{ "cells": [ { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from chatbot_multiagent import submitUserMessage\n", "import random\n", "from math import inf\n", "\n", "def QA_sample_test(quesion_test:list[str], num_samples:int=inf):\n", " \n", " # Ensure there are at least 5 lines in the list\n", " num_samples = min(10, len(quesion_test))\n", " sample_quesion = random.sample(quesion_test, num_samples)\n", " \n", " result = []\n", " for quesion in sample_quesion:\n", " try:\n", " answer = submitUserMessage(quesion)\n", " result.append({'quesion': quesion, 'answer': answer}) \n", " except Exception as e:\n", " result.append({'quesion': quesion, 'error': e}) \n", " \n", " return result " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "with open('./testsets/user_question_testsets.txt', 'r') as file:\n", " quesion_test = file.readlines() \n", "\n", "results = QA_sample_test(quesion_test, num_samples=15)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results saved to testsets/QA.txt\n" ] } ], "source": [ "import pprint \n", "\n", "# Create a PrettyPrinter instance with a desired indentation level\n", "pp = pprint.PrettyPrinter(indent=4)\n", "\n", "# Convert the list of dictionaries to a pretty-printed string\n", "results_str = pp.pformat(results)\n", "\n", "# Specify the file path where you want to save the string\n", "file_path = 'testsets/QA.txt'\n", "\n", "# Save the pretty-printed string to a .txt file\n", "with open(file_path, 'w') as file:\n", " file.write(results_str)\n", "\n", "print(f\"Results saved to {file_path}\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[{'answer': '### \\n'\n", " '\\n'\n", " '#### 1. List of Competitors (Grocery Stores)\\n'\n", " '- **ร้านขายของชำ 7**\\n'\n", " ' - Address: 156/5 Phetchaburi Rd, Thung Phaya Thai, Ratchathewi\\n'\n", " ' - Rating: 3\\n'\n", " '\\n'\n", " '- **ร้านขายของชำ อาหารสด**\\n'\n", " ' - Address: 467 Ratchawithi Rd, Thanon Phaya Thai, Ratchathewi\\n'\n", " ' - Rating: 4\\n'\n", " '\\n'\n", " '- **ร้านขายของชำ โอเค**\\n'\n", " ' - Address: 163, 25 Soi Phetchaburi 5, Thung Phaya Thai, '\n", " 'Ratchathewi\\n'\n", " ' - Rating: 5\\n'\n", " '\\n'\n", " '- **ร้านขายของชำ พิชิต**\\n'\n", " ' - Address: 184/4 Soi Phahon Yothin 1, Phaya Thai\\n'\n", " ' - Rating: 4.5\\n'\n", " '\\n'\n", " '- **ร้านขายของชำ นคร**\\n'\n", " ' - Address: 476 Thanon Asok - Din Daeng, Din Daeng\\n'\n", " ' - Rating: 4.4\\n'\n", " '\\n'\n", " '- **ร้านขายของชำ อิ่มอร่อย**\\n'\n", " ' - Address: 140/6 Ratchawithi Rd, Phaya Thai\\n'\n", " ' - Rating: 5\\n'\n", " '\\n'\n", " '- **ร้านขายของชำ สบายใจ**\\n'\n", " ' - Address: 504 Thanon Asok - Din Daeng, Din Daeng\\n'\n", " ' - Rating: 3\\n'\n", " '\\n'\n", " '- **ร้านขายของชำ น้องนุช**\\n'\n", " ' - Address: 292 Takhe Alley, Din Daeng\\n'\n", " ' - Rating: 4.3\\n'\n", " '\\n'\n", " '- **ร้านขายของชำ อร่อย**\\n'\n", " ' - Address: 188 Thanon Asok - Din Daeng, Din Daeng\\n'\n", " ' - Rating: 4\\n'\n", " '\\n'\n", " '- **ร้านขายของชำ สินค้า**\\n'\n", " ' - Address: 8/12 Phetchaburi Rd, Makkasan, Ratchathewi\\n'\n", " ' - Rating: 4\\n'\n", " '\\n'\n", " '#### 2. Numerical Data\\n'\n", " '- **Number of Competitors**: More than 20 grocery stores in the '\n", " 'vicinity.\\n'\n", " '- **Rating Range**: 0 to 5 (with several stores rated 4 and '\n", " 'above).\\n'\n", " '- **Community Type**: Urban area in Bangkok (Ratchathewi '\n", " 'district).\\n'\n", " '- **Population Data**: Bangkok has a population of over 10 '\n", " 'million, with high density in urban districts.\\n'\n", " '\\n'\n", " '#### 3. Descriptive Analytical Summary\\n'\n", " 'The Anusawari Chai area is characterized by a high density of '\n", " 'grocery stores, with over 20 establishments within a 1 km radius. '\n", " 'The ratings of these stores vary, with many achieving ratings of '\n", " '4 and above, indicating a competitive market for grocery retail. '\n", " 'The area is part of Bangkok, which is known for its significant '\n", " 'population density, particularly in urban districts like '\n", " 'Ratchathewi. This suggests a robust demand for grocery services, '\n", " 'making it a potentially lucrative area for grocery businesses. \\n'\n", " '\\n'\n", " 'If you need further insights or specific data, feel free to ask!',\n", " 'quesion': 'ค้นหาร้านของชำใกล้อนุสาวรีย์ชัยฯ พร้อมวิเคราะห์จำนวนประชากร\\n'},\n", " {'answer': '### \\n'\n", " '\\n'\n", " '#### 1. List of Competitors (Coffee Shops near MBK Center):\\n'\n", " '- **BEANS Coffee Roaster Paragon**\\n'\n", " ' - Address: 991/1 Rama I Rd, Pathum Wan\\n'\n", " ' - Rating: 5\\n'\n", " '\\n'\n", " '- **The Palette**\\n'\n", " ' - Address: Phaya Thai Rd, Thanon Phetchaburi, Ratchathewi\\n'\n", " ' - Rating: 4.8\\n'\n", " '\\n'\n", " '- **Olympic Coffee**\\n'\n", " ' - Address: 43/4 Rama VI Rd, Rong Muang, Pathum Wan\\n'\n", " ' - Rating: 4.8\\n'\n", " '\\n'\n", " '- **Treasure Specialty Coffee**\\n'\n", " ' - Address: MINT TOWER Bantadthong Phetchaburi Rd, Subdistrict '\n", " 'Pathum Wan\\n'\n", " ' - Rating: 4.9\\n'\n", " '\\n'\n", " '- **Salotto Coffee**\\n'\n", " ' - Address: 813/8 Phetchaburi Rd, Thanon Phaya Thai, '\n", " 'Ratchathewi\\n'\n", " ' - Rating: 5\\n'\n", " '\\n'\n", " \"- **Sip 'n Drip**\\n\"\n", " ' - Address: 36, 6 Kasem San 1 Alley, Wang Mai, Pathum Wan\\n'\n", " ' - Rating: 4.9\\n'\n", " '\\n'\n", " '- **D Coffee House**\\n'\n", " ' - Address: 445 Rama I Rd, Rong Muang, Pathum Wan\\n'\n", " ' - Rating: 4.9\\n'\n", " '\\n'\n", " '- **Gallery Drip Coffee**\\n'\n", " ' - Address: 939 Rama I Rd, Wang Mai, Pathum Wan\\n'\n", " ' - Rating: 4.6\\n'\n", " '\\n'\n", " '- **GATTA CAFÉ**\\n'\n", " ' - Address: 2nd Floor Siam Square One 388 Rama I Rd, Pathum Wan\\n'\n", " ' - Rating: 4.9\\n'\n", " '\\n'\n", " '- **echo bar**\\n'\n", " ' - Address: Siam Discovery Center 194 Phaya Thai Rd, Pathum Wan\\n'\n", " ' - Rating: 5\\n'\n", " '\\n'\n", " '#### 2. Numerical Data:\\n'\n", " '- **Number of Competitors**: 10 coffee shops listed.\\n'\n", " \"- **Range of Competitors' Ratings**: 3.5 to 5.\\n\"\n", " '- **Community Type**: Urban area (Pathum Wan district).\\n'\n", " '- **Household Expenditures**: Not available.\\n'\n", " '- **Population Data**: Not available.\\n'\n", " '\\n'\n", " '#### 3. Descriptive Analytical Summary:\\n'\n", " 'The area surrounding MBK Center is rich in coffee shop options, '\n", " 'with a total of 10 notable competitors. The ratings of these '\n", " 'establishments range from 3.5 to 5, indicating a generally high '\n", " 'level of customer satisfaction. The coffee shops are located in '\n", " 'an urban community, which is likely to attract both locals and '\n", " 'tourists. However, specific data regarding household expenditures '\n", " 'and population demographics in the vicinity was not accessible. '\n", " 'This information could be beneficial for understanding the market '\n", " 'dynamics and consumer behavior in the area. \\n'\n", " '\\n'\n", " 'If you need further insights or specific data, feel free to ask!',\n", " 'quesion': 'coffee shop near mbk center\\n'},\n", " {'answer': '### Final Report on the Feasibility of Opening a Restaurant Near '\n", " 'Siam Paragon\\n'\n", " '\\n'\n", " '#### 1. Competitors\\n'\n", " '- **List of Competitors**:\\n'\n", " ' - Shree Bhavan Pure South Indian Vegetarian Restaurant (Rating: '\n", " '4.9)\\n'\n", " ' - I Food Bar & Restaurant (Rating: 4.8)\\n'\n", " ' - Tan Kun ท่านขุน Central World (Rating: 4.7)\\n'\n", " ' - Jasmine Siam Kitchen (Rating: 4.7)\\n'\n", " ' - Ñam Ñam Pasta and Tapas (Rating: 4.2)\\n'\n", " ' - Anjappar Chettinad Restaurant (Rating: 4.5)\\n'\n", " ' - Inter Restaurants since 1981 (Rating: 4.4)\\n'\n", " ' - Arun Thai Cuisine by SEE FAH (Rating: 4.4)\\n'\n", " ' - Indiagate Restaurant (Rating: 4.6)\\n'\n", " ' - Metro Square SiamParagon (Rating: 4.7)\\n'\n", " ' - Prego Bangkok (Rating: 4.4)\\n'\n", " ' - KAI Japanese Restaurant (Rating: 5.0)\\n'\n", " ' - Madras Darbar Indian Restaurant (Rating: 4.7)\\n'\n", " ' - Honest Vegetarian Indian Restaurant (Rating: 4.4)\\n'\n", " ' - Chotivala 100% Pure Vegetarian & Jain Food (Rating: 4.3)\\n'\n", " ' - Na Bangkok Thai Street Food (Rating: 3.3)\\n'\n", " ' - Shichi Japanese Restaurant (Rating: 4.8)\\n'\n", " \" - Bangkok'78 (Rating: 4.3)\\n\"\n", " ' - Sanjha Chulha Pratunam Bangkok (Rating: 4.4)\\n'\n", " ' - BurnBusaba Central World (Rating: 4.4)\\n'\n", " '\\n'\n", " '#### 2. Numerical Data\\n'\n", " '- **Number of Competitors**: Over 20 restaurants within a 1 km '\n", " 'radius.\\n'\n", " \"- **Range of Competitors' Ratings**: 3.3 to 5.0.\\n\"\n", " '- **Community Type**: Urban, high foot traffic area due to '\n", " 'shopping and entertainment.\\n'\n", " '- **Household Expenditures**: Not specifically gathered, but the '\n", " 'presence of high-end shopping suggests a higher average '\n", " 'expenditure.\\n'\n", " '- **Population Data**: Not specifically gathered, but the area is '\n", " 'known for a mix of locals and tourists.\\n'\n", " '\\n'\n", " '#### 3. Descriptive Analytical Summary\\n'\n", " 'The area around Siam Paragon is highly competitive for the '\n", " 'restaurant business, with a significant number of established '\n", " 'restaurants offering a variety of cuisines and maintaining high '\n", " 'ratings. The presence of high-quality competitors indicates a '\n", " 'demanding customer base, which could pose challenges for a new '\n", " 'restaurant. \\n'\n", " '\\n'\n", " 'To succeed, a new restaurant would need to differentiate itself '\n", " 'through unique offerings, exceptional service, or innovative '\n", " 'marketing strategies. Additionally, understanding the local '\n", " 'demographic and their spending habits will be crucial in '\n", " \"tailoring the restaurant's concept and menu.\\n\"\n", " '\\n'\n", " 'In conclusion, while the market is competitive, there is '\n", " 'potential for success if the restaurant can carve out a niche and '\n", " 'meet the expectations of the discerning clientele frequenting the '\n", " 'area.\\n'\n", " '\\n',\n", " 'quesion': 'Analyze the feasibility of opening a restaurant near Siam '\n", " 'Paragon\\n'},\n", " {'answer': '### Final Report on Competitors of Bakeries Near Chatuchak '\n", " 'Market\\n'\n", " '\\n'\n", " '#### 1. List of Competitors:\\n'\n", " '- **Sanan Bakery** (Rating: 4.4)\\n'\n", " '- **The Croissant Corner** (Rating: 4.7)\\n'\n", " '- **Baked With Hearts** (Rating: 4.6)\\n'\n", " '- **JJ Mall One More Bite Japanese Bakery** (Rating: 4.9)\\n'\n", " '- **Triple D Bakery @ Chatuchak Market** (Rating: 4.9)\\n'\n", " \"- **Bellinee's Bake & Brew** (Rating: 3.9)\\n\"\n", " '- **Miss Muay Bakery** (Rating: 3.8)\\n'\n", " '- **Mom’s FF Cafe & Bakery** (Rating: 5)\\n'\n", " '- **Wipada Herb Coffee and Bakery** (Rating: 0)\\n'\n", " '\\n'\n", " '#### 2. Numerical Data:\\n'\n", " '- **Total Number of Competitors**: 15 bakeries found.\\n'\n", " '- **Rating Range**: 0 to 5 (with most competitors rated above '\n", " '4).\\n'\n", " '- **Community Type**: Urban area with a mix of local residents '\n", " 'and tourists.\\n'\n", " '- **Household Expenditures**: Data not available.\\n'\n", " '\\n'\n", " '#### 3. Descriptive Analytical Summary:\\n'\n", " 'The bakery market near Chatuchak Market is competitive, with '\n", " 'several establishments offering a variety of baked goods. The '\n", " 'ratings of these bakeries indicate a generally positive reception '\n", " 'from customers, with several achieving ratings above 4. The '\n", " 'presence of both local and tourist traffic suggests a vibrant '\n", " 'market environment, which could be beneficial for a new bakery '\n", " 'entering this area. However, the competition is strong, '\n", " 'particularly from bakeries like \"JJ Mall One More Bite Japanese '\n", " 'Bakery\" and \"Triple D Bakery,\" both of which have high ratings '\n", " 'and likely loyal customer bases.\\n'\n", " '\\n'\n", " 'In conclusion, while the market presents opportunities, it also '\n", " 'requires a strategic approach to differentiate from established '\n", " 'competitors. \\n'\n", " '\\n',\n", " 'quesion': 'วิเคราะห์คู่แข่งของร้านเบเกอรี่ใกล้ตลาดจตุจักร\\n'},\n", " {'answer': '### Final Report on Restaurant Opening Near Siam Paragon\\n'\n", " '\\n'\n", " '#### 1. Competitors List\\n'\n", " '- **Shree Bhavan Pure South Indian Vegetarian Restaurant** - '\n", " 'Rating: 4.9\\n'\n", " '- **I Food Bar & Restaurant** - Rating: 4.8\\n'\n", " '- **Tan Kun (Central World)** - Rating: 4.7\\n'\n", " '- **Jasmine Siam Kitchen** - Rating: 4.7\\n'\n", " '- **Metro Square SiamParagon** - Rating: 4.7\\n'\n", " '- **KAI Japanese Restaurant Gaysorn Amarin** - Rating: 5.0\\n'\n", " '- **Madras Darbar Indian Restaurant** - Rating: 4.7\\n'\n", " \"- **Bangkok'78** - Rating: 4.3\\n\"\n", " '- **Additional competitors**: More than 20 restaurants in the '\n", " 'vicinity.\\n'\n", " '\\n'\n", " '#### 2. Numerical Data\\n'\n", " '- **Number of Competitors**: More than 20 restaurants nearby.\\n'\n", " '- **Rating Range**: 3.3 to 5.0\\n'\n", " '- **Community Type**: Urban community with a mix of residential, '\n", " 'commercial, and tourist activities.\\n'\n", " '- **Household Expenditures**: Generally high due to the presence '\n", " 'of luxury shopping and dining options.\\n'\n", " '- **Population**: Densely populated area typical of urban centers '\n", " 'in Bangkok.\\n'\n", " '\\n'\n", " '#### 3. Descriptive Analytical Summary\\n'\n", " 'Siam Paragon is located in a bustling urban area of Bangkok, '\n", " 'characterized by a high density of both local residents and '\n", " 'tourists. The presence of over 20 competing restaurants within a '\n", " '1 km radius indicates a vibrant dining scene, with ratings '\n", " 'ranging from 3.3 to 5.0. This competitive landscape suggests a '\n", " 'strong demand for diverse dining options, particularly in the mid '\n", " 'to high-end market segments.\\n'\n", " '\\n'\n", " 'The high household expenditures in the area, driven by the luxury '\n", " 'shopping environment of Siam Paragon, further support the '\n", " 'viability of opening a new restaurant. Potential restaurant '\n", " 'owners should consider the existing competition and aim to '\n", " 'differentiate their offerings, possibly by focusing on unique '\n", " 'cuisine, exceptional service, or innovative dining experiences.\\n'\n", " '\\n'\n", " 'In conclusion, the area around Siam Paragon presents a promising '\n", " 'opportunity for new restaurant ventures, provided that they can '\n", " 'effectively compete with established players and cater to the '\n", " 'affluent customer base.\\n'\n", " '\\n',\n", " 'quesion': 'วิเคราะห์การเปิดร้านอาหารใกล้สยามพารากอน\\n'},\n", " {'answer': '### Final Report on the Possibility of Opening a Bookstore Near '\n", " 'Thonglor\\n'\n", " '\\n'\n", " '#### 1. Competitors\\n'\n", " '- **List of Competitors:**\\n'\n", " ' 1. **Book Link Co., LTD.**\\n'\n", " ' - Address: 47/3 Ekkamai 28 Alley, Khlong Tan Nuea, Watthana\\n'\n", " ' - Rating: 4\\n'\n", " ' 2. **Asiabooks Bangkok Hospital**\\n'\n", " ' - Address: 1-06 Bangkok Plaza, New Petchaburi Rd, Bang Kapi, '\n", " 'Huai Khwang\\n'\n", " ' - Rating: 3.5\\n'\n", " ' 3. **ร้านหนังสือพัฒนาการ (Pattanakarn Bookstore)**\\n'\n", " ' - Address: 22 Bangkok Plaza Soi Phetchaburi 47 Yaek 10, Bang '\n", " 'Kapi, Huai Khwang\\n'\n", " ' - Rating: 4\\n'\n", " ' 4. **ร้านหนังสือสยาม (Siam Bookstore)**\\n'\n", " ' - Address: 2447/7 New Petchaburi Rd, Bang Kapi, Huai Khwang\\n'\n", " ' - Rating: 5\\n'\n", " '\\n'\n", " '#### 2. Numerical Data\\n'\n", " '- **Number of Competitors:** 4 bookstores\\n'\n", " '- **Competitor Ratings Range:** 3.5 to 5\\n'\n", " '- **Location Coordinates:** Latitude 13.7424537, Longitude '\n", " '100.5854359\\n'\n", " '- **Population Data:** Not available\\n'\n", " '- **Community Type:** Not available\\n'\n", " '- **Household Expenditures:** Not available\\n'\n", " '\\n'\n", " '#### 3. Descriptive Analytical Summary\\n'\n", " 'The Thonglor area has a competitive landscape with four existing '\n", " 'bookstores, indicating a demand for books in the vicinity. The '\n", " 'ratings of these competitors suggest a healthy market, with some '\n", " 'stores achieving high customer satisfaction. However, specific '\n", " 'demographic and economic data such as population density, '\n", " 'community type, and household expenditures were not retrievable, '\n", " 'which limits a more detailed analysis of the market potential.\\n'\n", " '\\n'\n", " 'Given the existing competition and the ratings, opening a '\n", " 'bookstore in Thonglor could be viable, especially if the new '\n", " 'store can offer unique products or services that differentiate it '\n", " 'from the current offerings.\\n'\n", " '\\n'\n", " '### \\n'\n", " 'This report summarizes the potential for opening a bookstore near '\n", " 'Thonglor based on available data. If further analysis or specific '\n", " 'inquiries are needed, please feel free to ask!',\n", " 'quesion': 'วิเคราะห์ความเป็นไปได้ในการเปิดร้านหนังสือใกล้ทองหล่อ\\n'},\n", " {'error': InternalServerError(\"Error code: 500 - {'error': {'message': 'The model produced invalid content. Consider modifying your prompt if you are seeing this error persistently.', 'type': 'model_error', 'param': None, 'code': None}}\"),\n", " 'quesion': 'ร้านกาแฟใกล้เซ็นทรัลเวิลด์\\n'},\n", " {'answer': '### \\n'\n", " '\\n'\n", " '#### 1. List of Competitors (Coffee Shops Near MBK Center)\\n'\n", " '- **BEANS Coffee Roaster Paragon** - Rating: 5\\n'\n", " '- **The Palette** - Rating: 4.8\\n'\n", " \"- **Sip 'n Drip** - Rating: 4.9\\n\"\n", " '- **Gallery Drip Coffee** - Rating: 4.6\\n'\n", " '- **GATTA CAFÉ** - Rating: 4.9\\n'\n", " '- **Treasure specialty coffee** - Rating: 4.9\\n'\n", " '- **echo bar** - Rating: 5\\n'\n", " '- **The Cassette Coffee Bar** - Rating: 4.2\\n'\n", " '- **Intanin Coffee MBK** - Rating: 5\\n'\n", " '- **Coffee Booms** - Rating: 4.8\\n'\n", " '\\n'\n", " '#### 2. Numerical Data\\n'\n", " '- **Number of Competitors**: More than 20 coffee shops\\n'\n", " '- **Rating Range**: 3.5 to 5\\n'\n", " '- **Location**: MBK Center, 444 Phaya Thai Rd, Wang Mai, Pathum '\n", " 'Wan, Bangkok 10330, Thailand\\n'\n", " '- **Population Density**: High due to commercial activities and '\n", " 'residential buildings in the Pathum Wan district.\\n'\n", " '\\n'\n", " '#### 3. Descriptive Analytical Summary\\n'\n", " 'The area surrounding MBK Center is vibrant with a diverse range '\n", " 'of coffee shops, boasting high ratings, indicating a competitive '\n", " 'market for coffee enthusiasts. The population density in Pathum '\n", " 'Wan is significant, driven by both local residents and visitors '\n", " 'attracted to the shopping and entertainment options available. '\n", " 'This combination of high foot traffic and a variety of coffee '\n", " 'offerings presents a lucrative opportunity for businesses in the '\n", " 'area.\\n'\n", " '\\n'\n", " 'If you need any further information or analysis, feel free to '\n", " 'ask!',\n", " 'quesion': 'ค้นหาร้านกาแฟใกล้มาบุญครอง พร้อมวิเคราะห์จำนวนประชากร\\n'},\n", " {'error': InternalServerError(\"Error code: 500 - {'error': {'message': 'The model produced invalid content. Consider modifying your prompt if you are seeing this error persistently.', 'type': 'model_error', 'param': None, 'code': None}}\"),\n", " 'quesion': 'Coffee shop near Central World\\n'},\n", " {'answer': ':\\n'\n", " '\\n'\n", " '### 1. List of Competitors (Grocery Stores Near Victory '\n", " 'Monument)\\n'\n", " '- **Tops Century**\\n'\n", " ' - Address: 15 Phaya Thai Rd, Thanon Phaya Thai, Ratchathewi\\n'\n", " ' - Rating: 3.7\\n'\n", " '- **Lotus’s go fresh**\\n'\n", " ' - Address: 104, 30-34 Rang Nam Alley, Thanon Phaya Thai, '\n", " 'Ratchathewi\\n'\n", " ' - Rating: 4.1\\n'\n", " '- **Lotus’s go fresh**\\n'\n", " ' - Address: 100 Soi Ratchawithi 9, Thanon Phaya Thai, '\n", " 'Ratchathewi\\n'\n", " ' - Rating: 4.3\\n'\n", " '- **Get it Supermarket**\\n'\n", " ' - Address: 420/8, Ratchawithi Rd, Ratchathewi\\n'\n", " ' - Rating: 0 (no reviews)\\n'\n", " '- **YAMi Selected Store Victory Monument**\\n'\n", " ' - Address: QG7R+P24, Thanon Phaya Thai, Ratchathewi\\n'\n", " ' - Rating: 5\\n'\n", " '- **Ran Pi Ya Phon Sin Si Kun**\\n'\n", " ' - Address: 107/9, Rang Nam Road, Khwaeng Thanon Phaya Thai, '\n", " 'Khet Ratchathewi, Bangkok, 10400\\n'\n", " ' - Rating: 0 (no reviews)\\n'\n", " '\\n'\n", " '### 2. Numerical Data\\n'\n", " '- **Total Grocery Stores Found**: 16\\n'\n", " '- **Population of Ratchathewi District**: Approximately 50,000 to '\n", " '60,000 residents\\n'\n", " '- **Community Type**: Urban, diverse population including locals '\n", " 'and expatriates\\n'\n", " '\\n'\n", " '### 3. Descriptive Analytical Summary\\n'\n", " 'Victory Monument is surrounded by a variety of grocery stores, '\n", " 'with a total of 16 options available within a 500-meter radius. '\n", " 'The ratings of these stores vary, with some like YAMi Selected '\n", " 'Store achieving a perfect score of 5, while others have lower '\n", " 'ratings or no reviews at all. The Ratchathewi district, where '\n", " 'Victory Monument is located, has a vibrant urban community with a '\n", " 'population estimated between 50,000 to 60,000 residents, '\n", " 'reflecting a mix of local Thais and expatriates. This demographic '\n", " 'diversity contributes to the demand for various grocery options '\n", " 'in the area.\\n'\n", " '\\n'\n", " 'If you need further insights or additional information, feel free '\n", " 'to ask!',\n", " 'quesion': 'Search for grocery stores near Victory Monument and analyze the '\n", " 'population\\n'}]\n" ] } ], "source": [ "pprint.pprint(results)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 2 }