Drip**\\n\"\n",
+      "            '   - Address: 36, 6 Kasem San 1 Alley, Wang Mai, Pathum Wan\\n'\n",
+      "            '   - Rating: 4.9\\n'\n",
+      "            '   - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '7. **D Coffee House**\\n'\n",
+      "            '   - Address: 445 Rama I Rd, Rong Muang, Pathum Wan\\n'\n",
+      "            '   - Rating: 4.9\\n'\n",
+      "            '   - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '8. **Gallery Drip Coffee**\\n'\n",
+      "            '   - Address: 939 Rama I Rd, Wang Mai, Pathum Wan\\n'\n",
+      "            '   - Rating: 4.6\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
+      "            '9. **GATTA CAFÉ**\\n'\n",
+      "            '   - Address: 2nd Floor Siam Square One 388 Rama I Rd, Pathum '\n",
+      "            'Wan\\n'\n",
+      "            '   - Rating: 4.9\\n'\n",
+      "            '   - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '10. **CRANNIES Coffee & Brunch**\\n'\n",
+      "            '    - Address: 126 Soi Chula 50 Wang Mai, Pathum Wan\\n'\n",
+      "            '    - Rating: 5\\n'\n",
+      "            '    - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '### Population and Community Insights\\n'\n",
+      "            '- **Area**: Pathum Wan, Bangkok\\n'\n",
+      "            '- **Community Type**: Urban, diverse, with a mix of locals and '\n",
+      "            'expatriates.\\n'\n",
+      "            '- **Population**: Densely populated, estimated in the tens of '\n",
+      "            'thousands.\\n'\n",
+      "            '- **Household Expenditures**: Likely higher due to the commercial '\n",
+      "            'nature of the area, especially on dining and entertainment.\\n'\n",
+      "            '\\n'\n",
       "            '### Summary\\n'\n",
-      "            'The area around Central World and Pathum Wan is rich in coffee '\n",
-      "            'shop options, with many highly rated establishments. The coffee '\n",
-      "            'culture in this urban area is vibrant, catering to both locals '\n",
-      "            'and tourists. The shops vary in ambiance and offerings, providing '\n",
-      "            'a range of choices for coffee enthusiasts. The population density '\n",
-      "            'and urban setting suggest a strong market for coffee shops, with '\n",
-      "            'potential for further growth and innovation in the sector.',\n",
-      "  'quesion': 'Coffee shop near Central World\\n'},\n",
+      "            'The area around MBK Center is vibrant with numerous coffee shops, '\n",
+      "            'indicating a competitive market. The urban community is '\n",
+      "            'characterized by a diverse population and higher household '\n",
+      "            'expenditures, making it an attractive location for coffee '\n",
+      "            'businesses. Further demographic data would require access to '\n",
+      "            'specific census information.',\n",
+      "  'quesion': 'ค้นหาร้านกาแฟใกล้มาบุญครอง พร้อมวิเคราะห์จำนวนประชากร\\n'},\n",
+      " {'answer': 'The Victory Monument (อนุสาวรีย์ชัยสมรภูมิ) is located in the '\n",
+      "            'Ratchathewi district of Bangkok, Thailand. Here are the details:\\n'\n",
+      "            '\\n'\n",
+      "            '- **Address**: \\n'\n",
+      "            '  - QG7Q+X87, Phahon Yothin Rd, Khwaeng Thanon Phaya Thai, Khet '\n",
+      "            'Ratchathewi, Krung Thep Maha Nakhon 10400, Thailand\\n'\n",
+      "            '  - Thanon Phaya Thai, Ratchathewi, Bangkok 10400, Thailand\\n'\n",
+      "            '- **Google Place ID**: ChIJgV6P8rCe4jARDeGu63VNWdQ\\n'\n",
+      "            '\\n'\n",
+      "            'As for the population analysis, the Ratchathewi district is known '\n",
+      "            'to be densely populated, with a mix of residential, commercial, '\n",
+      "            'and educational facilities. The area is well-connected by public '\n",
+      "            'transport, including the BTS Skytrain, which contributes to its '\n",
+      "            'accessibility and attractiveness for residents and businesses '\n",
+      "            'alike.\\n'\n",
+      "            '\\n'\n",
+      "            'The population density in urban areas like Ratchathewi can be '\n",
+      "            'quite high, often exceeding several thousand people per square '\n",
+      "            'kilometer, depending on the specific locality. This density '\n",
+      "            'supports a vibrant community with various amenities, including '\n",
+      "            'the grocery stores mentioned earlier.\\n'\n",
+      "            '\\n'\n",
+      "            'If you need more specific demographic statistics or further '\n",
+      "            'analysis, please let me know! \\n'\n",
+      "            '\\n'\n",
+      "            'FINAL ANSWER',\n",
+      "  'quesion': 'ค้นหาร้านของชำใกล้อนุสาวรีย์ชัยฯ พร้อมวิเคราะห์จำนวนประชากร\\n'},\n",
+      " {'answer': 'The feasibility of opening a restaurant near Siam Paragon is '\n",
+      "            'promising due to high foot traffic, a diverse customer base, and '\n",
+      "            'significant demand for dining options. However, the competitive '\n",
+      "            'landscape is intense, with over 20 existing restaurants in the '\n",
+      "            'vicinity, many of which have high customer ratings. A new '\n",
+      "            'restaurant would need to differentiate itself through unique '\n",
+      "            'offerings or exceptional service to succeed in this bustling '\n",
+      "            'market. Further research on target demographics and pricing '\n",
+      "            'strategies is recommended to refine the business plan.',\n",
+      "  'quesion': 'Analyze the feasibility of opening a restaurant near Siam '\n",
+      "             'Paragon\\n'},\n",
       " {'answer': 'FINAL ANSWER\\n'\n",
       "            '\\n'\n",
-      "            '### Bakery Competitor Analysis Near Chatuchak Market\\n'\n",
+      "            '### Coffee Shops Near Central World\\n'\n",
       "            '\\n'\n",
-      "            '#### Competitors Overview\\n'\n",
-      "            '1. **Sanan Bakery**\\n'\n",
-      "            '   - **Address:** 101 Phahonyothin Rd, Lat Yao, Chatuchak\\n'\n",
-      "            '   - **Rating:** 4.4\\n'\n",
-      "            '   - **Opening Hours:** Open now\\n'\n",
+      "            '1. **Gallery Drip Coffee**\\n'\n",
+      "            '   - **Address:** BACC, 939 Rama I Rd, Wang Mai, Pathum Wan\\n'\n",
+      "            '   - **Rating:** 4.6\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
-      "            '2. **The Croissant Corner**\\n'\n",
-      "            '   - **Address:** Phahon Yothin 15 Alley, Samsen Nai, Phaya Thai, '\n",
-      "            'Chatuchak\\n'\n",
-      "            '   - **Rating:** 4.7\\n'\n",
-      "            '   - **Opening Hours:** Open now\\n'\n",
+      "            '2. **Casa Lapin Specialty Coffee x Ratchathewi**\\n'\n",
+      "            '   - **Address:** 318 Phaya Thai Rd, Khwaeng Thanon Phetchaburi, '\n",
+      "            'Khet Ratchathewi\\n'\n",
+      "            '   - **Rating:** 4.2\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
-      "            '3. **Baked With Hearts**\\n'\n",
-      "            '   - **Address:** 485 Phahon Yothin 18/1 Alley, Lane 1, Chom '\n",
-      "            'Phon, Chatuchak\\n'\n",
-      "            '   - **Rating:** 4.6\\n'\n",
-      "            '   - **Opening Hours:** Open now\\n'\n",
+      "            '3. **True Coffee @Siam Square Soi2**\\n'\n",
+      "            '   - **Address:** 232/5 Alley, Pathum Wan\\n'\n",
+      "            '   - **Rating:** 4.2\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
-      "            '4. **JJ Mall One More Bite Japanese Bakery**\\n'\n",
-      "            '   - **Address:** 588 Kamphaeng Phet 2 Rd, Chatuchak\\n'\n",
-      "            '   - **Rating:** 4.9\\n'\n",
-      "            '   - **Opening Hours:** Open now\\n'\n",
+      "            '4. **Buddy Coffee**\\n'\n",
+      "            '   - **Address:** 6, 10330, 7 Ratchadamri Rd, Lumphini, Pathum '\n",
+      "            'Wan\\n'\n",
+      "            '   - **Rating:** 4.3\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
-      "            '5. **Triple D Bakery @ Chatuchak Market**\\n'\n",
-      "            '   - **Address:** 47 Section 4, Khwaeng Chatuchak, Khet '\n",
-      "            'Chatuchak\\n'\n",
+      "            '5. **The Coffee Academics Thailand, Gaysorn Village**\\n'\n",
+      "            '   - **Address:** G Fl, Gaysorn Tower, Gaysorn Village, 999 '\n",
+      "            'Phloen Chit Rd, Lumphini, Pathum Wan\\n'\n",
+      "            '   - **Rating:** 4.3\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
+      "            '\\n'\n",
+      "            '6. **Pacamara Coffee Roasters (The Offices at CentralwOrld)**\\n'\n",
+      "            '   - **Address:** 999/9 Rama I Rd, Pathum Wan\\n'\n",
+      "            '   - **Rating:** 4.4\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
+      "            '\\n'\n",
+      "            '7. **26y coffee**\\n'\n",
+      "            '   - **Address:** 645, 47 Phetchaburi Rd, Thanon Phaya Thai, '\n",
+      "            'Ratchathewi\\n'\n",
       "            '   - **Rating:** 4.9\\n'\n",
-      "            '   - **Opening Hours:** Closed\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
-      "            \"6. **Bellinee's Bake & Brew**\\n\"\n",
-      "            '   - **Address:** Chatuchak Weekend Market, Khwaeng Chatuchak, '\n",
-      "            'Khet Chatuchak\\n'\n",
+      "            '8. **Dao Coffee**\\n'\n",
+      "            '   - **Address:** Unit #SS 4008, 388 Rama I Rd, Pathum Wan\\n'\n",
       "            '   - **Rating:** 3.9\\n'\n",
-      "            '   - **Opening Hours:** Open now\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
-      "            '7. **Miss Muay Bakery**\\n'\n",
-      "            '   - **Address:** Kamphaeng Phet Rd, Chatuchak\\n'\n",
-      "            '   - **Rating:** 3.8\\n'\n",
-      "            '   - **Opening Hours:** Open now\\n'\n",
+      "            '9. **Coffee Color**\\n'\n",
+      "            '   - **Address:** 425 Ratchaprarop Rd, Makkasan, Ratchathewi\\n'\n",
+      "            '   - **Rating:** 4.5\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
-      "            '8. **Mom’s FF Cafe & Bakery**\\n'\n",
-      "            '   - **Address:** 356-357, Chatuchak\\n'\n",
-      "            '   - **Rating:** 5\\n'\n",
-      "            '   - **Opening Hours:** N/A\\n'\n",
+      "            '10. **Beaming**\\n'\n",
+      "            '    - **Address:** Phetchaburi Rd, Khwaeng Thung Phaya Thai, '\n",
+      "            'Ratchathewi\\n'\n",
+      "            '    - **Rating:** 4.9\\n'\n",
+      "            '    - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
-      "            '9. **Makarong**\\n'\n",
-      "            '   - **Address:** Chatuchak Weekend Market\\n'\n",
-      "            '   - **Rating:** 4.9\\n'\n",
-      "            '   - **Opening Hours:** Closed\\n'\n",
+      "            '11. **Alto Coffee Roasters (Central@Central World)**\\n'\n",
+      "            '    - **Address:** 5th floor, Zen, Ratchadamri Rd, Pathum Wan\\n'\n",
+      "            '    - **Rating:** 4.4\\n'\n",
+      "            '    - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
-      "            '10. **Wipada Herb Coffee and Bakery**\\n'\n",
-      "            '    - **Address:** 2 Kamphaeng Phet Rd, Chatuchak\\n'\n",
-      "            '    - **Rating:** 0\\n'\n",
-      "            '    - **Opening Hours:** Open now\\n'\n",
+      "            '12. **THE COFFEE CLUB - Wireless Road**\\n'\n",
+      "            '    - **Address:** No. 103A, G Floor, Room, 208 Witthayu Rd, '\n",
+      "            'Lumphini, Pathum Wan\\n'\n",
+      "            '    - **Rating:** 4.6\\n'\n",
+      "            '    - **Open Now:** Yes\\n'\n",
+      "            '\\n'\n",
+      "            '13. **Samantao Heritage Coffee**\\n'\n",
+      "            '    - **Address:** 4 Soi Somkid, Lumphini, Pathum Wan\\n'\n",
+      "            '    - **Rating:** 4.4\\n'\n",
+      "            '    - **Open Now:** Yes\\n'\n",
+      "            '\\n'\n",
+      "            '14. **Southern Coffee by Pakin**\\n'\n",
+      "            '    - **Address:** 4A, 183 444 Phaya Thai Rd, Wang Mai, Pathum '\n",
+      "            'Wan\\n'\n",
+      "            '    - **Rating:** 2.9\\n'\n",
+      "            '    - **Open Now:** Yes\\n'\n",
+      "            '\\n'\n",
+      "            '15. **K COFFEE by UCC @Kinokuniya Central World 6th Floor**\\n'\n",
+      "            '    - **Address:** 4 4/1-4/2 Rama I Rd, Khwaeng Pathum Wan, '\n",
+      "            'Pathum Wan\\n'\n",
+      "            '    - **Rating:** 4.2\\n'\n",
+      "            '    - **Open Now:** Yes\\n'\n",
+      "            '\\n'\n",
+      "            '16. **TrueCoffee**\\n'\n",
+      "            '    - **Address:** 4 Ratchaprasong Road, Pathum Wan\\n'\n",
+      "            '    - **Rating:** 4.0\\n'\n",
+      "            '    - **Open Now:** Yes\\n'\n",
+      "            '\\n'\n",
+      "            '17. **Brave Roasters / Siam Discovery**\\n'\n",
+      "            '    - **Address:** 3rd Floor, Siam Discovery, Rama I Rd, Pathum '\n",
+      "            'Wan\\n'\n",
+      "            '    - **Rating:** 4.4\\n'\n",
+      "            '    - **Open Now:** Yes\\n'\n",
+      "            '\\n'\n",
+      "            '18. **Pacamara Coffee Roaster (Velaa Sindhorn Village)**\\n'\n",
+      "            '    - **Address:** 64 Lang Suan Rd, Lumphini, Pathum Wan\\n'\n",
+      "            '    - **Rating:** 4.4\\n'\n",
+      "            '    - **Open Now:** Yes\\n'\n",
+      "            '\\n'\n",
+      "            '19. **GATTA CAFé**\\n'\n",
+      "            '    - **Address:** 2nd Floor Siam Square One 388 Rama I Rd, '\n",
+      "            'Pathum Wan\\n'\n",
+      "            '    - **Rating:** 4.9\\n'\n",
+      "            '    - **Open Now:** Yes\\n'\n",
+      "            '\\n'\n",
+      "            '20. **Coffee Booms**\\n'\n",
+      "            '    - **Address:** 3rd Fl, 939 Rama I Rd, Wang Mai, Pathum Wan\\n'\n",
+      "            '    - **Rating:** 4.8\\n'\n",
+      "            '    - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
       "            '### Summary\\n'\n",
-      "            '- **Total Competitors Found:** 15 bakeries\\n'\n",
-      "            '- **Average Rating of Competitors:** Approximately 4.3\\n'\n",
-      "            '- **Opening Hours:** Most bakeries are currently open, with a few '\n",
-      "            'closed or with unknown hours.\\n'\n",
-      "            '\\n'\n",
-      "            'This competitive landscape indicates a vibrant market for '\n",
-      "            'bakeries in the Chatuchak area, with several high-rated options '\n",
-      "            'available.',\n",
-      "  'quesion': 'วิเคราะห์คู่แข่งของร้านเบเกอรี่ใกล้ตลาดจตุจักร\\n'},\n",
-      " {'answer': 'FINAL ANSWER\\n'\n",
+      "            'The area around Central World is rich with coffee shop options, '\n",
+      "            'boasting a variety of atmospheres and specialties. The ratings '\n",
+      "            'indicate a generally high level of customer satisfaction, with '\n",
+      "            'several shops rated above 4.5. This suggests a competitive market '\n",
+      "            'for coffee lovers, with opportunities for new entrants to '\n",
+      "            'differentiate themselves through unique offerings or experiences.',\n",
+      "  'quesion': 'ร้านกาแฟใกล้เซ็นทรัลเวิลด์\\n'},\n",
+      " {'answer': 'FINAL ANSWER:\\n'\n",
       "            '\\n'\n",
-      "            '### Coffee Shops Near MBK Center and Pathum Wan Area\\n'\n",
+      "            '### Coffee Shop Insights Near Central World, Pathum Wan, Bangkok\\n'\n",
       "            '\\n'\n",
       "            '#### Location Information\\n'\n",
-      "            '- **Location Name:** Pathum Wan\\n'\n",
-      "            '- **Address:** Pathum Wan, Bangkok 10330, Thailand\\n'\n",
-      "            '- **Google Place ID:** ChIJ9dY-MdSe4jAR8E3iXbIAAQM\\n'\n",
+      "            '- **Location Name**: Pathum Wan, Bangkok\\n'\n",
+      "            '- **Address**: Pathum Wan, Bangkok 10330, Thailand\\n'\n",
+      "            '- **Google Place ID**: ChIJ9dY-MdSe4jAR8E3iXbIAAQM\\n'\n",
       "            '\\n'\n",
-      "            '#### Top Coffee Shops\\n'\n",
+      "            '#### Coffee Shops Nearby\\n'\n",
       "            '1. **Angle Coffee**\\n'\n",
-      "            '   - **Address:** Makkasan, Ratchathewi\\n'\n",
-      "            '   - **Rating:** 5\\n'\n",
-      "            '   - **Open Now:** Yes\\n'\n",
+      "            '   - Address: ซอย ชอย โรงพยาบาลรถไฟ Makkasan, Ratchathewi\\n'\n",
+      "            '   - Rating: 5.0\\n'\n",
+      "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
       "            '2. **Olympic Coffee**\\n'\n",
-      "            '   - **Address:** 43/4 Rama VI Rd, Rong Muang, Pathum Wan\\n'\n",
-      "            '   - **Rating:** 4.8\\n'\n",
-      "            '   - **Open Now:** Yes\\n'\n",
+      "            '   - Address: 43/4 Rama VI Rd, Rong Muang, Pathum Wan\\n'\n",
+      "            '   - Rating: 4.8\\n'\n",
+      "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '3. **Factory Coffee - BKK**\\n'\n",
-      "            '   - **Address:** 49 Phaya Thai Rd, Thanon Phaya Thai, '\n",
-      "            'Ratchathewi\\n'\n",
-      "            '   - **Rating:** 4.5\\n'\n",
-      "            '   - **Open Now:** Yes\\n'\n",
+      "            '3. **Earthy Roaster (Specialty Coffee)**\\n'\n",
+      "            '   - Address: 994 Makkasan, Ratchathewi\\n'\n",
+      "            '   - Rating: 4.8\\n'\n",
+      "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '4. **Earthy Roaster (Specialty Coffee)**\\n'\n",
-      "            '   - **Address:** 994 Makkasan, Ratchathewi\\n'\n",
-      "            '   - **Rating:** 4.8\\n'\n",
-      "            '   - **Open Now:** Yes\\n'\n",
+      "            '4. **Treasure Specialty Coffee**\\n'\n",
+      "            '   - Address: MINT TOWER Bantadthong Phetchaburi Rd, Subdistrict '\n",
+      "            'Pathum Wan\\n'\n",
+      "            '   - Rating: 4.9\\n'\n",
+      "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '5. **Treasure Specialty Coffee**\\n'\n",
-      "            '   - **Address:** MINT TOWER Bantadthong Phetchaburi Rd, '\n",
-      "            'Subdistrict Pathum Wan\\n'\n",
-      "            '   - **Rating:** 4.9\\n'\n",
-      "            '   - **Open Now:** Yes\\n'\n",
+      "            \"5. **COFFEE cafe' 27**\\n\"\n",
+      "            '   - Address: ตลาด รอ1พัน1 Samsen Nai, Phaya Thai\\n'\n",
+      "            '   - Rating: 4.8\\n'\n",
+      "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            \"6. **COFFEE cafe' 27**\\n\"\n",
-      "            '   - **Address:** 27 Samsen Nai, Phaya Thai\\n'\n",
-      "            '   - **Rating:** 4.8\\n'\n",
-      "            '   - **Open Now:** Yes\\n'\n",
+      "            '6. **coftail coffee&bar**\\n'\n",
+      "            '   - Address: 490/5 Phahonyothin Rd, Samsen Nai, Phaya Thai\\n'\n",
+      "            '   - Rating: 4.8\\n'\n",
+      "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '7. **D Coffee House**\\n'\n",
-      "            '   - **Address:** 445 Rama I Rd, Rong Muang, Pathum Wan\\n'\n",
-      "            '   - **Rating:** 4.9\\n'\n",
-      "            '   - **Open Now:** Yes\\n'\n",
+      "            '7. **Oasis Coffee**\\n'\n",
+      "            '   - Address: Rang Nam Alley, Thanon Phaya Thai, Ratchathewi\\n'\n",
+      "            '   - Rating: 4.6\\n'\n",
+      "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '8. **RISE COFFEE - Flagship Store**\\n'\n",
-      "            '   - **Address:** 888 Phloen Chit Rd, Lumphini, Pathum Wan\\n'\n",
-      "            '   - **Rating:** 4.8\\n'\n",
-      "            '   - **Open Now:** Yes\\n'\n",
+      "            '8. **J-NESIS COFFEE**\\n'\n",
+      "            '   - Address: 332 6 Tri Mit Rd, Talat Noi, Samphanthawong\\n'\n",
+      "            '   - Rating: 4.9\\n'\n",
+      "            '   - Open Now: N/A\\n'\n",
       "            '\\n'\n",
-      "            '9. **Number. 9 Coffee Roastery**\\n'\n",
-      "            '   - **Address:** 9 Samsen Nai, Phaya Thai\\n'\n",
-      "            '   - **Rating:** 4.8\\n'\n",
-      "            '   - **Open Now:** Yes\\n'\n",
+      "            '9. **Livid Coffee Roasters**\\n'\n",
+      "            '   - Address: Flo House Khlong Tan, Khlong Toei\\n'\n",
+      "            '   - Rating: 4.6\\n'\n",
+      "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '10. **Aribica Specialty Coffee (Sahakorn branch)**\\n'\n",
-      "            '    - **Address:** 4, 1 Soi Ari 1, Phaya Thai\\n'\n",
-      "            '    - **Rating:** 4.6\\n'\n",
-      "            '    - **Open Now:** Yes\\n'\n",
+      "            '10. **The Coffee Academics**\\n'\n",
+      "            '    - Address: Velaa Sindhorn Village Langsuan, 87 Soi Langsuan, '\n",
+      "            'Lumphini, Pathum Wan\\n'\n",
+      "            '    - Rating: 4.4\\n'\n",
+      "            '    - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '### Summary\\n'\n",
-      "            '- **Number of Coffee Shops Found:** More than 20\\n'\n",
-      "            '- **Community Type:** Urban\\n'\n",
-      "            '- **Population Data:** Not specified, but Pathum Wan is a densely '\n",
-      "            'populated area in Bangkok.\\n'\n",
+      "            '11. **Baptist Coffee**\\n'\n",
+      "            '    - Address: ศูนย์รวมนักศึกษาแบ๊บติสต์ 473 Thanon Si Ayutthaya, '\n",
+      "            'Thung Phaya Thai, Ratchathewi\\n'\n",
+      "            '    - Rating: 5.0\\n'\n",
+      "            '    - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '12. **D Coffee House**\\n'\n",
+      "            '    - Address: 445 Rama I Rd, Rong Muang, Pathum Wan\\n'\n",
+      "            '    - Rating: 4.9\\n'\n",
+      "            '    - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '13. **RISE COFFEE - Flagship Store**\\n'\n",
+      "            '    - Address: 888 อาคารมหาทุนพลาซ่า ชั้น 1 ยูนิต 1, Phloen Chit '\n",
+      "            'Rd, Lumphini, Pathum Wan\\n'\n",
+      "            '    - Rating: 4.8\\n'\n",
+      "            '    - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '14. **Aribica Specialty Coffee (Sahakorn branch)**\\n'\n",
+      "            '    - Address: 4, 1 Soi Ari 1, Phaya Thai\\n'\n",
+      "            '    - Rating: 4.6\\n'\n",
+      "            '    - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '15. **Artis Coffee Bangkok**\\n'\n",
+      "            '    - Address: 390, 20 Sukhumvit Soi 18, Khlong Toei\\n'\n",
+      "            '    - Rating: 4.4\\n'\n",
+      "            '    - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '16. **Jiwakiat**\\n'\n",
+      "            '    - Address: 41 Na Phra Lan Rd, Phra Borom Maha Ratchawang, '\n",
+      "            'Phra Nakhon\\n'\n",
+      "            '    - Rating: 4.8\\n'\n",
+      "            '    - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '17. **Sweety Coffee**\\n'\n",
+      "            '    - Address: 196 Dinso Rd, Sao Chingcha, Khet Phra Nakhon\\n'\n",
+      "            '    - Rating: 4.0\\n'\n",
+      "            '    - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            'This report provides a comprehensive overview of coffee shops '\n",
-      "            'near MBK Center and the surrounding Pathum Wan area, highlighting '\n",
-      "            'their ratings and operational status.',\n",
-      "  'quesion': 'coffee shop near mbk center\\n'},\n",
+      "            '18. **Thyme Coffee & Bakery**\\n'\n",
+      "            '    - Address: 55 5 Sukhumvit 21 Rd, Khlong Tan, Watthana\\n'\n",
+      "            '    - Rating: 4.6\\n'\n",
+      "            '    - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '19. **THE FAV Coffee Bar**\\n'\n",
+      "            '    - Address: 454 Pom Prap, Pom Prap Sattru Phai\\n'\n",
+      "            '    - Rating: 4.9\\n'\n",
+      "            '    - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '20. **School Coffee X Warm Batch Roasters**\\n'\n",
+      "            '    - Address: PGFH+RPF, Silom, Bang Rak\\n'\n",
+      "            '    - Rating: 4.5\\n'\n",
+      "            '    - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '### Summary\\n'\n",
+      "            '- **Number of Competitors**: More than 20 coffee shops found '\n",
+      "            'within a 5 km radius of Central World.\\n'\n",
+      "            '- **Community Type**: Urban area with a high density of coffee '\n",
+      "            'shops.\\n'\n",
+      "            '- **Population Data**: Not specifically provided, but Pathum Wan '\n",
+      "            'is a bustling district in Bangkok.\\n'\n",
+      "            '\\n'\n",
+      "            'This data provides a comprehensive overview of the coffee shop '\n",
+      "            'landscape in the vicinity of Central World, highlighting both '\n",
+      "            'popular options and their ratings. If further analysis or '\n",
+      "            'specific data points are needed, please let me know!',\n",
+      "  'quesion': 'Coffee shop near Central World\\n'},\n",
       " {'answer': 'FINAL ANSWER\\n'\n",
       "            '\\n'\n",
-      "            '### Analysis of Restaurants Near Lumpini Center, Lat Phrao\\n'\n",
+      "            '### Restaurant Analysis Near Lumpini Center, Lat Phrao\\n'\n",
       "            '\\n'\n",
       "            '#### Location Information\\n'\n",
       "            '- **Lumpini Center Address:** \\n'\n",
@@ -309,423 +543,294 @@
       "            '1. **Thai Flavours**\\n'\n",
       "            '   - **Address:** QJCP+JJW, Soi Lat Phrao 111, Khlong Chan, Bang '\n",
       "            'Kapi District\\n'\n",
-      "            '   - **Rating:** 5.0\\n'\n",
-      "            '   - **Opening Hours:** Not available\\n'\n",
+      "            '   - **Rating:** 5\\n'\n",
       "            '\\n'\n",
       "            '2. **Xiang**\\n'\n",
       "            '   - **Address:** 3101 Lat Phrao Rd, Khlong Chan, Bang Kapi '\n",
       "            'District\\n'\n",
       "            '   - **Rating:** 4.8\\n'\n",
-      "            '   - **Opening Hours:** Open now\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
       "            \"3. **Khun Young's Kitchen**\\n\"\n",
       "            '   - **Address:** 67, 16 Lat Phrao Rd, Khlong Chan, Bang Kapi '\n",
       "            'District\\n'\n",
       "            '   - **Rating:** 4.8\\n'\n",
-      "            '   - **Opening Hours:** Open now\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
       "            '4. **Kham Thai - Myanmar Restaurant**\\n'\n",
       "            '   - **Address:** QJ6W+X2J, Ramkhamhaeng Rd, Hua Mak, Bang Kapi '\n",
       "            'District\\n'\n",
-      "            '   - **Rating:** 5.0\\n'\n",
-      "            '   - **Opening Hours:** Open now\\n'\n",
+      "            '   - **Rating:** 5\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
       "            '5. **107 PaHung Restaurant**\\n'\n",
       "            '   - **Address:** Soi Lat Phrao 107, Khlong Chan, Bang Kapi '\n",
       "            'District\\n'\n",
       "            '   - **Rating:** 4.4\\n'\n",
-      "            '   - **Opening Hours:** Open now\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
       "            '6. **Mellow Steak**\\n'\n",
       "            '   - **Address:** 453 Lat Phrao 107 Alley, Lane 9, Khlong Chan, '\n",
       "            'Bang Kapi District\\n'\n",
       "            '   - **Rating:** 4.6\\n'\n",
-      "            '   - **Opening Hours:** Open now\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
       "            '7. **Food Zone**\\n'\n",
       "            '   - **Address:** QJ9V+C4J, Bangkok, Bang Kapi\\n'\n",
       "            '   - **Rating:** 4.8\\n'\n",
-      "            '   - **Opening Hours:** Open now\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
       "            '8. **Lucky Suki**\\n'\n",
       "            '   - **Address:** 3109 Lat Phrao Rd, Khlong Chan, Bang Kapi '\n",
       "            'District\\n'\n",
       "            '   - **Rating:** 4.2\\n'\n",
-      "            '   - **Opening Hours:** Open now\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
-      "            '### Summary\\n'\n",
-      "            '- The area surrounding Lumpini Center is rich in dining options, '\n",
-      "            'with many restaurants rated above 4.0, indicating high customer '\n",
-      "            'satisfaction.\\n'\n",
-      "            '- The variety of cuisines available, including Thai and '\n",
-      "            'international options, caters to diverse tastes and preferences, '\n",
-      "            'making it a vibrant dining destination. \\n'\n",
-      "            '\\n'\n",
-      "            'If you require more specific insights or additional information, '\n",
-      "            'please let me know!',\n",
-      "  'quesion': 'วิเคราะห์ร้านอาหารแถวลุมพินี เซ็นเตอร์ ลาดพร้าว\\n'},\n",
-      " {'answer': 'Here are the results for coffee shops near MBK Center in Bangkok, '\n",
-      "            'along with the population analysis for Bangkok:\\n'\n",
+      "            '9. **Mo-Mo-Paradise (The Mall Bang Kapi)**\\n'\n",
+      "            '   - **Address:** 3522 Lat Phrao Rd, Khlong Chan, Bang Kapi '\n",
+      "            'District\\n'\n",
+      "            '   - **Rating:** 4.2\\n'\n",
+      "            '   - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
-      "            '### Coffee Shops Near MBK Center:\\n'\n",
-      "            '1. **BEANS Coffee Roaster Paragon**\\n'\n",
-      "            '   - Address: 991/1 Rama I Rd, Pathum Wan\\n'\n",
-      "            '   - Rating: 5\\n'\n",
-      "            '   - Open Now: Yes\\n'\n",
+      "            '10. **Rum Restaurant & Bakery**\\n'\n",
+      "            '    - **Address:** 3101 Lat Phrao 115, Khlong Chan, Bang Kapi '\n",
+      "            'District\\n'\n",
+      "            '    - **Rating:** 4.5\\n'\n",
+      "            '    - **Open Now:** Yes\\n'\n",
       "            '\\n'\n",
-      "            '2. **Olympic Coffee**\\n'\n",
-      "            '   - Address: 43/4 Rama VI Rd, Rong Muang, Pathum Wan\\n'\n",
-      "            '   - Rating: 4.8\\n'\n",
-      "            '   - Open Now: Yes\\n'\n",
+      "            '### Summary\\n'\n",
+      "            '- **Total Number of Restaurants Found:** More than 20\\n'\n",
+      "            '- **Average Rating of Notable Restaurants:** Ranges from 4.2 to '\n",
+      "            '5\\n'\n",
+      "            '- **Community Type:** Urban area with a mix of residential and '\n",
+      "            'commercial establishments.\\n'\n",
+      "            '\\n'\n",
+      "            'This analysis provides insights into the competitive landscape of '\n",
+      "            'restaurants near Lumpini Center, highlighting opportunities for '\n",
+      "            'market engagement and community preferences. If you require '\n",
+      "            'further analysis or specific data points, please let me know!',\n",
+      "  'quesion': 'วิเคราะห์ร้านอาหารแถวลุมพินี เซ็นเตอร์ ลาดพร้าว\\n'},\n",
+      " {'answer': 'FINAL ANSWER:\\n'\n",
       "            '\\n'\n",
-      "            '3. **The Palette**\\n'\n",
-      "            '   - Address: Phaya Thai Rd, Thanon Phetchaburi, Ratchathewi\\n'\n",
-      "            '   - Rating: 4.8\\n'\n",
-      "            '   - Open Now: Yes\\n'\n",
+      "            '### Bakery Competitor Analysis Near Chatuchak Market\\n'\n",
       "            '\\n'\n",
-      "            '4. **Treasure Specialty Coffee**\\n'\n",
-      "            '   - Address: MINT TOWER Bantadthong Phetchaburi Rd, Subdistrict '\n",
-      "            'Pathum Wan\\n'\n",
-      "            '   - Rating: 4.9\\n'\n",
-      "            '   - Open Now: Yes\\n'\n",
+      "            '#### Competitors Overview\\n'\n",
+      "            '- **Total Number of Competitors**: 15 bakeries identified in the '\n",
+      "            'vicinity of Chatuchak Market.\\n'\n",
+      "            '- **Key Competitors**:\\n'\n",
+      "            '  1. **Sanan Bakery**\\n'\n",
+      "            '     - Rating: 4.4\\n'\n",
+      "            '     - Address: 101 Phahonyothin Rd, Lat Yao, Chatuchak\\n'\n",
+      "            '     - Open Now: Yes\\n'\n",
+      "            '  2. **The Croissant Corner**\\n'\n",
+      "            '     - Rating: 4.7\\n'\n",
+      "            '     - Address: Phahon Yothin 15 Alley, Samsen Nai, Phaya Thai, '\n",
+      "            'Chatuchak\\n'\n",
+      "            '     - Open Now: Yes\\n'\n",
+      "            '  3. **Baked With Hearts**\\n'\n",
+      "            '     - Rating: 4.6\\n'\n",
+      "            '     - Address: 485 Phahon Yothin 18/1 Alley, Lane 1, Chom Phon, '\n",
+      "            'Chatuchak\\n'\n",
+      "            '     - Open Now: Yes\\n'\n",
+      "            '  4. **JJ Mall One More Bite Japanese Bakery**\\n'\n",
+      "            '     - Rating: 4.9\\n'\n",
+      "            '     - Address: JJ Mall, 2nd Floor, 588 Kamphaeng Phet 2 Rd, '\n",
+      "            'Chatuchak\\n'\n",
+      "            '     - Open Now: Yes\\n'\n",
+      "            '  5. **Triple D Bakery @ Chatuchak Market**\\n'\n",
+      "            '     - Rating: 4.9\\n'\n",
+      "            '     - Address: 47 Section 4, Khwaeng Chatuchak, Khet Chatuchak\\n'\n",
+      "            '     - Open Now: No\\n'\n",
+      "            \"  6. **Bellinee's Bake & Brew**\\n\"\n",
+      "            '     - Rating: 3.9\\n'\n",
+      "            '     - Address: Chatuchak Weekend Market, Khwaeng Chatuchak, Khet '\n",
+      "            'Chatuchak\\n'\n",
+      "            '     - Open Now: Yes\\n'\n",
+      "            '  7. **Miss Muay Bakery**\\n'\n",
+      "            '     - Rating: 3.8\\n'\n",
+      "            '     - Address: ตลาด อตก, Kamphaeng Phet Rd, Chatuchak\\n'\n",
+      "            '     - Open Now: Yes\\n'\n",
+      "            '  8. **Mom’s FF Cafe & Bakery**\\n'\n",
+      "            '     - Rating: 5.0\\n'\n",
+      "            '     - Address: 356-357 หม���่บ้าน โครงการ30 จตุจักร, Chatuchak\\n'\n",
+      "            '     - Open Now: N/A\\n'\n",
+      "            '  9. **Wipada Herb Coffee and Bakery**\\n'\n",
+      "            '     - Rating: 0 (No reviews available)\\n'\n",
+      "            '     - Address: 2 Kamphaeng Phet Rd, Chatuchak\\n'\n",
+      "            '     - Open Now: Yes\\n'\n",
+      "            '\\n'\n",
+      "            '#### Location Data\\n'\n",
+      "            '- **Location Name**: Chatuchak Market\\n'\n",
+      "            '- **Address**: 587, 10 Kamphaeng Phet 2 Rd, Khwaeng Chatuchak, '\n",
+      "            'Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\\n'\n",
+      "            '- **Website**: [Chatuchak '\n",
+      "            'Market](https://www.chatuchakmarket.org/)\\n'\n",
+      "            '\\n'\n",
+      "            '#### Demographic and Economic Insights\\n'\n",
+      "            '- **Population**: The specific population data near Chatuchak '\n",
+      "            'Market was not retrieved, but it is known to be a densely '\n",
+      "            'populated area in Bangkok.\\n'\n",
+      "            '- **Community Type**: The area is a bustling market community, '\n",
+      "            'known for its weekend market that attracts both locals and '\n",
+      "            'tourists.\\n'\n",
+      "            '- **Household Expenditures**: Specific data on household '\n",
+      "            'expenditures was not retrieved, but it can be assumed that '\n",
+      "            'expenditures are higher in market areas due to the variety of '\n",
+      "            'goods and services available.\\n'\n",
+      "            '\\n'\n",
+      "            '### Analytical Summary\\n'\n",
+      "            'The bakery market near Chatuchak Market is competitive, with '\n",
+      "            'several well-rated establishments. The presence of high-rated '\n",
+      "            'bakeries like JJ Mall One More Bite and Triple D Bakery indicates '\n",
+      "            'a strong demand for quality baked goods. The area is '\n",
+      "            'characterized by a vibrant market atmosphere, attracting a '\n",
+      "            'diverse customer base, which presents opportunities for new '\n",
+      "            'entrants to capture market share. Understanding customer '\n",
+      "            'preferences and leveraging the bustling market environment will '\n",
+      "            'be key for any bakery looking to succeed in this area.',\n",
+      "  'quesion': 'Analyze competitors of a bakery near Chatuchak Market\\n'},\n",
+      " {'answer': 'I have gathered information about restaurants near Siam Paragon. '\n",
+      "            'Here are some options:\\n'\n",
       "            '\\n'\n",
-      "            '5. **Salotto Coffee**\\n'\n",
-      "            '   - Address: 813/8 Phetchaburi Rd, Thanon Phaya Thai, '\n",
+      "            '1. **Jasmine Siam Kitchen (จัสมิน สยาม คิทเช่น)**\\n'\n",
+      "            '   - Address: 497, 14-15 Phetchaburi Rd, Thung Phaya Thai, '\n",
       "            'Ratchathewi\\n'\n",
-      "            '   - Rating: 5\\n'\n",
-      "            '   - Open Now: N/A\\n'\n",
-      "            '\\n'\n",
-      "            \"6. **Sip 'n Drip**\\n\"\n",
-      "            '   - Address: 36, 6 Kasem San 1 Alley, Wang Mai, Pathum Wan\\n'\n",
-      "            '   - Rating: 4.9\\n'\n",
+      "            '   - Rating: 4.7\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '7. **D Coffee House**\\n'\n",
-      "            '   - Address: 445 Rama I Rd, Rong Muang, Pathum Wan\\n'\n",
-      "            '   - Rating: 4.9\\n'\n",
+      "            '2. **I Food Bar & Restaurant**\\n'\n",
+      "            '   - Address: No.49/26, Soi Petchburi 15, Phetchaburi Rd, '\n",
+      "            'Subdistrict, Ratchathewi\\n'\n",
+      "            '   - Rating: 4.8\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '8. **Gallery Drip Coffee**\\n'\n",
-      "            '   - Address: อาคารหอศิลปวัฒนธรรมแห่งกรุงเทพมหานคร(BACC) 939 Rama '\n",
-      "            'I Rd, Wang Mai, Pathum Wan\\n'\n",
-      "            '   - Rating: 4.6\\n'\n",
+      "            '3. **Family Thai Restaurant**\\n'\n",
+      "            '   - Address: Venezia Residence, Thanon Phetchaburi, Ratchathewi\\n'\n",
+      "            '   - Rating: 2.0\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '9. **GATTA CAFé**\\n'\n",
-      "            '   - Address: 2nd Floor Siam Square One 388 Rama I Rd, Pathum '\n",
-      "            'Wan\\n'\n",
-      "            '   - Rating: 4.9\\n'\n",
+      "            '4. **Angkor Restaurant**\\n'\n",
+      "            '   - Address: 42 Phetchaburi Rd, Thanon Phaya Thai, Ratchathewi\\n'\n",
+      "            '   - Rating: 4.7\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '10. **CRANNIES Coffee & Brunch**\\n'\n",
-      "            '    - Address: 126 ซ. จุฬาลงกรณ์ 50 Wang Mai, Pathum Wan\\n'\n",
-      "            '    - Rating: 5\\n'\n",
-      "            '    - Open Now: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '### Population Analysis for Bangkok:\\n'\n",
-      "            'The population of Bangkok is approximately 10.5 million people as '\n",
-      "            'of the latest estimates. This makes it one of the most populous '\n",
-      "            'cities in the world, with a diverse demographic and a vibrant '\n",
-      "            'urban culture.',\n",
-      "  'quesion': 'ค้นหาร้านกาแฟใกล้มาบุญครอง พร้อมวิเคราะห์จำนวนประชากร\\n'},\n",
-      " {'answer': 'FINAL ANSWER\\n'\n",
-      "            '\\n'\n",
-      "            '### Competitors Overview\\n'\n",
-      "            '1. **Sanan Bakery**\\n'\n",
-      "            '   - Address: 101 Phahonyothin Rd, Lat Yao, Chatuchak\\n'\n",
+      "            '5. **Prego Bangkok**\\n'\n",
+      "            '   - Address: 847 Phetchaburi Rd, Khwaeng Thanon Phaya Thai, '\n",
+      "            'Ratchathewi\\n'\n",
       "            '   - Rating: 4.4\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '2. **The Croissant Corner**\\n'\n",
-      "            '   - Address: Phahon Yothin 15 Alley, Samsen Nai, Phaya Thai, '\n",
-      "            'Chatuchak\\n'\n",
-      "            '   - Rating: 4.7\\n'\n",
-      "            '   - Open Now: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '3. **Baked With Hearts**\\n'\n",
-      "            '   - Address: 485 Phahon Yothin 18/1 Alley, Lane 1, Chom Phon, '\n",
-      "            'Chatuchak\\n'\n",
-      "            '   - Rating: 4.6\\n'\n",
+      "            '6. **Tonoak-Restaurant (ร้านต้นโอ๊ก)**\\n'\n",
+      "            '   - Address: 432/5 2nd floor, Parking lot side, Pathumwan\\n'\n",
+      "            '   - Rating: 4.5\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '4. **JJ Mall One More Bite Japanese Bakery**\\n'\n",
-      "            '   - Address: JJ Mall, 588 Kamphaeng Phet 2 Rd, Chatuchak\\n'\n",
-      "            '   - Rating: 4.9\\n'\n",
+      "            \"7. **Bangkok'78**\\n\"\n",
+      "            '   - Address: 68 Soi Langsuan, Lumphini, Pathum Wan\\n'\n",
+      "            '   - Rating: 4.3\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '5. **Triple D Bakery @ Chatuchak Market**\\n'\n",
-      "            '   - Address: 47 Section 4, Khwaeng Chatuchak, Khet Chatuchak\\n'\n",
-      "            '   - Rating: 4.9\\n'\n",
-      "            '   - Open Now: No\\n'\n",
-      "            '\\n'\n",
-      "            \"6. **Bellinee's Bake & Brew**\\n\"\n",
-      "            '   - Address: Chatuchak Weekend Market, Khwaeng Chatuchak, Khet '\n",
-      "            'Chatuchak\\n'\n",
-      "            '   - Rating: 3.9\\n'\n",
+      "            '8. **Arun Thai Cuisine by SEE FAH**\\n'\n",
+      "            '   - Address: ชั้น L Grande Centre Point Ratchadamri 153/2 '\n",
+      "            'Mahatlek Luang 1 Alley, Lumphini, Pathum Wan\\n'\n",
+      "            '   - Rating: 4.4\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '7. **Miss Muay Bakery**\\n'\n",
-      "            '   - Address: Kamphaeng Phet Rd, Chatuchak\\n'\n",
-      "            '   - Rating: 3.8\\n'\n",
+      "            '9. **Anjappar Chettinad Restaurant Indra Square**\\n'\n",
+      "            '   - Address: 120, 23 Ratchrarop Soi 3, Khwaeng Thanon Phaya '\n",
+      "            'Thai, Ratchathewi\\n'\n",
+      "            '   - Rating: 4.5\\n'\n",
       "            '   - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '8. **3meebakery**\\n'\n",
-      "            '   - Address: 48/3 Chatuchak\\n'\n",
-      "            '   - Rating: 5\\n'\n",
-      "            '   - Open Now: No\\n'\n",
-      "            '\\n'\n",
-      "            '### Population and Community Data\\n'\n",
-      "            '- **Location**: Chatuchak, Bangkok 10900, Thailand\\n'\n",
-      "            '- **Community Type**: Urban\\n'\n",
-      "            '- **Population**: Approximately 30,000 residents in the immediate '\n",
-      "            'area surrounding Chatuchak Market.\\n'\n",
-      "            '- **Household Expenditures**: Average household expenditure in '\n",
-      "            'urban Bangkok is around 30,000 THB per month, with a significant '\n",
-      "            'portion allocated to food and dining.\\n'\n",
+      "            '10. **The SQUARE Restaurant**\\n'\n",
+      "            '    - Address: 220 Petchaburi Road, Ratchathewi\\n'\n",
+      "            '    - Rating: 4.4\\n'\n",
+      "            '    - Open Now: Yes\\n'\n",
       "            '\\n'\n",
-      "            '### Summary\\n'\n",
-      "            'The bakery market near Chatuchak Market is competitive, with '\n",
-      "            'several well-rated establishments. The area has a vibrant urban '\n",
-      "            'community with a diverse population, contributing to a steady '\n",
-      "            'demand for bakery products. \\n'\n",
+      "            'These restaurants are within a 1 km radius of Siam Paragon and '\n",
+      "            'have varying ratings. If you need more specific information or '\n",
+      "            'further analysis, feel free to ask! \\n'\n",
       "            '\\n'\n",
-      "            'This data can be useful for understanding the competitive '\n",
-      "            'landscape and potential market opportunities for a new bakery in '\n",
-      "            'the area.',\n",
-      "  'quesion': 'Analyze competitors of a bakery near Chatuchak Market\\n'},\n",
-      " {'answer': 'FINAL ANSWER:\\n'\n",
-      "            '\\n'\n",
-      "            '### Analysis of Opening a Restaurant Near Siam Paragon\\n'\n",
+      "            'FINAL ANSWER',\n",
+      "  'quesion': 'วิเคราะห์การเปิดร้านอาหารใกล้สยามพารากอน\\n'},\n",
+      " {'answer': 'FINAL ANSWER\\n'\n",
       "            '\\n'\n",
-      "            '#### Location Overview\\n'\n",
-      "            '- **Siam Paragon** is located at 991 Rama I Rd, Khwaeng Pathum '\n",
-      "            'Wan, Pathum Wan, Bangkok, Thailand. It is a major shopping and '\n",
-      "            'entertainment complex, attracting both locals and tourists.\\n'\n",
+      "            '### Competitor Analysis for Bakeries Near Chatuchak Market\\n'\n",
       "            '\\n'\n",
-      "            '#### Nearby Restaurants\\n'\n",
-      "            'A search for restaurants within a 1 km radius of Siam Paragon '\n",
-      "            'revealed several options, highlighting a competitive market. Here '\n",
-      "            'are some notable restaurants:\\n'\n",
+      "            '#### Location Information\\n'\n",
+      "            '- **Market Name**: Chatuchak Weekend Market\\n'\n",
+      "            '- **Address**: 587, 10 Kamphaeng Phet 2 Rd, Khwaeng Chatuchak, '\n",
+      "            'Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\\n'\n",
+      "            '- **Website**: [Chatuchak '\n",
+      "            'Market](https://www.chatuchakmarket.org/)\\n'\n",
       "            '\\n'\n",
-      "            '1. **Shree Bhavan Pure South Indian Vegetarian Restaurant**\\n'\n",
-      "            '   - **Rating**: 4.9\\n'\n",
+      "            '#### Competitors (Bakeries)\\n'\n",
+      "            '1. **Sanan Bakery**\\n'\n",
+      "            '   - **Address**: 101 Phahonyothin Rd, Lat Yao, Chatuchak\\n'\n",
+      "            '   - **Rating**: 4.4\\n'\n",
       "            '   - **Open Now**: Yes\\n'\n",
       "            '\\n'\n",
-      "            '2. **Tan Kun (Central World)**\\n'\n",
+      "            '2. **The Croissant Corner**\\n'\n",
+      "            '   - **Address**: Phahon Yothin 15 Alley, Samsen Nai, Phaya Thai, '\n",
+      "            'Chatuchak\\n'\n",
       "            '   - **Rating**: 4.7\\n'\n",
       "            '   - **Open Now**: Yes\\n'\n",
       "            '\\n'\n",
-      "            '3. **I Food Bar & Restaurant**\\n'\n",
-      "            '   - **Rating**: 4.8\\n'\n",
+      "            '3. **Baked With Hearts**\\n'\n",
+      "            '   - **Address**: 485 Phahon Yothin 18/1 Alley, Lane 1, Chom '\n",
+      "            'Phon, Chatuchak\\n'\n",
+      "            '   - **Rating**: 4.6\\n'\n",
       "            '   - **Open Now**: Yes\\n'\n",
       "            '\\n'\n",
-      "            '4. **Jim Thompson, A Thai Restaurant**\\n'\n",
-      "            '   - **Rating**: 4.5\\n'\n",
+      "            '4. **JJ Mall One More Bite Japanese Bakery**\\n'\n",
+      "            '   - **Address**: 588 Kamphaeng Phet 2 Rd, Chatuchak\\n'\n",
+      "            '   - **Rating**: 4.9\\n'\n",
       "            '   - **Open Now**: Yes\\n'\n",
       "            '\\n'\n",
-      "            '5. **Metro Square SiamParagon**\\n'\n",
-      "            '   - **Rating**: 4.7\\n'\n",
-      "            '   - **Open Now**: Yes\\n'\n",
+      "            '5. **Triple D Bakery @ Chatuchak Market**\\n'\n",
+      "            '   - **Address**: 47 Section 4, Khwaeng Chatuchak, Khet '\n",
+      "            'Chatuchak\\n'\n",
+      "            '   - **Rating**: 4.9\\n'\n",
+      "            '   - **Open Now**: No\\n'\n",
       "            '\\n'\n",
-      "            '6. **KAI Japanese Restaurant Gaysorn Amarin**\\n'\n",
-      "            '   - **Rating**: 5.0\\n'\n",
+      "            \"6. **Bellinee's Bake & Brew**\\n\"\n",
+      "            '   - **Address**: Chatuchak Weekend Market, Khwaeng Chatuchak, '\n",
+      "            'Khet Chatuchak\\n'\n",
+      "            '   - **Rating**: 3.9\\n'\n",
       "            '   - **Open Now**: Yes\\n'\n",
       "            '\\n'\n",
-      "            '7. **Madras Darbar Indian Restaurant**\\n'\n",
-      "            '   - **Rating**: 4.7\\n'\n",
+      "            '7. **Miss Muay Bakery**\\n'\n",
+      "            '   - **Address**: Kamphaeng Phet Rd, Chatuchak\\n'\n",
+      "            '   - **Rating**: 3.8\\n'\n",
       "            '   - **Open Now**: Yes\\n'\n",
       "            '\\n'\n",
-      "            '#### Market Insights\\n'\n",
-      "            '- **Competitors**: There are over 20 restaurants in the vicinity, '\n",
-      "            'indicating a saturated market. High ratings suggest a strong '\n",
-      "            'customer preference for quality dining experiences.\\n'\n",
-      "            '- **Community Type**: The area is urban and cosmopolitan, with a '\n",
-      "            'mix of affluent locals and international tourists, which can be '\n",
-      "            'advantageous for a new restaurant.\\n'\n",
-      "            '- **Household Expenditures**: The presence of luxury shopping and '\n",
-      "            'dining indicates higher-than-average household expenditures, '\n",
-      "            'particularly in the food and beverage sector.\\n'\n",
-      "            '\\n'\n",
-      "            '#### Conclusion\\n'\n",
-      "            'Opening a restaurant near Siam Paragon presents both '\n",
-      "            'opportunities and challenges. The high foot traffic and affluent '\n",
-      "            'customer base are positive factors, but the competitive landscape '\n",
-      "            'requires a unique value proposition to attract customers. A focus '\n",
-      "            'on quality, unique cuisine, and exceptional service will be '\n",
-      "            'essential for success in this vibrant market.',\n",
-      "  'quesion': 'วิเคราะห์การเปิดร้านอาหารใกล้สยามพารากอน\\n'},\n",
-      " {'answer': 'The analysis of coffee shops near Central World in Bangkok '\n",
-      "            'reveals a competitive landscape with numerous high-rated options. '\n",
-      "            'Key insights include:\\n'\n",
-      "            '\\n'\n",
-      "            '### Central World Overview\\n'\n",
-      "            '- **Address**: 999/9 Rama I Rd, Khwaeng Pathum Wan, Pathum Wan, '\n",
-      "            'Krung Thep Maha Nakhon 10330, Thailand\\n'\n",
-      "            '- **Phone**: 02 640 7000\\n'\n",
-      "            '- **Website**: [Central World](https://www.centralworld.co.th/)\\n'\n",
-      "            '\\n'\n",
-      "            '### Top Nearby Coffee Shops\\n'\n",
-      "            '1. **BEANS Coffee Roaster Paragon**\\n'\n",
+      "            '8. **3meebakery**\\n'\n",
+      "            '   - **Address**: 4 Kamphaeng Phet 48/3 Chatuchak\\n'\n",
       "            '   - **Rating**: 5\\n'\n",
-      "            '   - **Open Now**: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '2. **Fellas.coffee @soi tonson**\\n'\n",
-      "            '   - **Rating**: 4.9\\n'\n",
-      "            '   - **Open Now**: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '3. **Earthy Roaster (Specialty Coffee)**\\n'\n",
-      "            '   - **Rating**: 4.8\\n'\n",
-      "            '   - **Open Now**: Yes\\n'\n",
+      "            '   - **Open Now**: No\\n'\n",
       "            '\\n'\n",
-      "            '4. **Salotto Coffee**\\n'\n",
+      "            '9. **Mom’s FF Cafe & Bakery**\\n'\n",
+      "            '   - **Address**: 356-357 Kamphaeng Phet Rd, Chatuchak\\n'\n",
       "            '   - **Rating**: 5\\n'\n",
       "            '   - **Open Now**: N/A\\n'\n",
       "            '\\n'\n",
-      "            '5. **The Basic Coffee BKK**\\n'\n",
-      "            '   - **Rating**: 4.7\\n'\n",
-      "            '   - **Open Now**: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '6. **Café BAGA Central World**\\n'\n",
-      "            '   - **Rating**: 4.7\\n'\n",
-      "            '   - **Open Now**: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '7. **Baankhunlek coffee**\\n'\n",
-      "            '   - **Rating**: 5\\n'\n",
-      "            '   - **Open Now**: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '8. **Early Bird Coffee - Chit Lom BTS**\\n'\n",
-      "            '   - **Rating**: 4.8\\n'\n",
-      "            '   - **Open Now**: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '### Market Insights\\n'\n",
-      "            '- **Competitor Count**: Over 20 coffee shops within a 1 km '\n",
-      "            'radius.\\n'\n",
-      "            '- **Community Type**: Urban, with a mix of commercial and '\n",
-      "            'residential areas.\\n'\n",
-      "            '- **Population Density**: High, typical of central Bangkok '\n",
-      "            'locations.\\n'\n",
-      "            '\\n'\n",
-      "            'This report provides a comprehensive overview of the coffee shop '\n",
-      "            'market near Central World, highlighting opportunities for new '\n",
-      "            'entrants and insights into consumer preferences based on ratings.',\n",
-      "  'quesion': 'ร้านกาแฟใกล้เซ็นทรัลเวิลด์\\n'},\n",
-      " {'answer': 'FINAL ANSWER:\\n'\n",
-      "            '\\n'\n",
-      "            '### Market Analysis for Opening a Coffee Shop Near MBK Center, '\n",
-      "            'Bangkok\\n'\n",
-      "            '\\n'\n",
-      "            '#### Location Overview\\n'\n",
-      "            '- **Location**: MBK Center (มาบุญครอง), Pathum Wan, Bangkok, '\n",
-      "            'Thailand\\n'\n",
-      "            '- **Population**: Approximately 10 million in the Bangkok '\n",
-      "            'metropolitan area, indicating a large potential customer base.\\n'\n",
-      "            '\\n'\n",
-      "            '#### Competitor Analysis\\n'\n",
-      "            '- There are over **20 coffee shops** within a 1 km radius of MBK '\n",
-      "            'Center, showcasing a competitive market. Notable competitors '\n",
-      "            'include:\\n'\n",
-      "            '  1. **BEANS Coffee Roaster Paragon** - Rating: 5\\n'\n",
-      "            '  2. **Olympic Coffee** - Rating: 4.8\\n'\n",
-      "            '  3. **Treasure Specialty Coffee** - Rating: 4.9\\n'\n",
-      "            \"  4. **Sip 'n Drip** - Rating: 4.9\\n\"\n",
-      "            '  5. **D Coffee House** - Rating: 4.9\\n'\n",
-      "            '\\n'\n",
-      "            '#### Community Type\\n'\n",
-      "            '- The area is urban, characterized by high foot traffic due to '\n",
-      "            'shopping centers, offices, and entertainment venues.\\n'\n",
+      "            '10. **Makarong**\\n'\n",
+      "            '    - **Address**: 4 Kamphaeng Phet 49/2 Chatuchak\\n'\n",
+      "            '    - **Rating**: 4.9\\n'\n",
+      "            '    - **Open Now**: No\\n'\n",
       "            '\\n'\n",
-      "            '#### Household Expenditures\\n'\n",
-      "            '- While specific data on household expenditures was not '\n",
-      "            'retrieved, urban areas like Bangkok typically exhibit higher '\n",
-      "            'spending on food and beverages, which is favorable for coffee '\n",
-      "            'shop businesses.\\n'\n",
-      "            '\\n'\n",
-      "            '#### Insights\\n'\n",
-      "            '- The high population density and the presence of numerous coffee '\n",
-      "            'shops indicate a vibrant coffee culture in the area. However, the '\n",
-      "            'competition is intense, and differentiation through unique '\n",
-      "            'offerings, ambiance, or customer service will be crucial for '\n",
-      "            'success.\\n'\n",
-      "            '- Given the high ratings of existing coffee shops, there is an '\n",
-      "            'opportunity to capture a niche market by offering specialty '\n",
-      "            'coffee, unique blends, or a themed café experience.\\n'\n",
-      "            '\\n'\n",
-      "            'This analysis provides a foundational understanding of the market '\n",
-      "            'dynamics for opening a coffee shop near MBK Center. Further '\n",
-      "            'research into specific consumer preferences and trends could '\n",
-      "            'enhance the business strategy.',\n",
-      "  'quesion': 'วิเคราะห์การเปิดร้านกาแฟใกล้มาบุญครอง\\n'},\n",
-      " {'answer': 'FINAL ANSWER:\\n'\n",
-      "            '\\n'\n",
-      "            '### Grocery Stores Near Victory Monument:\\n'\n",
-      "            '1. **ร้านกิตติของชำ**\\n'\n",
-      "            '   - Address: 467 1 Ratchawithi Rd, Thanon Phaya Thai, '\n",
-      "            'Ratchathewi\\n'\n",
-      "            '   - Rating: 4\\n'\n",
-      "            '   - Open Now: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '2. **ขายของ (Somjai Apartment)**\\n'\n",
-      "            '   - Address: 184/4 Soi Phahon Yothin 1, Phaya Thai\\n'\n",
-      "            '   - Rating: 4.5\\n'\n",
-      "            '   - Open Now: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '3. **ร้านแอมโชห่วย**\\n'\n",
-      "            '   - Address: 140/6 Ratchawithi Rd, Phaya Thai\\n'\n",
-      "            '   - Rating: 5\\n'\n",
-      "            '   - Open Now: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '4. **ถุงเงิน**\\n'\n",
-      "            '   - Address: QG7Q+GCJ ซอย พญาไท แขวง ถนนพญาไท Ratchathewi\\n'\n",
-      "            '   - Rating: 3\\n'\n",
-      "            '   - Open Now: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '5. **ร้านไพบูลย์**\\n'\n",
-      "            '   - Address: 417/2 Ratchawithi Rd, Thung Phaya Thai, '\n",
-      "            'Ratchathewi\\n'\n",
-      "            '   - Rating: 0\\n'\n",
-      "            '   - Open Now: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '6. **ร้านทวีผล ขายปลีกและส่ง (คุณคำนวน)**\\n'\n",
-      "            '   - Address: 144, 15 Soi Talat Sri Wanit, Din Daeng\\n'\n",
-      "            '   - Rating: 4.1\\n'\n",
-      "            '   - Open Now: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '7. **ร้านรักบ้านเกิด**\\n'\n",
-      "            '   - Address: 99 อาคาร ราชปรารภทาวเวอร์แมนชั่น ซอย ราชปรารภ 14 '\n",
-      "            'Ratchaprarop Rd, Makkasan, Ratchathewi\\n'\n",
-      "            '   - Rating: 0\\n'\n",
-      "            '   - Open Now: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '8. **ร้านธงฟ้า สมพงษ์**\\n'\n",
-      "            '   - Address: 115, 110 Ratchaprarop Rd, Makkasan, Ratchathewi\\n'\n",
-      "            '   - Rating: 3.6\\n'\n",
-      "            '   - Open Now: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '9. **ขายของชำ ประตูน้ำ**\\n'\n",
-      "            '   - Address: 475 Phaya Thai Rd, Khwaeng Thanon Phaya Thai, '\n",
-      "            'Ratchathewi\\n'\n",
-      "            '   - Rating: 5\\n'\n",
-      "            '   - Open Now: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '10. **Komol Center**\\n'\n",
-      "            '    - Address: 421 6-7 Ratchawithi Rd, Thung Phaya Thai, '\n",
-      "            'Ratchathewi\\n'\n",
-      "            '    - Rating: 4.1\\n'\n",
-      "            '    - Open Now: Yes\\n'\n",
-      "            '\\n'\n",
-      "            '### General Population Insights:\\n'\n",
-      "            '- **Bangkok** has a population of over 10 million people, making '\n",
-      "            'it one of the most populous cities in Southeast Asia.\\n'\n",
-      "            '- The area around **Victory Monument** is characterized by high '\n",
-      "            'population density, with a mix of local residents and '\n",
-      "            'expatriates.\\n'\n",
-      "            '- Demographics typically include a diverse range of ages and '\n",
-      "            'socioeconomic backgrounds.\\n'\n",
-      "            '\\n'\n",
-      "            'For more specific demographic data, such as age distribution and '\n",
-      "            'income levels, local government statistics or demographic studies '\n",
-      "            'would be required.',\n",
-      "  'quesion': 'ค้นหาร้านของชำใกล้อนุสาวรีย์ชัยฯ พร้อมวิเคราะห์จำนวนประชากร\\n'}]\n"
+      "            '### Summary\\n'\n",
+      "            '- **Total Competitors**: 15 bakeries found within a 500-meter '\n",
+      "            'radius of Chatuchak Market.\\n'\n",
+      "            '- **Ratings**: Competitors have ratings ranging from 3.0 to 5.0, '\n",
+      "            'indicating a competitive market with several high-rated options.\\n'\n",
+      "            '\\n'\n",
+      "            'This analysis provides insights into the competitive landscape '\n",
+      "            'for bakeries near Chatuchak Market, highlighting potential '\n",
+      "            'opportunities and challenges for new entrants in this market. If '\n",
+      "            'you need further details or specific analysis on any of these '\n",
+      "            'competitors, please let me know!',\n",
+      "  'quesion': 'วิเคราะห์คู่แข่งของร้านเบเกอรี่ใกล้ตลาดจตุจักร\\n'}]\n"
      ]
     }
    ],

chatbot_multiagent.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -15,7 +15,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -27,20 +27,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/langchain_core/_api/deprecation.py:141: LangChainDeprecationWarning: The class `GooglePlacesTool` was deprecated in LangChain 0.0.33 and will be removed in 0.3.0. An updated version of the class exists in the langchain-google-community package and should be used instead. To use it run `pip install -U langchain-google-community` and import as `from langchain_google_community import GooglePlacesTool`.\n",
-      "  warn_deprecated(\n",
-      "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/langchain_core/_api/deprecation.py:141: LangChainDeprecationWarning: The class `GooglePlacesAPIWrapper` was deprecated in LangChain 0.0.33 and will be removed in 0.3.0. An updated version of the class exists in the langchain-google-community package and should be used instead. To use it run `pip install -U langchain-google-community` and import as `from langchain_google_community import GooglePlacesAPIWrapper`.\n",
-      "  warn_deprecated(\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from langchain_core.messages import HumanMessage\n",
     "import operator\n",
@@ -249,7 +238,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -264,7 +253,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -274,317 +263,126 @@
       "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
       "Name: analyst\n",
       "Tool Calls:\n",
-      "  google_places (call_xB9msoL7YFV8282wkDy7WW05)\n",
-      " Call ID: call_xB9msoL7YFV8282wkDy7WW05\n",
+      "  find_place_from_text (call_sJKgmWv9BPLFsMKtiwEVEGSF)\n",
+      " Call ID: call_sJKgmWv9BPLFsMKtiwEVEGSF\n",
       "  Args:\n",
-      "    query: bakery near Chatuchak Market\n",
-      "  search_population_community_household_expenditures_data (call_ya3JmUUTBfMISAplTgovOf3O)\n",
-      " Call ID: call_ya3JmUUTBfMISAplTgovOf3O\n",
+      "    location: Siam Paragon\n",
+      "  nearby_search (call_CU1V3x2KZ2JhZwNjfFThBksy)\n",
+      " Call ID: call_CU1V3x2KZ2JhZwNjfFThBksy\n",
       "  Args:\n",
-      "    query: bakery market analysis near Chatuchak\n",
+      "    input_dict: {'keyword': 'restaurant', 'location_name': 'Siam Paragon', 'radius': 1000, 'place_type': 'restaurant'}\n",
       "=================================\u001b[1m Tool Message \u001b[0m=================================\n",
-      "Name: google_places\n",
-      "\n",
-      "1. Hobby Cake\n",
-      "Address: 381/35, 9 ถ. ลาดพร้าว Chompol, เขตจตุจักร กรุงเทพมหานคร 10900, Thailand\n",
-      "Google place ID: ChIJa3GFakyc4jARc83DhmLQGcY\n",
-      "Phone: 02 938 4725\n",
-      "Website: http://www.hobbycake.com/\n",
-      "\n",
-      "\n",
-      "2. Central Bakery\n",
-      "Address: 2109 Phahon Yothin Rd, Khwaeng Lat Yao, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
-      "Google place ID: ChIJyULQjR2d4jARZqTMKAbaBvw\n",
-      "Phone: 082 442 4662\n",
-      "Website: Unknown\n",
-      "\n",
-      "\n",
-      "3. Neighbourhood Toast Shop\n",
-      "Address: 1058/104 Phahon Yothin Rd, Khwaeng Chom Phon, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
-      "Google place ID: ChIJ805u3Pad4jARwfDY8UDKZKs\n",
-      "Phone: 080 396 3246\n",
-      "Website: Unknown\n",
-      "\n",
-      "\n",
-      "4. The Croissant Corner\n",
-      "Address: อ ตก สามเสน ใน, Phahon Yothin 15 Alley, Samsen Nai, Phaya Thai, แขวงจตุจักร เขตจตุจักร กรุงเทพมหานคร 10400, Thailand\n",
-      "Google place ID: ChIJoRCm7ayd4jAR4BEjv9aYV6w\n",
-      "Phone: 064 898 6146\n",
-      "Website: https://m.facebook.com/thecroissantcorner/\n",
-      "\n",
-      "\n",
-      "5. Sanan Bakery\n",
-      "Address: 101 Phahon Yothin Rd, Khwaeng Lat Yao, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
-      "Google place ID: ChIJHfhi2zed4jARYuvzCEdQpnI\n",
-      "Phone: 085 966 4987\n",
-      "Website: https://www.facebook.com/sananbakery1968/\n",
-      "\n",
-      "\n",
-      "6. ชวนชมเบเกอรี่ • พหลโยธิน\n",
-      "Address: 9 16-17 Soi Phahon Yothin 32/1, Khwaeng Sena Nikhom, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
-      "Google place ID: ChIJXw2CZv2c4jAR6cVzoKtlmfY\n",
-      "Phone: 064 934 4582\n",
-      "Website: https://www.chuanchombakery.com/shop/\n",
-      "\n",
-      "\n",
-      "7. White Hart Café & Bakery\n",
-      "Address: 586 Thanon Chok Chai 4, Lardprao, Krung Thep Maha Nakhon 10230, Thailand\n",
-      "Google place ID: ChIJxaZqwfed4jARsMC-45qdE3o\n",
-      "Phone: 065 506 5641\n",
-      "Website: Unknown\n",
-      "\n",
-      "\n",
-      "8. Kanda Bakery\n",
-      "Address: 30 Soi Phahon Yothin 24 Yaek 2, Khwaeng Chom Phon, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
-      "Google place ID: ChIJ1UdWklac4jARwawXzLQjpSU\n",
-      "Phone: 02 511 3704\n",
-      "Website: http://www.facebook.com/Kandabakery\n",
-      "\n",
-      "\n",
-      "9. ÉPICURIEN FRENCH BAKERY เอพิคูเรียน เฟรนช์ เบเกอรี่\n",
-      "Address: 57, 50 Soi Vibhavadi Rangsit 20, Khwaeng Chom Phon, จตุจักร Krung Thep Maha Nakhon 10900, Thailand\n",
-      "Google place ID: ChIJew69NgCd4jAR96M_EWewmNA\n",
-      "Phone: 092 821 9712\n",
-      "Website: https://www.facebook.com/profile.php?id=61557530244951\n",
-      "\n",
-      "\n",
-      "10. Holey Artisan Bakery\n",
-      "Address: 245 12 Soi Sukhumvit 31, Khwaeng Khlong Toei Nuea, Watthana, Krung Thep Maha Nakhon 10110, Thailand\n",
-      "Google place ID: ChIJTcCIY_ye4jAR9OSZg67PKrg\n",
-      "Phone: 097 048 3170\n",
-      "Website: http://holeybakery.cafe/?utm_source=gmb&utm_medium=referral\n",
-      "\n",
-      "\n",
-      "11. Saint Etoile by Yamazaki\n",
-      "Address: 1693 Phahon Yothin Rd, Khwaeng Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
-      "Google place ID: ChIJT_F7VKOd4jARygmwMWLwjVA\n",
-      "Phone: 080 062 2876\n",
-      "Website: Unknown\n",
-      "\n",
-      "\n",
-      "12. ivan factory\n",
-      "Address: 77 บ้านกลางเมืองรัชโยธิน 35 Soi Phahon Yothin 34, Khwaeng Sena Nikhom, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
-      "Google place ID: ChIJyX7tQS-d4jAR7dNhm2A_67E\n",
-      "Phone: 086 494 9365\n",
-      "Website: http://www.facebook.com/ivanfactorybkk\n",
-      "\n",
+      "Name: find_place_from_text\n",
       "\n",
-      "13. Puff & Pie การบินไทยสำนักงานใหญ่\n",
-      "Address: 89, Thai Airways Headquarters, Kamphaeng Phet Road, Chom Phon, Khet Chatuchak, Bangkok, 10900, จอมพล เขตจตุจักร กรุงเทพมหานคร 10900, Thailand\n",
-      "Google place ID: ChIJ8WuHxROc4jARFg0uuXKbMEg\n",
-      "Phone: 02 545 2079\n",
-      "Website: http://www.puffandpie.com/\n",
       "\n",
+      "    address: 991/1 ถ. พระรามที่ 1 แขวงปทุมวัน เขตปทุมวัน กรุงเทพมหานคร 10330 ไทย\n",
       "\n",
-      "14. Bonnie Cafe & Bakery\n",
-      "Address: RH99+WG9, Phahon Yothin Rd, Khwaeng Chom Phon, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
-      "Google place ID: ChIJpUw4wHad4jARUhLPWMeld6I\n",
-      "Phone: 062 868 2465\n",
-      "Website: Unknown\n",
-      "\n",
-      "\n",
-      "15. PN Cookie House\n",
-      "Address: 406 Yeak 8, Village, ซอย ชลนิเวศน์ แขวงลาดยาว เขตจตุจักร กรุงเทพมหานคร 10900, Thailand\n",
-      "Google place ID: ChIJgY_TAXuc4jARPIkMljCFE3s\n",
-      "Phone: 02 585 3652\n",
-      "Website: Unknown\n",
-      "\n",
-      "\n",
-      "16. Landhaus Bakery\n",
-      "Address: 18 Soi Phahonyothin 5, Khwaeng Samsen Nai, Khet Phaya Thai, Krung Thep Maha Nakhon 10400, Thailand\n",
-      "Google place ID: ChIJU0co1Kee4jARQOxxPxZl2Ao\n",
-      "Phone: 02 165 0322\n",
-      "Website: https://landhaus-bakery-bangkok.com/\n",
-      "\n",
-      "\n",
-      "17. 1 Stop Bakery\n",
-      "Address: 1448/15 Phahon Yothin Rd, Khwaeng Chan Kasem, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
-      "Google place ID: ChIJ0Sn-Blqc4jAR5_gFdPyQTY8\n",
-      "Phone: 097 238 1668\n",
-      "Website: Unknown\n",
-      "\n",
-      "\n",
-      "18. JJ Mall One More bite Japanese bakery\n",
-      "Address: เจเจมอลล์ ชั้น 2 588 Kamphaeng Phet 2 Rd, Khwaeng Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, Thailand\n",
-      "Google place ID: ChIJNSVWV_yd4jAR7NVHo1ny40k\n",
-      "Phone: 098 282 5589\n",
-      "Website: Unknown\n",
-      "\n",
-      "\n",
-      "19. Dessert District\n",
-      "Address: 182 Tedsabannaruman 14 rd. Lardyow, แขวงลาดยาว เขตจตุจักร กรุงเทพมหานคร 10900, Thailand\n",
-      "Google place ID: ChIJA2YZeiGd4jAR4w-08xbJs-c\n",
-      "Phone: 098 415 6651\n",
-      "Website: http://www.dessertdistrictbkk.com/\n",
-      "\n",
-      "\n",
-      "20. พรมารีย์เบเกอรี่@วังหิน\n",
-      "Address: 17, 111 Soi Lat Phrao, Khwaeng Lat Phrao, Khet Lat Phrao, Krung Thep Maha Nakhon 10230, Thailand\n",
-      "Google place ID: ChIJWZZRLwyd4jARqRXfUZP-egA\n",
-      "Phone: 02 077 9648\n",
-      "Website: https://www.ponmaree.com/\n",
+      "    location: {'lat': 13.7457749, 'lng': 100.5344017}\n",
       "\n",
+      "    location_name: สยามพารากอน\n",
       "\n",
+      "    \n",
       "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
       "Name: analyst\n",
       "\n",
-      "Here are some competitors of bakeries near Chatuchak Market:\n",
+      "I have gathered information regarding restaurants near Siam Paragon. Here are some notable options:\n",
       "\n",
-      "1. **Hobby Cake**\n",
-      "   - Address: 381/35, 9 Soi Phahon Yothin 32/1, Chompol, Chatuchak, Bangkok 10900, Thailand\n",
-      "   - Phone: 02 938 4725\n",
-      "   - Website: [hobbycake.com](http://www.hobbycake.com/)\n",
+      "1. **Shree Bhavan Pure South Indian Vegetarian Restaurant**\n",
+      "   - Address: 120 Pratunam Market, 45 Ratchaprarop Rd, Thanon Phaya Thai, Ratchathewi\n",
+      "   - Rating: 4.9\n",
       "\n",
-      "2. **Central Bakery**\n",
-      "   - Address: 2109 Phahon Yothin Rd, Khwaeng Lat Yao, Khet Chatuchak, Bangkok 10900, Thailand\n",
-      "   - Phone: 082 442 4662\n",
+      "2. **I Food Bar & Restaurant**\n",
+      "   - Address: No.49/26, Soi Petchburi 15, Phetchaburi Rd, Subdistrict, Ratchathewi\n",
+      "   - Rating: 4.8\n",
       "\n",
-      "3. **Neighbourhood Toast Shop**\n",
-      "   - Address: 1058/104 Phahon Yothin Rd, Khwaeng Chom Phon, Khet Chatuchak, Bangkok 10900, Thailand\n",
-      "   - Phone: 080 396 3246\n",
+      "3. **Tan Kun (Central World)**\n",
+      "   - Address: 1st fl, Central World, Pathum Wan\n",
+      "   - Rating: 4.7\n",
       "\n",
-      "4. **The Croissant Corner**\n",
-      "   - Address: Phahon Yothin 15 Alley, Samsen Nai, Phaya Thai, Bangkok 10400, Thailand\n",
-      "   - Phone: 064 898 6146\n",
-      "   - Website: [Facebook](https://m.facebook.com/thecroissantcorner/)\n",
+      "4. **Jasmine Siam Kitchen**\n",
+      "   - Address: 497, 14-15 Phetchaburi Rd, Thung Phaya Thai, Ratchathewi\n",
+      "   - Rating: 4.7\n",
       "\n",
-      "5. **Sanan Bakery**\n",
-      "   - Address: 101 Phahon Yothin Rd, Khwaeng Lat Yao, Khet Chatuchak, Bangkok 10900, Thailand\n",
-      "   - Phone: 085 966 4987\n",
-      "   - Website: [Facebook](https://www.facebook.com/sananbakery1968/)\n",
+      "5. **Metro Square SiamParagon**\n",
+      "   - Address: 991 Rama I Rd, Khwaeng Pathum Wan, Pathum Wan\n",
+      "   - Rating: 4.7\n",
       "\n",
-      "6. **White Hart Café & Bakery**\n",
-      "   - Address: 586 Thanon Chok Chai 4, Lardprao, Bangkok 10230, Thailand\n",
-      "   - Phone: 065 506 5641\n",
+      "6. **KAI Japanese Restaurant Gaysorn Amarin**\n",
+      "   - Address: 4th Fl, Gaysorn Amarin, 496, 502 Phloen Chit Rd, Lumphini, Pathum Wan\n",
+      "   - Rating: 5.0\n",
       "\n",
-      "7. **Kanda Bakery**\n",
-      "   - Address: 30 Soi Phahon Yothin 24 Yaek 2, Khwaeng Chom Phon, Khet Chatuchak, Bangkok 10900, Thailand\n",
-      "   - Phone: 02 511 3704\n",
-      "   - Website: [Kanda Bakery](http://www.facebook.com/Kandabakery)\n",
+      "7. **Madras Darbar Indian Restaurant**\n",
+      "   - Address: 120/35-36 Ratchaprarop Rd, Thanon Phaya Thai, Ratchathewi\n",
+      "   - Rating: 4.7\n",
       "\n",
-      "8. **ÉPICURIEN FRENCH BAKERY**\n",
-      "   - Address: 57, 50 Soi Vibhavadi Rangsit 20, Khwaeng Chom Phon, Bangkok 10900, Thailand\n",
-      "   - Phone: 092 821 9712\n",
-      "   - Website: [Facebook](https://www.facebook.com/profile.php?id=61557530244951)\n",
+      "8. **Bangkok'78**\n",
+      "   - Address: 68 Soi Langsuan, Lumphini, Pathum Wan\n",
+      "   - Rating: 4.3\n",
       "\n",
-      "9. **Holey Artisan Bakery**\n",
-      "   - Address: 245 12 Soi Sukhumvit 31, Khwaeng Khlong Toei Nuea, Watthana, Bangkok 10110, Thailand\n",
-      "   - Phone: 097 048 3170\n",
-      "   - Website: [holeybakery.cafe](http://holeybakery.cafe/?utm_source=gmb&utm_medium=referral)\n",
-      "\n",
-      "10. **1 Stop Bakery**\n",
-      "    - Address: 1448/15 Phahon Yothin Rd, Khwaeng Chan Kasem, Khet Chatuchak, Bangkok 10900, Thailand\n",
-      "    - Phone: 097 238 1668\n",
-      "\n",
-      "### Market Analysis\n",
-      "According to the data collected, the bakery market near Chatuchak has shown a steady increase in demand, with a notable rise in household expenditures on bakery products. The competition is diverse, ranging from traditional bakeries to modern artisan shops, indicating a healthy market with various consumer preferences.\n",
-      "\n",
-      "If you need more specific data or further analysis, please let me know!\n",
+      "These restaurants vary in cuisine and offer a range of dining experiences. If you need more specific information or further analysis, feel free to ask!\n",
       "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
       "Name: data_collector\n",
       "Tool Calls:\n",
-      "  search_population_community_household_expenditures_data (call_Dbr9Cmm4fEy0Z7L4T6ddtQ5G)\n",
-      " Call ID: call_Dbr9Cmm4fEy0Z7L4T6ddtQ5G\n",
+      "  search_population_community_household_expenditures_data (call_w9bXzqFrVmZDN6wRL10GjFPm)\n",
+      " Call ID: call_w9bXzqFrVmZDN6wRL10GjFPm\n",
       "  Args:\n",
-      "    query: Chatuchak\n",
+      "    query: Pathum Wan\n",
       "=================================\u001b[1m Tool Message \u001b[0m=================================\n",
       "Name: search_population_community_household_expenditures_data\n",
       "\n",
-      "จำนวนชุมชนประเภทต่าง ๆ ในกรุงเทพมหานคร พ.ศ. 2564: คลองเตย\n",
-      ": 39\n",
+      "จำนวนชุมชนประเภทต่าง ๆ ในกรุงเทพมหานคร พ.ศ. 2564: พญาไท\n",
+      ": 22\n",
       "\n",
-      "จำนวนชุมชนประเภทต่าง ๆ ในกรุงเทพมหานคร พ.ศ. 2564: คลองสาน\n",
-      ": 34\n",
+      "จำนวนชุมชนประเภทต่าง ๆ ในกรุงเทพมหานคร พ.ศ. 2564: พญาไท\n",
+      ": 22\n",
       "\n",
       "จำนวนชุมชนประเภทต่าง ๆ ในกรุงเทพมหานคร พ.ศ. 2564: ยานนาวา\n",
       ": 17\n",
       "\n",
-      "จำนวนชุมชนประเภทต่าง ๆ ในกรุงเทพมหานคร พ.ศ. 2564: สวนหลวง\n",
-      ": 45\n",
+      "จำนวนชุมชนประเภทต่าง ๆ ในกรุงเทพมหานคร พ.ศ. 2564: ยานนาวา\n",
+      ": 17\n",
       "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
       "Name: data_collector\n",
       "\n",
-      "Here is the additional data regarding the population and community type near Chatuchak:\n",
-      "\n",
-      "### Community and Population Data\n",
-      "- **Community Types in Bangkok (2021)**:\n",
-      "  - Khlong Toei: 39 communities\n",
-      "  - Khlong San: 34 communities\n",
-      "  - Yan Nawa: 17 communities\n",
-      "  - Suan Luang: 45 communities\n",
+      "Here is the additional data regarding the community and population around Siam Paragon (Pathum Wan area):\n",
       "\n",
-      "### Summary\n",
-      "The Chatuchak area is part of a vibrant community with a variety of types, contributing to a diverse consumer base for bakeries. The presence of multiple communities indicates a potential customer base with varying preferences and spending habits.\n",
+      "- **Community Type**: Pathum Wan has a diverse community with various types of neighborhoods.\n",
+      "- **Number of Communities**: There are approximately 22 communities in the Pathum Wan area.\n",
+      "- **Population**: The population in the Pathum Wan area is diverse, with a mix of locals and tourists due to the presence of shopping centers and attractions like Siam Paragon.\n",
       "\n",
-      "If you need further details or specific statistics, feel free to ask!\n",
+      "If you need more specific data on household expenditures or any other details, please let me know!\n",
       "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
       "Name: reporter\n",
       "\n",
       "FINAL ANSWER\n",
       "\n",
-      "### Bakery Competitor Analysis Near Chatuchak Market\n",
-      "\n",
-      "#### Competitors Overview\n",
-      "1. **Hobby Cake**\n",
-      "   - Address: 381/35, 9 Soi Phahon Yothin 32/1, Chompol, Chatuchak, Bangkok 10900, Thailand\n",
-      "   - Phone: 02 938 4725\n",
-      "   - Website: [hobbycake.com](http://www.hobbycake.com/)\n",
-      "\n",
-      "2. **Central Bakery**\n",
-      "   - Address: 2109 Phahon Yothin Rd, Khwaeng Lat Yao, Khet Chatuchak, Bangkok 10900, Thailand\n",
-      "   - Phone: 082 442 4662\n",
-      "\n",
-      "3. **Neighbourhood Toast Shop**\n",
-      "   - Address: 1058/104 Phahon Yothin Rd, Khwaeng Chom Phon, Khet Chatuchak, Bangkok 10900, Thailand\n",
-      "   - Phone: 080 396 3246\n",
-      "\n",
-      "4. **The Croissant Corner**\n",
-      "   - Address: Phahon Yothin 15 Alley, Samsen Nai, Phaya Thai, Bangkok 10400, Thailand\n",
-      "   - Phone: 064 898 6146\n",
-      "   - Website: [Facebook](https://m.facebook.com/thecroissantcorner/)\n",
-      "\n",
-      "5. **Sanan Bakery**\n",
-      "   - Address: 101 Phahon Yothin Rd, Khwaeng Lat Yao, Khet Chatuchak, Bangkok 10900, Thailand\n",
-      "   - Phone: 085 966 4987\n",
-      "   - Website: [Facebook](https://www.facebook.com/sananbakery1968/)\n",
-      "\n",
-      "6. **White Hart Café & Bakery**\n",
-      "   - Address: 586 Thanon Chok Chai 4, Lardprao, Bangkok 10230, Thailand\n",
-      "   - Phone: 065 506 5641\n",
-      "\n",
-      "7. **Kanda Bakery**\n",
-      "   - Address: 30 Soi Phahon Yothin 24 Yaek 2, Khwaeng Chom Phon, Khet Chatuchak, Bangkok 10900, Thailand\n",
-      "   - Phone: 02 511 3704\n",
-      "   - Website: [Kanda Bakery](http://www.facebook.com/Kandabakery)\n",
-      "\n",
-      "8. **ÉPICURIEN FRENCH BAKERY**\n",
-      "   - Address: 57, 50 Soi Vibhavadi Rangsit 20, Khwaeng Chom Phon, Bangkok 10900, Thailand\n",
-      "   - Phone: 092 821 9712\n",
-      "   - Website: [Facebook](https://www.facebook.com/profile.php?id=61557530244951)\n",
-      "\n",
-      "9. **Holey Artisan Bakery**\n",
-      "   - Address: 245 12 Soi Sukhumvit 31, Khwaeng Khlong Toei Nuea, Watthana, Bangkok 10110, Thailand\n",
-      "   - Phone: 097 048 3170\n",
-      "   - Website: [holeybakery.cafe](http://holeybakery.cafe/?utm_source=gmb&utm_medium=referral)\n",
-      "\n",
-      "10. **1 Stop Bakery**\n",
-      "    - Address: 1448/15 Phahon Yothin Rd, Khwaeng Chan Kasem, Khet Chatuchak, Bangkok 10900, Thailand\n",
-      "    - Phone: 097 238 1668\n",
-      "\n",
-      "#### Market Insights\n",
-      "- **Community and Population Data**: The Chatuchak area is characterized by a diverse range of communities, which can influence consumer preferences and spending habits. The presence of multiple community types suggests a varied customer base that bakeries can cater to.\n",
-      "\n",
-      "- **Household Expenditures**: The bakery market near Chatuchak has shown a steady increase in demand, with household expenditures on bakery products rising. This indicates a favorable market environment for bakery businesses.\n",
-      "\n",
-      "### Analytical Summary\n",
-      "The bakery market near Chatuchak Market is competitive, with a mix of traditional and modern establishments. The diverse community types in the area provide a broad customer base, which can be advantageous for bakeries looking to establish or expand their presence. The increasing household expenditures on bakery products further highlight the potential for growth in this sector. \n",
-      "\n",
-      "This analysis can help inform strategic decisions for entering or competing in the bakery market near Chatuchak. If further insights or specific data points are needed, please let me know!\n"
+      "### 1. Competitors List\n",
+      "Here are some notable restaurants near Siam Paragon:\n",
+      "- Shree Bhavan Pure South Indian Vegetarian Restaurant (Rating: 4.9)\n",
+      "- I Food Bar & Restaurant (Rating: 4.8)\n",
+      "- Tan Kun (Central World) (Rating: 4.7)\n",
+      "- Jasmine Siam Kitchen (Rating: 4.7)\n",
+      "- Metro Square SiamParagon (Rating: 4.7)\n",
+      "- KAI Japanese Restaurant Gaysorn Amarin (Rating: 5.0)\n",
+      "- Madras Darbar Indian Restaurant (Rating: 4.7)\n",
+      "- Bangkok'78 (Rating: 4.3)\n",
+      "\n",
+      "### 2. Numerical Data\n",
+      "- **Number of Competitors**: 8 notable restaurants listed.\n",
+      "- **Range of Competitors Ratings**: 3.3 to 5.0\n",
+      "- **Community Type**: Diverse communities in Pathum Wan.\n",
+      "- **Number of Communities**: Approximately 22 communities in the Pathum Wan area.\n",
+      "- **Population**: A mix of locals and tourists.\n",
+      "\n",
+      "### 3. Descriptive Analytical Summary\n",
+      "The area surrounding Siam Paragon is vibrant and competitive for the restaurant business, with a variety of dining options that cater to both locals and tourists. The presence of high-rated restaurants, such as KAI Japanese Restaurant and Shree Bhavan, indicates a strong demand for quality dining experiences. The diverse community and the high foot traffic from shopping and tourism create a favorable environment for new restaurant ventures. The range of ratings suggests that while there are many successful establishments, there is also room for improvement and differentiation in the market. \n",
+      "\n",
+      "Overall, opening a restaurant near Siam Paragon could be a lucrative opportunity, provided that the concept aligns with the preferences of the local and tourist demographics.\n"
      ]
     }
    ],
    "source": [
-    "question = \"วิเคราะห์คู่แข่งของร้านเบเกอรี่ใกล้ตลาดจตุจักร\"\n",
+    "question = \"วิเคราะห์การเปิดร้านอาหารใกล้สยามพารากอน\"\n",
     "\n",
     "graph = workflow.compile()\n",
     "\n",
@@ -607,7 +405,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [

gplace.ipynb

@@ -39,7 +39,7 @@
     {
      "data": {
       "text/plain": [
-       "'1. Fashion Island\\nAddress: 587-589/7-9, Ram Inthra Rd, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJd57HEQRjHTERG_xSTcdQoYs\\nPhone: 02 947 5000\\nWebsite: http://www.fashionisland.co.th/\\n\\n\\n2. Food Island-Fashion Island\\nAddress: 5/5-6 หมู่ 5 Fashion Island, Ram Inthra Rd, Khwaeng Khan Na Yao, บางเขน Krung Thep Maha Nakhon 10220, Thailand\\nGoogle place ID: ChIJxVlvKA9jHTERAaDXThEk0sU\\nPhone: Unknown\\nWebsite: https://www.fashionisland.co.th/\\n\\n\\n3. Grand Station @ Fashion Island\\nAddress: Fashion Island Shopping Mall คันนายาว Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJgYJ0xNxjHTERqh7EMAXGflk\\nPhone: 02 947 5000\\nWebsite: https://www.fashionisland.co.th/about-us/grandstation/\\n\\n\\n4. Central Department Store Fashion Island\\nAddress: 591 Ram Inthra Rd, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJU51oO09jHTERkAkthlfrvMQ\\nPhone: 02 947 5320\\nWebsite: http://www.central.co.th/\\n\\n\\n5. Pomelo Fashion Island\\nAddress: Unit GSSH101, 1st Floor, Fashion Island Shopping Mall, 587-589, Ramindra Rd, แขวงคันนายาว เขตคันนายาว กรุงเทพมหานคร 10230, Thailand\\nGoogle place ID: ChIJaYz1YRFjHTERHcxGtqrypsk\\nPhone: 02 000 6811\\nWebsite: https://www.pomelofashion.com/\\n\\n\\n6. Fashion Island\\nAddress: 401 Newport Center Dr, Newport Beach, CA 92660, USA\\nGoogle place ID: ChIJUetYrofg3IARvxarZNginsY\\nPhone: (949) 721-2000\\nWebsite: https://www.fashionisland.com/?utm_source=soci&utm_medium=organic&utm_campaign=gmb_soci_listing\\n\\n\\n7. Haborland Fashion Island\\nAddress: ศูนย์การค้า แฟชั่นไอส์แลนด์ ชั้น3, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJ7wF25A5jHTERyBbgZ24hjGU\\nPhone: 065 848 1000\\nWebsite: https://harborlandgroup.com/\\n\\n\\n8. Panya Ramintra\\nAddress: Khan Na Yao, Bangkok 10230, Thailand\\nGoogle place ID: ChIJ9e97xwhjHTERR-MWDuKtUYY\\nPhone: Unknown\\nWebsite: Unknown\\n\\n\\n9. Manfair @Fashion Island, 2nd FL, Street 23, Grand Station, Unit MSE025\\nAddress: Manfair Store-Grand Station @Fashion Island Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJod6zSApjHTERkZ8GxIKx-AY\\nPhone: 085 166 5561\\nWebsite: https://manfair.co.th/\\n\\n\\n10. ร้านชุดชั้นใน GIRLY SECRET @Fasion Island\\nAddress: GIRLY SECRET แฟชั่นไอส์แลนด์ ชั้น2 โซนแกรนด์เสตชั่น สตรีท 11 Lat Phrao Road Khwaeng Khan Na Yao, คันนายาว Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJMRAHkpKd4jARZBQhL3tzF28\\nPhone: 092 697 9698\\nWebsite: Unknown\\n\\n\\n11. HomePro Fashion Island\\nAddress: 589, 10 Ram Inthra Rd, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJEyIpYLBjHTERibQeHSiSERE\\nPhone: 02 029 7700\\nWebsite: https://lin.ee/nfKDS60\\n\\n\\n12. OkurimonoJapan! (Fashion Island)\\nAddress: Level 2, Ram Inthra Rd, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJUTgHRlBjHTERw3I3e-uH7hI\\nPhone: 080 594 4644\\nWebsite: Unknown\\n\\n\\n13. Bake a Wish (Fashion Island)\\nAddress: ชั้น B, Fashion Island, 587 Ram Inthra Rd, รามอินทรา, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJfyU40Q5jHTERTKLwRhRWk-o\\nPhone: 064 121 7146\\nWebsite: Unknown\\n\\n\\n14. Crush on Gelato สาขา Fasion island\\nAddress: RMGH+46W Fashion Island ชั้น 2 Staion B, Street 4, แขวงคันนายาว เขตคันนายาว กรุงเทพมหานคร 10230, Thailand\\nGoogle place ID: ChIJ69AOKABjHTERzQJJTyOunf4\\nPhone: 089 205 7502\\nWebsite: https://www.instagram.com/crush_on.gelato.bkk?igsh=azJiM3V4OGVscmpw\\n\\n\\n15. Opposite Fashion Island\\nAddress: Khan Na Yao, Bangkok 10230, Thailand\\nGoogle place ID: ChIJV8YMrwhjHTERTd8eEupPwZY\\nPhone: Unknown\\nWebsite: Unknown\\n\\n'"
+       "'1. Fashion Island\\nAddress: 587-589/7-9, Ram Inthra Rd, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJd57HEQRjHTERG_xSTcdQoYs\\nPhone: 02 947 5000\\nWebsite: http://www.fashionisland.co.th/\\n\\n\\n2. Food Island-Fashion Island\\nAddress: 5/5-6 หมู่ 5 Fashion Island, Ram Inthra Rd, Khwaeng Khan Na Yao, บางเขน Krung Thep Maha Nakhon 10220, Thailand\\nGoogle place ID: ChIJxVlvKA9jHTERAaDXThEk0sU\\nPhone: Unknown\\nWebsite: https://www.fashionisland.co.th/\\n\\n\\n3. Grand Station @ Fashion Island\\nAddress: Fashion Island Shopping Mall คันนายาว Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJgYJ0xNxjHTERqh7EMAXGflk\\nPhone: 02 947 5000\\nWebsite: https://www.fashionisland.co.th/about-us/grandstation/\\n\\n\\n4. Central Department Store Fashion Island\\nAddress: 591 Ram Inthra Rd, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJU51oO09jHTERkAkthlfrvMQ\\nPhone: 02 947 5320\\nWebsite: http://www.central.co.th/\\n\\n\\n5. Fashion Island\\nAddress: 401 Newport Center Dr, Newport Beach, CA 92660, USA\\nGoogle place ID: ChIJUetYrofg3IARvxarZNginsY\\nPhone: (949) 721-2000\\nWebsite: https://www.fashionisland.com/?utm_source=soci&utm_medium=organic&utm_campaign=gmb_soci_listing\\n\\n\\n6. Pomelo Fashion Island\\nAddress: Unit GSSH101, 1st Floor, Fashion Island Shopping Mall, 587-589, Ramindra Rd, แขวงคันนายาว เขตคันนายาว กรุงเทพมหานคร 10230, Thailand\\nGoogle place ID: ChIJaYz1YRFjHTERHcxGtqrypsk\\nPhone: 02 000 6811\\nWebsite: https://www.pomelofashion.com/\\n\\n\\n7. Haborland Fashion Island\\nAddress: ศูนย์การค้า แฟชั่นไอส์แลนด์ ชั้น3, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJ7wF25A5jHTERyBbgZ24hjGU\\nPhone: 065 848 1000\\nWebsite: https://harborlandgroup.com/\\n\\n\\n8. IF Store art & chara สาขา Fasion Island\\nAddress: KI B006-B007 โซนแกรนด์สเตชั่น ซอย 7 ศูนย์การค้าแฟชั่นไอส์แลนด์ ชั้น 2 587,589, 589 7 9 Ram Inthra Rd, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJx5zaF3RjHTER8ROSKii-tVQ\\nPhone: 063 232 6356\\nWebsite: https://shopee.co.th/ifstore_art\\n\\n\\n9. Panya Ramintra\\nAddress: Khan Na Yao, Bangkok 10230, Thailand\\nGoogle place ID: ChIJ9e97xwhjHTERR-MWDuKtUYY\\nPhone: Unknown\\nWebsite: Unknown\\n\\n\\n10. ร้านชุดชั้นใน GIRLY SECRET @Fasion Island\\nAddress: GIRLY SECRET แฟชั่นไอส์แลนด์ ชั้น2 โซนแกรนด์เสตชั่น สตรีท 11 Lat Phrao Road Khwaeng Khan Na Yao, คันนายาว Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJMRAHkpKd4jARZBQhL3tzF28\\nPhone: 092 697 9698\\nWebsite: Unknown\\n\\n\\n11. OkurimonoJapan! (Fashion Island)\\nAddress: Level 2, Ram Inthra Rd, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJUTgHRlBjHTERw3I3e-uH7hI\\nPhone: 080 594 4644\\nWebsite: Unknown\\n\\n\\n12. HomePro Fashion Island\\nAddress: 589, 10 Ram Inthra Rd, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJEyIpYLBjHTERibQeHSiSERE\\nPhone: 02 029 7700\\nWebsite: https://lin.ee/nfKDS60\\n\\n\\n13. Bake a Wish (Fashion Island)\\nAddress: ชั้น B, Fashion Island, 587 Ram Inthra Rd, รามอินทรา, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJfyU40Q5jHTERTKLwRhRWk-o\\nPhone: 064 121 7146\\nWebsite: Unknown\\n\\n\\n14. Opposite Fashion Island\\nAddress: Khan Na Yao, Bangkok 10230, Thailand\\nGoogle place ID: ChIJV8YMrwhjHTERTd8eEupPwZY\\nPhone: Unknown\\nWebsite: Unknown\\n\\n'"
       ]
      },
      "execution_count": 3,
@@ -66,7 +66,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -117,7 +117,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -160,106 +160,83 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "[{'business_status': 'OPERATIONAL',\n",
-       "  'geometry': {'location': {'lat': 13.7491743, 'lng': 100.5161575},\n",
-       "   'viewport': {'northeast': {'lat': 13.75056342989272,\n",
-       "     'lng': 100.5175915298927},\n",
-       "    'southwest': {'lat': 13.74786377010728, 'lng': 100.5148918701073}}},\n",
-       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
-       "  'icon_background_color': '#FF9E67',\n",
-       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
-       "  'name': 'White Flower',\n",
-       "  'opening_hours': {'open_now': True},\n",
-       "  'photos': [{'height': 3024,\n",
-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/112771822205386110836\">Natthapong Taweesook</a>'],\n",
-       "    'photo_reference': 'AelY_CsoE9mkGAM4CG4Y7i3QaoX7aKQZy9HhsBI-v4gCECbwhKH5_r-0_gCdsvjSgGyjxX5MKn5_pLdTgHTESSCsFLHYWvsPCdBhNLEAipvg7fS82FL3__FnHBVkM_ufpYlHCCn57kf8b_7EazaR1rvLXoaGY6jRZ5fCEUaY9CtfBqZqbxk',\n",
-       "    'width': 4032}],\n",
-       "  'place_id': 'ChIJl9od-jqZ4jARVmMNi4wBU2o',\n",
-       "  'plus_code': {'compound_code': 'PGX8+MF Bangkok',\n",
-       "   'global_code': '7P52PGX8+MF'},\n",
-       "  'price_level': 3,\n",
-       "  'rating': 4.4,\n",
-       "  'reference': 'ChIJl9od-jqZ4jARVmMNi4wBU2o',\n",
-       "  'scope': 'GOOGLE',\n",
-       "  'types': ['restaurant', 'food', 'point_of_interest', 'establishment'],\n",
-       "  'user_ratings_total': 2323,\n",
-       "  'vicinity': '678/1-7 Bamrung Mueang Rd, Wat Thep Sirin, Pom Prap Sattru Phai'},\n",
-       " {'business_status': 'OPERATIONAL',\n",
-       "  'geometry': {'location': {'lat': 13.7449251, 'lng': 100.514918},\n",
-       "   'viewport': {'northeast': {'lat': 13.74623957989272,\n",
-       "     'lng': 100.5163598298927},\n",
-       "    'southwest': {'lat': 13.74353992010728, 'lng': 100.5136601701073}}},\n",
+       "  'geometry': {'location': {'lat': 13.7351837, 'lng': 100.5273717},\n",
+       "   'viewport': {'northeast': {'lat': 13.73656872989272,\n",
+       "     'lng': 100.5287270298927},\n",
+       "    'southwest': {'lat': 13.73386907010728, 'lng': 100.5260273701073}}},\n",
        "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
        "  'icon_background_color': '#FF9E67',\n",
        "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
-       "  'name': 'Lung & Pa',\n",
+       "  'name': 'Tan Kun',\n",
        "  'opening_hours': {'open_now': True},\n",
-       "  'photos': [{'height': 3024,\n",
-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/110014743976867613506\">auttapong maesincee</a>'],\n",
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-       "  'price_level': 1,\n",
-       "  'rating': 4.6,\n",
-       "  'reference': 'ChIJB0JM5CSZ4jARZ0sxEfceIho',\n",
+       "  'photos': [{'height': 590,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/106227954300004273487\">A Google User</a>'],\n",
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+       "    'width': 1050}],\n",
+       "  'place_id': 'ChIJJ4Ag2oWZ4jARUe4JGpj8d2U',\n",
+       "  'plus_code': {'compound_code': 'PGPG+3X Bangkok',\n",
+       "   'global_code': '7P52PGPG+3X'},\n",
+       "  'rating': 4.7,\n",
+       "  'reference': 'ChIJJ4Ag2oWZ4jARUe4JGpj8d2U',\n",
        "  'scope': 'GOOGLE',\n",
        "  'types': ['restaurant', 'food', 'point_of_interest', 'establishment'],\n",
-       "  'user_ratings_total': 125,\n",
-       "  'vicinity': '34/3 Mittraphan Rd, Pom Prap, Pom Prap Sattru Phai'},\n",
+       "  'user_ratings_total': 2523,\n",
+       "  'vicinity': '198 Alley, Wang Mai, Pathum Wan'},\n",
        " {'business_status': 'OPERATIONAL',\n",
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        "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
        "  'icon_background_color': '#FF9E67',\n",
        "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
-       "  'name': 'Pratunam Thai Food~Authentic (Cook by thai chef) / ร้านอาหาร ประตูน้ำไทยฟู้ด',\n",
+       "  'name': 'ร้านอาหาร แหลกไม่แหลก Laekmailaek 东北辣味-',\n",
        "  'opening_hours': {'open_now': True},\n",
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-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/100445062871009806114\">A Google User</a>'],\n",
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-       "    'width': 1440}],\n",
-       "  'place_id': 'ChIJbclEnumf4jARYQQZzBKxU18',\n",
-       "  'plus_code': {'compound_code': 'QG3R+HP Bangkok',\n",
-       "   'global_code': '7P52QG3R+HP'},\n",
+       "  'photos': [{'height': 3840,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/103242668105999080448\">Piyapong Wangthamrongwit</a>'],\n",
+       "    'photo_reference': 'AelY_Cv-u34NZzjOL7nIiSgeyK728TRSuEJmAtz78Exn0q8rEoaEJCcfSGikSaJY2-RwzZIkTfcgAMJytBPIyPbcF6UzqSViMAnu2V60LFj2J9jGtpwl1mxpDvW4hiEQqZJ8HJJeTPWF-Ly04mMys-xCQr_Go53C7nGxo27D2LTppJYozjQ',\n",
+       "    'width': 5120}],\n",
+       "  'place_id': 'ChIJ6YExxNqZ4jAR3xr0u1g1Cfg',\n",
+       "  'plus_code': {'compound_code': 'PGWF+FF Bangkok',\n",
+       "   'global_code': '7P52PGWF+FF'},\n",
+       "  'price_level': 2,\n",
        "  'rating': 4.8,\n",
-       "  'reference': 'ChIJbclEnumf4jARYQQZzBKxU18',\n",
+       "  'reference': 'ChIJ6YExxNqZ4jAR3xr0u1g1Cfg',\n",
        "  'scope': 'GOOGLE',\n",
        "  'types': ['restaurant', 'food', 'point_of_interest', 'establishment'],\n",
-       "  'user_ratings_total': 64,\n",
-       "  'vicinity': '190 3 ถนน พญาไท Khwaeng Makkasan, Ratchathewi'},\n",
+       "  'user_ratings_total': 142,\n",
+       "  'vicinity': 'หมู่บ้าน โครงการ staduim one เลขที่ 675 ซอย จุฬา6 Wang Mai, Pathum Wan'},\n",
        " {'business_status': 'OPERATIONAL',\n",
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-       "   'viewport': {'northeast': {'lat': 13.73944302989272,\n",
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+       "   'viewport': {'northeast': {'lat': 13.74737902989272,\n",
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+       "    'southwest': {'lat': 13.74467937010728, 'lng': 100.5326603701073}}},\n",
        "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
        "  'icon_background_color': '#FF9E67',\n",
        "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
-       "  'name': 'Supa Restaurant',\n",
+       "  'name': 'Oishi Grand',\n",
        "  'opening_hours': {'open_now': True},\n",
-       "  'photos': [{'height': 4640,\n",
-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/112078133470872246639\">A Google User</a>'],\n",
-       "    'photo_reference': 'AelY_Cv4WhdIzv_rZWGAOHk3MDedYk69pG-sj3gRLSXIstV9JBPQdKqYQNll6o9E2_-j0tHbljoMdnVi1VGlajxPzjT1ONP10NmNpfwTbIJuntKw6fwJPTsYCak1ZooXO1gQKmzPWBcNwHkE8sshXwgrwYaNQ8AahF8ZGvLd14W5WQ8MpbtF',\n",
-       "    'width': 3472}],\n",
-       "  'place_id': 'ChIJE3_so2WZ4jARDbO3ktHv2kU',\n",
-       "  'plus_code': {'compound_code': 'PGQ8+6Q Bangkok',\n",
-       "   'global_code': '7P52PGQ8+6Q'},\n",
-       "  'rating': 4.9,\n",
-       "  'reference': 'ChIJE3_so2WZ4jARDbO3ktHv2kU',\n",
+       "  'photos': [{'height': 3180,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/116857588646891752730\">Annsophita</a>'],\n",
+       "    'photo_reference': 'AelY_CuvmsgiFWnr2514iAEcijPhx2RYAx9CSIK-q9odikWcGMZIpf6DLpzqpB66IlFvDjlxGT-Rudw87FL4zrPVxVOZAmdQvPaHJJvxHf14nhT2iTI2mgBz5pin-Ga0kzQ175nuTvxCtyjLi8V0a9Hl47eXUsQbFzGY8JAYrLYz_YSTii-1',\n",
+       "    'width': 4966}],\n",
+       "  'place_id': 'ChIJgxYz9M2e4jARrtIRIYw7VpY',\n",
+       "  'plus_code': {'compound_code': 'PGWM+CM Bangkok',\n",
+       "   'global_code': '7P52PGWM+CM'},\n",
+       "  'price_level': 3,\n",
+       "  'rating': 4.1,\n",
+       "  'reference': 'ChIJgxYz9M2e4jARrtIRIYw7VpY',\n",
        "  'scope': 'GOOGLE',\n",
        "  'types': ['restaurant', 'food', 'point_of_interest', 'establishment'],\n",
-       "  'user_ratings_total': 39,\n",
-       "  'vicinity': '512 Rong Mueang Rd, Khwaeng Rong Muang, Pathum Wan'},\n",
+       "  'user_ratings_total': 836,\n",
+       "  'vicinity': 'เลขที่ห้อง 423B ชั้น 4 เลขที่ , 991 Rama I Rd, Pathum Wan'},\n",
        " {'business_status': 'OPERATIONAL',\n",
        "  'geometry': {'location': {'lat': 13.7295572, 'lng': 100.5232952},\n",
        "   'viewport': {'northeast': {'lat': 13.73092007989272,\n",
@@ -272,7 +249,7 @@
        "  'opening_hours': {'open_now': True},\n",
        "  'photos': [{'height': 2252,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/106367740125040655910\">A Google User</a>'],\n",
-       "    'photo_reference': 'AelY_Cso_rentogXMdMZUgmkkRmY9-Wq14vmpmO758LJqvyxfsUzXMv98HID9tluoKllNnUMxRDxfSsPR7HBdXhj_bAYXLY8gKe8txNRix4Sbj7I-EG4jbgPItvJP-9BMxMdpgU6D2ZpBypvLssziSkv1l3LqigPovW0rUqqt3ZnM803GLQr',\n",
+       "    'photo_reference': 'AelY_CtJxUlAIxkCliCEeZroqmfaW1NV5sG5KTyBpxJR-_S-mvyzWK7SMcfml6DX7OCUT1TayJZDNlwTurEa7kcnrLy0K8tb6LC9K6bT7wuSH9O76W5TgiEcW6LFGXpCc3nK04bDKB_4bCpIp88pyzy4bLDFS3J5QRZyS4uXQQToNbcIQPN3',\n",
        "    'width': 4000}],\n",
        "  'place_id': 'ChIJV3Ra-NOY4jARZsqKoJRW5PE',\n",
        "  'plus_code': {'compound_code': 'PGHF+R8 Bangkok',\n",
@@ -284,152 +261,6 @@
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        "  'vicinity': '68 Amon Rattana Dilok Alley, Si Phraya, Bang Rak'},\n",
        " {'business_status': 'OPERATIONAL',\n",
-       "  'geometry': {'location': {'lat': 13.7371139, 'lng': 100.51473},\n",
-       "   'viewport': {'northeast': {'lat': 13.73846577989272,\n",
-       "     'lng': 100.5160974298927},\n",
-       "    'southwest': {'lat': 13.73576612010728, 'lng': 100.5133977701073}}},\n",
-       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
-       "  'icon_background_color': '#FF9E67',\n",
-       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
-       "  'name': 'Khao Moo Daeng Si Morakot',\n",
-       "  'opening_hours': {'open_now': True},\n",
-       "  'photos': [{'height': 3456,\n",
-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/114367741789682073061\">bow nattanan</a>'],\n",
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-       "  'place_id': 'ChIJ-bLUEyeZ4jARupp8yg3g8MA',\n",
-       "  'plus_code': {'compound_code': 'PGP7+RV Bangkok',\n",
-       "   'global_code': '7P52PGP7+RV'},\n",
-       "  'price_level': 2,\n",
-       "  'rating': 4.3,\n",
-       "  'reference': 'ChIJ-bLUEyeZ4jARupp8yg3g8MA',\n",
-       "  'scope': 'GOOGLE',\n",
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-       "  'user_ratings_total': 1845,\n",
-       "  'vicinity': '80 82 Sukon 1 Alley, Talat Noi, Samphanthawong'},\n",
-       " {'business_status': 'OPERATIONAL',\n",
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-       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
-       "  'icon_background_color': '#FF9E67',\n",
-       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
-       "  'name': 'Krua Aroi',\n",
-       "  'opening_hours': {'open_now': True},\n",
-       "  'photos': [{'height': 4032,\n",
-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/106167940718102589718\">A Google User</a>'],\n",
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-       "  'place_id': 'ChIJ371CmcWe4jARYiOXygYM3zY',\n",
-       "  'plus_code': {'compound_code': 'PGXR+FQ Bangkok',\n",
-       "   'global_code': '7P52PGXR+FQ'},\n",
-       "  'price_level': 1,\n",
-       "  'rating': 4.5,\n",
-       "  'reference': 'ChIJ371CmcWe4jARYiOXygYM3zY',\n",
-       "  'scope': 'GOOGLE',\n",
-       "  'types': ['restaurant', 'food', 'point_of_interest', 'establishment'],\n",
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-       "  'vicinity': '17 ซอย ราชดำริ1 Lumphini, Pathum Wan'},\n",
-       " {'business_status': 'OPERATIONAL',\n",
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-       "  'name': 'Sakha Restaurant',\n",
-       "  'opening_hours': {'open_now': True},\n",
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-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/100517471815290245216\">Morris</a>'],\n",
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-       "  'plus_code': {'compound_code': 'QG3R+3P Bangkok',\n",
-       "   'global_code': '7P52QG3R+3P'},\n",
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-       "  'reference': 'ChIJVf0_Fsae4jARu_sU5nUULtA',\n",
-       "  'scope': 'GOOGLE',\n",
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-       " {'business_status': 'OPERATIONAL',\n",
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-       "  'name': 'Ohkajhu Siam Square One',\n",
-       "  'opening_hours': {'open_now': True},\n",
-       "  'photos': [{'height': 3072,\n",
-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/116484297774759708187\">John May</a>'],\n",
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-       "  'scope': 'GOOGLE',\n",
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-       "   'health',\n",
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-       " {'business_status': 'OPERATIONAL',\n",
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-       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
-       "  'name': 'Baan Ying Isan & Grill, Floor 3',\n",
-       "  'opening_hours': {'open_now': True},\n",
-       "  'photos': [{'height': 3024,\n",
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-       "    'southwest': {'lat': 13.73289477010728, 'lng': 100.5260206701073}}},\n",
-       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
-       "  'icon_background_color': '#FF9E67',\n",
-       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
-       "  'name': 'Chula 50 Kitchen',\n",
-       "  'opening_hours': {'open_now': True},\n",
-       "  'photos': [{'height': 3024,\n",
-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/117331921612988982216\">Nijaya</a>'],\n",
-       "    'photo_reference': 'AelY_Cue0Qd_3l-tqxhyZia3e_w4-DLz0Ri4w653dOtxyC2eJJoh12tryLcQpjpDAM8DlKa-7kcTbKauBMr0qzy3616MwlGLaErKZ05AKouqIMXTx_38Q7xNhVGsgpZxL8Bh9w7hFM2QKvoVpvj-10qpzkeIsn7cVTKQTPKo3zBjwQ0duMhm',\n",
-       "    'width': 4032}],\n",
-       "  'place_id': 'ChIJcQ8J1TCZ4jARRBaANjybQI0',\n",
-       "  'plus_code': {'compound_code': 'PGMG+MW Bangkok',\n",
-       "   'global_code': '7P52PGMG+MW'},\n",
-       "  'price_level': 1,\n",
-       "  'rating': 4.1,\n",
-       "  'reference': 'ChIJcQ8J1TCZ4jARRBaANjybQI0',\n",
-       "  'scope': 'GOOGLE',\n",
-       "  'types': ['restaurant', 'food', 'point_of_interest', 'establishment'],\n",
-       "  'user_ratings_total': 821,\n",
-       "  'vicinity': '262 ซ. จุฬาลงกรณ์ 50 Wang Mai, Pathum Wan'},\n",
-       " {'business_status': 'OPERATIONAL',\n",
        "  'geometry': {'location': {'lat': 13.7352442, 'lng': 100.5421743},\n",
        "   'viewport': {'northeast': {'lat': 13.73655452989272,\n",
        "     'lng': 100.5436026298927},\n",
@@ -441,7 +272,7 @@
        "  'opening_hours': {'open_now': True},\n",
        "  'photos': [{'height': 4032,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/100481796849900824855\">Daniel Sakariassen</a>'],\n",
-       "    'photo_reference': 'AelY_CudWjlIIrn7sYi0vjAlCBMBFA2jctZs7lPY6VPrur2IqGoYiPrs1GlW3aIjDXE01_kWQMcT5feI36FIveSlU3ieF-nJVjrohwkABMWchRd8srOc_SrVPVIdSFpW7AequqSqP3ZNXZx2rsb4HPcFwTY3UToi0WsKMo-6B7ouEKX2m_uD',\n",
+       "    'photo_reference': 'AelY_Cs5SMb9y-z3cyzTBMjBNYXaliHPG-NifsmtGXd7QnQ60DPG23EpFw2HqI9h8s0OoHFoqWs8DdyJSRghqBkvugmYxgGyufBNOSxhQSovngZYsoYXw-s3MPqKlkT-Qel-mmWMdos52BcR0Z7m6Omyu0HSWJCbQalVCTKPiKsGo-pVj2ij',\n",
        "    'width': 3024}],\n",
        "  'place_id': 'ChIJy-yYmtme4jARWdKwmvIB9Gc',\n",
        "  'plus_code': {'compound_code': 'PGPR+3V Bangkok',\n",
@@ -456,32 +287,55 @@
        "   'food',\n",
        "   'point_of_interest',\n",
        "   'establishment'],\n",
-       "  'user_ratings_total': 932,\n",
+       "  'user_ratings_total': 933,\n",
        "  'vicinity': '90/2 ซอยหลังสวน ถนนเพลินจิต Lumphini, Pathum Wan'},\n",
        " {'business_status': 'OPERATIONAL',\n",
-       "  'geometry': {'location': {'lat': 13.7589595, 'lng': 100.5113613},\n",
-       "   'viewport': {'northeast': {'lat': 13.76031872989272,\n",
-       "     'lng': 100.5127062798927},\n",
-       "    'southwest': {'lat': 13.75761907010728, 'lng': 100.5100066201073}}},\n",
+       "  'geometry': {'location': {'lat': 13.747069, 'lng': 100.5106393},\n",
+       "   'viewport': {'northeast': {'lat': 13.74842532989272,\n",
+       "     'lng': 100.5119918298927},\n",
+       "    'southwest': {'lat': 13.74572567010728, 'lng': 100.5092921701073}}},\n",
        "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
        "  'icon_background_color': '#FF9E67',\n",
        "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
-       "  'name': 'Neua Tun Nang Loeng',\n",
+       "  'name': 'Aroy Rim Tang',\n",
        "  'opening_hours': {'open_now': True},\n",
        "  'photos': [{'height': 3024,\n",
-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/101204685801512010222\">A Google User</a>'],\n",
-       "    'photo_reference': 'AelY_Csbz9BJnMDSTKpGaYc2UvzhzdtxVsEuN9zPibqGNw2C2fEimD9LXx8c2-fVd_gZCMGpVu48ihL5XCgUSq9x-A1xkggIsrEXnAXxYFnDfBcrdDkgibnvo1064LfDzbB8kn9v3kiazhGDHsBADM5LGnQtE2jY1GqCDuwYQtsWuZyhQy4B',\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/107948949549392434757\">Patt Ch</a>'],\n",
+       "    'photo_reference': 'AelY_Cv5vy5NIRuWSQgUIVl9uexxMt0Uyn_YgdFiYqJTdm9yHAOhgx2BEdXn-DWkMUjypxiNtSx7-V5n0YwSPol2gz86CmGAQIk3M3q4Z0ILTKDSAjmiZ5_HuADhXuigyZdkWhccQfNTwOe2kdWWtu-XsAwiPBHq60eYCY1_EWJVaSaoJGNr',\n",
        "    'width': 4032}],\n",
-       "  'place_id': 'ChIJ35IPmECZ4jARvr7OecVtBGM',\n",
-       "  'plus_code': {'compound_code': 'QG56+HG Bangkok',\n",
-       "   'global_code': '7P52QG56+HG'},\n",
-       "  'price_level': 1,\n",
-       "  'rating': 4.6,\n",
-       "  'reference': 'ChIJ35IPmECZ4jARvr7OecVtBGM',\n",
+       "  'place_id': 'ChIJMz6-zTyZ4jARhZlPwWu2p2Q',\n",
+       "  'plus_code': {'compound_code': 'PGW6+R7 Bangkok',\n",
+       "   'global_code': '7P52PGW6+R7'},\n",
+       "  'rating': 4.4,\n",
+       "  'reference': 'ChIJMz6-zTyZ4jARhZlPwWu2p2Q',\n",
        "  'scope': 'GOOGLE',\n",
        "  'types': ['restaurant', 'food', 'point_of_interest', 'establishment'],\n",
-       "  'user_ratings_total': 890,\n",
-       "  'vicinity': '11 Soi Nakhon Sawan 2, Wat Sommanat, Pom Prap Sattru Phai'},\n",
+       "  'user_ratings_total': 270,\n",
+       "  'vicinity': '389 391 Yukol 2 Rd, Wat Thep Sirin, Pom Prap Sattru Phai'},\n",
+       " {'business_status': 'OPERATIONAL',\n",
+       "  'geometry': {'location': {'lat': 13.7396982, 'lng': 100.5134399},\n",
+       "   'viewport': {'northeast': {'lat': 13.74098412989272,\n",
+       "     'lng': 100.5147391298927},\n",
+       "    'southwest': {'lat': 13.73828447010728, 'lng': 100.5120394701073}}},\n",
+       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
+       "  'icon_background_color': '#FF9E67',\n",
+       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
+       "  'name': 'Tae Jeaw Cuisine',\n",
+       "  'opening_hours': {'open_now': True},\n",
+       "  'photos': [{'height': 2736,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/113810194519597772424\">Tony Tan Hooi Tong</a>'],\n",
+       "    'photo_reference': 'AelY_CtQWuVhEp_XrKWRklk7MHJLJ_TlxqStp_oDrMW1WThyRs7Ud4w1EIKZoMK_W7K20FCIFrneqMk51ONs0ZGcbYj-Zkw-vWCntJZXrWHgQtL5XRGIWpWkSw99WdfUuVaKjUC54JgyXsqN1cJ9gF41UGT3XD1JrPHhPjK2z2S8AJatuovM',\n",
+       "    'width': 3648}],\n",
+       "  'place_id': 'ChIJ61kXOiGZ4jARg4ZDvWQBQDg',\n",
+       "  'plus_code': {'compound_code': 'PGQ7+V9 Bangkok',\n",
+       "   'global_code': '7P52PGQ7+V9'},\n",
+       "  'price_level': 2,\n",
+       "  'rating': 4.1,\n",
+       "  'reference': 'ChIJ61kXOiGZ4jARg4ZDvWQBQDg',\n",
+       "  'scope': 'GOOGLE',\n",
+       "  'types': ['restaurant', 'food', 'point_of_interest', 'establishment'],\n",
+       "  'user_ratings_total': 422,\n",
+       "  'vicinity': '69-71 Rama IV Rd, Pom Prap, Pom Prap Sattru Phai'},\n",
        " {'business_status': 'OPERATIONAL',\n",
        "  'geometry': {'location': {'lat': 13.7461102, 'lng': 100.5236554},\n",
        "   'viewport': {'northeast': {'lat': 13.74746827989272,\n",
@@ -494,7 +348,7 @@
        "  'opening_hours': {'open_now': True},\n",
        "  'photos': [{'height': 2268,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/106198363291758062631\">Sukhum Truengtrachitkul</a>'],\n",
-       "    'photo_reference': 'AelY_CufYCHRj9dZvIuzw0tboFiI0XHrYEll0QykjNn8dWeEXJKbqFxHGQ5VKpP5U4aKp47YplK6aZS1zE_yImOIetDhhti2ChHZhfOZ69FRoaxF-8RbUtG_qxFxf4MZo3hlPRYUTwpHk7p_wKx-SNfTYKjlwf8ZAR4R8_mKAys8j8jGl5Td',\n",
+       "    'photo_reference': 'AelY_Cs4iSMYZ4yCbC8kZtB7kazcOmxER0rkiquNyA_5cYE81qp3un3c9YbV38nShjxnu_HGkeEVtCea2j-bKx46AYl9KvM_kesbIayGQGZNtvASUjCQHRtoRhrvBmYZnj-zzz444TWxbIH0wqN6O0EmEIZc8q5YoKw2R6GrB4RMozr2y2tI',\n",
        "    'width': 4032}],\n",
        "  'place_id': 'ChIJmd3lCSmZ4jARYoIvzwoxiho',\n",
        "  'plus_code': {'compound_code': 'PGWF+CF Bangkok',\n",
@@ -506,6 +360,75 @@
        "  'user_ratings_total': 325,\n",
        "  'vicinity': '683 ถนน บรรทัดทอง Wang Mai, Pathum Wan'},\n",
        " {'business_status': 'OPERATIONAL',\n",
+       "  'geometry': {'location': {'lat': 13.7353071, 'lng': 100.5245077},\n",
+       "   'viewport': {'northeast': {'lat': 13.73665022989272,\n",
+       "     'lng': 100.5258982798927},\n",
+       "    'southwest': {'lat': 13.73395057010728, 'lng': 100.5231986201073}}},\n",
+       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
+       "  'icon_background_color': '#FF9E67',\n",
+       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
+       "  'name': 'Kumpoy',\n",
+       "  'opening_hours': {'open_now': True},\n",
+       "  'photos': [{'height': 2449,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/101930942006600494222\">A Google User</a>'],\n",
+       "    'photo_reference': 'AelY_CuHw88RVqF7nj6zEZSuUmW-X8xSF0SQRvJzpn5cRxqXKTDFTzMPs7bJoUTwmefrI9oEis6bcL8l-2JMvzBTCIe4aaEpThrtT2TmwZEPCeyOgoUcTL8ULETLAcQiSKzYu-IdSLC7O54eGITeHMa_4W808bNRVkIZVwX0QYF0Y1SxAI97',\n",
+       "    'width': 3265}],\n",
+       "  'place_id': 'ChIJORR7LH-Z4jARm6CfzH5ydp4',\n",
+       "  'plus_code': {'compound_code': 'PGPF+4R Bangkok',\n",
+       "   'global_code': '7P52PGPF+4R'},\n",
+       "  'rating': 4.8,\n",
+       "  'reference': 'ChIJORR7LH-Z4jARm6CfzH5ydp4',\n",
+       "  'scope': 'GOOGLE',\n",
+       "  'types': ['restaurant', 'food', 'point_of_interest', 'establishment'],\n",
+       "  'user_ratings_total': 274,\n",
+       "  'vicinity': 'อาคาร G ห้อง G109 เลขที่ 394 โครงการ Block 28 ซอย จุฬา 7 Wang Mai, Pathum Wan'},\n",
+       " {'business_status': 'OPERATIONAL',\n",
+       "  'geometry': {'location': {'lat': 13.7380932, 'lng': 100.5168921},\n",
+       "   'viewport': {'northeast': {'lat': 13.73944302989272,\n",
+       "     'lng': 100.5182419298927},\n",
+       "    'southwest': {'lat': 13.73674337010728, 'lng': 100.5155422701073}}},\n",
+       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
+       "  'icon_background_color': '#FF9E67',\n",
+       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
+       "  'name': 'Supa Restaurant',\n",
+       "  'opening_hours': {'open_now': True},\n",
+       "  'photos': [{'height': 4640,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/112078133470872246639\">A Google User</a>'],\n",
+       "    'photo_reference': 'AelY_Cth5MJOAFMOzZrygzSJuXmSdUJntRLmms5MdBADHmK6KJZ-HbC9090YSlPt9UVaK3cm4EvDHwMAQKBsBcr8dVYXCM2jIVMmNdyGnrWigTczY7CFpiGdkV6ch9YZP7aKtECKJ8Kvu_vSXm4VFRTAbB6r85NiVFhgnxQINKQvpamkYKE9',\n",
+       "    'width': 3472}],\n",
+       "  'place_id': 'ChIJE3_so2WZ4jARDbO3ktHv2kU',\n",
+       "  'plus_code': {'compound_code': 'PGQ8+6Q Bangkok',\n",
+       "   'global_code': '7P52PGQ8+6Q'},\n",
+       "  'rating': 4.9,\n",
+       "  'reference': 'ChIJE3_so2WZ4jARDbO3ktHv2kU',\n",
+       "  'scope': 'GOOGLE',\n",
+       "  'types': ['restaurant', 'food', 'point_of_interest', 'establishment'],\n",
+       "  'user_ratings_total': 38,\n",
+       "  'vicinity': '512 Rong Mueang Rd, Khwaeng Rong Muang, Pathum Wan'},\n",
+       " {'business_status': 'OPERATIONAL',\n",
+       "  'geometry': {'location': {'lat': 13.7270214, 'lng': 100.5417728},\n",
+       "   'viewport': {'northeast': {'lat': 13.72837922989272,\n",
+       "     'lng': 100.5431133298927},\n",
+       "    'southwest': {'lat': 13.72567957010728, 'lng': 100.5404136701073}}},\n",
+       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
+       "  'icon_background_color': '#FF9E67',\n",
+       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
+       "  'name': 'The Meatchop Butcher & Spirits',\n",
+       "  'opening_hours': {'open_now': True},\n",
+       "  'photos': [{'height': 2268,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/113778271260068261544\">Jacqueline Chang</a>'],\n",
+       "    'photo_reference': 'AelY_CsL6kTrUiiiG557nz5ISr2eTbfh2Z0kkGLjD_cvbW61SuoGyWY3KP-q4nLzst9IQVzus5jkB7wi-x7SScniNRbOF-T8LWmMPNDNDTlo-D0Vt2Gb-40FrMpj5Epdz5iw0EHtabQB-WaIf3cdJ4QiQJJmebNBPhPN0qiVGNsozUTWxLPm',\n",
+       "    'width': 4032}],\n",
+       "  'place_id': 'ChIJT-oxkyWf4jARUeH8Uz2J_to',\n",
+       "  'plus_code': {'compound_code': 'PGGR+QP Bangkok',\n",
+       "   'global_code': '7P52PGGR+QP'},\n",
+       "  'rating': 4.6,\n",
+       "  'reference': 'ChIJT-oxkyWf4jARUeH8Uz2J_to',\n",
+       "  'scope': 'GOOGLE',\n",
+       "  'types': ['bar', 'restaurant', 'food', 'point_of_interest', 'establishment'],\n",
+       "  'user_ratings_total': 431,\n",
+       "  'vicinity': '1, 4 Sala Daeng Rd, Silom, Bang Rak'},\n",
+       " {'business_status': 'OPERATIONAL',\n",
        "  'geometry': {'location': {'lat': 13.7610679, 'lng': 100.5374132},\n",
        "   'viewport': {'northeast': {'lat': 13.76240467989272,\n",
        "     'lng': 100.5387567298927},\n",
@@ -517,7 +440,7 @@
        "  'opening_hours': {'open_now': True},\n",
        "  'photos': [{'height': 3024,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/100883581885709245229\">Tatsuya Sonnyu</a>'],\n",
-       "    'photo_reference': 'AelY_Ct74WJjR8PUcoaAve9axKBMrRM-xEchZgV5SVxFnD06spQv_PNTun5eJIrX6wkBlgQNnjpn0T8fdanCmymXIklKzRBmqyABjIZqcjG-ojvBRxuS7De1741nfY8mO7JjHy9sImxJ_CSPBbPFwqagjUJ6iFZDESGi0kaAdyqXbrAuWLcB',\n",
+       "    'photo_reference': 'AelY_CvU8trVYCKQAuaATdq5qJSvqDlvzZCgU7Y07DT44UL7o7L-zabv3E4Reb3HL3I_95fJqAy6yJvZOV4LOeNG0eRcicM3FHPOWQp0FUSPdGpVmlMGiE8BwowfD_drd_oS2wrpumk_IW_lXkSKuYVXihgudT4VYulESOqj8H4HQklY5hqZ',\n",
        "    'width': 4032}],\n",
        "  'place_id': 'ChIJZ5XY5bae4jARUv0Ljrhk2ug',\n",
        "  'plus_code': {'compound_code': 'QG6P+CX Bangkok',\n",
@@ -530,58 +453,29 @@
        "  'user_ratings_total': 418,\n",
        "  'vicinity': 'ซอย ราชวิถี 9 Ratchawithi Rd, Thanon Phaya Thai, Ratchathewi'},\n",
        " {'business_status': 'OPERATIONAL',\n",
-       "  'geometry': {'location': {'lat': 13.749108, 'lng': 100.5411004},\n",
-       "   'viewport': {'northeast': {'lat': 13.75046297989272,\n",
-       "     'lng': 100.5424115298927},\n",
-       "    'southwest': {'lat': 13.74776332010728, 'lng': 100.5397118701073}}},\n",
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+       "   'viewport': {'northeast': {'lat': 13.73004417989272,\n",
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+       "    'southwest': {'lat': 13.72734452010728, 'lng': 100.5145279201073}}},\n",
        "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
        "  'icon_background_color': '#FF9E67',\n",
        "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
-       "  'name': 'Jsuneetomyum',\n",
+       "  'name': 'New Heng Kee',\n",
        "  'opening_hours': {'open_now': True},\n",
-       "  'photos': [{'height': 2704,\n",
-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/117204015866668242289\">Colin Chow</a>'],\n",
-       "    'photo_reference': 'AelY_Cv9jauFO6pQIMlVhhs57GV9vzw8OolyYPFN2rgIkWJiUO9fILxTiUz8p9PowmrLvt8E3mDDaq3CO85H_ffBHWSy75SYaLWA8gFskKidajvrpnrV1l52-nxFQC9MVmN3Pi9JzNK0ZwRUZwa2Ej1zFXxUr7qErvlmgo9BVVWHQ2rO82N4',\n",
-       "    'width': 4056}],\n",
-       "  'place_id': 'ChIJP6dwhsWe4jARU7roepjvIqs',\n",
-       "  'plus_code': {'compound_code': 'PGXR+JC Bangkok',\n",
-       "   'global_code': '7P52PGXR+JC'},\n",
+       "  'photos': [{'height': 1440,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/106432295515882379054\">Bee Tirawit</a>'],\n",
+       "    'photo_reference': 'AelY_CtBf8b3_pKkS__bGdfxtM9DhAnt8Fc9215LhysXLiNauGldvfyRAMipU4VDNTOMZ_pYu7-nv4nLn8LsQM_DeD7TjbkapXEzAsPURs92op3VF2Ucw7moNTT7vpH1M50dTtiblRIa7UWJ-iRlD-PojyKGp5dgVO_4GTZu8aC0Df7VUyFJ',\n",
+       "    'width': 1920}],\n",
+       "  'place_id': 'ChIJZS6AR9qY4jARsKu9BTfH0xE',\n",
+       "  'plus_code': {'compound_code': 'PGH8+F9 Bangkok',\n",
+       "   'global_code': '7P52PGH8+F9'},\n",
        "  'price_level': 1,\n",
        "  'rating': 4.4,\n",
-       "  'reference': 'ChIJP6dwhsWe4jARU7roepjvIqs',\n",
+       "  'reference': 'ChIJZS6AR9qY4jARsKu9BTfH0xE',\n",
        "  'scope': 'GOOGLE',\n",
        "  'types': ['restaurant', 'food', 'point_of_interest', 'establishment'],\n",
-       "  'user_ratings_total': 358,\n",
-       "  'vicinity': '9 Ratchadamri Rd, Lumphini, Pathum Wan'},\n",
-       " {'business_status': 'OPERATIONAL',\n",
-       "  'geometry': {'location': {'lat': 13.7417739, 'lng': 100.5491335},\n",
-       "   'viewport': {'northeast': {'lat': 13.74312892989272,\n",
-       "     'lng': 100.5504482798927},\n",
-       "    'southwest': {'lat': 13.74042927010728, 'lng': 100.5477486201073}}},\n",
-       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
-       "  'icon_background_color': '#FF9E67',\n",
-       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
-       "  'name': 'Breakfast Story Phloen Chit',\n",
-       "  'opening_hours': {'open_now': True},\n",
-       "  'photos': [{'height': 3024,\n",
-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/113103653740302511759\">A Google User</a>'],\n",
-       "    'photo_reference': 'AelY_Cv1teqBgEXWGqLIjb3G5utyeJsPrT0Q7DbbVH3aZ4jsAL9t6pcMr-H69pIL41rOh197j1nn6Kl0LHiFZapKTpmO90p_zRGGnaXuixnbInXBDvVnIvQYGcAoxMxpBLqBN3aYNugtD8qAJ3vdugNmEbMBdh9_Mh1gu8Yydg7STairdPFc',\n",
-       "    'width': 4032}],\n",
-       "  'place_id': 'ChIJF5udxZSf4jARicc-U9Mo4y0',\n",
-       "  'plus_code': {'compound_code': 'PGRX+PM Bangkok',\n",
-       "   'global_code': '7P52PGRX+PM'},\n",
-       "  'price_level': 2,\n",
-       "  'rating': 4.6,\n",
-       "  'reference': 'ChIJF5udxZSf4jARicc-U9Mo4y0',\n",
-       "  'scope': 'GOOGLE',\n",
-       "  'types': ['restaurant',\n",
-       "   'cafe',\n",
-       "   'store',\n",
-       "   'food',\n",
-       "   'point_of_interest',\n",
-       "   'establishment'],\n",
-       "  'user_ratings_total': 1295,\n",
-       "  'vicinity': '888, Mahatun Plaza, 3rd Floor (above Blue Cheri, 34-35 Phloen Chit Rd, Lumphini, Pathum Wan'},\n",
+       "  'user_ratings_total': 347,\n",
+       "  'vicinity': '1079 ติดริมถนนใหญ่ ฝั่งขวามือ อยู่ระหว่างซอยเจริญกรุง 41 และ 39 Si Phraya, Bang Rak'},\n",
        " {'business_status': 'OPERATIONAL',\n",
        "  'geometry': {'location': {'lat': 13.7562456, 'lng': 100.5298877},\n",
        "   'viewport': {'northeast': {'lat': 13.75758012989272,\n",
@@ -594,7 +488,7 @@
        "  'opening_hours': {'open_now': True},\n",
        "  'photos': [{'height': 3024,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/101031521481016420424\">A Google User</a>'],\n",
-       "    'photo_reference': 'AelY_CsGwvDh4wKxt4LNES80egluzjVer1Lz-CaLyfWPJF-1od9NacjWN18KU-syXwhlRFIUJTP-W__PRNLLUeX2LqBVEosnamzAIk3Giok-BxGpNspNEVWFH-NFlNFio4-LnLoLkDCk5bdWyRVuKV73zK_1J2oh2zGXI40Ap5HZbELIaU1p',\n",
+       "    'photo_reference': 'AelY_Ctn9-5ky7fFbQG5lS-JVFUxsznoApOPFgSFwtnWWKugmYgvUhfnalTe_L52eYEMw-W3appj5T2LQHrVE30qPP7mpA3opWLnDpuEt8krNk3kyrcWT3-Y2GPSpiZh0jHpIQY2yb58bYTlvvlfvf9fwozDPayp5zQgSkiW5SENuyQ-lS9X',\n",
        "    'width': 3024}],\n",
        "  'place_id': 'ChIJvTupReyf4jARinKvcO3aE-U',\n",
        "  'plus_code': {'compound_code': 'QG4H+FW Bangkok',\n",
@@ -606,56 +500,152 @@
        "  'user_ratings_total': 31,\n",
        "  'vicinity': '268 Soi Phetchaburi 5, Thung Phaya Thai, Ratchathewi'},\n",
        " {'business_status': 'OPERATIONAL',\n",
-       "  'geometry': {'location': {'lat': 13.7458231, 'lng': 100.5396662},\n",
-       "   'viewport': {'northeast': {'lat': 13.74715152989272,\n",
-       "     'lng': 100.5410131298927},\n",
-       "    'southwest': {'lat': 13.74445187010728, 'lng': 100.5383134701073}}},\n",
+       "  'geometry': {'location': {'lat': 13.7269958, 'lng': 100.5406399},\n",
+       "   'viewport': {'northeast': {'lat': 13.72855587989272,\n",
+       "     'lng': 100.5420766298927},\n",
+       "    'southwest': {'lat': 13.72585622010728, 'lng': 100.5393769701073}}},\n",
+       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
+       "  'icon_background_color': '#FF9E67',\n",
+       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
+       "  'name': 'ข้าวแกงเฮียเพ้ง สาขา อื้อจือเหลียง',\n",
+       "  'opening_hours': {'open_now': True},\n",
+       "  'photos': [{'height': 852,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/112586610113860888529\">A Google User</a>'],\n",
+       "    'photo_reference': 'AelY_CuHZ77SBqcTXxG9Q4uoiGWTCVHQxgwNYbkCSgJugHi-_MlzunXVmQb9viC6sTEn6hEBSwCvUhcbcZyW3cX2QvrbxsCNKrOhyIaFJPqurK61g3_SB-LHoPbtfxghMBkiu0Fh0-AwIjYhifIhaj9DsYl9zELoaZZ_pSVIRCF5FPP0btve',\n",
+       "    'width': 1280}],\n",
+       "  'place_id': 'ChIJqxjCoZSf4jARFB24xaFCc00',\n",
+       "  'plus_code': {'compound_code': 'PGGR+Q7 Bangkok',\n",
+       "   'global_code': '7P52PGGR+Q7'},\n",
+       "  'rating': 4.6,\n",
+       "  'reference': 'ChIJqxjCoZSf4jARFB24xaFCc00',\n",
+       "  'scope': 'GOOGLE',\n",
+       "  'types': ['restaurant', 'food', 'point_of_interest', 'establishment'],\n",
+       "  'user_ratings_total': 27,\n",
+       "  'vicinity': 'U Chu Ling Building, ชั้น 1, Rama IV Rd, Bang Rak'},\n",
+       " {'business_status': 'OPERATIONAL',\n",
+       "  'geometry': {'location': {'lat': 13.759169, 'lng': 100.5418982},\n",
+       "   'viewport': {'northeast': {'lat': 13.76047452989272,\n",
+       "     'lng': 100.5432265798927},\n",
+       "    'southwest': {'lat': 13.75777487010728, 'lng': 100.5405269201073}}},\n",
+       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
+       "  'icon_background_color': '#FF9E67',\n",
+       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
+       "  'name': 'Baan Ajarn Thai Restaurant',\n",
+       "  'opening_hours': {'open_now': True},\n",
+       "  'photos': [{'height': 3000,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/118318575758878963797\">Patnalin Ward</a>'],\n",
+       "    'photo_reference': 'AelY_CtKhNzveiXwceJVdGCs-UmYf5-n63K9rEkoUo7eGHqwwszQh5_dR6q17hHy4IBPjEfb322jINtW_ny-mzoVfO1tHIMI6yyoOdRg-y-vIgFsAIMszTa654l0lT7vV--ds1AQRxPCxp9uV5YvC6JMm6WVZODYGsSKYu9wpfqHwPXnGJM9',\n",
+       "    'width': 5333}],\n",
+       "  'place_id': 'ChIJwVEDWFqY4jARsSm0XUwLXlQ',\n",
+       "  'plus_code': {'compound_code': 'QG5R+MQ Bangkok',\n",
+       "   'global_code': '7P52QG5R+MQ'},\n",
+       "  'rating': 4.3,\n",
+       "  'reference': 'ChIJwVEDWFqY4jARsSm0XUwLXlQ',\n",
+       "  'scope': 'GOOGLE',\n",
+       "  'types': ['restaurant', 'food', 'point_of_interest', 'establishment'],\n",
+       "  'user_ratings_total': 430,\n",
+       "  'vicinity': '107/7-8 Rang Nam Alley, Thanon Phaya Thai, Ratchathewi'},\n",
+       " {'business_status': 'OPERATIONAL',\n",
+       "  'geometry': {'location': {'lat': 13.7559693, 'lng': 100.5331709},\n",
+       "   'viewport': {'northeast': {'lat': 13.75730842989272,\n",
+       "     'lng': 100.5345377798927},\n",
+       "    'southwest': {'lat': 13.75460877010728, 'lng': 100.5318381201073}}},\n",
+       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
+       "  'icon_background_color': '#FF9E67',\n",
+       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
+       "  'name': 'Grandma Pen Pad Thai',\n",
+       "  'opening_hours': {'open_now': True},\n",
+       "  'photos': [{'height': 3024,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/107506115089976441280\">Ban vachala</a>'],\n",
+       "    'photo_reference': 'AelY_Culoc-XCLBxUB7INjnVZItVSNkb4CnXLGLLfj2RcdY75Ham0IrY8SxcvUbpEd8mHh42q4-afvCgrMd5n6hG0PYikTEkG-EY5LpQHd9m_Hv80Wd7UcKUbf6btyTUoNjQjaUHRsZ_ze06NVSJfFx02hgCwXdfAMPb6YnSUijNhfwRXFZM',\n",
+       "    'width': 4032}],\n",
+       "  'place_id': 'ChIJQdQaAcue4jAROAPoW54g6oc',\n",
+       "  'plus_code': {'compound_code': 'QG4M+97 Bangkok',\n",
+       "   'global_code': '7P52QG4M+97'},\n",
+       "  'rating': 4.7,\n",
+       "  'reference': 'ChIJQdQaAcue4jAROAPoW54g6oc',\n",
+       "  'scope': 'GOOGLE',\n",
+       "  'types': ['restaurant', 'food', 'point_of_interest', 'establishment'],\n",
+       "  'user_ratings_total': 41,\n",
+       "  'vicinity': '130 2 หน้าตึกพญาไทพลาซ่า BTSพญาไท Phaya Thai Rd, Thung Phaya Thai, Ratchathewi'},\n",
+       " {'business_status': 'OPERATIONAL',\n",
+       "  'geometry': {'location': {'lat': 13.7417739, 'lng': 100.5491335},\n",
+       "   'viewport': {'northeast': {'lat': 13.74312892989272,\n",
+       "     'lng': 100.5504482798927},\n",
+       "    'southwest': {'lat': 13.74042927010728, 'lng': 100.5477486201073}}},\n",
        "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
        "  'icon_background_color': '#FF9E67',\n",
        "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
-       "  'name': 'ร้านอาหาร ฮั่วเซ่งฮง เซ็นทรัลเวิลด์ Huasenghong',\n",
+       "  'name': 'Breakfast Story Phloen Chit',\n",
        "  'opening_hours': {'open_now': True},\n",
        "  'photos': [{'height': 3024,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/113103653740302511759\">A Google User</a>'],\n",
-       "    'photo_reference': 'AelY_CuFQyEMHHndpPy2BzdJqQIrL7AaFpDEVRr_eMPa10OKfl8O8U3yv0QlgioUYsMbfSteESvyImipaWEEfUTSIfDyLuyqLrX57f2iZv4W0PyDtY3kW4TgXGROqiSXwwDYW1BsiQrRH505RgFIvb5bCWWSIk4gwNBIlU41SPzLzpGXIIAR',\n",
+       "    'photo_reference': 'AelY_CtXzfh2yMnQhWboymflkX362ba72aC5lxfzsdOfj0JAJWZXlsU-VyjG83IwO3oneyFJ1OR2NiyQ9tXvSvcSMqOt2i4INM12GqlQaCEY98SvtOCdIq-_HyBxuQg58NlXUzjOZuZV3jMQuhMtI6Dcc-lwQsGZLv4DuZGT46zqRLERdFut',\n",
        "    'width': 4032}],\n",
-       "  'place_id': 'ChIJbXxW6M-e4jARE0x7fKFvHb4',\n",
-       "  'plus_code': {'compound_code': 'PGWQ+8V Bangkok',\n",
-       "   'global_code': '7P52PGWQ+8V'},\n",
+       "  'place_id': 'ChIJF5udxZSf4jARicc-U9Mo4y0',\n",
+       "  'plus_code': {'compound_code': 'PGRX+PM Bangkok',\n",
+       "   'global_code': '7P52PGRX+PM'},\n",
        "  'price_level': 2,\n",
        "  'rating': 4.6,\n",
-       "  'reference': 'ChIJbXxW6M-e4jARE0x7fKFvHb4',\n",
+       "  'reference': 'ChIJF5udxZSf4jARicc-U9Mo4y0',\n",
+       "  'scope': 'GOOGLE',\n",
+       "  'types': ['restaurant',\n",
+       "   'cafe',\n",
+       "   'food',\n",
+       "   'point_of_interest',\n",
+       "   'store',\n",
+       "   'establishment'],\n",
+       "  'user_ratings_total': 1296,\n",
+       "  'vicinity': '888, Mahatun Plaza, 3rd Floor (above Blue Cheri, 34-35 Phloen Chit Rd, Lumphini, Pathum Wan'},\n",
+       " {'business_status': 'OPERATIONAL',\n",
+       "  'geometry': {'location': {'lat': 13.7280186, 'lng': 100.5187055},\n",
+       "   'viewport': {'northeast': {'lat': 13.72936362989272,\n",
+       "     'lng': 100.5200147798927},\n",
+       "    'southwest': {'lat': 13.72666397010728, 'lng': 100.5173151201073}}},\n",
+       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
+       "  'icon_background_color': '#FF9E67',\n",
+       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
+       "  'name': 'อิ่มอร่อย @ มหาเศรษฐ์ Aim Aroi @ Mahaset',\n",
+       "  'opening_hours': {'open_now': True},\n",
+       "  'photos': [{'height': 1537,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/103561723936668184587\">A Google User</a>'],\n",
+       "    'photo_reference': 'AelY_Csx7CmDhDQ-JgTlruJS5ZmjJodJS7Dx8_gYcpWnJLuBhjgAltenzV8mlqCX8-XNR3AN_p0doFz1Bp9t9P1cIIeC5law5cjmwio0sTg9OWJfwfy_I76eLRuEn1iN1TDFvH18mI3xEODNZ3-8WChFEvqefTUpvqOkiSfwJzq8rRqgAYWS',\n",
+       "    'width': 2048}],\n",
+       "  'place_id': 'ChIJB7tcm7qZ4jAR1jSaNTs97gA',\n",
+       "  'plus_code': {'compound_code': 'PGH9+6F Bangkok',\n",
+       "   'global_code': '7P52PGH9+6F'},\n",
+       "  'rating': 4.5,\n",
+       "  'reference': 'ChIJB7tcm7qZ4jAR1jSaNTs97gA',\n",
        "  'scope': 'GOOGLE',\n",
        "  'types': ['restaurant', 'food', 'point_of_interest', 'establishment'],\n",
-       "  'user_ratings_total': 1045,\n",
-       "  'vicinity': '4 Ratchadamri Rd, Pathum Wan'},\n",
+       "  'user_ratings_total': 67,\n",
+       "  'vicinity': '39 Maha Set Rd, Khwaeng Si Phraya, Bang Rak'},\n",
        " {'business_status': 'OPERATIONAL',\n",
-       "  'geometry': {'location': {'lat': 13.7292254, 'lng': 100.534336},\n",
-       "   'viewport': {'northeast': {'lat': 13.73059442989272,\n",
-       "     'lng': 100.5356763298927},\n",
-       "    'southwest': {'lat': 13.72789477010728, 'lng': 100.5329766701073}}},\n",
+       "  'geometry': {'location': {'lat': 13.7539337, 'lng': 100.5418347},\n",
+       "   'viewport': {'northeast': {'lat': 13.75527512989272,\n",
+       "     'lng': 100.5432228298927},\n",
+       "    'southwest': {'lat': 13.75257547010728, 'lng': 100.5405231701073}}},\n",
        "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/restaurant-71.png',\n",
        "  'icon_background_color': '#FF9E67',\n",
        "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/restaurant_pinlet',\n",
-       "  'name': 'Shangarila Restaurant Thaniya',\n",
+       "  'name': 'Pratunam Thai Food~Authentic (Cook by thai chef) / ร้านอาหาร ประตูน้ำไทยฟู้ด',\n",
        "  'opening_hours': {'open_now': True},\n",
-       "  'photos': [{'height': 3024,\n",
-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/104331204058144967486\">พิชญุตม์ โชติวรรณ</a>'],\n",
-       "    'photo_reference': 'AelY_CvT3RCsDG7ySTfNot6L3dJrTxaJtW-N7c3qSSTZSEmRYuHd-fS1bvySy0Ov3L7k6ATQc7I3wxDYYj6E5PxP8F8zhCxekNCEZ-oSy4PLqN6MKQMxkRQWnQBawLgj772M2XGB9g9PggVuBuu6Ws1HWAL0tX_Uud73An5fKKOEc2STFv26',\n",
-       "    'width': 4032}],\n",
-       "  'place_id': 'ChIJ2_m48Cuf4jARqVdR9So3yvA',\n",
-       "  'plus_code': {'compound_code': 'PGHM+MP Bangkok',\n",
-       "   'global_code': '7P52PGHM+MP'},\n",
-       "  'price_level': 3,\n",
-       "  'rating': 4.4,\n",
-       "  'reference': 'ChIJ2_m48Cuf4jARqVdR9So3yvA',\n",
+       "  'photos': [{'height': 809,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/100445062871009806114\">A Google User</a>'],\n",
+       "    'photo_reference': 'AelY_CveOueRh8vWnFQ9Vkk0Po1D83PUmrmg8dS4zCan5txTjPIgk3Lmijsn1zOnmXDMqA-N5J2U9zWatx64FqYNWXFCl0LAnWod2mtT7w3gDxRTTzMlXcFkF45dNMC17fqAhQnsNecwEiXzi6WAfNJ5Nu7UB9G0GHbEi8TeY6hbJW27YUtl',\n",
+       "    'width': 1440}],\n",
+       "  'place_id': 'ChIJbclEnumf4jARYQQZzBKxU18',\n",
+       "  'plus_code': {'compound_code': 'QG3R+HP Bangkok',\n",
+       "   'global_code': '7P52QG3R+HP'},\n",
+       "  'rating': 4.8,\n",
+       "  'reference': 'ChIJbclEnumf4jARYQQZzBKxU18',\n",
        "  'scope': 'GOOGLE',\n",
        "  'types': ['restaurant', 'food', 'point_of_interest', 'establishment'],\n",
-       "  'user_ratings_total': 1982,\n",
-       "  'vicinity': '58/3-9 Si Lom Rd, Suriya Wong, Bang Rak'}]"
+       "  'user_ratings_total': 63,\n",
+       "  'vicinity': '190 3 ถนน พญาไท Khwaeng Makkasan, Ratchathewi'}]"
       ]
      },
-     "execution_count": 45,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -678,6 +668,7 @@
     "        'radius': radius,\n",
     "        'type': place_type,\n",
     "        'key': api_key,\n",
+    "        \"rankPreference\": \"DISTANCE\"\n",
     "    }\n",
     "\n",
     "    # Send the GET request to the Google Maps API\n",

prompt.py

@@ -8,13 +8,21 @@ agent_meta = [
     {
         "name": "data_collector",
         "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.
+        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 they sell(just assume it, no data povide), population, community type, household expenditures, and population data. 
+        Use search_population_community_household_expenditures_data to search the data besed on the location and report the results.
+        Use nearby_search to get data about competitor nearby. If some data are not povided just make it up. Send the data to the Reporter. Ensure all communication is in English.
+        Try to remain the same data you get.
         """
     },
     {
         "name": "reporter",
         "prompt": """
-        You are the Reporter. Organize all the data to generate insights about competitors, market opportunities, community type, household expenditures, population data, and more. Include both numerical and analytical data. If any data is missing, still provide a final report based on the available information. Prefix your response with FINAL ANSWER so the team knows to stop. Ensure you include a descriptive analytical summary at the end.
+        You are the Reporter. Organize all the data to generate insights in 3 part
+        1 The list of the name of competitors.
+        2 Numberical data number of competators, range of competitors rating, community type, household expenditures, population data, etc.
+        3 Descriptive analytical summary . provide a final report based on the available information. 
+        Afterthat prefix your response with FINAL ANSWER so the team knows to stop.
         """
     }
 ]

testsets/QA.txt

@@ -1,55 +1,111 @@
-[   {   'answer': 'FINAL ANSWER\n'
+[   {   'answer': 'FINAL ANSWER:\n'
                   '\n'
-                  '### Coffee Shops Near Central World and Pathum Wan, '
-                  'Bangkok\n'
+                  '### Market Analysis for Opening a Coffee Shop Near MBK '
+                  'Center (มาบุญครอง), Bangkok\n'
                   '\n'
-                  '#### Location Information\n'
-                  '- **Location Name:** Pathum Wan\n'
-                  '- **Address:** Pathum Wan, Bangkok 10330, Thailand\n'
-                  '- **Google Place ID:** ChIJ9dY-MdSe4jAR8E3iXbIAAQM\n'
+                  '#### Competitors\n'
+                  '- There are **over 20 coffee shops** within a 1 km radius '
+                  'of MBK Center, indicating a competitive market landscape.\n'
                   '\n'
-                  '#### Coffee Shops Nearby Central World\n'
+                  '#### Notable Nearby Competitors\n'
                   '1. **BEANS Coffee Roaster Paragon**\n'
+                  '   - Rating: 5\n'
                   '   - Address: 991/1 Rama I Rd, Pathum Wan\n'
+                  '   - Open Now: Yes\n'
+                  '\n'
+                  '2. **The Palette**\n'
+                  '   - Rating: 4.8\n'
+                  '   - Address: Phaya Thai Rd, Thanon Phetchaburi, '
+                  'Ratchathewi\n'
+                  '   - Open Now: Yes\n'
+                  '\n'
+                  '3. **Olympic Coffee**\n'
+                  '   - Rating: 4.8\n'
+                  '   - Address: 43/4 Rama VI Rd, Rong Muang, Pathum Wan\n'
+                  '   - Open Now: Yes\n'
+                  '\n'
+                  '4. **Treasure Specialty Coffee**\n'
+                  '   - Rating: 4.9\n'
+                  '   - Address: MINT TOWER Bantadthong Phetchaburi Rd, '
+                  'Subdistrict Pathum Wan\n'
+                  '   - Open Now: Yes\n'
+                  '\n'
+                  '5. **Salotto Coffee**\n'
                   '   - Rating: 5\n'
+                  '   - Address: 813/8 Phetchaburi Rd, Thanon Phaya Thai, '
+                  'Ratchathewi\n'
+                  '   - Open Now: N/A\n'
+                  '\n'
+                  "6. **Sip 'n Drip**\n"
+                  '   - Rating: 4.9\n'
+                  '   - Address: 36, 6 Kasem San 1 Alley, Wang Mai, Pathum '
+                  'Wan\n'
                   '   - Open Now: Yes\n'
                   '\n'
-                  '2. **Fellas.coffee @soi tonson**\n'
-                  '   - Address: 34/1 Soi Ton Son, Pathum Wan\n'
+                  '7. **D Coffee House**\n'
                   '   - Rating: 4.9\n'
+                  '   - Address: 445 Rama I Rd, Rong Muang, Pathum Wan\n'
                   '   - Open Now: Yes\n'
                   '\n'
-                  '3. **Earthy Roaster (Specialty Coffee)**\n'
-                  '   - Address: 994 Makkasan, Ratchathewi\n'
-                  '   - Rating: 4.8\n'
+                  '8. **Gallery Drip Coffee**\n'
+                  '   - Rating: 4.6\n'
+                  '   - Address: 939 Rama I Rd, Wang Mai, Pathum Wan\n'
                   '   - Open Now: Yes\n'
                   '\n'
-                  '4. **Café BAGA Central World**\n'
-                  '   - Address: 3rd Floor, CentralWorld, Ratchadamri Rd, '
+                  '9. **GATTA CAFÉ**\n'
+                  '   - Rating: 4.9\n'
+                  '   - Address: 2nd Floor Siam Square One 388 Rama I Rd, '
                   'Pathum Wan\n'
-                  '   - Rating: 4.7\n'
                   '   - Open Now: Yes\n'
                   '\n'
-                  '5. **Early Bird Coffee - Chit Lom BTS**\n'
-                  '   - Address: Chit Lom BTS Lumpini, Pathum Wan\n'
-                  '   - Rating: 4.8\n'
-                  '   - Open Now: Yes\n'
+                  '10. **CRANNIES Coffee & Brunch**\n'
+                  '    - Rating: 5\n'
+                  '    - Address: 126 Soi Chulalongkorn 50, Wang Mai, Pathum '
+                  'Wan\n'
+                  '    - Open Now: Yes\n'
                   '\n'
-                  '#### Additional Coffee Shops in Pathum Wan\n'
-                  '1. **Angle Coffee**\n'
-                  '   - Address: Makkasan, Ratchathewi\n'
+                  '#### Community Type\n'
+                  '- The area is urban and commercial, attracting a mix of '
+                  'locals and tourists, which is beneficial for a coffee '
+                  'shop.\n'
+                  '\n'
+                  '#### Population Data\n'
+                  '- While specific demographic data was not retrieved, '
+                  'Bangkok is known for its high population density and '
+                  'diverse demographic profile.\n'
+                  '\n'
+                  '#### Household Expenditures\n'
+                  '- Specific data on household expenditures was not '
+                  'retrieved, but Bangkok generally has a wide range of '
+                  'consumer spending patterns, especially in urban areas.\n'
+                  '\n'
+                  '### Conclusion\n'
+                  'The coffee shop market near MBK Center is competitive, with '
+                  'many well-rated establishments. The urban environment and '
+                  'high foot traffic from both locals and tourists present a '
+                  'promising opportunity for a new coffee shop, especially if '
+                  'it can offer a unique value proposition or niche. \n'
+                  '\n'
+                  'If you require further insights or specific data, feel free '
+                  'to ask!',
+        'quesion': 'วิเคราะห์การเปิดร้านกาแฟใกล้มาบุญครอง\n'},
+    {   'answer': 'FINAL ANSWER:\n'
+                  '\n'
+                  '### Coffee Shops Near MBK Center (มาบุญครอง)\n'
+                  '1. **BEANS Coffee Roaster Paragon**\n'
+                  '   - Address: 991/1 Rama I Rd, Pathum Wan\n'
                   '   - Rating: 5\n'
                   '   - Open Now: Yes\n'
                   '\n'
-                  '2. **Olympic Coffee**\n'
-                  '   - Address: 43/4 Rama VI Rd, Rong Muang, Pathum Wan\n'
+                  '2. **The Palette**\n'
+                  '   - Address: Phaya Thai Rd, Thanon Phetchaburi, '
+                  'Ratchathewi\n'
                   '   - Rating: 4.8\n'
                   '   - Open Now: Yes\n'
                   '\n'
-                  '3. **Factory Coffee - BKK**\n'
-                  '   - Address: 49 Phaya Thai Rd, Thanon Phaya Thai, '
-                  'Ratchathewi\n'
-                  '   - Rating: 4.5\n'
+                  '3. **Olympic Coffee**\n'
+                  '   - Address: 43/4 Rama VI Rd, Rong Muang, Pathum Wan\n'
+                  '   - Rating: 4.8\n'
                   '   - Open Now: Yes\n'
                   '\n'
                   '4. **Treasure Specialty Coffee**\n'
@@ -58,166 +114,364 @@
                   '   - Rating: 4.9\n'
                   '   - Open Now: Yes\n'
                   '\n'
-                  '5. **The Coffee Academics**\n'
-                  '   - Address: Velaa Sindhorn Village Langsuan, 87 Soi '
-                  'Langsuan, Lumphini, Pathum Wan\n'
-                  '   - Rating: 4.4\n'
+                  '5. **Salotto Coffee**\n'
+                  '   - Address: 813/8 Phetchaburi Rd, Thanon Phaya Thai, '
+                  'Ratchathewi\n'
+                  '   - Rating: 5\n'
+                  '   - Open Now: N/A\n'
+                  '\n'
+                  "6. **Sip 'n Drip**\n"
+                  '   - Address: 36, 6 Kasem San 1 Alley, Wang Mai, Pathum '
+                  'Wan\n'
+                  '   - Rating: 4.9\n'
+                  '   - Open Now: Yes\n'
+                  '\n'
+                  '7. **D Coffee House**\n'
+                  '   - Address: 445 Rama I Rd, Rong Muang, Pathum Wan\n'
+                  '   - Rating: 4.9\n'
                   '   - Open Now: Yes\n'
                   '\n'
+                  '8. **Gallery Drip Coffee**\n'
+                  '   - Address: 939 Rama I Rd, Wang Mai, Pathum Wan\n'
+                  '   - Rating: 4.6\n'
+                  '   - Open Now: Yes\n'
+                  '\n'
+                  '9. **GATTA CAFÉ**\n'
+                  '   - Address: 2nd Floor Siam Square One 388 Rama I Rd, '
+                  'Pathum Wan\n'
+                  '   - Rating: 4.9\n'
+                  '   - Open Now: Yes\n'
+                  '\n'
+                  '10. **CRANNIES Coffee & Brunch**\n'
+                  '    - Address: 126 Soi Chula 50 Wang Mai, Pathum Wan\n'
+                  '    - Rating: 5\n'
+                  '    - Open Now: Yes\n'
+                  '\n'
+                  '### Population and Community Insights\n'
+                  '- **Area**: Pathum Wan, Bangkok\n'
+                  '- **Community Type**: Urban, diverse, with a mix of locals '
+                  'and expatriates.\n'
+                  '- **Population**: Densely populated, estimated in the tens '
+                  'of thousands.\n'
+                  '- **Household Expenditures**: Likely higher due to the '
+                  'commercial nature of the area, especially on dining and '
+                  'entertainment.\n'
+                  '\n'
                   '### Summary\n'
-                  'The area around Central World and Pathum Wan is rich in '
-                  'coffee shop options, with many highly rated establishments. '
-                  'The coffee culture in this urban area is vibrant, catering '
-                  'to both locals and tourists. The shops vary in ambiance and '
-                  'offerings, providing a range of choices for coffee '
-                  'enthusiasts. The population density and urban setting '
-                  'suggest a strong market for coffee shops, with potential '
-                  'for further growth and innovation in the sector.',
-        'quesion': 'Coffee shop near Central World\n'},
+                  'The area around MBK Center is vibrant with numerous coffee '
+                  'shops, indicating a competitive market. The urban community '
+                  'is characterized by a diverse population and higher '
+                  'household expenditures, making it an attractive location '
+                  'for coffee businesses. Further demographic data would '
+                  'require access to specific census information.',
+        'quesion': 'ค้นหาร้านกาแฟใกล้มาบุญครอง พร้อมวิเคราะห์จำนวนประชากร\n'},
+    {   'answer': 'The Victory Monument (อนุสาวรีย์ชัยสมรภูมิ) is located in '
+                  'the Ratchathewi district of Bangkok, Thailand. Here are the '
+                  'details:\n'
+                  '\n'
+                  '- **Address**: \n'
+                  '  - QG7Q+X87, Phahon Yothin Rd, Khwaeng Thanon Phaya Thai, '
+                  'Khet Ratchathewi, Krung Thep Maha Nakhon 10400, Thailand\n'
+                  '  - Thanon Phaya Thai, Ratchathewi, Bangkok 10400, '
+                  'Thailand\n'
+                  '- **Google Place ID**: ChIJgV6P8rCe4jARDeGu63VNWdQ\n'
+                  '\n'
+                  'As for the population analysis, the Ratchathewi district is '
+                  'known to be densely populated, with a mix of residential, '
+                  'commercial, and educational facilities. The area is '
+                  'well-connected by public transport, including the BTS '
+                  'Skytrain, which contributes to its accessibility and '
+                  'attractiveness for residents and businesses alike.\n'
+                  '\n'
+                  'The population density in urban areas like Ratchathewi can '
+                  'be quite high, often exceeding several thousand people per '
+                  'square kilometer, depending on the specific locality. This '
+                  'density supports a vibrant community with various '
+                  'amenities, including the grocery stores mentioned earlier.\n'
+                  '\n'
+                  'If you need more specific demographic statistics or further '
+                  'analysis, please let me know! \n'
+                  '\n'
+                  'FINAL ANSWER',
+        'quesion': 'ค้นหาร้านของชำใกล้อนุสาวรีย์ชัยฯ '
+                   'พร้อมวิเคราะห์จำนวนประชากร\n'},
+    {   'answer': 'The feasibility of opening a restaurant near Siam Paragon '
+                  'is promising due to high foot traffic, a diverse customer '
+                  'base, and significant demand for dining options. However, '
+                  'the competitive landscape is intense, with over 20 existing '
+                  'restaurants in the vicinity, many of which have high '
+                  'customer ratings. A new restaurant would need to '
+                  'differentiate itself through unique offerings or '
+                  'exceptional service to succeed in this bustling market. '
+                  'Further research on target demographics and pricing '
+                  'strategies is recommended to refine the business plan.',
+        'quesion': 'Analyze the feasibility of opening a restaurant near Siam '
+                   'Paragon\n'},
     {   'answer': 'FINAL ANSWER\n'
                   '\n'
-                  '### Bakery Competitor Analysis Near Chatuchak Market\n'
+                  '### Coffee Shops Near Central World\n'
                   '\n'
-                  '#### Competitors Overview\n'
-                  '1. **Sanan Bakery**\n'
-                  '   - **Address:** 101 Phahonyothin Rd, Lat Yao, Chatuchak\n'
-                  '   - **Rating:** 4.4\n'
-                  '   - **Opening Hours:** Open now\n'
+                  '1. **Gallery Drip Coffee**\n'
+                  '   - **Address:** BACC, 939 Rama I Rd, Wang Mai, Pathum '
+                  'Wan\n'
+                  '   - **Rating:** 4.6\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'
-                  '   - **Opening Hours:** Open now\n'
+                  '2. **Casa Lapin Specialty Coffee x Ratchathewi**\n'
+                  '   - **Address:** 318 Phaya Thai Rd, Khwaeng Thanon '
+                  'Phetchaburi, Khet Ratchathewi\n'
+                  '   - **Rating:** 4.2\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'
-                  '   - **Opening Hours:** Open now\n'
+                  '3. **True Coffee @Siam Square Soi2**\n'
+                  '   - **Address:** 232/5 Alley, Pathum Wan\n'
+                  '   - **Rating:** 4.2\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'
-                  '   - **Opening Hours:** Open now\n'
+                  '4. **Buddy Coffee**\n'
+                  '   - **Address:** 6, 10330, 7 Ratchadamri Rd, Lumphini, '
+                  'Pathum Wan\n'
+                  '   - **Rating:** 4.3\n'
+                  '   - **Open Now:** Yes\n'
                   '\n'
-                  '5. **Triple D Bakery @ Chatuchak Market**\n'
-                  '   - **Address:** 47 Section 4, Khwaeng Chatuchak, Khet '
-                  'Chatuchak\n'
+                  '5. **The Coffee Academics Thailand, Gaysorn Village**\n'
+                  '   - **Address:** G Fl, Gaysorn Tower, Gaysorn Village, 999 '
+                  'Phloen Chit Rd, Lumphini, Pathum Wan\n'
+                  '   - **Rating:** 4.3\n'
+                  '   - **Open Now:** Yes\n'
+                  '\n'
+                  '6. **Pacamara Coffee Roasters (The Offices at '
+                  'CentralwOrld)**\n'
+                  '   - **Address:** 999/9 Rama I Rd, Pathum Wan\n'
+                  '   - **Rating:** 4.4\n'
+                  '   - **Open Now:** Yes\n'
+                  '\n'
+                  '7. **26y coffee**\n'
+                  '   - **Address:** 645, 47 Phetchaburi Rd, Thanon Phaya '
+                  'Thai, Ratchathewi\n'
                   '   - **Rating:** 4.9\n'
-                  '   - **Opening Hours:** Closed\n'
+                  '   - **Open Now:** Yes\n'
                   '\n'
-                  "6. **Bellinee's Bake & Brew**\n"
-                  '   - **Address:** Chatuchak Weekend Market, Khwaeng '
-                  'Chatuchak, Khet Chatuchak\n'
+                  '8. **Dao Coffee**\n'
+                  '   - **Address:** Unit #SS 4008, 388 Rama I Rd, Pathum Wan\n'
                   '   - **Rating:** 3.9\n'
-                  '   - **Opening Hours:** Open now\n'
+                  '   - **Open Now:** Yes\n'
                   '\n'
-                  '7. **Miss Muay Bakery**\n'
-                  '   - **Address:** Kamphaeng Phet Rd, Chatuchak\n'
-                  '   - **Rating:** 3.8\n'
-                  '   - **Opening Hours:** Open now\n'
+                  '9. **Coffee Color**\n'
+                  '   - **Address:** 425 Ratchaprarop Rd, Makkasan, '
+                  'Ratchathewi\n'
+                  '   - **Rating:** 4.5\n'
+                  '   - **Open Now:** Yes\n'
                   '\n'
-                  '8. **Mom’s FF Cafe & Bakery**\n'
-                  '   - **Address:** 356-357, Chatuchak\n'
-                  '   - **Rating:** 5\n'
-                  '   - **Opening Hours:** N/A\n'
+                  '10. **Beaming**\n'
+                  '    - **Address:** Phetchaburi Rd, Khwaeng Thung Phaya '
+                  'Thai, Ratchathewi\n'
+                  '    - **Rating:** 4.9\n'
+                  '    - **Open Now:** Yes\n'
                   '\n'
-                  '9. **Makarong**\n'
-                  '   - **Address:** Chatuchak Weekend Market\n'
-                  '   - **Rating:** 4.9\n'
-                  '   - **Opening Hours:** Closed\n'
+                  '11. **Alto Coffee Roasters (Central@Central World)**\n'
+                  '    - **Address:** 5th floor, Zen, Ratchadamri Rd, Pathum '
+                  'Wan\n'
+                  '    - **Rating:** 4.4\n'
+                  '    - **Open Now:** Yes\n'
+                  '\n'
+                  '12. **THE COFFEE CLUB - Wireless Road**\n'
+                  '    - **Address:** No. 103A, G Floor, Room, 208 Witthayu '
+                  'Rd, Lumphini, Pathum Wan\n'
+                  '    - **Rating:** 4.6\n'
+                  '    - **Open Now:** Yes\n'
+                  '\n'
+                  '13. **Samantao Heritage Coffee**\n'
+                  '    - **Address:** 4 Soi Somkid, Lumphini, Pathum Wan\n'
+                  '    - **Rating:** 4.4\n'
+                  '    - **Open Now:** Yes\n'
+                  '\n'
+                  '14. **Southern Coffee by Pakin**\n'
+                  '    - **Address:** 4A, 183 444 Phaya Thai Rd, Wang Mai, '
+                  'Pathum Wan\n'
+                  '    - **Rating:** 2.9\n'
+                  '    - **Open Now:** Yes\n'
+                  '\n'
+                  '15. **K COFFEE by UCC @Kinokuniya Central World 6th '
+                  'Floor**\n'
+                  '    - **Address:** 4 4/1-4/2 Rama I Rd, Khwaeng Pathum Wan, '
+                  'Pathum Wan\n'
+                  '    - **Rating:** 4.2\n'
+                  '    - **Open Now:** Yes\n'
                   '\n'
-                  '10. **Wipada Herb Coffee and Bakery**\n'
-                  '    - **Address:** 2 Kamphaeng Phet Rd, Chatuchak\n'
-                  '    - **Rating:** 0\n'
-                  '    - **Opening Hours:** Open now\n'
+                  '16. **TrueCoffee**\n'
+                  '    - **Address:** 4 Ratchaprasong Road, Pathum Wan\n'
+                  '    - **Rating:** 4.0\n'
+                  '    - **Open Now:** Yes\n'
+                  '\n'
+                  '17. **Brave Roasters / Siam Discovery**\n'
+                  '    - **Address:** 3rd Floor, Siam Discovery, Rama I Rd, '
+                  'Pathum Wan\n'
+                  '    - **Rating:** 4.4\n'
+                  '    - **Open Now:** Yes\n'
+                  '\n'
+                  '18. **Pacamara Coffee Roaster (Velaa Sindhorn Village)**\n'
+                  '    - **Address:** 64 Lang Suan Rd, Lumphini, Pathum Wan\n'
+                  '    - **Rating:** 4.4\n'
+                  '    - **Open Now:** Yes\n'
+                  '\n'
+                  '19. **GATTA CAFé**\n'
+                  '    - **Address:** 2nd Floor Siam Square One 388 Rama I Rd, '
+                  'Pathum Wan\n'
+                  '    - **Rating:** 4.9\n'
+                  '    - **Open Now:** Yes\n'
+                  '\n'
+                  '20. **Coffee Booms**\n'
+                  '    - **Address:** 3rd Fl, 939 Rama I Rd, Wang Mai, Pathum '
+                  'Wan\n'
+                  '    - **Rating:** 4.8\n'
+                  '    - **Open Now:** Yes\n'
                   '\n'
                   '### Summary\n'
-                  '- **Total Competitors Found:** 15 bakeries\n'
-                  '- **Average Rating of Competitors:** Approximately 4.3\n'
-                  '- **Opening Hours:** Most bakeries are currently open, with '
-                  'a few closed or with unknown hours.\n'
-                  '\n'
-                  'This competitive landscape indicates a vibrant market for '
-                  'bakeries in the Chatuchak area, with several high-rated '
-                  'options available.',
-        'quesion': 'วิเคราะห์คู่แข่งของร้านเบเกอรี่ใกล้ตลาดจตุจักร\n'},
-    {   'answer': 'FINAL ANSWER\n'
+                  'The area around Central World is rich with coffee shop '
+                  'options, boasting a variety of atmospheres and specialties. '
+                  'The ratings indicate a generally high level of customer '
+                  'satisfaction, with several shops rated above 4.5. This '
+                  'suggests a competitive market for coffee lovers, with '
+                  'opportunities for new entrants to differentiate themselves '
+                  'through unique offerings or experiences.',
+        'quesion': 'ร้านกาแฟใกล้เซ็นทรัลเวิลด์\n'},
+    {   'answer': 'FINAL ANSWER:\n'
                   '\n'
-                  '### Coffee Shops Near MBK Center and Pathum Wan Area\n'
+                  '### Coffee Shop Insights Near Central World, Pathum Wan, '
+                  'Bangkok\n'
                   '\n'
                   '#### Location Information\n'
-                  '- **Location Name:** Pathum Wan\n'
-                  '- **Address:** Pathum Wan, Bangkok 10330, Thailand\n'
-                  '- **Google Place ID:** ChIJ9dY-MdSe4jAR8E3iXbIAAQM\n'
+                  '- **Location Name**: Pathum Wan, Bangkok\n'
+                  '- **Address**: Pathum Wan, Bangkok 10330, Thailand\n'
+                  '- **Google Place ID**: ChIJ9dY-MdSe4jAR8E3iXbIAAQM\n'
                   '\n'
-                  '#### Top Coffee Shops\n'
+                  '#### Coffee Shops Nearby\n'
                   '1. **Angle Coffee**\n'
-                  '   - **Address:** Makkasan, Ratchathewi\n'
-                  '   - **Rating:** 5\n'
-                  '   - **Open Now:** Yes\n'
+                  '   - Address: ซอย ชอย โรงพยาบาลรถไฟ Makkasan, Ratchathewi\n'
+                  '   - Rating: 5.0\n'
+                  '   - Open Now: Yes\n'
                   '\n'
                   '2. **Olympic Coffee**\n'
-                  '   - **Address:** 43/4 Rama VI Rd, Rong Muang, Pathum Wan\n'
-                  '   - **Rating:** 4.8\n'
-                  '   - **Open Now:** Yes\n'
+                  '   - Address: 43/4 Rama VI Rd, Rong Muang, Pathum Wan\n'
+                  '   - Rating: 4.8\n'
+                  '   - Open Now: Yes\n'
+                  '\n'
+                  '3. **Earthy Roaster (Specialty Coffee)**\n'
+                  '   - Address: 994 Makkasan, Ratchathewi\n'
+                  '   - Rating: 4.8\n'
+                  '   - Open Now: Yes\n'
+                  '\n'
+                  '4. **Treasure Specialty Coffee**\n'
+                  '   - Address: MINT TOWER Bantadthong Phetchaburi Rd, '
+                  'Subdistrict Pathum Wan\n'
+                  '   - Rating: 4.9\n'
+                  '   - Open Now: Yes\n'
                   '\n'
-                  '3. **Factory Coffee - BKK**\n'
-                  '   - **Address:** 49 Phaya Thai Rd, Thanon Phaya Thai, '
+                  "5. **COFFEE cafe' 27**\n"
+                  '   - Address: ตลาด รอ1พัน1 Samsen Nai, Phaya Thai\n'
+                  '   - Rating: 4.8\n'
+                  '   - Open Now: Yes\n'
+                  '\n'
+                  '6. **coftail coffee&bar**\n'
+                  '   - Address: 490/5 Phahonyothin Rd, Samsen Nai, Phaya '
+                  'Thai\n'
+                  '   - Rating: 4.8\n'
+                  '   - Open Now: Yes\n'
+                  '\n'
+                  '7. **Oasis Coffee**\n'
+                  '   - Address: Rang Nam Alley, Thanon Phaya Thai, '
                   'Ratchathewi\n'
-                  '   - **Rating:** 4.5\n'
-                  '   - **Open Now:** Yes\n'
+                  '   - Rating: 4.6\n'
+                  '   - Open Now: Yes\n'
                   '\n'
-                  '4. **Earthy Roaster (Specialty Coffee)**\n'
-                  '   - **Address:** 994 Makkasan, Ratchathewi\n'
-                  '   - **Rating:** 4.8\n'
-                  '   - **Open Now:** Yes\n'
+                  '8. **J-NESIS COFFEE**\n'
+                  '   - Address: 332 6 Tri Mit Rd, Talat Noi, Samphanthawong\n'
+                  '   - Rating: 4.9\n'
+                  '   - Open Now: N/A\n'
                   '\n'
-                  '5. **Treasure Specialty Coffee**\n'
-                  '   - **Address:** MINT TOWER Bantadthong Phetchaburi Rd, '
-                  'Subdistrict Pathum Wan\n'
-                  '   - **Rating:** 4.9\n'
-                  '   - **Open Now:** Yes\n'
+                  '9. **Livid Coffee Roasters**\n'
+                  '   - Address: Flo House Khlong Tan, Khlong Toei\n'
+                  '   - Rating: 4.6\n'
+                  '   - Open Now: Yes\n'
                   '\n'
-                  "6. **COFFEE cafe' 27**\n"
-                  '   - **Address:** 27 Samsen Nai, Phaya Thai\n'
-                  '   - **Rating:** 4.8\n'
-                  '   - **Open Now:** Yes\n'
+                  '10. **The Coffee Academics**\n'
+                  '    - Address: Velaa Sindhorn Village Langsuan, 87 Soi '
+                  'Langsuan, Lumphini, Pathum Wan\n'
+                  '    - Rating: 4.4\n'
+                  '    - Open Now: Yes\n'
                   '\n'
-                  '7. **D Coffee House**\n'
-                  '   - **Address:** 445 Rama I Rd, Rong Muang, Pathum Wan\n'
-                  '   - **Rating:** 4.9\n'
-                  '   - **Open Now:** Yes\n'
+                  '11. **Baptist Coffee**\n'
+                  '    - Address: ศูนย์รวมนักศึกษาแบ๊บติสต์ 473 Thanon Si '
+                  'Ayutthaya, Thung Phaya Thai, Ratchathewi\n'
+                  '    - Rating: 5.0\n'
+                  '    - Open Now: Yes\n'
                   '\n'
-                  '8. **RISE COFFEE - Flagship Store**\n'
-                  '   - **Address:** 888 Phloen Chit Rd, Lumphini, Pathum Wan\n'
-                  '   - **Rating:** 4.8\n'
-                  '   - **Open Now:** Yes\n'
+                  '12. **D Coffee House**\n'
+                  '    - Address: 445 Rama I Rd, Rong Muang, Pathum Wan\n'
+                  '    - Rating: 4.9\n'
+                  '    - Open Now: Yes\n'
                   '\n'
-                  '9. **Number. 9 Coffee Roastery**\n'
-                  '   - **Address:** 9 Samsen Nai, Phaya Thai\n'
-                  '   - **Rating:** 4.8\n'
-                  '   - **Open Now:** Yes\n'
+                  '13. **RISE COFFEE - Flagship Store**\n'
+                  '    - Address: 888 อาคารมหาทุนพลาซ่า ชั้น 1 ยูนิต 1, Phloen '
+                  'Chit Rd, Lumphini, Pathum Wan\n'
+                  '    - Rating: 4.8\n'
+                  '    - Open Now: Yes\n'
                   '\n'
-                  '10. **Aribica Specialty Coffee (Sahakorn branch)**\n'
-                  '    - **Address:** 4, 1 Soi Ari 1, Phaya Thai\n'
-                  '    - **Rating:** 4.6\n'
-                  '    - **Open Now:** Yes\n'
+                  '14. **Aribica Specialty Coffee (Sahakorn branch)**\n'
+                  '    - Address: 4, 1 Soi Ari 1, Phaya Thai\n'
+                  '    - Rating: 4.6\n'
+                  '    - Open Now: Yes\n'
                   '\n'
-                  '### Summary\n'
-                  '- **Number of Coffee Shops Found:** More than 20\n'
-                  '- **Community Type:** Urban\n'
-                  '- **Population Data:** Not specified, but Pathum Wan is a '
-                  'densely populated area in Bangkok.\n'
+                  '15. **Artis Coffee Bangkok**\n'
+                  '    - Address: 390, 20 Sukhumvit Soi 18, Khlong Toei\n'
+                  '    - Rating: 4.4\n'
+                  '    - Open Now: Yes\n'
                   '\n'
-                  'This report provides a comprehensive overview of coffee '
-                  'shops near MBK Center and the surrounding Pathum Wan area, '
-                  'highlighting their ratings and operational status.',
-        'quesion': 'coffee shop near mbk center\n'},
+                  '16. **Jiwakiat**\n'
+                  '    - Address: 41 Na Phra Lan Rd, Phra Borom Maha '
+                  'Ratchawang, Phra Nakhon\n'
+                  '    - Rating: 4.8\n'
+                  '    - Open Now: Yes\n'
+                  '\n'
+                  '17. **Sweety Coffee**\n'
+                  '    - Address: 196 Dinso Rd, Sao Chingcha, Khet Phra '
+                  'Nakhon\n'
+                  '    - Rating: 4.0\n'
+                  '    - Open Now: Yes\n'
+                  '\n'
+                  '18. **Thyme Coffee & Bakery**\n'
+                  '    - Address: 55 5 Sukhumvit 21 Rd, Khlong Tan, Watthana\n'
+                  '    - Rating: 4.6\n'
+                  '    - Open Now: Yes\n'
+                  '\n'
+                  '19. **THE FAV Coffee Bar**\n'
+                  '    - Address: 454 Pom Prap, Pom Prap Sattru Phai\n'
+                  '    - Rating: 4.9\n'
+                  '    - Open Now: Yes\n'
+                  '\n'
+                  '20. **School Coffee X Warm Batch Roasters**\n'
+                  '    - Address: PGFH+RPF, Silom, Bang Rak\n'
+                  '    - Rating: 4.5\n'
+                  '    - Open Now: Yes\n'
+                  '\n'
+                  '### Summary\n'
+                  '- **Number of Competitors**: More than 20 coffee shops '
+                  'found within a 5 km radius of Central World.\n'
+                  '- **Community Type**: Urban area with a high density of '
+                  'coffee shops.\n'
+                  '- **Population Data**: Not specifically provided, but '
+                  'Pathum Wan is a bustling district in Bangkok.\n'
+                  '\n'
+                  'This data provides a comprehensive overview of the coffee '
+                  'shop landscape in the vicinity of Central World, '
+                  'highlighting both popular options and their ratings. If '
+                  'further analysis or specific data points are needed, please '
+                  'let me know!',
+        'quesion': 'Coffee shop near Central World\n'},
     {   'answer': 'FINAL ANSWER\n'
                   '\n'
-                  '### Analysis of Restaurants Near Lumpini Center, Lat Phrao\n'
+                  '### Restaurant Analysis Near Lumpini Center, Lat Phrao\n'
                   '\n'
                   '#### Location Information\n'
                   '- **Lumpini Center Address:** \n'
@@ -230,435 +484,300 @@
                   '1. **Thai Flavours**\n'
                   '   - **Address:** QJCP+JJW, Soi Lat Phrao 111, Khlong Chan, '
                   'Bang Kapi District\n'
-                  '   - **Rating:** 5.0\n'
-                  '   - **Opening Hours:** Not available\n'
+                  '   - **Rating:** 5\n'
                   '\n'
                   '2. **Xiang**\n'
                   '   - **Address:** 3101 Lat Phrao Rd, Khlong Chan, Bang Kapi '
                   'District\n'
                   '   - **Rating:** 4.8\n'
-                  '   - **Opening Hours:** Open now\n'
+                  '   - **Open Now:** Yes\n'
                   '\n'
                   "3. **Khun Young's Kitchen**\n"
                   '   - **Address:** 67, 16 Lat Phrao Rd, Khlong Chan, Bang '
                   'Kapi District\n'
                   '   - **Rating:** 4.8\n'
-                  '   - **Opening Hours:** Open now\n'
+                  '   - **Open Now:** Yes\n'
                   '\n'
                   '4. **Kham Thai - Myanmar Restaurant**\n'
                   '   - **Address:** QJ6W+X2J, Ramkhamhaeng Rd, Hua Mak, Bang '
                   'Kapi District\n'
-                  '   - **Rating:** 5.0\n'
-                  '   - **Opening Hours:** Open now\n'
+                  '   - **Rating:** 5\n'
+                  '   - **Open Now:** Yes\n'
                   '\n'
                   '5. **107 PaHung Restaurant**\n'
                   '   - **Address:** Soi Lat Phrao 107, Khlong Chan, Bang Kapi '
                   'District\n'
                   '   - **Rating:** 4.4\n'
-                  '   - **Opening Hours:** Open now\n'
+                  '   - **Open Now:** Yes\n'
                   '\n'
                   '6. **Mellow Steak**\n'
                   '   - **Address:** 453 Lat Phrao 107 Alley, Lane 9, Khlong '
                   'Chan, Bang Kapi District\n'
                   '   - **Rating:** 4.6\n'
-                  '   - **Opening Hours:** Open now\n'
+                  '   - **Open Now:** Yes\n'
                   '\n'
                   '7. **Food Zone**\n'
                   '   - **Address:** QJ9V+C4J, Bangkok, Bang Kapi\n'
                   '   - **Rating:** 4.8\n'
-                  '   - **Opening Hours:** Open now\n'
+                  '   - **Open Now:** Yes\n'
                   '\n'
                   '8. **Lucky Suki**\n'
                   '   - **Address:** 3109 Lat Phrao Rd, Khlong Chan, Bang Kapi '
                   'District\n'
                   '   - **Rating:** 4.2\n'
-                  '   - **Opening Hours:** Open now\n'
+                  '   - **Open Now:** Yes\n'
+                  '\n'
+                  '9. **Mo-Mo-Paradise (The Mall Bang Kapi)**\n'
+                  '   - **Address:** 3522 Lat Phrao Rd, Khlong Chan, Bang Kapi '
+                  'District\n'
+                  '   - **Rating:** 4.2\n'
+                  '   - **Open Now:** Yes\n'
+                  '\n'
+                  '10. **Rum Restaurant & Bakery**\n'
+                  '    - **Address:** 3101 Lat Phrao 115, Khlong Chan, Bang '
+                  'Kapi District\n'
+                  '    - **Rating:** 4.5\n'
+                  '    - **Open Now:** Yes\n'
                   '\n'
                   '### Summary\n'
-                  '- The area surrounding Lumpini Center is rich in dining '
-                  'options, with many restaurants rated above 4.0, indicating '
-                  'high customer satisfaction.\n'
-                  '- The variety of cuisines available, including Thai and '
-                  'international options, caters to diverse tastes and '
-                  'preferences, making it a vibrant dining destination. \n'
-                  '\n'
-                  'If you require more specific insights or additional '
-                  'information, please let me know!',
+                  '- **Total Number of Restaurants Found:** More than 20\n'
+                  '- **Average Rating of Notable Restaurants:** Ranges from '
+                  '4.2 to 5\n'
+                  '- **Community Type:** Urban area with a mix of residential '
+                  'and commercial establishments.\n'
+                  '\n'
+                  'This analysis provides insights into the competitive '
+                  'landscape of restaurants near Lumpini Center, highlighting '
+                  'opportunities for market engagement and community '
+                  'preferences. If you require further analysis or specific '
+                  'data points, please let me know!',
         'quesion': 'วิเคราะห์ร้านอาหารแถวลุมพินี เซ็นเตอร์ ลาดพร้าว\n'},
-    {   'answer': 'Here are the results for coffee shops near MBK Center in '
-                  'Bangkok, along with the population analysis for Bangkok:\n'
+    {   'answer': 'FINAL ANSWER:\n'
                   '\n'
-                  '### Coffee Shops Near MBK Center:\n'
-                  '1. **BEANS Coffee Roaster Paragon**\n'
-                  '   - Address: 991/1 Rama I Rd, Pathum Wan\n'
-                  '   - Rating: 5\n'
-                  '   - Open Now: Yes\n'
+                  '### Bakery Competitor Analysis Near Chatuchak Market\n'
                   '\n'
-                  '2. **Olympic Coffee**\n'
-                  '   - Address: 43/4 Rama VI Rd, Rong Muang, Pathum Wan\n'
-                  '   - Rating: 4.8\n'
-                  '   - Open Now: Yes\n'
+                  '#### Competitors Overview\n'
+                  '- **Total Number of Competitors**: 15 bakeries identified '
+                  'in the vicinity of Chatuchak Market.\n'
+                  '- **Key Competitors**:\n'
+                  '  1. **Sanan Bakery**\n'
+                  '     - Rating: 4.4\n'
+                  '     - Address: 101 Phahonyothin Rd, Lat Yao, Chatuchak\n'
+                  '     - Open Now: Yes\n'
+                  '  2. **The Croissant Corner**\n'
+                  '     - Rating: 4.7\n'
+                  '     - Address: Phahon Yothin 15 Alley, Samsen Nai, Phaya '
+                  'Thai, Chatuchak\n'
+                  '     - Open Now: Yes\n'
+                  '  3. **Baked With Hearts**\n'
+                  '     - Rating: 4.6\n'
+                  '     - Address: 485 Phahon Yothin 18/1 Alley, Lane 1, Chom '
+                  'Phon, Chatuchak\n'
+                  '     - Open Now: Yes\n'
+                  '  4. **JJ Mall One More Bite Japanese Bakery**\n'
+                  '     - Rating: 4.9\n'
+                  '     - Address: JJ Mall, 2nd Floor, 588 Kamphaeng Phet 2 '
+                  'Rd, Chatuchak\n'
+                  '     - Open Now: Yes\n'
+                  '  5. **Triple D Bakery @ Chatuchak Market**\n'
+                  '     - Rating: 4.9\n'
+                  '     - Address: 47 Section 4, Khwaeng Chatuchak, Khet '
+                  'Chatuchak\n'
+                  '     - Open Now: No\n'
+                  "  6. **Bellinee's Bake & Brew**\n"
+                  '     - Rating: 3.9\n'
+                  '     - Address: Chatuchak Weekend Market, Khwaeng '
+                  'Chatuchak, Khet Chatuchak\n'
+                  '     - Open Now: Yes\n'
+                  '  7. **Miss Muay Bakery**\n'
+                  '     - Rating: 3.8\n'
+                  '     - Address: ตลาด อตก, Kamphaeng Phet Rd, Chatuchak\n'
+                  '     - Open Now: Yes\n'
+                  '  8. **Mom’s FF Cafe & Bakery**\n'
+                  '     - Rating: 5.0\n'
+                  '     - Address: 356-357 หมู่บ้าน โครงการ30 จตุจัก���, '
+                  'Chatuchak\n'
+                  '     - Open Now: N/A\n'
+                  '  9. **Wipada Herb Coffee and Bakery**\n'
+                  '     - Rating: 0 (No reviews available)\n'
+                  '     - Address: 2 Kamphaeng Phet Rd, Chatuchak\n'
+                  '     - Open Now: Yes\n'
+                  '\n'
+                  '#### Location Data\n'
+                  '- **Location Name**: Chatuchak Market\n'
+                  '- **Address**: 587, 10 Kamphaeng Phet 2 Rd, Khwaeng '
+                  'Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, '
+                  'Thailand\n'
+                  '- **Website**: [Chatuchak '
+                  'Market](https://www.chatuchakmarket.org/)\n'
+                  '\n'
+                  '#### Demographic and Economic Insights\n'
+                  '- **Population**: The specific population data near '
+                  'Chatuchak Market was not retrieved, but it is known to be a '
+                  'densely populated area in Bangkok.\n'
+                  '- **Community Type**: The area is a bustling market '
+                  'community, known for its weekend market that attracts both '
+                  'locals and tourists.\n'
+                  '- **Household Expenditures**: Specific data on household '
+                  'expenditures was not retrieved, but it can be assumed that '
+                  'expenditures are higher in market areas due to the variety '
+                  'of goods and services available.\n'
+                  '\n'
+                  '### Analytical Summary\n'
+                  'The bakery market near Chatuchak Market is competitive, '
+                  'with several well-rated establishments. The presence of '
+                  'high-rated bakeries like JJ Mall One More Bite and Triple D '
+                  'Bakery indicates a strong demand for quality baked goods. '
+                  'The area is characterized by a vibrant market atmosphere, '
+                  'attracting a diverse customer base, which presents '
+                  'opportunities for new entrants to capture market share. '
+                  'Understanding customer preferences and leveraging the '
+                  'bustling market environment will be key for any bakery '
+                  'looking to succeed in this area.',
+        'quesion': 'Analyze competitors of a bakery near Chatuchak Market\n'},
+    {   'answer': 'I have gathered information about restaurants near Siam '
+                  'Paragon. Here are some options:\n'
                   '\n'
-                  '3. **The Palette**\n'
-                  '   - Address: Phaya Thai Rd, Thanon Phetchaburi, '
+                  '1. **Jasmine Siam Kitchen (จัสมิน สยาม คิทเช่น)**\n'
+                  '   - Address: 497, 14-15 Phetchaburi Rd, Thung Phaya Thai, '
                   'Ratchathewi\n'
-                  '   - Rating: 4.8\n'
+                  '   - Rating: 4.7\n'
                   '   - Open Now: Yes\n'
                   '\n'
-                  '4. **Treasure Specialty Coffee**\n'
-                  '   - Address: MINT TOWER Bantadthong Phetchaburi Rd, '
-                  'Subdistrict Pathum Wan\n'
-                  '   - Rating: 4.9\n'
+                  '2. **I Food Bar & Restaurant**\n'
+                  '   - Address: No.49/26, Soi Petchburi 15, Phetchaburi Rd, '
+                  'Subdistrict, Ratchathewi\n'
+                  '   - Rating: 4.8\n'
                   '   - Open Now: Yes\n'
                   '\n'
-                  '5. **Salotto Coffee**\n'
-                  '   - Address: 813/8 Phetchaburi Rd, Thanon Phaya Thai, '
+                  '3. **Family Thai Restaurant**\n'
+                  '   - Address: Venezia Residence, Thanon Phetchaburi, '
                   'Ratchathewi\n'
-                  '   - Rating: 5\n'
-                  '   - Open Now: N/A\n'
-                  '\n'
-                  "6. **Sip 'n Drip**\n"
-                  '   - Address: 36, 6 Kasem San 1 Alley, Wang Mai, Pathum '
-                  'Wan\n'
-                  '   - Rating: 4.9\n'
-                  '   - Open Now: Yes\n'
-                  '\n'
-                  '7. **D Coffee House**\n'
-                  '   - Address: 445 Rama I Rd, Rong Muang, Pathum Wan\n'
-                  '   - Rating: 4.9\n'
-                  '   - Open Now: Yes\n'
-                  '\n'
-                  '8. **Gallery Drip Coffee**\n'
-                  '   - Address: อาคารหอศิลปวัฒนธรรมแห่งกรุงเทพมหานคร(BACC) '
-                  '939 Rama I Rd, Wang Mai, Pathum Wan\n'
-                  '   - Rating: 4.6\n'
+                  '   - Rating: 2.0\n'
                   '   - Open Now: Yes\n'
                   '\n'
-                  '9. **GATTA CAFé**\n'
-                  '   - Address: 2nd Floor Siam Square One 388 Rama I Rd, '
-                  'Pathum Wan\n'
-                  '   - Rating: 4.9\n'
+                  '4. **Angkor Restaurant**\n'
+                  '   - Address: 42 Phetchaburi Rd, Thanon Phaya Thai, '
+                  'Ratchathewi\n'
+                  '   - Rating: 4.7\n'
                   '   - Open Now: Yes\n'
                   '\n'
-                  '10. **CRANNIES Coffee & Brunch**\n'
-                  '    - Address: 126 ซ. จุฬาลงกรณ์ 50 Wang Mai, Pathum Wan\n'
-                  '    - Rating: 5\n'
-                  '    - Open Now: Yes\n'
-                  '\n'
-                  '### Population Analysis for Bangkok:\n'
-                  'The population of Bangkok is approximately 10.5 million '
-                  'people as of the latest estimates. This makes it one of the '
-                  'most populous cities in the world, with a diverse '
-                  'demographic and a vibrant urban culture.',
-        'quesion': 'ค้นหาร้านกาแฟใกล้มาบุญครอง พร้อมวิเคราะห์จำนวนประชากร\n'},
-    {   'answer': 'FINAL ANSWER\n'
-                  '\n'
-                  '### Competitors Overview\n'
-                  '1. **Sanan Bakery**\n'
-                  '   - Address: 101 Phahonyothin Rd, Lat Yao, Chatuchak\n'
+                  '5. **Prego Bangkok**\n'
+                  '   - Address: 847 Phetchaburi Rd, Khwaeng Thanon Phaya '
+                  'Thai, Ratchathewi\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'
+                  '6. **Tonoak-Restaurant (ร้านต้นโอ๊ก)**\n'
+                  '   - Address: 432/5 2nd floor, Parking lot side, Pathumwan\n'
+                  '   - Rating: 4.5\n'
                   '   - Open Now: Yes\n'
                   '\n'
-                  '4. **JJ Mall One More Bite Japanese Bakery**\n'
-                  '   - Address: JJ Mall, 588 Kamphaeng Phet 2 Rd, Chatuchak\n'
-                  '   - Rating: 4.9\n'
+                  "7. **Bangkok'78**\n"
+                  '   - Address: 68 Soi Langsuan, Lumphini, Pathum Wan\n'
+                  '   - Rating: 4.3\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'
+                  '8. **Arun Thai Cuisine by SEE FAH**\n'
+                  '   - Address: ชั้น L Grande Centre Point Ratchadamri 153/2 '
+                  'Mahatlek Luang 1 Alley, Lumphini, Pathum Wan\n'
+                  '   - Rating: 4.4\n'
                   '   - Open Now: Yes\n'
                   '\n'
-                  '7. **Miss Muay Bakery**\n'
-                  '   - Address: Kamphaeng Phet Rd, Chatuchak\n'
-                  '   - Rating: 3.8\n'
+                  '9. **Anjappar Chettinad Restaurant Indra Square**\n'
+                  '   - Address: 120, 23 Ratchrarop Soi 3, Khwaeng Thanon '
+                  'Phaya Thai, Ratchathewi\n'
+                  '   - Rating: 4.5\n'
                   '   - Open Now: Yes\n'
                   '\n'
-                  '8. **3meebakery**\n'
-                  '   - Address: 48/3 Chatuchak\n'
-                  '   - Rating: 5\n'
-                  '   - Open Now: No\n'
-                  '\n'
-                  '### Population and Community Data\n'
-                  '- **Location**: Chatuchak, Bangkok 10900, Thailand\n'
-                  '- **Community Type**: Urban\n'
-                  '- **Population**: Approximately 30,000 residents in the '
-                  'immediate area surrounding Chatuchak Market.\n'
-                  '- **Household Expenditures**: Average household expenditure '
-                  'in urban Bangkok is around 30,000 THB per month, with a '
-                  'significant portion allocated to food and dining.\n'
-                  '\n'
-                  '### Summary\n'
-                  'The bakery market near Chatuchak Market is competitive, '
-                  'with several well-rated establishments. The area has a '
-                  'vibrant urban community with a diverse population, '
-                  'contributing to a steady demand for bakery products. \n'
-                  '\n'
-                  'This data can be useful for understanding the competitive '
-                  'landscape and potential market opportunities for a new '
-                  'bakery in the area.',
-        'quesion': 'Analyze competitors of a bakery near Chatuchak Market\n'},
-    {   'answer': 'FINAL ANSWER:\n'
+                  '10. **The SQUARE Restaurant**\n'
+                  '    - Address: 220 Petchaburi Road, Ratchathewi\n'
+                  '    - Rating: 4.4\n'
+                  '    - Open Now: Yes\n'
                   '\n'
-                  '### Analysis of Opening a Restaurant Near Siam Paragon\n'
+                  'These restaurants are within a 1 km radius of Siam Paragon '
+                  'and have varying ratings. If you need more specific '
+                  'information or further analysis, feel free to ask! \n'
                   '\n'
-                  '#### Location Overview\n'
-                  '- **Siam Paragon** is located at 991 Rama I Rd, Khwaeng '
-                  'Pathum Wan, Pathum Wan, Bangkok, Thailand. It is a major '
-                  'shopping and entertainment complex, attracting both locals '
-                  'and tourists.\n'
+                  'FINAL ANSWER',
+        'quesion': 'วิเคราะห์การเปิดร้านอาหารใกล้สยามพารากอน\n'},
+    {   'answer': 'FINAL ANSWER\n'
                   '\n'
-                  '#### Nearby Restaurants\n'
-                  'A search for restaurants within a 1 km radius of Siam '
-                  'Paragon revealed several options, highlighting a '
-                  'competitive market. Here are some notable restaurants:\n'
+                  '### Competitor Analysis for Bakeries Near Chatuchak Market\n'
                   '\n'
-                  '1. **Shree Bhavan Pure South Indian Vegetarian '
-                  'Restaurant**\n'
-                  '   - **Rating**: 4.9\n'
+                  '#### Location Information\n'
+                  '- **Market Name**: Chatuchak Weekend Market\n'
+                  '- **Address**: 587, 10 Kamphaeng Phet 2 Rd, Khwaeng '
+                  'Chatuchak, Khet Chatuchak, Krung Thep Maha Nakhon 10900, '
+                  'Thailand\n'
+                  '- **Website**: [Chatuchak '
+                  'Market](https://www.chatuchakmarket.org/)\n'
+                  '\n'
+                  '#### Competitors (Bakeries)\n'
+                  '1. **Sanan Bakery**\n'
+                  '   - **Address**: 101 Phahonyothin Rd, Lat Yao, Chatuchak\n'
+                  '   - **Rating**: 4.4\n'
                   '   - **Open Now**: Yes\n'
                   '\n'
-                  '2. **Tan Kun (Central World)**\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. **I Food Bar & Restaurant**\n'
-                  '   - **Rating**: 4.8\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. **Jim Thompson, A Thai Restaurant**\n'
-                  '   - **Rating**: 4.5\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. **Metro Square SiamParagon**\n'
-                  '   - **Rating**: 4.7\n'
-                  '   - **Open Now**: Yes\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. **KAI Japanese Restaurant Gaysorn Amarin**\n'
-                  '   - **Rating**: 5.0\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. **Madras Darbar Indian Restaurant**\n'
-                  '   - **Rating**: 4.7\n'
+                  '7. **Miss Muay Bakery**\n'
+                  '   - **Address**: Kamphaeng Phet Rd, Chatuchak\n'
+                  '   - **Rating**: 3.8\n'
                   '   - **Open Now**: Yes\n'
                   '\n'
-                  '#### Market Insights\n'
-                  '- **Competitors**: There are over 20 restaurants in the '
-                  'vicinity, indicating a saturated market. High ratings '
-                  'suggest a strong customer preference for quality dining '
-                  'experiences.\n'
-                  '- **Community Type**: The area is urban and cosmopolitan, '
-                  'with a mix of affluent locals and international tourists, '
-                  'which can be advantageous for a new restaurant.\n'
-                  '- **Household Expenditures**: The presence of luxury '
-                  'shopping and dining indicates higher-than-average household '
-                  'expenditures, particularly in the food and beverage '
-                  'sector.\n'
-                  '\n'
-                  '#### Conclusion\n'
-                  'Opening a restaurant near Siam Paragon presents both '
-                  'opportunities and challenges. The high foot traffic and '
-                  'affluent customer base are positive factors, but the '
-                  'competitive landscape requires a unique value proposition '
-                  'to attract customers. A focus on quality, unique cuisine, '
-                  'and exceptional service will be essential for success in '
-                  'this vibrant market.',
-        'quesion': 'วิเคราะห์การเปิดร้านอาหารใกล้สยามพารากอน\n'},
-    {   'answer': 'The analysis of coffee shops near Central World in Bangkok '
-                  'reveals a competitive landscape with numerous high-rated '
-                  'options. Key insights include:\n'
-                  '\n'
-                  '### Central World Overview\n'
-                  '- **Address**: 999/9 Rama I Rd, Khwaeng Pathum Wan, Pathum '
-                  'Wan, Krung Thep Maha Nakhon 10330, Thailand\n'
-                  '- **Phone**: 02 640 7000\n'
-                  '- **Website**: [Central '
-                  'World](https://www.centralworld.co.th/)\n'
-                  '\n'
-                  '### Top Nearby Coffee Shops\n'
-                  '1. **BEANS Coffee Roaster Paragon**\n'
+                  '8. **3meebakery**\n'
+                  '   - **Address**: 4 Kamphaeng Phet 48/3 Chatuchak\n'
                   '   - **Rating**: 5\n'
-                  '   - **Open Now**: Yes\n'
-                  '\n'
-                  '2. **Fellas.coffee @soi tonson**\n'
-                  '   - **Rating**: 4.9\n'
-                  '   - **Open Now**: Yes\n'
+                  '   - **Open Now**: No\n'
                   '\n'
-                  '3. **Earthy Roaster (Specialty Coffee)**\n'
-                  '   - **Rating**: 4.8\n'
-                  '   - **Open Now**: Yes\n'
-                  '\n'
-                  '4. **Salotto Coffee**\n'
+                  '9. **Mom’s FF Cafe & Bakery**\n'
+                  '   - **Address**: 356-357 Kamphaeng Phet Rd, Chatuchak\n'
                   '   - **Rating**: 5\n'
                   '   - **Open Now**: N/A\n'
                   '\n'
-                  '5. **The Basic Coffee BKK**\n'
-                  '   - **Rating**: 4.7\n'
-                  '   - **Open Now**: Yes\n'
-                  '\n'
-                  '6. **Café BAGA Central World**\n'
-                  '   - **Rating**: 4.7\n'
-                  '   - **Open Now**: Yes\n'
-                  '\n'
-                  '7. **Baankhunlek coffee**\n'
-                  '   - **Rating**: 5\n'
-                  '   - **Open Now**: Yes\n'
-                  '\n'
-                  '8. **Early Bird Coffee - Chit Lom BTS**\n'
-                  '   - **Rating**: 4.8\n'
-                  '   - **Open Now**: Yes\n'
-                  '\n'
-                  '### Market Insights\n'
-                  '- **Competitor Count**: Over 20 coffee shops within a 1 km '
-                  'radius.\n'
-                  '- **Community Type**: Urban, with a mix of commercial and '
-                  'residential areas.\n'
-                  '- **Population Density**: High, typical of central Bangkok '
-                  'locations.\n'
-                  '\n'
-                  'This report provides a comprehensive overview of the coffee '
-                  'shop market near Central World, highlighting opportunities '
-                  'for new entrants and insights into consumer preferences '
-                  'based on ratings.',
-        'quesion': 'ร้านกาแฟใกล้เซ็นทรัลเวิลด์\n'},
-    {   'answer': 'FINAL ANSWER:\n'
-                  '\n'
-                  '### Market Analysis for Opening a Coffee Shop Near MBK '
-                  'Center, Bangkok\n'
-                  '\n'
-                  '#### Location Overview\n'
-                  '- **Location**: MBK Center (มาบุญครอง), Pathum Wan, '
-                  'Bangkok, Thailand\n'
-                  '- **Population**: Approximately 10 million in the Bangkok '
-                  'metropolitan area, indicating a large potential customer '
-                  'base.\n'
-                  '\n'
-                  '#### Competitor Analysis\n'
-                  '- There are over **20 coffee shops** within a 1 km radius '
-                  'of MBK Center, showcasing a competitive market. Notable '
-                  'competitors include:\n'
-                  '  1. **BEANS Coffee Roaster Paragon** - Rating: 5\n'
-                  '  2. **Olympic Coffee** - Rating: 4.8\n'
-                  '  3. **Treasure Specialty Coffee** - Rating: 4.9\n'
-                  "  4. **Sip 'n Drip** - Rating: 4.9\n"
-                  '  5. **D Coffee House** - Rating: 4.9\n'
-                  '\n'
-                  '#### Community Type\n'
-                  '- The area is urban, characterized by high foot traffic due '
-                  'to shopping centers, offices, and entertainment venues.\n'
-                  '\n'
-                  '#### Household Expenditures\n'
-                  '- While specific data on household expenditures was not '
-                  'retrieved, urban areas like Bangkok typically exhibit '
-                  'higher spending on food and beverages, which is favorable '
-                  'for coffee shop businesses.\n'
-                  '\n'
-                  '#### Insights\n'
-                  '- The high population density and the presence of numerous '
-                  'coffee shops indicate a vibrant coffee culture in the area. '
-                  'However, the competition is intense, and differentiation '
-                  'through unique offerings, ambiance, or customer service '
-                  'will be crucial for success.\n'
-                  '- Given the high ratings of existing coffee shops, there is '
-                  'an opportunity to capture a niche market by offering '
-                  'specialty coffee, unique blends, or a themed café '
-                  'experience.\n'
-                  '\n'
-                  'This analysis provides a foundational understanding of the '
-                  'market dynamics for opening a coffee shop near MBK Center. '
-                  'Further research into specific consumer preferences and '
-                  'trends could enhance the business strategy.',
-        'quesion': 'วิเคราะห์การเปิดร้านกาแฟใกล้มาบุญครอง\n'},
-    {   'answer': 'FINAL ANSWER:\n'
-                  '\n'
-                  '### Grocery Stores Near Victory Monument:\n'
-                  '1. **ร้านกิตติของชำ**\n'
-                  '   - Address: 467 1 Ratchawithi Rd, Thanon Phaya Thai, '
-                  'Ratchathewi\n'
-                  '   - Rating: 4\n'
-                  '   - Open Now: Yes\n'
-                  '\n'
-                  '2. **ขายของ (Somjai Apartment)**\n'
-                  '   - Address: 184/4 Soi Phahon Yothin 1, Phaya Thai\n'
-                  '   - Rating: 4.5\n'
-                  '   - Open Now: Yes\n'
-                  '\n'
-                  '3. **ร้านแอมโชห่วย**\n'
-                  '   - Address: 140/6 Ratchawithi Rd, Phaya Thai\n'
-                  '   - Rating: 5\n'
-                  '   - Open Now: Yes\n'
-                  '\n'
-                  '4. **ถุงเงิน**\n'
-                  '   - Address: QG7Q+GCJ ซอย พญาไท แขวง ถนนพญาไท Ratchathewi\n'
-                  '   - Rating: 3\n'
-                  '   - Open Now: Yes\n'
-                  '\n'
-                  '5. **ร้านไพบูลย์**\n'
-                  '   - Address: 417/2 Ratchawithi Rd, Thung Phaya Thai, '
-                  'Ratchathewi\n'
-                  '   - Rating: 0\n'
-                  '   - Open Now: Yes\n'
-                  '\n'
-                  '6. **ร้านทวีผล ขายปลีกและส่ง (คุณคำนวน)**\n'
-                  '   - Address: 144, 15 Soi Talat Sri Wanit, Din Daeng\n'
-                  '   - Rating: 4.1\n'
-                  '   - Open Now: Yes\n'
-                  '\n'
-                  '7. **ร้านรักบ้านเกิด**\n'
-                  '   - Address: 99 อาคาร ราชปรารภทาวเวอร์แมนชั่น ซอย ราชปรารภ '
-                  '14 Ratchaprarop Rd, Makkasan, Ratchathewi\n'
-                  '   - Rating: 0\n'
-                  '   - Open Now: Yes\n'
-                  '\n'
-                  '8. **ร้านธงฟ้า สมพงษ์**\n'
-                  '   - Address: 115, 110 Ratchaprarop Rd, Makkasan, '
-                  'Ratchathewi\n'
-                  '   - Rating: 3.6\n'
-                  '   - Open Now: Yes\n'
+                  '10. **Makarong**\n'
+                  '    - **Address**: 4 Kamphaeng Phet 49/2 Chatuchak\n'
+                  '    - **Rating**: 4.9\n'
+                  '    - **Open Now**: No\n'
                   '\n'
-                  '9. **ขายของชำ ประตูน้ำ**\n'
-                  '   - Address: 475 Phaya Thai Rd, Khwaeng Thanon Phaya Thai, '
-                  'Ratchathewi\n'
-                  '   - Rating: 5\n'
-                  '   - Open Now: Yes\n'
-                  '\n'
-                  '10. **Komol Center**\n'
-                  '    - Address: 421 6-7 Ratchawithi Rd, Thung Phaya Thai, '
-                  'Ratchathewi\n'
-                  '    - Rating: 4.1\n'
-                  '    - Open Now: Yes\n'
-                  '\n'
-                  '### General Population Insights:\n'
-                  '- **Bangkok** has a population of over 10 million people, '
-                  'making it one of the most populous cities in Southeast '
-                  'Asia.\n'
-                  '- The area around **Victory Monument** is characterized by '
-                  'high population density, with a mix of local residents and '
-                  'expatriates.\n'
-                  '- Demographics typically include a diverse range of ages '
-                  'and socioeconomic backgrounds.\n'
-                  '\n'
-                  'For more specific demographic data, such as age '
-                  'distribution and income levels, local government statistics '
-                  'or demographic studies would be required.',
-        'quesion': 'ค้นหาร้านของชำใกล้อนุสาวรีย์ชัยฯ '
-                   'พร้อมวิเคราะห์จำนวนประชากร\n'}]
+                  '### Summary\n'
+                  '- **Total Competitors**: 15 bakeries found within a '
+                  '500-meter radius of Chatuchak Market.\n'
+                  '- **Ratings**: Competitors have ratings ranging from 3.0 to '
+                  '5.0, indicating a competitive market with several '
+                  'high-rated options.\n'
+                  '\n'
+                  'This analysis provides insights into the competitive '
+                  'landscape for bakeries near Chatuchak Market, highlighting '
+                  'potential opportunities and challenges for new entrants in '
+                  'this market. If you need further details or specific '
+                  'analysis on any of these competitors, please let me know!',
+        'quesion': 'วิเคราะห์คู่แข่งของร้านเบเกอรี่ใกล้ตลาดจตุจักร\n'}]

tools.py

@@ -76,9 +76,8 @@ def nearby_search(input_dict: NearbySearchInput):
         # """
         
         strout += f"""
+        **{name}**\n
         address: {address}\n
-        lacation_name: {name}\n
-        opening hours: {opening_hours}\n
         rating: {rating}\n\n
         """
     return strout
@@ -90,8 +89,8 @@ from langgraph.prebuilt import ToolNode
 from langchain_core.tools import tool
 from langchain_community.tools import GooglePlacesTool
 
-# find_place_from_text = tool(find_place_from_text)
-find_place_from_text = GooglePlacesTool()
+find_place_from_text = tool(find_place_from_text)
+# find_place_from_text = GooglePlacesTool()
 nearby_search = tool(nearby_search)