Upload 17 files

QA_sample.ipynb

@@ -35,7 +35,15 @@
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "average execution time: 22.575254702568053sec.\n"
+     ]
+    }
+   ],
    "source": [
     "with open('./testsets/user_question_testsets.txt', 'r') as file:\n",
     "    quesion_test = file.readlines()    \n",
@@ -45,7 +53,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {

chatbot_multiagent.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -15,7 +15,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -38,7 +38,13 @@
     "# for llm model\n",
     "from langchain_openai import ChatOpenAI\n",
     "# from langchain_community.chat_models import ChatOpenAI\n",
-    "from tools import find_place_from_text, nearby_search, nearby_dense_community, google_search\n",
+    "from tools import (\n",
+    "    find_place_from_text, \n",
+    "    nearby_search, \n",
+    "    nearby_dense_community, \n",
+    "    google_search, \n",
+    "    population_doc_retriever\n",
+    ")\n",
     "from typing import Annotated, Sequence, TypedDict\n",
     "from langchain_core.messages import (\n",
     "    AIMessage, \n",
@@ -49,50 +55,11 @@
     "from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder\n",
     "from langgraph.graph import END, StateGraph, START\n",
     "\n",
-    "## Document vector store for context\n",
-    "from langchain_chroma import Chroma\n",
-    "from langchain_text_splitters import RecursiveCharacterTextSplitter\n",
-    "from langchain_community.document_loaders import CSVLoader\n",
-    "from langchain_openai import OpenAIEmbeddings\n",
-    "import glob\n",
-    "from langchain.tools.retriever import create_retriever_tool\n",
-    "\n",
-    "def format_docs(docs):\n",
-    "    return \"\\n\\n\".join(doc.page_content for doc in docs)\n",
-    "\n",
-    "\n",
-    "## Document csv\n",
-    "# Specify the pattern\n",
-    "file_pattern = \"document/*.csv\"\n",
-    "file_paths = tuple(glob.glob(file_pattern))\n",
-    "\n",
-    "all_docs = []\n",
-    "\n",
-    "for file_path in file_paths:\n",
-    "    loader = CSVLoader(file_path=file_path)\n",
-    "    docs = loader.load()\n",
-    "    all_docs.extend(docs)  # Add the documents to the list\n",
-    "\n",
-    "# Split text into chunks separated.\n",
-    "text_splitter = RecursiveCharacterTextSplitter(chunk_size=500, chunk_overlap=100)\n",
-    "splits = text_splitter.split_documents(all_docs)\n",
-    "\n",
-    "# Text Vectorization.\n",
-    "vectorstore = Chroma.from_documents(documents=splits, embedding=OpenAIEmbeddings())\n",
-    "\n",
-    "# Retrieve and generate using the relevant snippets of the blog.\n",
-    "retriever = vectorstore.as_retriever()\n",
     "\n",
     "\n",
     "## tools and LLM\n",
-    "retriever_tool = create_retriever_tool(\n",
-    "    retriever,\n",
-    "    \"search_population_community_household_expenditures_data\",\n",
-    "    \"Use this tool to retrieve information about population, community and household expenditures. by searching distinct or province\"\n",
-    ")\n",
-    "\n",
     "# Bind the tools to the model\n",
-    "tools = [retriever_tool, find_place_from_text, nearby_search, nearby_dense_community, google_search]  # Include both tools if needed\n",
+    "tools = [population_doc_retriever, find_place_from_text, nearby_search, nearby_dense_community, google_search]  # Include both tools if needed\n",
     "# tools = [find_place_from_text, nearby_search]\n",
     "\n",
     "llm = ChatOpenAI(model=\"gpt-4o-mini\", temperature=0.0)\n",
@@ -183,7 +150,7 @@
     "    if last_message.tool_calls:\n",
     "        # The previous agent is invoking a tool\n",
     "        return \"call_tool\"\n",
-    "    if \"FINAL ANSWER\" in last_message.content:\n",
+    "    if \"%SIjfE923hf\" in last_message.content:\n",
     "        # Any agent decided the work is done\n",
     "        return \"__end__\"\n",
     "    else:\n",
@@ -234,7 +201,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -249,7 +216,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -259,334 +226,211 @@
       "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
       "Name: analyst\n",
       "Tool Calls:\n",
-      "  nearby_search (call_A3qRalEdoHyHBkPsKnMxoMHz)\n",
-      " Call ID: call_A3qRalEdoHyHBkPsKnMxoMHz\n",
+      "  find_place_from_text (call_GYUgNNbPxdxKpJI5gxtUjdF0)\n",
+      " Call ID: call_GYUgNNbPxdxKpJI5gxtUjdF0\n",
+      "  Args:\n",
+      "    location: ทองหล่อ\n",
+      "  search_population_community_household_expenditures_data (call_9QJBdwVh2bUtTlsshuftteDa)\n",
+      " Call ID: call_9QJBdwVh2bUtTlsshuftteDa\n",
       "  Args:\n",
-      "    input_dict: {'keyword': 'coffee shop', 'location_name': 'เซ็นทรัลเวิลด์', 'radius': 1000, 'place_type': 'cafe'}\n",
+      "    query: โรงแรม ทองหล่อ\n",
       "=================================\u001b[1m Tool Message \u001b[0m=================================\n",
-      "Name: nearby_search\n",
+      "Name: find_place_from_text\n",
       "\n",
-      "number of results: 15\n",
       "\n",
-      "        **Pirom specialty bar**\n",
+      "    address: ถ. ทองหล่อ กรุงเทพมหานคร ประเทศไทย\n",
       "\n",
-      "        address: ห้องเลขที่ K110/3 ชั้น 1 เลขที่ 4,4/1-4/2,4/4, Ratchadamri Rd, Pathum Wan\n",
+      "    location: {'lat': 13.7424537, 'lng': 100.5854359}\n",
       "\n",
-      "        rating: 4.8\n",
+      "    location_name: ถ. ทองหล่อ\n",
       "\n",
+      "    \n",
+      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
+      "Name: analyst\n",
       "\n",
-      "        \n",
-      "        **Fellas.coffee @soi tonson**\n",
+      "I have gathered some initial data regarding hotels in the Thonglor area. Here are the details:\n",
       "\n",
-      "        address: ตรงป้อมยามเก่า ตึกปิยะเพลส 34/1 Soi Ton Son, ลุมพินี Pathum Wan\n",
+      "1. **Location**: Thonglor, Bangkok\n",
+      "   - Latitude: 13.7424537\n",
+      "   - Longitude: 100.5854359\n",
       "\n",
-      "        rating: 4.9\n",
+      "2. **Hotel Business Analysis**:\n",
+      "   - The data indicates various aspects of hotel operations in the area, including occupancy rates and trends over the years. However, the specific figures and trends were not fully extracted in the previous search.\n",
       "\n",
+      "To further analyze the hotel business in Thonglor, I recommend looking into the following aspects:\n",
+      "- **Occupancy Rates**: Historical data on how many rooms are filled over time.\n",
+      "- **Average Daily Rate (ADR)**: The average revenue earned for an occupied room.\n",
+      "- **Revenue Per Available Room (RevPAR)**: A key performance metric in the hotel industry.\n",
+      "- **Market Trends**: Insights into the competitive landscape and customer preferences.\n",
       "\n",
-      "        \n",
-      "        **Café BAGA Central World**\n",
+      "Would you like me to search for specific data on occupancy rates, ADR, or any other particular aspect of the hotel business in Thonglor?\n",
+      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
+      "Name: data_collector\n",
+      "Tool Calls:\n",
+      "  nearby_search (call_Gztb2XtVgwFG8CizWFDfDjQW)\n",
+      " Call ID: call_Gztb2XtVgwFG8CizWFDfDjQW\n",
+      "  Args:\n",
+      "    input_dict: {'keyword': 'hotel', 'location_name': 'Thonglor', 'radius': 1000, 'place_type': 'hotel'}\n",
+      "  google_search (call_cyycO0Dy4mP0jwTg1LfsoPoy)\n",
+      " Call ID: call_cyycO0Dy4mP0jwTg1LfsoPoy\n",
+      "  Args:\n",
+      "    input_dict: {'keyword': 'number of rooms in hotels in Thonglor'}\n",
+      "  search_population_community_household_expenditures_data (call_v1FAVlUjTAzWFL0bRZueuGY7)\n",
+      " Call ID: call_v1FAVlUjTAzWFL0bRZueuGY7\n",
+      "  Args:\n",
+      "    query: Thonglor\n",
+      "=================================\u001b[1m Tool Message \u001b[0m=================================\n",
+      "Name: nearby_search\n",
       "\n",
-      "        address: 3rd Floor, CentralWorld, Ratchadamri Rd, Pathum Wan\n",
+      "number of results: 21\n",
       "\n",
-      "        rating: 4.7\n",
+      "        **Metropole Bangkok**\n",
+      "\n",
+      "        address: 2802 Thong Lo, Bang Kapi, Huai Khwang\n",
+      "\n",
+      "        rating: 4.1\n",
       "\n",
       "\n",
       "        \n",
-      "        **Arabica Bangkok One City Centre**\n",
+      "        **Mövenpick Ekkamai Bangkok**\n",
       "\n",
-      "        address: 2F, One City Centre, 548 Phloen Chit Rd, Lumphini, Pathum Wan\n",
+      "        address: 559 Sukhumvit 63, Khlong Tan Nuea, Watthana\n",
       "\n",
-      "        rating: 4.7\n",
+      "        rating: 4.4\n",
       "\n",
       "\n",
       "        \n",
-      "        **TABLA Craft Coffee**\n",
+      "        **Nice Residence Hotel @Ekamai 14**\n",
       "\n",
-      "        address: 502, ห้างสรรพสินค้าอัมรินทร์ พลาซ่า ชั้น 1, Phloen Chit Rd, Lumphini, Pathum Wan\n",
+      "        address: 8 ถนน สุขุมวิท Khlong Tan Nuea, Watthana\n",
       "\n",
-      "        rating: 4.6\n",
+      "        rating: 4.1\n",
       "\n",
       "\n",
       "        \n",
-      "        **Eleven Ratio**\n",
+      "        **Maitria Hotel Rama 9 Bangkok**\n",
       "\n",
-      "        address: 20, 3 Soi Ratchadamri 2, ลุมพินี Pathum Wan\n",
+      "        address: 908 Khlong Samsen Rd, Bang Kapi, Huai Khwang\n",
       "\n",
-      "        rating: 4.7\n",
+      "        rating: 4.3\n",
       "\n",
       "\n",
       "        \n",
-      "        **everings**\n",
+      "        **Ashley Hotel BKK**\n",
       "\n",
-      "        address: 39/4 Soi Phetchaburi 15, Thanon Phaya Thai, Ratchathewi\n",
+      "        address: 138 Sukhumvit 53 Alley, Khlong Tan Nuea, Watthana\n",
       "\n",
-      "        rating: 4.8\n",
+      "        rating: 4.7\n",
       "\n",
       "\n",
       "        \n",
-      "        **GATTA CAFé**\n",
+      "        **The Residence on Thonglor by UHG**\n",
       "\n",
-      "        address: 2nd Floor Siam Square One 388 Rama I Rd, Pathum Wan\n",
+      "        address: 73 Thong Lo, Khlong Tan Nuea, Watthana\n",
       "\n",
-      "        rating: 4.9\n",
+      "        rating: 4.1\n",
       "\n",
       "\n",
       "        \n",
-      "        **BEANS Coffee Roaster Paragon**\n",
+      "        **Chiva Bangkok Hotel**\n",
       "\n",
-      "        address: 991/1 Rama I Rd, Pathum Wan\n",
+      "        address: 39/1 Soi Soonvijai 7 New Petchburi Road Soi 47, Bangkapi, Huay Kwang\n",
       "\n",
-      "        rating: 5\n",
+      "        rating: 3.9\n",
       "\n",
       "\n",
       "        \n",
-      "        **RISE COFFEE - Flagship Store**\n",
+      "        **Montana Hotel & Residence**\n",
       "\n",
-      "        address: 888 อาคารมหาทุนพลาซ่า ชั้น 1 ยูนิต 1, Phloen Chit Rd, Lumphini, Pathum Wan\n",
+      "        address: 1 Sun Wichai 14 Alley, Khwaeng Bang Kapi, Huai Khwang\n",
       "\n",
-      "        rating: 4.8\n",
+      "        rating: 4.3\n",
       "\n",
       "\n",
       "        \n",
-      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
-      "Name: analyst\n",
+      "        **Holiday Inn Express Bangkok Soi Soonvijai, an IHG Hotel**\n",
       "\n",
-      "Here are some coffee shops near Central World:\n",
+      "        address: 19 Soi Phetchaburi 47, Khwaeng Bang Kapi, Bangkapi\n",
       "\n",
-      "1. **Pirom Specialty Bar**\n",
-      "   - Address: ห้องเลขที่ K110/3 ชั้น 1 เลขที่ 4,4/1-4/2,4/4, Ratchadamri Rd, Pathum Wan\n",
-      "   - Rating: 4.8\n",
+      "        rating: 4.3\n",
       "\n",
-      "2. **Fellas.coffee @Soi Tonson**\n",
-      "   - Address: ตรงป้อมยามเก่า ตึกปิยะเพลส 34/1 Soi Ton Son, ลุมพินี Pathum Wan\n",
-      "   - Rating: 4.9\n",
       "\n",
-      "3. **Café BAGA Central World**\n",
-      "   - Address: 3rd Floor, CentralWorld, Ratchadamri Rd, Pathum Wan\n",
-      "   - Rating: 4.7\n",
+      "        \n",
+      "        **OB-OON Boutique Hotel & Café**\n",
       "\n",
-      "4. **Arabica Bangkok One City Centre**\n",
-      "   - Address: 2F, One City Centre, 548 Phloen Chit Rd, Lumphini, Pathum Wan\n",
-      "   - Rating: 4.7\n",
+      "        address: 12/13 ถนน สุขุมวิท ซอย 49/6 Khlong Tan Nuea, Watthana\n",
       "\n",
-      "5. **TABLA Craft Coffee**\n",
-      "   - Address: 502, ห้างสรรพสินค้าอัมรินทร์ พลาซ่า ชั้น 1, Phloen Chit Rd, Lumphini, Pathum Wan\n",
-      "   - Rating: 4.6\n",
+      "        rating: 4.3\n",
       "\n",
-      "6. **Eleven Ratio**\n",
-      "   - Address: 20, 3 Soi Ratchadamri 2, ลุมพินี Pathum Wan\n",
-      "   - Rating: 4.7\n",
       "\n",
-      "7. **everings**\n",
-      "   - Address: 39/4 Soi Phetchaburi 15, Thanon Phaya Thai, Ratchathewi\n",
-      "   - Rating: 4.8\n",
+      "        \n",
+      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
+      "Name: data_collector\n",
       "\n",
-      "8. **GATTA CAFé**\n",
-      "   - Address: 2nd Floor Siam Square One 388 Rama I Rd, Pathum Wan\n",
-      "   - Rating: 4.9\n",
+      "Here is the detailed analysis of the hotel business in the Thonglor area:\n",
       "\n",
-      "9. **BEANS Coffee Roaster Paragon**\n",
-      "   - Address: 991/1 Rama I Rd, Pathum Wan\n",
-      "   - Rating: 5.0\n",
+      "### Nearby Hotels in Thonglor\n",
+      "1. **Metropole Bangkok**\n",
+      "   - Address: 2802 Thong Lo, Bang Kapi, Huai Khwang\n",
+      "   - Rating: 4.1\n",
       "\n",
-      "10. **RISE COFFEE - Flagship Store**\n",
-      "    - Address: 888 อาคารมหาทุนพลาซ่า ชั้น 1 ยูนิต 1, Phloen Chit Rd, Lumphini, Pathum Wan\n",
-      "    - Rating: 4.8\n",
+      "2. **Mövenpick Ekkamai Bangkok**\n",
+      "   - Address: 559 Sukhumvit 63, Khlong Tan Nuea, Watthana\n",
+      "   - Rating: 4.4\n",
       "\n",
-      "Feel free to ask if you need more information!\n",
-      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
-      "Name: data_collector\n",
-      "Tool Calls:\n",
-      "  search_population_community_household_expenditures_data (call_umH7Q0I9tc6qtnQ9dMW6w96n)\n",
-      " Call ID: call_umH7Q0I9tc6qtnQ9dMW6w96n\n",
-      "  Args:\n",
-      "    query: Pathum Wan\n",
-      "  nearby_dense_community (call_NQHGKEEVEt3TCI54VDzXvBxU)\n",
-      " Call ID: call_NQHGKEEVEt3TCI54VDzXvBxU\n",
-      "  Args:\n",
-      "    input_dict: {'location_name': 'เซ็นทรัลเวิลด์', 'radius': 1000}\n",
-      "  google_search (call_SCih6S4B252WzHsC3A0alQGC)\n",
-      " Call ID: call_SCih6S4B252WzHsC3A0alQGC\n",
-      "  Args:\n",
-      "    input_dict: {'keyword': 'the pricing of Pirom specialty bar in Pathum Wan'}\n",
-      "  google_search (call_ZP8JOQkHQbGApEsIcmR2LuBX)\n",
-      " Call ID: call_ZP8JOQkHQbGApEsIcmR2LuBX\n",
-      "  Args:\n",
-      "    input_dict: {'keyword': 'the pricing of Fellas.coffee @soi tonson in Pathum Wan'}\n",
-      "  google_search (call_lpO07JMalcEPzKv6v7dwiuGY)\n",
-      " Call ID: call_lpO07JMalcEPzKv6v7dwiuGY\n",
-      "  Args:\n",
-      "    input_dict: {'keyword': 'the pricing of Café BAGA Central World in Pathum Wan'}\n",
-      "  google_search (call_9THVEaep5ptbUxPDsyQWZn8v)\n",
-      " Call ID: call_9THVEaep5ptbUxPDsyQWZn8v\n",
-      "  Args:\n",
-      "    input_dict: {'keyword': 'the pricing of Arabica Bangkok One City Centre in Pathum Wan'}\n",
-      "  google_search (call_Q3H6n6f0A62PA8yxbbNMB6De)\n",
-      " Call ID: call_Q3H6n6f0A62PA8yxbbNMB6De\n",
-      "  Args:\n",
-      "    input_dict: {'keyword': 'the pricing of TABLA Craft Coffee in Pathum Wan'}\n",
-      "  google_search (call_xKJ60L4GTGaDK0cqn9xjdl5Q)\n",
-      " Call ID: call_xKJ60L4GTGaDK0cqn9xjdl5Q\n",
-      "  Args:\n",
-      "    input_dict: {'keyword': 'the pricing of Eleven Ratio in Pathum Wan'}\n",
-      "  google_search (call_Z46cR8dg0FPuWZV9ezZKkFNw)\n",
-      " Call ID: call_Z46cR8dg0FPuWZV9ezZKkFNw\n",
-      "  Args:\n",
-      "    input_dict: {'keyword': 'the pricing of everings in Pathum Wan'}\n",
-      "  google_search (call_lGLYCYEXH18soquZGLcgnYhQ)\n",
-      " Call ID: call_lGLYCYEXH18soquZGLcgnYhQ\n",
-      "  Args:\n",
-      "    input_dict: {'keyword': 'the pricing of GATTA CAFé in Pathum Wan'}\n",
-      "  google_search (call_2yIfEbLFjXCm00k6Qz4Z2p59)\n",
-      " Call ID: call_2yIfEbLFjXCm00k6Qz4Z2p59\n",
-      "  Args:\n",
-      "    input_dict: {'keyword': 'the pricing of BEANS Coffee Roaster Paragon in Pathum Wan'}\n",
-      "  google_search (call_Q63gUQIuJ9m0wZx10sZ66fh4)\n",
-      " Call ID: call_Q63gUQIuJ9m0wZx10sZ66fh4\n",
-      "  Args:\n",
-      "    input_dict: {'keyword': 'the pricing of RISE COFFEE - Flagship Store in Pathum Wan'}\n",
-      "=================================\u001b[1m Tool Message \u001b[0m=================================\n",
-      "Name: search_population_community_household_expenditures_data\n",
+      "3. **Nice Residence Hotel @Ekamai 14**\n",
+      "   - Address: 8 Thonglor 19, Khlong Tan Nuea, Watthana\n",
+      "   - Rating: 4.1\n",
       "\n",
-      "จำนวนชุมชนประเภทต่าง ๆ ในกรุงเทพมหานคร พ.ศ. 2564: พญาไท\n",
-      ": 22\n",
+      "4. **Maitria Hotel Rama 9 Bangkok**\n",
+      "   - Address: 908 Khlong Samsen Rd, Bang Kapi, Huai Khwang\n",
+      "   - Rating: 4.3\n",
       "\n",
-      "จำนวนชุมชนประเภทต่าง ๆ ในกรุงเทพมหานคร พ.ศ. 2564: สวนหลวง\n",
-      ": 45\n",
+      "5. **Ashley Hotel BKK**\n",
+      "   - Address: 138 Sukhumvit 53 Alley, Khlong Tan Nuea, Watthana\n",
+      "   - Rating: 4.7\n",
       "\n",
-      "จำนวนชุมชนประเภทต่าง ๆ ในกรุงเทพมหานคร พ.ศ. 2564: คลองสามวา\n",
-      ": 84\n",
+      "6. **The Residence on Thonglor by UHG**\n",
+      "   - Address: 73 Thong Lo, Khlong Tan Nuea, Watthana\n",
+      "   - Rating: 4.1\n",
       "\n",
-      "จำนวนชุมชนประเภทต่าง ๆ ในกรุงเทพมหานคร พ.ศ. 2564: วังทองหลาง\n",
-      ": 19\n",
-      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
-      "Name: data_collector\n",
+      "7. **Chiva Bangkok Hotel**\n",
+      "   - Address: 39/1 Soi Soonvijai 7 New Petchburi Road Soi 47, Bangkapi, Huay Kwang\n",
+      "   - Rating: 3.9\n",
       "\n",
-      "Here is the gathered data regarding the coffee shops near Central World and additional information about the Pathum Wan area:\n",
+      "8. **Montana Hotel & Residence**\n",
+      "   - Address: 1 Sun Wichai 14 Alley, Khwaeng Bang Kapi, Huai Khwang\n",
+      "   - Rating: 4.3\n",
       "\n",
-      "### Coffee Shops and Pricing\n",
-      "1. **Pirom Specialty Bar**\n",
-      "   - Address: ห้องเลขที่ K110/3 ชั้น 1 เลขที่ 4,4/1-4/2,4/4, Ratchadamri Rd, Pathum Wan\n",
-      "   - Rating: 4.8\n",
-      "   - Pricing: Approximately 100-200 THB for coffee.\n",
+      "9. **Holiday Inn Express Bangkok Soi Soonvijai, an IHG Hotel**\n",
+      "   - Address: 19 Soi Phetchaburi 47, Khwaeng Bang Kapi, Bangkapi\n",
+      "   - Rating: 4.3\n",
       "\n",
-      "2. **Fellas.coffee @Soi Tonson**\n",
-      "   - Address: ตรงป้อมยามเก่า ตึกปิยะเพลส 34/1 Soi Ton Son, ลุมพินี Pathum Wan\n",
-      "   - Rating: 4.9\n",
-      "   - Pricing: Approximately 80-150 THB for coffee.\n",
+      "10. **OB-OON Boutique Hotel & Café**\n",
+      "    - Address: 12/13 Thonglor 19, Khlong Tan Nuea, Watthana\n",
+      "    - Rating: 4.3\n",
       "\n",
-      "3. **Café BAGA Central World**\n",
-      "   - Address: 3rd Floor, CentralWorld, Ratchadamri Rd, Pathum Wan\n",
-      "   - Rating: 4.7\n",
-      "   - Pricing: Approximately 90-180 THB for coffee.\n",
+      "### Number of Rooms in Hotels\n",
+      "- The search for the number of rooms in hotels in Thonglor yielded various results, but specific numbers were not consistently available. However, it is common for hotels in this area to have between 20 to 300 rooms, depending on the size and type of the hotel.\n",
       "\n",
-      "4. **Arabica Bangkok One City Centre**\n",
-      "   - Address: 2F, One City Centre, 548 Phloen Chit Rd, Lumphini, Pathum Wan\n",
-      "   - Rating: 4.7\n",
-      "   - Pricing: Approximately 120-250 THB for coffee.\n",
+      "### Population and Community Data\n",
+      "- **Population**: The population in the Thonglor area is approximately 45,000 residents.\n",
+      "- **Community Type**: Thonglor is known as an upscale urban community with a mix of residential and commercial properties.\n",
+      "- **Household Expenditures**: The average household expenditure in this area is around 39,000 THB per month, reflecting the affluent nature of the community.\n",
       "\n",
-      "5. **TABLA Craft Coffee**\n",
-      "   - Address: 502, ห้างสรรพสินค้าอัมรินทร์ พลาซ่า ชั้น 1, Phloen Chit Rd, Lumphini, Pathum Wan\n",
-      "   - Rating: 4.6\n",
-      "   - Pricing: Approximately 100-200 THB for coffee.\n",
+      "### Summary\n",
+      "Thonglor is a vibrant area with a variety of hotels catering to different market segments. The competitive landscape includes both high-end and boutique hotels, with ratings generally above 4.0. The community is affluent, with significant household expenditures, making it an attractive location for hotel businesses.\n",
       "\n",
-      "6. **Eleven Ratio**\n",
-      "   - Address: 20, 3 Soi Ratchadamri 2, ลุมพินี Pathum Wan\n",
-      "   - Rating: 4.7\n",
-      "   - Pricing: Approximately 90-160 THB for coffee.\n",
-      "\n",
-      "7. **everings**\n",
-      "   - Address: 39/4 Soi Phetchaburi 15, Thanon Phaya Thai, Ratchathewi\n",
-      "   - Rating: 4.8\n",
-      "   - Pricing: Approximately 80-150 THB for coffee.\n",
-      "\n",
-      "8. **GATTA CAFé**\n",
-      "   - Address: 2nd Floor Siam Square One 388 Rama I Rd, Pathum Wan\n",
-      "   - Rating: 4.9\n",
-      "   - Pricing: Approximately 100-220 THB for coffee.\n",
-      "\n",
-      "9. **BEANS Coffee Roaster Paragon**\n",
-      "   - Address: 991/1 Rama I Rd, Pathum Wan\n",
-      "   - Rating: 5.0\n",
-      "   - Pricing: Approximately 120-250 THB for coffee.\n",
-      "\n",
-      "10. **RISE COFFEE - Flagship Store**\n",
-      "    - Address: 888 อาคารมหาทุนพลาซ่า ชั้น 1 ยูนิต 1, Phloen Chit Rd, Lumphini, Pathum Wan\n",
-      "    - Rating: 4.8\n",
-      "    - Pricing: Approximately 100-200 THB for coffee.\n",
-      "\n",
-      "### Population and Community Data for Pathum Wan\n",
-      "- **Population**: Approximately 22,000 residents.\n",
-      "- **Community Type**: Urban locality with a mix of commercial and residential areas.\n",
-      "- **Household Expenditures**: Average monthly household expenditure is around 45,000 THB.\n",
-      "\n",
-      "### Nearby Dense Communities\n",
-      "- **Siam Kempinski Hotel Bangkok**\n",
-      "- **Novotel Bangkok Platinum Pratunam**\n",
-      "- **Centara Grand & Bangkok Convention Centre at CentralWorld**\n",
-      "- **Grande Centre Point Ratchadamri**\n",
-      "- **Baiyoke Suite Hotel**\n",
-      "- **Centara Watergate Pavilion Hotel Bangkok**\n",
-      "- **Bangkok City Inn**\n",
-      "- **Aphrodite Inn Bangkok**\n",
-      "- **The Residence Ratchathewi**\n",
-      "- **Amari Bangkok**\n",
-      "- **The St. Regis Bangkok**\n",
-      "- **Courtyard Bangkok**\n",
-      "- **Ten Stars Inn Hotel**\n",
-      "- **Indra Regent Hotel**\n",
-      "- **Holiday Inn Bangkok, an IHG Hotel**\n",
-      "- **Renaissance Bangkok Ratchaprasong Hotel**\n",
-      "- **Anantara Siam Bangkok Hotel**\n",
-      "- **Hansar Bangkok Hotel**\n",
-      "\n",
-      "If you need any more specific information or further assistance, feel free to ask!\n",
+      "If you need more specific data or further analysis, please let me know!\n",
       "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
       "Name: reporter\n",
       "\n",
-      "### FINAL ANSWER\n",
-      "\n",
-      "#### 1. Competitors List\n",
-      "Here is the list of coffee shops near Central World, including their ratings and approximate product prices:\n",
-      "\n",
-      "| Name                                   | Rating | Price Range (THB) |\n",
-      "|----------------------------------------|--------|--------------------|\n",
-      "| Pirom Specialty Bar                    | 4.8    | 100-200            |\n",
-      "| Fellas.coffee @Soi Tonson             | 4.9    | 80-150             |\n",
-      "| Café BAGA Central World                | 4.7    | 90-180             |\n",
-      "| Arabica Bangkok One City Centre        | 4.7    | 120-250            |\n",
-      "| TABLA Craft Coffee                     | 4.6    | 100-200            |\n",
-      "| Eleven Ratio                           | 4.7    | 90-160             |\n",
-      "| everings                               | 4.8    | 80-150             |\n",
-      "| GATTA CAFé                             | 4.9    | 100-220            |\n",
-      "| BEANS Coffee Roaster Paragon          | 5.0    | 120-250            |\n",
-      "| RISE COFFEE - Flagship Store          | 4.8    | 100-200            |\n",
-      "\n",
-      "#### 2. Numerical Data\n",
-      "- **Number of Competitors**: 10 coffee shops listed.\n",
-      "- **Common Products Sold**: Coffee, espresso drinks, specialty beverages.\n",
-      "- **Price Range of Competitors**: 80 - 250 THB.\n",
-      "- **Range of Competitor Ratings**: 4.6 - 5.0.\n",
-      "- **Community Type**: Urban locality with commercial and residential areas.\n",
-      "- **Population Data**: Approximately 22,000 residents in Pathum Wan.\n",
-      "- **Average Household Expenditures**: Around 45,000 THB per month.\n",
-      "\n",
-      "#### 3. Descriptive Analytical Summary\n",
-      "The coffee shop market near Central World is competitive, with a range of high-rated establishments offering specialty coffee and unique experiences. The target customers are likely urban professionals, tourists, and local residents who appreciate quality coffee and a pleasant ambiance. \n",
-      "\n",
-      "**Potential Sales and Pricing Strategy**:\n",
-      "- Given the average pricing of competitors, a pricing strategy for a new coffee shop could be set between 90-200 THB, aligning with the market while ensuring quality offerings.\n",
-      "- Emphasizing unique selling points such as specialty blends, local sourcing, or unique brewing methods could attract customers willing to pay a premium.\n",
-      "\n",
-      "**Optimal Price Range**:\n",
-      "- Based on competitor pricing and customer demographics, an optimal price range for coffee products would be between 100-200 THB, which is competitive yet profitable in this urban setting.\n",
-      "\n",
-      "This analysis provides a comprehensive overview of the competitive landscape and potential strategies for entering the coffee market near Central World.\n"
+      "%SIjfE923hf\n"
      ]
     }
    ],
    "source": [
-    "question = \"ร้านกาแฟใกล้เซ็นทรัลเวิลด์\"\n",
+    "question = \"วิเคราะห์ธุรกิจโรงแรมแถวทองหล่อ\"\n",
     "\n",
     "graph = workflow.compile()\n",
     "\n",
@@ -609,7 +453,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -632,7 +476,7 @@
     "    \n",
     "    response = list(events[-1].values())[0][\"messages\"][0]\n",
     "    response = response.content\n",
-    "    response = response.replace(\"FINAL ANSWER\", \"\")\n",
+    "    response = response.replace(\"%SIjfE923hf\", \"\")\n",
     "    \n",
     "    return response\n",
     "\n",

chatbot_multiagent.py

@@ -19,7 +19,13 @@ import functools
 # for llm model
 from langchain_openai import ChatOpenAI
 # from langchain_community.chat_models import ChatOpenAI
-from tools import find_place_from_text, nearby_search, nearby_dense_community, google_search
+from tools import (
+    find_place_from_text, 
+    nearby_search, 
+    nearby_dense_community, 
+    google_search, 
+    population_doc_retriever,
+)
 from typing import Annotated, Sequence, TypedDict
 from langchain_core.messages import (
     AIMessage, 
@@ -30,50 +36,11 @@ from langchain_core.messages import (
 from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
 from langgraph.graph import END, StateGraph, START
 
-## Document vector store for context
-from langchain_chroma import Chroma
-from langchain_text_splitters import RecursiveCharacterTextSplitter
-from langchain_community.document_loaders import CSVLoader
-from langchain_openai import OpenAIEmbeddings
-import glob
-from langchain.tools.retriever import create_retriever_tool
-
-def format_docs(docs):
-    return "\n\n".join(doc.page_content for doc in docs)
-
-
-## Document csv
-# Specify the pattern
-file_pattern = "document/*.csv"
-file_paths = tuple(glob.glob(file_pattern))
-
-all_docs = []
-
-for file_path in file_paths:
-    loader = CSVLoader(file_path=file_path)
-    docs = loader.load()
-    all_docs.extend(docs)  # Add the documents to the list
-
-# Split text into chunks separated.
-text_splitter = RecursiveCharacterTextSplitter(chunk_size=500, chunk_overlap=100)
-splits = text_splitter.split_documents(all_docs)
-
-# Text Vectorization.
-vectorstore = Chroma.from_documents(documents=splits, embedding=OpenAIEmbeddings())
-
-# Retrieve and generate using the relevant snippets of the blog.
-retriever = vectorstore.as_retriever()
 
 
 ## tools and LLM
-retriever_tool = create_retriever_tool(
-    retriever,
-    "search_population_community_household_expenditures_data",
-    "Use this tool to retrieve information about population, community and household expenditures. by searching distinct or province"
-)
-
 # Bind the tools to the model
-tools = [retriever_tool, find_place_from_text, nearby_search, nearby_dense_community, google_search]  # Include both tools if needed
+tools = [population_doc_retriever, find_place_from_text, nearby_search, nearby_dense_community, google_search]  # Include both tools if needed
 # tools = [find_place_from_text, nearby_search]
 
 llm = ChatOpenAI(model="gpt-4o-mini", temperature=0.0)
@@ -164,7 +131,7 @@ def router(state) -> Literal["call_tool", "__end__", "continue"]:
     if last_message.tool_calls:
         # The previous agent is invoking a tool
         return "call_tool"
-    if "FINAL ANSWER" in last_message.content:
+    if "%SIjfE923hf" in last_message.content:
         # Any agent decided the work is done
         return "__end__"
     else:
@@ -262,7 +229,7 @@ def submitUserMessage(user_input: str) -> str:
     
     response = list(events[-1].values())[0]["messages"][0]
     response = response.content
-    response = response.replace("FINAL ANSWER", "")
+    response = response.replace("%SIjfE923hf", "")
     
     return response
 

gplace.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -23,7 +23,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -39,10 +39,10 @@
     {
      "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. 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\\n4. 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\\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. 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\\n7. 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\\n8. 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\\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. 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. NYLA Fashion Island\\nAddress: 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: ChIJeUgI3A5jHTERdzu6oMzUSCk\\nPhone: 02 947 5938\\nWebsite: Unknown\\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. 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\\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. 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\\n9. Panya Ramintra\\nAddress: Khan Na Yao, Bangkok 10230, Thailand\\nGoogle place ID: ChIJ9e97xwhjHTERR-MWDuKtUYY\\nPhone: Unknown\\nWebsite: Unknown\\n\\n\\n10. 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\\n11. 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\\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. Opposite Fashion Island\\nAddress: Khan Na Yao, Bangkok 10230, Thailand\\nGoogle place ID: ChIJV8YMrwhjHTERTd8eEupPwZY\\nPhone: Unknown\\nWebsite: Unknown\\n\\n'"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -56,7 +56,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -66,14 +66,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'candidates': [{'formatted_address': '444 ถ. พญาไท แขวงวังใหม่ เขตปทุมวัน กรุงเทพมหานคร 10330 ไทย', 'geometry': {'location': {'lat': 13.744677, 'lng': 100.5295593}, 'viewport': {'northeast': {'lat': 13.74598387989272, 'lng': 100.5309299798927}, 'southwest': {'lat': 13.74328422010728, 'lng': 100.5282303201073}}}, 'name': 'เอ็ม บี เค เซ็นเตอร์', 'opening_hours': {'open_now': True}, 'rating': 4.3}], 'status': 'OK'}\n"
+      "{'candidates': [{'formatted_address': '45 1 ตำบล วังกระแจะ เมือง ตราด 23000 ไทย', 'geometry': {'location': {'lat': 15.870032, 'lng': 100.992541}, 'viewport': {'northeast': {'lat': 15.8707744, 'lng': 100.9936482298927}, 'southwest': {'lat': 15.86780479999999, 'lng': 100.9909485701073}}}, 'name': 'โรงแรมสุทธิวารี', 'opening_hours': {'open_now': True}, 'rating': 5}], 'status': 'OK'}\n"
      ]
     }
    ],
@@ -109,7 +109,7 @@
     "\n",
     "# Example usage:\n",
     "location = \"15.87,100.9925\"  # Latitude and Longitude\n",
-    "input_text = \"มาบุญครอง\"\n",
+    "input_text = \"hotel\"\n",
     "result = find_place_from_text(input_text, location)\n",
     "\n",
     "print(result)"
@@ -117,7 +117,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -160,500 +160,476 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "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': 'AXCi2Q4ixaFFCtaz0ysxevjz-lWDMlygAsaAcEE2XLZabgjf4qZw-rHYlOQUP9dTGXWhy3j-U96v8GRPBu7FY0c4eA8fNoJta4-oG2lATPR0ERQ3lsTmU6FOii4XgWUHWmZp4b37hZWJEL5rYUx-NBTvt6ZtpBUc0EE0UZ5HYATIUEBxWIE',\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', 'point_of_interest', 'food', '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",
-       "  '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",
-       "  'opening_hours': {'open_now': True},\n",
-       "  'photos': [{'height': 3024,\n",
-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/110942926860690688661\">Mongkol Yongrakkiat</a>'],\n",
-       "    'photo_reference': 'AXCi2Q7uzm3mBjDShx0q0RFXgZaOMQD0cxO_gih8HbXo3QF1uLuy-YMHiDQqs6PP9Ule8XzWJ_mlax9ntxLndIT74JPX-smiZ-0nuxQEkn8tqqJZ_BfqDWJlGgZR9J4dkf_4i4o5xQNJo_gbvD6piZor39uOvwsA8LHidnAVQduWwfcdW9yC',\n",
-       "    'width': 4032}],\n",
-       "  'place_id': 'ChIJB0JM5CSZ4jARZ0sxEfceIho',\n",
-       "  'plus_code': {'compound_code': 'PGV8+X2 Bangkok',\n",
-       "   'global_code': '7P52PGV8+X2'},\n",
-       "  'price_level': 1,\n",
-       "  'rating': 4.6,\n",
-       "  'reference': 'ChIJB0JM5CSZ4jARZ0sxEfceIho',\n",
-       "  'scope': 'GOOGLE',\n",
-       "  'types': ['restaurant', 'point_of_interest', 'food', 'establishment'],\n",
-       "  'user_ratings_total': 125,\n",
-       "  'vicinity': '34/3 Mittraphan Rd, Pom Prap, Pom Prap Sattru Phai'},\n",
-       " {'business_status': 'OPERATIONAL',\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': 'Pratunam Thai Food~Authentic (Cook by thai chef) / ร้านอาหาร ประตูน้ำไทยฟู้ด',\n",
-       "  'opening_hours': {'open_now': True},\n",
-       "  'photos': [{'height': 809,\n",
-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/100445062871009806114\">A Google User</a>'],\n",
-       "    'photo_reference': 'AXCi2Q5dMTyeHD1SCh3CqUEvstb8SO-1bDvrMdYByrTHBwiiH427Pm4rUg5XkXLWmz7N56dTwWtSMPMt6K6PJ0sSt8hQvcVtjDKMG-4raiz2WLL5MpLVApuDUqJi-TACjjeuKUe3w78igpYx3-icU8OuibBiMGmfcl0T7xf0AcPa3-9xTbiQ',\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', 'point_of_interest', 'food', 'establishment'],\n",
-       "  'user_ratings_total': 63,\n",
-       "  'vicinity': '190 3 ถนน พญาไท Khwaeng Makkasan, Ratchathewi'},\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",
+       "  'geometry': {'location': {'lat': 13.7455309, 'lng': 100.5198334},\n",
+       "   'viewport': {'northeast': {'lat': 13.74692812989272,\n",
+       "     'lng': 100.5214657798927},\n",
+       "    'southwest': {'lat': 13.74422847010728, 'lng': 100.5187661201073}}},\n",
+       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/lodging-71.png',\n",
+       "  'icon_background_color': '#909CE1',\n",
+       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/hotel_pinlet',\n",
+       "  'name': 'The Twin Towers Hotel',\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': 'AXCi2Q4mx5avzKKZkh4w3rBdieP5I83mY1yBwdhVg9Fxi1fkxDZOpZi18o20kgB8m8l28loJY1QVMVW1-tf3LT_zK8I5czm7RI35fp2zH2H8iksLH7f618cw-KvY3x7MQwAxmCCisy7DMiwmbOlkQJoMZQGrdwRDOrzC7KvugMH4WGkNL6Je',\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': 1335,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/115779328569151334983\">A Google User</a>'],\n",
+       "    'photo_reference': 'AXCi2Q5REfgaHadtFNqXOFpuxkVdoFf0rM5zy9Piw_WeOcuTwSKMqU2CgFnQoN6BRclj7SQ4s_eccxIdMd-Ul1pvz0EOjBikoWSlxvqLoZIauLg-YzlVvqfpd2bU0OfVKNarBaHYWn2hPMC0n2wShcIaz4I1hc89Bab018M4-BFexDp_gMFc',\n",
+       "    'width': 2000}],\n",
+       "  'place_id': 'ChIJ_zP3fy-Z4jARWYaBArPXGAg',\n",
+       "  'plus_code': {'compound_code': 'PGW9+6W Bangkok',\n",
+       "   'global_code': '7P52PGW9+6W'},\n",
+       "  'rating': 4,\n",
+       "  'reference': 'ChIJ_zP3fy-Z4jARWYaBArPXGAg',\n",
        "  'scope': 'GOOGLE',\n",
-       "  'types': ['restaurant', 'point_of_interest', 'food', 'establishment'],\n",
-       "  'user_ratings_total': 38,\n",
-       "  'vicinity': '512 Rong Mueang Rd, Khwaeng Rong Muang, Pathum Wan'},\n",
+       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
+       "  'user_ratings_total': 3326,\n",
+       "  'vicinity': '88 ถ.พระราม 6 ตัดใหม่ Rong Muang, Pathum Wan'},\n",
        " {'business_status': 'OPERATIONAL',\n",
-       "  'geometry': {'location': {'lat': 13.7295572, 'lng': 100.5232952},\n",
-       "   'viewport': {'northeast': {'lat': 13.73092007989272,\n",
-       "     'lng': 100.5246405298927},\n",
-       "    'southwest': {'lat': 13.72822042010728, 'lng': 100.5219408701073}}},\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': 'Dao Restaurant',\n",
-       "  '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': 'AXCi2Q4BzvEb42f7FxJHcsZQg0Hc0OjsifpJjgHykRE2vm2fsvzUxEywCnlGirFrZ2tdgynB42S29hqYJ2SmVvazS7v1pXhCC1JNe7j2F1qt7oImFEBOPHnvLzEU-HUJg40B0JeJfEV3bw0LjCwk2oqV-KOgPH_EDOgYPjDlthCx1JlrBflO',\n",
+       "  'geometry': {'location': {'lat': 13.7467728, 'lng': 100.5294726},\n",
+       "   'viewport': {'northeast': {'lat': 13.74811892989272,\n",
+       "     'lng': 100.5308482298927},\n",
+       "    'southwest': {'lat': 13.74541927010728, 'lng': 100.5281485701073}}},\n",
+       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/lodging-71.png',\n",
+       "  'icon_background_color': '#909CE1',\n",
+       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/hotel_pinlet',\n",
+       "  'name': 'Muangphol Mansion',\n",
+       "  'opening_hours': {'open_now': False},\n",
+       "  'photos': [{'height': 3000,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/107774912115800487369\">Hassan Ahmadian</a>'],\n",
+       "    'photo_reference': 'AXCi2Q4AS3FJWETxFu9WbBFhhNhmjsSQZiKqiIGEVmqYgaPqhsgy9g7bWpjLp5WDzQQTnZPkrpAVnXTIQDxN3y_JF36mBoF0LVqgsrWVumTiokIETibGLIY7pL7ujSc7sqvOkr-WcX6pC9N8AyASE-vszjVYdso6gUCl8DtdalINk-bXBa8r',\n",
        "    'width': 4000}],\n",
-       "  'place_id': 'ChIJV3Ra-NOY4jARZsqKoJRW5PE',\n",
-       "  'plus_code': {'compound_code': 'PGHF+R8 Bangkok',\n",
-       "   'global_code': '7P52PGHF+R8'},\n",
-       "  'rating': 4.8,\n",
-       "  'reference': 'ChIJV3Ra-NOY4jARZsqKoJRW5PE',\n",
+       "  'place_id': 'ChIJZzgIrTKZ4jARJYzilmi9T74',\n",
+       "  'plus_code': {'compound_code': 'PGWH+PQ Bangkok',\n",
+       "   'global_code': '7P52PGWH+PQ'},\n",
+       "  'rating': 3.3,\n",
+       "  'reference': 'ChIJZzgIrTKZ4jARJYzilmi9T74',\n",
        "  'scope': 'GOOGLE',\n",
-       "  'types': ['restaurant', 'point_of_interest', 'food', 'establishment'],\n",
-       "  'user_ratings_total': 121,\n",
-       "  'vicinity': '68 Amon Rattana Dilok Alley, Si Phraya, Bang Rak'},\n",
+       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
+       "  'user_ratings_total': 113,\n",
+       "  'vicinity': '8, 931 Rama I Rd, Wang Mai, Pathum Wan'},\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",
-       "    'photo_reference': 'AXCi2Q4cH7iovrhc8Js5Ax2_uhzM_fo4CioUNKy_OEUeDbskuGhvllYzyEeeQ5A9akJ_9hO0LbuiH6W3JnJlcWTDBDTtJFmjReeFZrmsW35f23_gQGHWUQPKqrDGjIKbUyksL4DCrT9ZJmRkMFvuJuw3PHZ2Xil1EgOIKC5PdcGyYUi4D_0-',\n",
-       "    'width': 4608}],\n",
-       "  'place_id': 'ChIJ-bLUEyeZ4jARupp8yg3g8MA',\n",
-       "  'plus_code': {'compound_code': 'PGP7+RV Bangkok',\n",
-       "   'global_code': '7P52PGP7+RV'},\n",
-       "  'price_level': 2,\n",
+       "  'geometry': {'location': {'lat': 13.7468712, 'lng': 100.52869},\n",
+       "   'viewport': {'northeast': {'lat': 13.74810307989272,\n",
+       "     'lng': 100.5300171798927},\n",
+       "    'southwest': {'lat': 13.74540342010728, 'lng': 100.5273175201073}}},\n",
+       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/lodging-71.png',\n",
+       "  'icon_background_color': '#909CE1',\n",
+       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/hotel_pinlet',\n",
+       "  'name': 'Lub d Bangkok Siam',\n",
+       "  'opening_hours': {'open_now': False},\n",
+       "  'photos': [{'height': 4000,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/110664455171949656649\">Lub d Bangkok - Siam Square</a>'],\n",
+       "    'photo_reference': 'AXCi2Q6jzkjlHJJaGkIjVVevWBny8MMkNw90qEwgUEaQWAgPbdj4R12eZrVTpoUGawjhwWrDFuWSdEncNcPSncrVFNc2XcbEgE9dpjiGGKSWjUuwO9wFJBKBzEuNq16ey7eVMC8MPQRgqeE0rYKeY1o4IwNEKCEHmKigl3xvnURQ3HMTcPfQ',\n",
+       "    'width': 6000}],\n",
+       "  'place_id': 'ChIJc33lpDKZ4jARil4bO37UbIs',\n",
+       "  'plus_code': {'compound_code': 'PGWH+PF Bangkok',\n",
+       "   'global_code': '7P52PGWH+PF'},\n",
        "  'rating': 4.3,\n",
-       "  'reference': 'ChIJ-bLUEyeZ4jARupp8yg3g8MA',\n",
+       "  'reference': 'ChIJc33lpDKZ4jARil4bO37UbIs',\n",
        "  'scope': 'GOOGLE',\n",
-       "  'types': ['restaurant', 'point_of_interest', 'food', 'establishment'],\n",
-       "  'user_ratings_total': 1848,\n",
-       "  'vicinity': '80 82 Sukon 1 Alley, Talat Noi, Samphanthawong'},\n",
+       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
+       "  'user_ratings_total': 938,\n",
+       "  'vicinity': '925, 9 Rama I Rd, Wang Mai, Pathum Wan'},\n",
        " {'business_status': 'OPERATIONAL',\n",
-       "  'geometry': {'location': {'lat': 13.74873, 'lng': 100.5419459},\n",
-       "   'viewport': {'northeast': {'lat': 13.75011277989272,\n",
-       "     'lng': 100.5432604798927},\n",
-       "    'southwest': {'lat': 13.74741312010728, 'lng': 100.5405608201073}}},\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': 'Krua Aroi',\n",
+       "  'geometry': {'location': {'lat': 13.7627061, 'lng': 100.5381273},\n",
+       "   'viewport': {'northeast': {'lat': 13.76412432989272,\n",
+       "     'lng': 100.5396005798927},\n",
+       "    'southwest': {'lat': 13.76142467010728, 'lng': 100.5369009201073}}},\n",
+       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/lodging-71.png',\n",
+       "  'icon_background_color': '#909CE1',\n",
+       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/hotel_pinlet',\n",
+       "  'name': 'The Victory View',\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",
-       "    'photo_reference': 'AXCi2Q6hFRL-eW_ig6JO39OYAYDBgUch-HD9-tkZBNpHiBHKUABxw7cpP84ZRWI1s8IU7J0fbN84lmM8m3rtYtZU-5fX0nLaWe9PA_U2oOwuAcGlEs0v3N_lONWKtwThiW7dkF93ie05vDVI8IZ4SQZiScseiEGMQC3JqmE9A1_OuGBbdoSF',\n",
-       "    'width': 3024}],\n",
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-       "  'name': 'Jsuneetomyum',\n",
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        "  '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': 'AXCi2Q5Jz-8QSsENqYKmU5t0LdIZDjlwijo0CWAC3UqULLynj5t8O0zwg-ci9C_ilSOqSx6d6KlW1pQKAiZhc4FUyJypaA498a1BaoHF7q92uG4exWGrPi_7niGsQP16eiKdMiOkT6qW88q6X6YU5daxt3UN-P4uULMo_vU5RFRjfKoQBRrp',\n",
-       "    'width': 4056}],\n",
-       "  'place_id': 'ChIJP6dwhsWe4jARU7roepjvIqs',\n",
-       "  'plus_code': {'compound_code': 'PGXR+JC Bangkok',\n",
-       "   'global_code': '7P52PGXR+JC'},\n",
-       "  'price_level': 1,\n",
+       "  'photos': [{'height': 3719,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/106598160335074447056\">A Google User</a>'],\n",
+       "    'photo_reference': 'AXCi2Q5XT1UqDzekBotIXdVzCAsxMvwZ34SlJF-d4-vKKbJlYK6AuYmJqNzErrTV0J-6P30JduNShr_gSZ_RKlRAVTcP2dsHvKyg7U5o5dxzGwOthzZXKGPQEsb4JPtyrxyC99H71rhIP_fiypmLgQBvUms1GrsHlNq4CqfcTDngO7MO93x7',\n",
+       "    'width': 2479}],\n",
+       "  'place_id': 'ChIJFdaF_GSZ4jARuvbTqZTXVDw',\n",
+       "  'plus_code': {'compound_code': 'PGMG+HJ Bangkok',\n",
+       "   'global_code': '7P52PGMG+HJ'},\n",
        "  'rating': 4.4,\n",
-       "  'reference': 'ChIJP6dwhsWe4jARU7roepjvIqs',\n",
+       "  'reference': 'ChIJFdaF_GSZ4jARuvbTqZTXVDw',\n",
        "  'scope': 'GOOGLE',\n",
-       "  'types': ['restaurant', 'point_of_interest', 'food', 'establishment'],\n",
-       "  'user_ratings_total': 358,\n",
-       "  'vicinity': '9 Ratchadamri Rd, Lumphini, Pathum Wan'},\n",
+       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
+       "  'user_ratings_total': 51,\n",
+       "  'vicinity': '1523 Rama IV Rd, Wang Mai, 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",
+       "  'geometry': {'location': {'lat': 13.7571273, 'lng': 100.5219133},\n",
+       "   'viewport': {'northeast': {'lat': 13.75845417989272,\n",
+       "     'lng': 100.5233274798927},\n",
+       "    'southwest': {'lat': 13.75575452010728, 'lng': 100.5206278201073}}},\n",
+       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/lodging-71.png',\n",
+       "  'icon_background_color': '#909CE1',\n",
+       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/hotel_pinlet',\n",
+       "  'name': 'Bangkok City Suite Hotel',\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': 'AXCi2Q6jaFXuUBrd-rwjZaBq-PmPor4oe3j9hdgX55eWsCd27KcidJkWO6WG_8Wdq2WPTYunRRQW9UQbrh56gnoGUCLNBI5B_4mHr20Wm-ACh6J38hcVyZe5xzv_ybOCYOcmfYomH_k-NFA-j1qDoy9-anWEEP_4jXFT1-hCbMOxQpmMsbI1',\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/114354012153022786846\">A Google User</a>'],\n",
+       "    'photo_reference': 'AXCi2Q5UyAkBzi6Mfc9I5YPy7GkFHc6n6x0zOixA7U8iDsmS-vVCFLjTbv6fITGoTHqh2YrsVpm-2fmt6_mwHpjqYPn1We7okIhQRf6Lt3eQNRxOydhhk0Qrf5oT9mvx6WEuSUgOP6tPHPCTxY53z-W9zPZmnLCAWc6WO2mnLkVzL0EG2yny',\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",
+       "  'place_id': 'ChIJVZaxPHBvHTERUmo7I6b5kt0',\n",
+       "  'plus_code': {'compound_code': 'QG4C+VQ Bangkok',\n",
+       "   'global_code': '7P52QG4C+VQ'},\n",
+       "  'rating': 3.9,\n",
+       "  'reference': 'ChIJVZaxPHBvHTERUmo7I6b5kt0',\n",
        "  'scope': 'GOOGLE',\n",
-       "  'types': ['restaurant',\n",
-       "   'cafe',\n",
-       "   'point_of_interest',\n",
-       "   'food',\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",
+       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
+       "  'user_ratings_total': 1306,\n",
+       "  'vicinity': '1 Petchburi Road Khwaeng Thung Phaya Thai, Ratchathewi'},\n",
        " {'business_status': 'OPERATIONAL',\n",
-       "  'geometry': {'location': {'lat': 13.7562456, 'lng': 100.5298877},\n",
-       "   'viewport': {'northeast': {'lat': 13.75758012989272,\n",
-       "     'lng': 100.5311803298927},\n",
-       "    'southwest': {'lat': 13.75488047010728, 'lng': 100.5284806701073}}},\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': 'Pa Sa',\n",
-       "  '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': 'AXCi2Q6j9PuVVA5X1OhhnXBurhO1jfMccC78FMbv4hugtzE59xEZr_5YiSl4bL7tCQjwO6hQnVLkGomE8Fbzg0ezzq7n5C5hs741PIuZmvdks4dm7GRPqIgaTYvAGdIkzXoqvl_uxY0kFEuWi_hjujGoGDPIIELUGNYhRfDsyx9ANQoU2y01',\n",
+       "  'geometry': {'location': {'lat': 13.7469059, 'lng': 100.5488508},\n",
+       "   'viewport': {'northeast': {'lat': 13.74826502989272,\n",
+       "     'lng': 100.5502038798927},\n",
+       "    'southwest': {'lat': 13.74556537010728, 'lng': 100.5475042201073}}},\n",
+       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/lodging-71.png',\n",
+       "  'icon_background_color': '#909CE1',\n",
+       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/hotel_pinlet',\n",
+       "  'name': 'Nantra Ploenchit hotel',\n",
+       "  'photos': [{'height': 4032,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/112882529924094151036\">112882529924094151036</a>'],\n",
+       "    'photo_reference': 'AXCi2Q7GqZhH0esGR-zcPCShb-NTd6lBBLoasdckPbr-FKmo-dFkuY3Zpyh464c4Q5vHz80hqRsc0KGrZrFh0ujJwprqjvF4vY3I7FvLAOoh_cPWoU_a87IRZxhilZ8_6NmtUhIjP8bzsdEQgw66eo19rl77YmxA8cJEcQc2fsbNfboauPDu',\n",
        "    'width': 3024}],\n",
-       "  'place_id': 'ChIJvTupReyf4jARinKvcO3aE-U',\n",
-       "  'plus_code': {'compound_code': 'QG4H+FW Bangkok',\n",
-       "   'global_code': '7P52QG4H+FW'},\n",
-       "  'rating': 4.9,\n",
-       "  'reference': 'ChIJvTupReyf4jARinKvcO3aE-U',\n",
+       "  'place_id': 'ChIJEV_8Viqf4jARu_t2Fy_JV1Q',\n",
+       "  'plus_code': {'compound_code': 'PGWX+PG Bangkok',\n",
+       "   'global_code': '7P52PGWX+PG'},\n",
+       "  'rating': 3,\n",
+       "  'reference': 'ChIJEV_8Viqf4jARu_t2Fy_JV1Q',\n",
        "  'scope': 'GOOGLE',\n",
-       "  'types': ['restaurant', 'point_of_interest', 'food', 'establishment'],\n",
-       "  '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",
-       "  '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",
-       "  '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': 'AXCi2Q7hNdxJpMaDh7sxYe_SoXQMAzC6JXRRC1MLhHoX3aHqcB5YqRLl3HcyTIhBSWm0U0mPQTI8n65dgqviIlD8e0hQHdRUqv6UgUIkti5M7ZVu-6V5NJFJRIXxpW4gSTwHSFVgd-JVoousMTg7ZQjIWOGRl7x8ZOJc6F8QfM6C-1K9Srot',\n",
-       "    'width': 4032}],\n",
-       "  'place_id': 'ChIJbXxW6M-e4jARE0x7fKFvHb4',\n",
-       "  'plus_code': {'compound_code': 'PGWQ+8V Bangkok',\n",
-       "   'global_code': '7P52PGWQ+8V'},\n",
-       "  'price_level': 2,\n",
-       "  'rating': 4.6,\n",
-       "  'reference': 'ChIJbXxW6M-e4jARE0x7fKFvHb4',\n",
-       "  'scope': 'GOOGLE',\n",
-       "  'types': ['restaurant', 'point_of_interest', 'food', 'establishment'],\n",
-       "  'user_ratings_total': 1044,\n",
-       "  'vicinity': '4 Ratchadamri Rd, Pathum Wan'},\n",
+       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
+       "  'user_ratings_total': 202,\n",
+       "  'vicinity': '27/12 Soi Nai Loet, Lumphini, Pathum Wan'},\n",
        " {'business_status': 'OPERATIONAL',\n",
-       "  'geometry': {'location': {'lat': 13.7612276, 'lng': 100.5156097},\n",
-       "   'viewport': {'northeast': {'lat': 13.76252907989272,\n",
-       "     'lng': 100.5170202798927},\n",
-       "    'southwest': {'lat': 13.75982942010728, 'lng': 100.5143206201073}}},\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': 'Suan Sone',\n",
+       "  'geometry': {'location': {'lat': 13.7300383, 'lng': 100.5311334},\n",
+       "   'viewport': {'northeast': {'lat': 13.73128477989272,\n",
+       "     'lng': 100.5325170298927},\n",
+       "    'southwest': {'lat': 13.72858512010728, 'lng': 100.5298173701073}}},\n",
+       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/lodging-71.png',\n",
+       "  'icon_background_color': '#909CE1',\n",
+       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/hotel_pinlet',\n",
+       "  'name': '56 Surawong Hotel Bangkok',\n",
        "  'opening_hours': {'open_now': True},\n",
-       "  'photos': [{'height': 2268,\n",
-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/101429501184207135670\">chanchai meeprasert</a>'],\n",
-       "    'photo_reference': 'AXCi2Q4qN85hqX45mo-_4UjiW1qumiJsassfQ7EGUEh1MlpVuhwbYBB17bC1PRULq_LecHm9wHapYWbolJDamhftcC4k6ZYHN3mE0p-ty15DXiqVqwUhz_SGoXExiIMaLFoA-ASyM7M2Dc2mmpuNAO98ido7rpk-lYs99pGz6CSm8fiXEfeW',\n",
-       "    'width': 4032}],\n",
-       "  'place_id': 'ChIJDWR1VUaZ4jARUM3GyqE8vOM',\n",
-       "  'rating': 4.3,\n",
-       "  'reference': 'ChIJDWR1VUaZ4jARUM3GyqE8vOM',\n",
+       "  'photos': [{'height': 1067,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/114284465264360387169\">A Google User</a>'],\n",
+       "    'photo_reference': 'AXCi2Q4GgGfJLURqRbHSfZ5MAc1dCZf_NUFv9aJ9yhRd5t7XvuXiUQRLPkXuUYRL3M7GCmx_YbvhRCUDLYwFcMEap9trlMS8W10K6ToaY0HjQFfqgy7g6rJfUYU6-_9nDt_oS9XdS9Pp0nK2x9W0wZ2tpZ5zib1JbOp_h9Zdf4ri4Z-wgfla',\n",
+       "    'width': 1600}],\n",
+       "  'place_id': 'ChIJOw15HtOY4jARCqQ2iTDgqYc',\n",
+       "  'plus_code': {'compound_code': 'PGJJ+2F Bangkok',\n",
+       "   'global_code': '7P52PGJJ+2F'},\n",
+       "  'rating': 3.9,\n",
+       "  'reference': 'ChIJOw15HtOY4jARCqQ2iTDgqYc',\n",
        "  'scope': 'GOOGLE',\n",
-       "  'types': ['restaurant', 'point_of_interest', 'food', 'establishment'],\n",
-       "  'user_ratings_total': 67,\n",
-       "  'vicinity': 'QG68+F7J, Khwaeng Si Yaek Maha Nak, Khet Dusit'},\n",
+       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
+       "  'user_ratings_total': 228,\n",
+       "  'vicinity': '56 Surawong Rd, Silom, Bang Rak'},\n",
        " []]"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -709,14 +685,14 @@
     "\n",
     "# Example usage\n",
     "location = \"13.744677,100.5295593\"  # Latitude and Longitude\n",
-    "keyword = \"ร้านอาหาร\"\n",
+    "keyword = \"hotel\"\n",
     "search_results = nearby_search(keyword, location)\n",
     "search_results"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -732,7 +708,7 @@
        "  'name': 'Bangkok',\n",
        "  'photos': [{'height': 934,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/107853816016331257868\">Harshvardhan Mali</a>'],\n",
-       "    'photo_reference': 'AXCi2Q7_kGL2e0cJ-mzM-03YnhvWvq6hMoGHimpBUb3XMiuWbj34411Kd0GmHRI1R5GP5GdV1PZnJ7rewFeHPsQLkgLpJd0so-hweSx2XO4tL0VZL9IBi7QwGPGTDYaWuyv9EAT-ni6XEfqqfV7RGVCng7AbAxbj73FxtlNwO4u0lkvYN5Ys',\n",
+       "    'photo_reference': 'AXCi2Q7YQKg0xaKoM2A3vnYzyOIQDC5TrsQxNtbyot19fPkxmovfe5guH88XxTEr5R8FCOErr4FCh0o6j1HixapR7hf4vxt-BqYE7pt_5ALwZaeCvO8b7CAtTX6gTmH7euXg0NbxdLQhUE7h_LB2OaUgr4mBnTVHr2d0pnLYOBoPmuSQbIXP',\n",
        "    'width': 756}],\n",
        "  'place_id': 'ChIJ82ENKDJgHTERIEjiXbIAAQE',\n",
        "  'reference': 'ChIJ82ENKDJgHTERIEjiXbIAAQE',\n",
@@ -751,7 +727,7 @@
        "  'opening_hours': {'open_now': True},\n",
        "  'photos': [{'height': 2000,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/105529198599736349764\">Pathumwan Princess Hotel</a>'],\n",
-       "    'photo_reference': 'AXCi2Q738dGgO8VsMMPJueye43i4PAv2l6QcViEme2svueHmQPgpV5aRbQjsGPM_pXvUPL-FGP-EvzvPnLsUMP6qJkBKcOCgrtOvhnYU28rpq0bMQbL_pjEHCNialO3MpSiEL8rEX_uJ12W4tkLsovZ_uog_hgAd-UTO2kOaXI8gg6okv7xb',\n",
+       "    'photo_reference': 'AXCi2Q5LkQj0Ts-4Sp_GZYboiNY7C5G7Mq6jPeLjvphMxG5T5C-HKDqOHURuvjxIF52_-5BzLu_9QJk0__pY-cizYAN6GoUEpV_busoOGPt67wmF9d-0Xg8ma_61xPbXC1s2oPvqVLTAMO9586thNfnNZZYRsspucrS0xL4m45-0XjknvQPU',\n",
        "    'width': 3000}],\n",
        "  'place_id': 'ChIJFaLTtdKe4jARdKflx49LvdA',\n",
        "  'plus_code': {'compound_code': 'PGVJ+73 Bangkok, Thailand',\n",
@@ -759,14 +735,14 @@
        "  'rating': 4.5,\n",
        "  'reference': 'ChIJFaLTtdKe4jARdKflx49LvdA',\n",
        "  'scope': 'GOOGLE',\n",
-       "  'types': ['tourist_attraction',\n",
-       "   'shopping_mall',\n",
+       "  'types': ['shopping_mall',\n",
        "   'lodging',\n",
+       "   'tourist_attraction',\n",
        "   'restaurant',\n",
-       "   'point_of_interest',\n",
        "   'food',\n",
+       "   'point_of_interest',\n",
        "   'establishment'],\n",
-       "  'user_ratings_total': 7801,\n",
+       "  'user_ratings_total': 7827,\n",
        "  'vicinity': '444 Phaya Thai Road, Khwaeng Wang Mai, Pathum Wan'},\n",
        " {'business_status': 'OPERATIONAL',\n",
        "  'geometry': {'location': {'lat': 13.7484011, 'lng': 100.5348436},\n",
@@ -779,7 +755,7 @@
        "  'name': 'Siam Kempinski Hotel Bangkok',\n",
        "  'photos': [{'height': 1080,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/101520779225452139808\">Siam Kempinski Hotel Bangkok</a>'],\n",
-       "    'photo_reference': 'AXCi2Q4F7DywMLBgKg8B3BH8KLAXcCtLfEKiTLUVkozDhcQ14sN9BicT14YrEN9BARWKX0Xcbp85ra8kw6Qb3fL5VWvrnLB0EYWMp-a5KLUNm4vXoJnEi5gkHsSZ9BeF9LNspFKZpxgl3-IYZecw6Ahmqn7wgg2SydqGyOQGWcr6Zy7UldXP',\n",
+       "    'photo_reference': 'AXCi2Q7EgE9SGO-SvlsR16qRVmWU6cn3DnYXS9Vc3ee9OegYK0RR9nW3eUEZA03XPAxqb9TurWDybQmlbnzf21ccieSRCGxyPhQjRQG8zySzjWmYA8I-KuTnr1Gnl_LOpmv3d1Q4aHI7SqybBee6mCwiDp4yFlCNzxAgkmn8TmMjEulv4U-_',\n",
        "    'width': 1920}],\n",
        "  'place_id': 'ChIJrfU90s2e4jARs0XZP2DZ4jM',\n",
        "  'plus_code': {'compound_code': 'PGXM+9W Bangkok, Thailand',\n",
@@ -788,7 +764,7 @@
        "  'reference': 'ChIJrfU90s2e4jARs0XZP2DZ4jM',\n",
        "  'scope': 'GOOGLE',\n",
        "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
-       "  'user_ratings_total': 5169,\n",
+       "  'user_ratings_total': 5171,\n",
        "  'vicinity': '991, 9 Rama I Road, Khwaeng Pathum Wan, Pathum Wan'},\n",
        " {'business_status': 'OPERATIONAL',\n",
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@@ -802,7 +778,7 @@
        "  'opening_hours': {'open_now': True},\n",
        "  'photos': [{'height': 2832,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/108880770713939695570\">Centara Grand &amp; Bangkok Convention Centre at centralwOrld</a>'],\n",
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+       "    'photo_reference': 'AXCi2Q7Ta6rxawyYVXTRXdSg2x9t-a80ym0BUeS2ypzi8H0zQzUiQh_JpBu_rx2PfIjnMvCEIDbTbJcm-3ra4G9_HbJrTD7wp5y5HWr7Cd2wnedaBck-VuSdEOHwP5NAYJU0qh_2uAUPGXaOME5WepAUjZr5czm5KPHI3U9Q8oMc5Aodw_QW',\n",
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@@ -810,12 +786,12 @@
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        "  'reference': 'ChIJf1YJeC-Z4jARNNLn8M9QwMw',\n",
        "  'scope': 'GOOGLE',\n",
-       "  'types': ['spa',\n",
-       "   'bar',\n",
+       "  'types': ['bar',\n",
        "   'lodging',\n",
+       "   'spa',\n",
        "   'restaurant',\n",
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        "   'food',\n",
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        "  'vicinity': '999, 99 Rama I Road, Khwaeng Pathum Wan, Pathum Wan'},\n",
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        "  'opening_hours': {'open_now': True},\n",
        "  'photos': [{'height': 4752,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/101915072604208031209\">Evergreen Place Bangkok</a>'],\n",
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@@ -840,7 +816,7 @@
        "  'reference': 'ChIJH2h86IGe4jARE5sKrclMXL8',\n",
        "  'scope': 'GOOGLE',\n",
        "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
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        " {'business_status': 'OPERATIONAL',\n",
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        "  'opening_hours': {'open_now': True},\n",
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        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/102286478336053372469\">The Residence Ratchathewi</a>'],\n",
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        "  'plus_code': {'compound_code': 'QG2P+F7 Bangkok, Thailand',\n",
@@ -877,7 +853,7 @@
        "  'opening_hours': {'open_now': True},\n",
        "  'photos': [{'height': 427,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/115065590130967456230\">Asia Hotel Bangkok</a>'],\n",
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@@ -886,7 +862,7 @@
        "  'reference': 'ChIJH2h86IGe4jARyjZ6wppSlkQ',\n",
        "  'scope': 'GOOGLE',\n",
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        " {'business_status': 'OPERATIONAL',\n",
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@@ -899,7 +875,7 @@
        "  'name': 'Novotel Bangkok Platinum Pratunam',\n",
        "  'photos': [{'height': 4024,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/104545848999971265611\">Novotel Bangkok Platinum Pratunam</a>'],\n",
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@@ -908,7 +884,7 @@
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        "  'scope': 'GOOGLE',\n",
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-       "  'user_ratings_total': 4789,\n",
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        " {'business_status': 'OPERATIONAL',\n",
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@@ -921,7 +897,7 @@
        "  'name': 'MERCURE BANGKOK SIAM',\n",
        "  'photos': [{'height': 768,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/114445502763328018172\">MERCURE BANGKOK SIAM</a>'],\n",
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        "  'place_id': 'ChIJKS_DaA6Z4jARDH_5sbrMXfI',\n",
        "  'plus_code': {'compound_code': 'PGWH+MG Bangkok, Thailand',\n",
@@ -930,7 +906,7 @@
        "  'reference': 'ChIJKS_DaA6Z4jARDH_5sbrMXfI',\n",
        "  'scope': 'GOOGLE',\n",
        "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
-       "  'user_ratings_total': 2241,\n",
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        "  'vicinity': '927 Rama I Road, Wangmai'},\n",
        " {'business_status': 'OPERATIONAL',\n",
        "  'geometry': {'location': {'lat': 13.748779, 'lng': 100.530772},\n",
@@ -943,7 +919,7 @@
        "  'name': 'Hua Chang Heritage Hotel',\n",
        "  'photos': [{'height': 2912,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/115552232905673664668\">มิสสยาม โรงแรมหัวช้าง เฮอริเทจ</a>'],\n",
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@@ -966,7 +942,7 @@
        "  'opening_hours': {'open_now': True},\n",
        "  'photos': [{'height': 1999,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/106290596075567109314\">Grande Centre Point Ratchadamri</a>'],\n",
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@@ -989,7 +965,7 @@
        "  'opening_hours': {'open_now': False},\n",
        "  'photos': [{'height': 4000,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/110664455171949656649\">Lub d Bangkok Siam</a>'],\n",
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        "  'plus_code': {'compound_code': 'PGWH+PF Bangkok, Thailand',\n",
@@ -1011,7 +987,7 @@
        "  'name': 'VIE Hotel Bangkok - MGallery',\n",
        "  'photos': [{'height': 4016,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/112525229722496996483\">VIE Hotel Bangkok - MGallery</a>'],\n",
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        "  'place_id': 'ChIJQwHqwrWe4jAR8yoMrZmtzaU',\n",
        "  'plus_code': {'compound_code': 'QG2J+6R Bangkok, Thailand',\n",
@@ -1020,7 +996,7 @@
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        "  'scope': 'GOOGLE',\n",
        "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
-       "  'user_ratings_total': 2350,\n",
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        "  'vicinity': '117 39, 40 Phaya Thai Road'},\n",
        " {'business_status': 'OPERATIONAL',\n",
        "  'geometry': {'location': {'lat': 13.7400527, 'lng': 100.5399569},\n",
@@ -1033,7 +1009,7 @@
        "  'name': 'The St. Regis Bangkok',\n",
        "  'photos': [{'height': 320,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/110177766871190441187\">The St. Regis Bangkok</a>'],\n",
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        "  'plus_code': {'compound_code': 'PGRQ+2X Bangkok, Thailand',\n",
@@ -1043,7 +1019,7 @@
        "  'reference': 'ChIJZ-0rstCe4jARS_6948lrmZU',\n",
        "  'scope': 'GOOGLE',\n",
        "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
-       "  'user_ratings_total': 3162,\n",
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        "  'vicinity': '159 Thanon Ratchadamri, Khwaeng Lumphini, Pathum Wan'},\n",
        " {'business_status': 'OPERATIONAL',\n",
        "  'geometry': {'location': {'lat': 13.7540569, 'lng': 100.5287023},\n",
@@ -1056,7 +1032,7 @@
        "  'name': 'Bangkok City Hotel',\n",
        "  'photos': [{'height': 4032,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/100808819005846466311\">Aisyah Hassan</a>'],\n",
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        "  'plus_code': {'compound_code': 'QG3H+JF Bangkok, Thailand',\n",
@@ -1079,7 +1055,7 @@
        "  'opening_hours': {'open_now': True},\n",
        "  'photos': [{'height': 1335,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/115779328569151334983\">The Twin Towers Hotel</a>'],\n",
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        "  'place_id': 'ChIJ_zP3fy-Z4jARWYaBArPXGAg',\n",
        "  'plus_code': {'compound_code': 'PGW9+6W Bangkok, Thailand',\n",
@@ -1088,7 +1064,7 @@
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        "  'scope': 'GOOGLE',\n",
        "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
-       "  'user_ratings_total': 3327,\n",
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        "  'vicinity': '88 ถ.พระราม 6 ตัดใหม่, Khwaeng Rong Muang, Pathum Wan'},\n",
        " {'business_status': 'OPERATIONAL',\n",
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@@ -1101,7 +1077,7 @@
        "  'opening_hours': {'open_now': True},\n",
        "  'photos': [{'height': 1037,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/106256908812849161304\">Anantara Siam Bangkok Hotel</a>'],\n",
-       "    'photo_reference': 'AXCi2Q6DA5mxxuCojam3qIVtDhVIufnit8nOdnBzNqRqLhIhFSY4_e4GpOeCmHG-ceoy_647k8vekQNQgamq-uc78e7tqpmg-LJl1yx2eS9rRQOJfpKvjpzH_2uokvqdpXA9DQnxdrDAJ4VnQysUPmHEZ7VyLV974wbyhAIIFEk7xrnamr55',\n",
+       "    'photo_reference': 'AXCi2Q6Rc9MGEhM1NGsPvYYoZ7dAi-hedtt97CrRjslZnsfwqbiEE0UkewPBEkVeY7l7QR4-WRlViax1KeVavFPnY7fa4TW6j0ccEY4fHqxifBSHlhDyA-rKK7uDoxsiUqSOfDJfMtxdUSN6jSRmArsILOdOxX6zz_50G5PAjuJA_nFbYocP',\n",
        "    'width': 1920}],\n",
        "  'place_id': 'ChIJVwz7GcWe4jARatGDB6rxqcE',\n",
        "  'plus_code': {'compound_code': 'PGRQ+8X Bangkok, Thailand',\n",
@@ -1109,13 +1085,13 @@
        "  'rating': 4.6,\n",
        "  'reference': 'ChIJVwz7GcWe4jARatGDB6rxqcE',\n",
        "  'scope': 'GOOGLE',\n",
-       "  'types': ['spa',\n",
-       "   'lodging',\n",
+       "  'types': ['lodging',\n",
+       "   'spa',\n",
        "   'restaurant',\n",
-       "   'point_of_interest',\n",
        "   'food',\n",
+       "   'point_of_interest',\n",
        "   'establishment'],\n",
-       "  'user_ratings_total': 5377,\n",
+       "  'user_ratings_total': 5380,\n",
        "  'vicinity': '155 Rajadamri Road, Khwaeng Lumphini, Pathum Wan'},\n",
        " {'business_status': 'OPERATIONAL',\n",
        "  'geometry': {'location': {'lat': 13.7468291, 'lng': 100.5313447},\n",
@@ -1126,11 +1102,11 @@
        "  'icon_background_color': '#4B96F3',\n",
        "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/shopping_pinlet',\n",
        "  'name': 'Siam Discovery',\n",
-       "  'opening_hours': {'open_now': True},\n",
-       "  'photos': [{'height': 3024,\n",
-       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/116997677855760167679\">Frank Roggenbuck</a>'],\n",
-       "    'photo_reference': 'AXCi2Q4hBMmWnQK87L6UuPTafdG6LFOQ-5_D2wCMQfuuRlZzXnllBBHrWsj6GNygb8opBntWSIuLsbqD8hm8Ysig01bnC83ZObM6c8yb6iG-JuhLnbY9YPu68nIFHvn4HwzpbjHI5ou7TsblB8Ayy7GxlLSNSfC_SIp08FoFTnRHdBUchW7U',\n",
-       "    'width': 4032}],\n",
+       "  'opening_hours': {'open_now': False},\n",
+       "  'photos': [{'height': 2340,\n",
+       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/104261864986023217768\">S. Ibrahim Nst.</a>'],\n",
+       "    'photo_reference': 'AXCi2Q5Nr0zE2yKY2Pkr89GsijyiE6eQyJ-A5-5AD7JGZhVrzp0_8QjBXaQjQFPCpnEZPL_9EK_fwCiIG6IBmlOjWAQqKcfL81Czkc3b1BDhi9rV-x7_SIuThzhLYsC6utnrTtIqJ6aepwquDJ05BtMjuhe8th8h2GJE8RKPGjjF0LrMtR-I',\n",
+       "    'width': 4160}],\n",
        "  'place_id': 'ChIJgUSJZM2e4jAREnHS1rSuWRk',\n",
        "  'plus_code': {'compound_code': 'PGWJ+PG Bangkok, Thailand',\n",
        "   'global_code': '7P52PGWJ+PG'},\n",
@@ -1152,7 +1128,7 @@
        "  'opening_hours': {'open_now': True},\n",
        "  'photos': [{'height': 1280,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/104889790730167599680\">Aphrodite Inn Bangkok</a>'],\n",
-       "    'photo_reference': 'AXCi2Q7E0E5BBArQzjVc3z_jCSpTLGBrxpdfOZsR6-mzRE4QisOkBt99tWKFXYuszidfLskO0BdPipyynuRoVKPE5rjYpX0bCZ1Xq5MAyC5fyQgnROGKNKfy3YooEvYnE6wJRg44wvzwMggzLOO2bsDwHe4XUU4rDWEOwWzCbTh4MFYLOveT',\n",
+       "    'photo_reference': 'AXCi2Q6EEQ1eZIsi5DslFbjDTEOZApqtYIjZv48JZwNnHCbKRK8cPFGbQod8Iavt8Vb6jt7UCAgUyjLOID96NsRtVMN77VFFmvmL5gR7FxV2Sq7jZfRQacYxeKKDh1gLikbVZ76Qe0r5rbxHP734MmhfpULIWTCXc8Z68JUz1yTBUCoy57wL',\n",
        "    'width': 1280}],\n",
        "  'place_id': 'ChIJJ-xLecWe4jARimHRYcEPNS8',\n",
        "  'plus_code': {'compound_code': 'PGXR+7H Bangkok, Thailand',\n",
@@ -1173,7 +1149,7 @@
        "  'name': 'Pathum Wan',\n",
        "  'photos': [{'height': 1800,\n",
        "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/118254622117013496228\">Nakorn Chong</a>'],\n",
-       "    'photo_reference': 'AXCi2Q7B7dt3IZdJhvN9lmU8z_aymle84eBpGNAajDMwS_uTbUun0jW1KWakdwuRD9JQ-U2WQs8X0I0H_OmO7cCQp57VbTPoblxl2qtEPmXH2YwQezlJ_Mym4TJqc9sgfj1TaGsYArLGej_by5wPvZfGwJdBnEoN2HLOfp6HN58sNlccFxTM',\n",
+       "    'photo_reference': 'AXCi2Q6nWG-gVdJIY_3aZwHHeEunCwUQasXaWepe4x_Iy8OvLh53nKVv_RCoDR6QsnDvAqI94qcMrrcFS8ysjH_LktZ54BVkISzB7-qPUkQeW_OWsLDMFvbm59cAV8nKDhSRIhuP0e9X1cClvOdXpAowEPNUMnwVvnrao82p637ynK2OCmFS',\n",
        "    'width': 4000}],\n",
        "  'place_id': 'ChIJ9dY-MdSe4jAR8E3iXbIAAQM',\n",
        "  'reference': 'ChIJ9dY-MdSe4jAR8E3iXbIAAQM',\n",
@@ -1182,7 +1158,7 @@
        "  'vicinity': 'Pathum Wan'}]"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }

prompt.py

@@ -10,7 +10,7 @@ agent_meta = [
         "prompt": """
         You are the Data Collector. Use the tools to gather data on the location and keyword provided by the Analyst. 
         You must provide data on the number of competitors, nearby competitors, the products they sell and their prices, population, community type, household expenditures, and population data. 
-        Additionally, use Google search tools to find information on 'the pricing of [each competitor] in [distinct]', and the 'human traffic capacity in nearby dense community'.
+        Additionally, Always use google_search tools to find information on 'the pricing of [each competitor] in [distinct]', and the human capacity IF the keyword are hotel, search "number of rooms [each competitor] in [distinct]". IF the keyword are school, search "number of student in [each competitor] in [distinct]".
         Use the population data tool to search for population, community type, and household expenditures related to the province or district of the location. 
         Then, use nearby_search to get data about nearby competitors. If some data is not provided, make it up. 
         If you cannot find some data, assume it yourself (mock it up) but don’t let the Reporter know. 
@@ -27,6 +27,6 @@ agent_meta = [
         2. Numerical data such as the number of competitors, commonly product their sell and price, range of competitor's ratings, community type, household expenditures, population data, etc.
         3. Descriptive analytical summary, including an analysis of the target customers, potential sales and pricing strategy,and optimal price range based on location, competator,and customer data (price of the product the user intends to sell).
 
-        Provide a final report based on the available information. After that, prefix your response with 'FINAL ANSWER' so the team knows to stop."""
+        Provide a final report based on the available information. After that, prefix your response with '%SIjfE923hf' so the team knows to stop."""
     }
 ]

requirements.txt

@@ -8,4 +8,5 @@ langchain-text-splitters
 langgraph
 
 langchain_google_community
-googlemaps
+googlemaps
+beautifulsoup4

testsets/QA_smaple.txt

@@ -1,373 +1,343 @@
 quesion: 
-	วิเคราะห์การเปิดโรงแรมแถวทองหล่อ
+	Coffee shop near Central World
 answer: 
-	### 
-
-#### 1. Competitors in Thonglor
-- **Total Competitors:** 21 hotels
-- **Notable Competitors:**
-  1. **ZAZZ Urban Bangkok** - Rating: 4.3
-  2. **Thonglor Suites Hotel** - Rating: 3.2
-  3. **Metropole Bangkok** - Rating: 4.1
-  4. **The Kinn Bangkok Hotel** - Rating: 4.2
-  5. **Narastay @ Phrom Phong** - Rating: 4.7
-  6. **NASA Bangkok Hotel** - Rating: 3.4
-  7. **Nice Residence Hotel @Ekamai 14** - Rating: 4.1
-  8. **Al Meroz Hotel Bangkok** - Rating: 4.5
-  9. **Nantra Sukhumvit 39** - Rating: 3.3
-  10. **Novotel Suites Bangkok Sukhumvit 39** - Rating: 3.5
+	### Final Report on Coffee Shops Near Central World
+
+#### 1. Competitor Analysis
+Here is a list of coffee shops near Central World, including their ratings and product prices:
+
+| Coffee Shop Name                     | Address                                               | Rating | Average Price (THB) |
+|--------------------------------------|-------------------------------------------------------|--------|----------------------|
+| Earthy Roaster (Specialty Coffee)   | 994 Makkasan, Ratchathewi                            | 4.8    | 200 (for 250g coffee)|
+| Salotto Coffee                       | 813/8 Phetchaburi Rd, Thanon Phaya Thai, Ratchathewi| 5      | 80-150               |
+| The Basic Coffee BKK                | Gaysorn Amarin, 496-502 Phloen Chit Rd, Pathum Wan  | 4.7    | 100                  |
+| Bullet Thai Craft Beer              | 85 1 Akkharanithi Alley, Thanon Phaya Thai, Ratchathewi| 5      | 120                  |
+| TABLA Craft Coffee                  | 502, Phloen Chit Rd, Lumphini, Pathum Wan           | 4.6    | 100                  |
+| RISE COFFEE - Flagship Store        | 888 Phloen Chit Rd, Lumphini, Pathum Wan            | 4.8    | 150                  |
+| You Drink Coffee                    | 89, 25 Witthayu Rd, Lumphini, Pathum Wan            | 4.5    | 100                  |
+| Rich Coffee                          | 20 Phetchaburi 7 Alley, Thung Phaya Thai, Ratchathewi| 5      | 80                   |
+| Early Bird Coffee - Chit Lom BTS    | Chit Lom BTS Lumpini, Khet, Pathum Wan               | 4.8    | 120                  |
+| Mongkol COFFEE                      | 266/15 Rama I Rd, Pathum Wan                         | 4.6    | 100                  |
 
 #### 2. Numerical Data
-- **Average Room Rates:** $69 to $150 per night
-- **Competitor Ratings Range:** 3.2 to 4.7
-- **Community Type:** Urban, high foot traffic due to nearby amenities (shopping malls, restaurants, entertainment venues).
+- **Number of Competitors**: 10 coffee shops listed.
+- **Common Products**: Specialty coffee, brewed coffee, espresso drinks, and pastries.
+- **Price Range of Competitors**: THB 80 to THB 200 for coffee products.
+- **Competitor Ratings**: Range from 4.5 to 5.
+- **Community Type**: Urban (Bangkok).
+- **Population**: Approximately 10.5 million.
+- **Average Household Expenditures**: Around THB 28,000 per month.
 
 #### 3. Descriptive Analytical Summary
-- **Target Customers:** The target customers for a hotel in Thonglor would primarily include young professionals, expatriates, and tourists looking for a vibrant nightlife and dining scene. The area is known for its trendy atmosphere, making it attractive to a younger demographic.
-  
-- **Potential Sales and Pricing Strategy:** Given the competitive landscape, a pricing strategy should consider the average rates of existing hotels. A competitive price range of **$80 to $120** could attract customers while ensuring profitability. Offering unique amenities or experiences could justify higher pricing.
+**Target Customers**: The target customers for coffee shops in this area are likely to be urban professionals, students, and tourists who frequent Central World for shopping and leisure. The high ratings of these coffee shops suggest a focus on quality and customer experience.
 
-- **Optimal Price Range:** Based on competitor analysis and community demographics, an optimal price range of **$80 to $120** per night is recommended to balance competitiveness and profitability.
+**Potential Sales and Pricing Strategy**: Given the competitive pricing and high ratings of existing coffee shops, a new coffee shop should consider positioning itself within the THB 100 to THB 150 range for standard coffee offerings. Specialty items could be priced higher, around THB 200, to reflect quality.
 
-This comprehensive analysis provides insights into the competitive landscape, potential customer base, and pricing strategies for opening a hotel in Thonglor.
+**Optimal Price Range**: Based on competitor pricing and customer demographics, the optimal price range for a new coffee shop in this area would be between THB 100 and THB 150 for regular coffee, with specialty items priced at THB 200 or more. This pricing strategy would allow for competitive positioning while also appealing to the quality-conscious consumer base in Bangkok.
+
+This report provides a comprehensive overview of the coffee shop landscape near Central World, offering insights into competitors, pricing strategies, and target demographics.
 
 
 --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
 quesion: 
-	วิเคราะห์ธุรกิจโรงแรมแถวซอยมิตรภาพ 8
+	Feasibility analysis for a bookstore near Thonglor
 answer: 
-	### 
-
-#### 1. Competitors List:
-- **Non Aun Apartment** - Rating: 4.3
-- **It's Me Keawanong Hotel** - Rating: 4.4
-- **Korat Hotel** - Rating: 4.4
-- **Siam City Hotel** - Rating: 3.8
-- **Sangthong Hotel** - Rating: 4.0
+	### Final Report: Feasibility Analysis for a Bookstore Near Thonglor
+
+#### 1. Competitor Overview
+- **Competitors Identified:**
+  1. **Asia Books Samitivej Hospital**
+     - **Rating:** 4.5
+     - **Address:** 49 Khlong Tan Nuea, Watthana
+  2. **Naiin**
+     - **Rating:** 4.5
+     - **Address:** 135 Khlong Toei Nuea, Watthana
+  3. **Book Link Co., LTD.**
+     - **Rating:** 4.0
+     - **Address:** 47/3 Ekkamai 28 Alley, Khlong Tan Nuea, Watthana
+  4. **Asiabooks Bangkok Hospital**
+     - **Rating:** 3.5
+     - **Address:** 1-06 Bangkok Plaza, New Petchaburi Rd, Bang Kapi, Huai Khwang
+  5. **Rock Paper Scissors Magazine Store**
+     - **Rating:** 4.0
+     - **Address:** 14, DH Grand Tower, Soi Sukhumvit 39, Khlong Tan Nuea, Watthana
+  6. **Various Other Bookstores**
+     - **Rating:** 5.0
+     - **Address:** 2447/7 New Petchaburi Rd, Bang Kapi, Huai Khwang
 
-#### 2. Numerical Data:
-- **Number of Competitors**: 5
-- **Average Hotel Ratings**: 4.0 - 4.4
-- **Average Price Range**: $30 - $70 per night
-- **Occupancy Rate**: 84% (as of 2021)
-- **Average Daily Rate (ADR)**: 45
-- **Revenue per Available Room (RevPAR)**: 34
-- **Total Revenue**: 28 (in thousands)
+#### 2. Numerical Data
+- **Total Competitors:** 7 bookstores within a 1 km radius of Thonglor.
+- **Average Competitor Rating:** Approximately 4.0.
+- **Household Expenditures on Books:**
+  - Average expenditure: 34 THB
+  - Median expenditure: 45 THB
+  - Total households spending on books: 39
+  - Total households with no expenditure on books: 12
+- **Price Range for Books:** 1,000 THB to 7,500 THB.
 
-#### 3. Descriptive Analytical Summary:
-- **Target Customers**: The target customers for hotels in this area include both domestic and international travelers, business professionals, and families looking for affordable accommodation with good amenities.
-- **Potential Sales**: Given the occupancy rate of 84%, there is a strong potential for sales, especially during peak tourist seasons or local events.
-- **Pricing Strategy**: The optimal price range for new hotels entering this market should be competitive, ideally between $30 and $70 per night, to attract budget-conscious travelers while still offering quality service.
-- **Community Insights**: The presence of local amenities such as markets, schools, and health centers enhances the attractiveness of the area, making it a favorable location for hotel businesses.
+#### 3. Descriptive Analytical Summary
+- **Target Customers:** The target customers in Thonglor include local residents, expatriates, and visitors who are likely to seek English and foreign language books. The presence of high-rated bookstores indicates a demand for quality literature.
+- **Potential Sales and Pricing Strategy:** Given the competitive landscape, a new bookstore could adopt a pricing strategy that aligns with the average market prices while offering unique products or services. A price range of 1,000 THB to 7,500 THB for premium books could be effective.
+- **Optimal Price Range:** The optimal price range should consider the average household expenditure on books, which is relatively low. Therefore, offering a mix of affordable and premium products could attract a broader customer base.
 
-This analysis provides a comprehensive overview of the hotel business landscape around Soi Mittraphap 8, highlighting key competitors, market dynamics, and strategic insights for potential hotel ventures.
+### Conclusion
+The feasibility of establishing a bookstore in Thonglor appears promising, given the high ratings of existing competitors and the potential customer base. However, careful consideration of product offerings, pricing strategies, and additional services (like a café or events) will be crucial for success in this competitive market. Further market research is recommended to refine the business model and ensure alignment with customer preferences.
 
 
 --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
 quesion: 
-	วิเคราะห์การเปิดร้านอาหารใกล้สยามพารากอน
-answer: 
-	### 
-
-#### 1. Competitors
-- **Jasmine Siam Kitchen** - Rating: 4.7
-- **Prego Bangkok** - Rating: 4.4
-- **Arun Thai Cuisine by SEE FAH** - Rating: 4.4
-- **I Food Bar & Restaurant** - Rating: 4.8
-- **Indian Express** - Rating: 4.9
-- **Angkor Restaurant** - Rating: 4.7
-- **Shree Bhavan Pure South Indian Vegetarian Restaurant** - Rating: 4.9
-- **Floor Fuangfah Cafe & Restaurant** - Rating: 4.7
-- **India Greens Restaurant** - Rating: 4.8
-- **Bangkok'78** - Rating: 4.3
-
-#### 2. Numerical Data
-- **Population of Bangkok**: Approximately 10.5 million
-- **Average Household Expenditure**: 28,000 THB per month
-- **Number of Competitors**: 10 restaurants within a 1 km radius of Siam Paragon
-- **Competitor Ratings**: Range from 4.3 to 4.9
-
-#### 3. Descriptive Analytical Summary
-- **Target Customers**: The area attracts a mix of tourists, business travelers, and local shoppers, indicating a diverse customer base with varying preferences.
-- **Potential Sales**: Given the high foot traffic and the presence of hotels and shopping centers, a restaurant could see significant patronage, especially during peak shopping hours and tourist seasons.
-- **Pricing Strategy**: To compete effectively, the restaurant should consider a pricing strategy that aligns with the average household expenditure while offering value. A price range of 200-800 THB per meal could be optimal, catering to both budget-conscious diners and those seeking a premium dining experience.
-- **Optimal Price Range**: Based on competitor pricing and customer demographics, a mid-range pricing strategy would likely attract a broad audience while maintaining profitability.
-
-This analysis suggests that opening a restaurant near Siam Paragon could be a lucrative opportunity, provided it offers a unique dining experience that stands out in a competitive market.
+	วิเคราะห์คู่แข่งของร้านเบเกอรี่ใกล้ตลาดจตุจักร
+error: 
+	Recursion limit of 20 reached without hitting a stop condition. You can increase the limit by setting the `recursion_limit` config key.
 
 
 --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
 quesion: 
-	วิเคราะห์การเปิดร้านอาหารแถวนวลจันทร์
+	วิเคราะห์ร้านอาหารแถวลุมพินี เซ็นเตอร์ ลาดพร้าว
 answer: 
-	### 
-
-#### 1. Competitor List
-- **Falls in Love Coffee-Bar & Restaurant** (Rating: 4.6)
-- **Fat Duck Restaurant & Cafe** (Rating: 4.2)
-- **Park More Restaurant** (Rating: 4.6)
-- **Mellow Garden** (Rating: 4.4)
-- **HUGTIST COFFEE Café & Restaurant** (Rating: 4.3)
-- **1700 Terrace Bar** (Rating: 4.5)
-- **Hungry Eatery** (Rating: 4.1)
+	### Final Report on Restaurants Near Lumpini Center, Lat Phrao
+
+#### 1. Competitor Analysis
+Here is a list of notable competitors, their ratings, and product prices:
+
+| Restaurant Name                     | Rating | Address                                           | Average Price Range (THB) |
+|-------------------------------------|--------|---------------------------------------------------|----------------------------|
+| Thai Restaurant                     | 4.5    | 3500 Lat Phrao Rd, Khlong Chan, Bang Kapi       | 150 - 500                  |
+| Thai Flavours                       | 5.0    | QJCP+JJW, Soi Lat Phrao 111, Khlong Chan        | 150 - 500                  |
+| Khun Young's Kitchen                | 4.8    | 67, 16 Lat Phrao 111, Khlong Chan                | 150 - 500                  |
+| อร่อยดี (Aroi Dee)                 | 4.7    | Unnamed Road, Khlong Chan, Bang Kapi             | 150 - 500                  |
+| ร้านอาหาร 109 (Restaurant 109)     | 5.0    | 397 Lat Phrao 109 Alley, Lane 1, Khlong Chan    | 150 - 500                  |
+| SiSiam                              | 5.0    | 67, 20-21 Lat Phrao 111, Khlong Chan             | 150 - 500                  |
+| LT Fish Restaurant The Mall Bangkapi| 4.6    | The Mall Bangkapi, Khwaeng Khlong Chan           | 150 - 500                  |
+| Yuzu Ramen Thailand The Mall Bangkapi| 3.2   | 3522 Lat Phrao Rd, Khlong Chan                   | 150 - 500                  |
 
 #### 2. Numerical Data
-- **Number of Competitors:** 21 restaurants within a 2 km radius.
-- **Average Meal Price Range:** 150 - 1,000 THB.
-- **Community Type:** Mixed-use with residential and commercial establishments.
-- **Average Household Expenditure:** 17,000 THB per month.
-- **Average Household Size:** 4 persons.
+- **Number of Competitors:** 21 restaurants within a 1 km radius.
+- **Common Products Sold:** Primarily Thai cuisine, with some offering Japanese and seafood options.
+- **Price Range of Competitors:** 150 - 1,200 THB per meal.
+- **Community Type:** Urban, with a mix of residential and commercial areas.
+- **Household Expenditures:**
+  - Average monthly expenditure on food: 12,000 THB
+  - Average monthly expenditure on dining out: 4,700 THB
+  - Average monthly expenditure on entertainment: 3,400 THB
+- **Population:** Approximately 12,000 residents in the Bang Kapi District.
 
 #### 3. Descriptive Analytical Summary
-- **Target Customers:** The target customers in Nuan Chan are likely to be local residents and families, given the average household size and expenditure. The presence of various restaurants indicates a diverse culinary interest among the community.
-- **Potential Sales:** With 21 competitors, the market is moderately saturated, but there is still potential for a unique dining experience or cuisine that is currently underrepresented.
-- **Pricing Strategy:** A competitive pricing strategy should be adopted, with menu items priced between 150 - 500 THB to attract a broad customer base while also offering premium options for higher-end dining experiences.
-- **Optimal Price Range:** Based on competitor pricing and community expenditure, an optimal price range for menu items would be between 200 - 600 THB, allowing for both affordability and quality dining experiences.
+- **Target Customers:** The target customers are likely to be local residents, office workers, and visitors to the area, who are looking for convenient dining options. The average household expenditure indicates a willingness to spend on dining out, especially for casual and mid-range restaurants.
+  
+- **Potential Sales and Pricing Strategy:** Given the competitive landscape, a pricing strategy that aligns with the average price range of 150 - 500 THB for casual dining would be optimal. Offering promotions or loyalty programs could attract repeat customers.
+
+- **Optimal Price Range:** Based on competitor analysis and household expenditure data, setting menu prices within the range of 150 - 500 THB would be advisable to capture the local market effectively. Additionally, considering the high ratings of competitors, maintaining quality and service will be crucial for success.
 
-This analysis provides a comprehensive overview for considering the opening of a restaurant in Nuan Chan, highlighting the competitive landscape, potential customer base, and strategic pricing considerations.
+This report provides a comprehensive overview of the restaurant landscape near Lumpini Center, Lat Phrao, and offers insights for potential business strategies in the area.
 
 
 --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
 quesion: 
-	Coffee shop near Central World
+	วิเคราะห์การเปิดร้านกาแฟใกล้มาบุญครอง
 answer: 
-	### 
-
-#### 1. List of Competitors
-- **The Coffee Academics Thailand, Gaysorn Village**
-- **Sip 'n Drip**
-- **Cafe Kaldi**
-- **Gallery Drip Coffee**
-- **fada coffee & tea**
-- **Coffeelismco**
-- **Bearoffee Coffee & Bistro**
-- **Casa Lapin Specialty Coffee x Ratchathewi**
-- **Samantao Heritage Coffee**
-- **Coffeeology**
+	### Final Report on Opening a Coffee Shop Near Maboonkrong (มาบุญครอง)
+
+#### 1. Competitor Analysis
+Here is a list of notable competitors in the vicinity of Maboonkrong, including their ratings and product prices:
+
+| Competitor Name                          | Rating | Address                                           | Price Range (THB) |
+|------------------------------------------|--------|---------------------------------------------------|--------------------|
+| Olympic Coffee                           | 4.8    | 43/4 Rama VI Rd, Rong Muang, Pathum Wan         | 60 - 120           |
+| Salotto Coffee                           | 5.0    | 813/8 Phetchaburi Rd, Thanon Phaya Thai, Ratchathewi | 120 - 200          |
+| Bullet Thai Craft Beer                   | 5.0    | 85 1 Akkharanithi Alley, Thanon Phaya Thai, Ratchathewi | 60 - 120           |
+| Greatercafe Specialty Coffee Bangkok     | 4.7    | 1/11 Rong Muang 5 Alley, Rong Muang, Pathum Wan | 60 - 120           |
+| กาแฟบ้านนอก (Ban Nok Coffee)           | 5.0    | 355 10330 367 Soi Chula3 Wang Mai, Khet Phatumwan | 60 - 120           |
+| NOONKOTSI KOREAN DESSERT CAFE            | 4.9    | 1792 Rama I Rd, Rong Muang, Pathum Wan          | 60 - 120           |
+| Mongkol COFFEE                           | 4.6    | 266/15 Rama I Rd, Pathum Wan                     | 60 - 120           |
+| CONTRAST.BKK                             | 4.4    | 923 Soi Chulalongkorn 5, Wangmai, Pathum Wan    | 60 - 120           |
+| Pacamara Coffee Roasters                 | 4.4    | 999/9 Rama I Rd, Pathum Wan                      | 120 - 200          |
+| Bantatthong Cafe                         | 4.8    | 1800 Rama I Rd, Wang Mai, Pathum Wan             | 60 - 120           |
 
 #### 2. Numerical Data
-- **Number of Competitors**: 10
-- **Common Products**: Coffee, specialty coffee, tea
-- **Price Range**: 
-  - The Coffee Academics: 100-200 THB
-  - Sip 'n Drip: 80-150 THB
-  - Cafe Kaldi: 90-180 THB
-  - Gallery Drip Coffee: 120-250 THB
-  - fada coffee & tea: 70-160 THB
-  - Coffeelismco: 100-200 THB
-  - Bearoffee Coffee & Bistro: 90-180 THB
-  - Casa Lapin: 120-250 THB
-  - Samantao Heritage Coffee: 100-300 THB
-  - Coffeeology: 90-200 THB
-- **Competitor Ratings**: Range from 4.1 to 4.9
-- **Community Type**: Urban area with commercial and residential mix
-- **Population**: Approximately 22,000 residents
-- **Average Household Expenditure**: Around 30,000 THB per month
+- **Number of Competitors**: 10 notable coffee shops within a 1 km radius.
+- **Common Products**: Coffee (standard and specialty), pastries, and snacks.
+- **Price Range of Competitors**: 
+  - Standard Coffee: 60 - 120 THB
+  - Specialty Coffee: 120 - 200 THB
+  - Pastries and Snacks: 30 - 80 THB
+- **Community Type**: Urban, with a mix of residential and commercial areas.
+- **Population**: Approximately 22,000 residents in Pathum Wan.
+- **Average Monthly Household Expenditure**: 17,000 THB.
+- **Average Spending on Food and Beverages**: 19% of total expenditures.
+- **Average Spending on Entertainment and Leisure**: 42% of total expenditures.
 
 #### 3. Descriptive Analytical Summary
-- **Target Customers**: The target customers are likely to be urban professionals, tourists, and local residents who frequent the area for shopping and leisure. The high ratings of competitors suggest a demand for quality coffee and a pleasant café experience.
-- **Potential Sales**: Given the high foot traffic from nearby hotels and shopping centers, there is significant potential for sales. The average price range of competitors indicates that customers are willing to pay for quality coffee.
-- **Pricing Strategy**: A competitive pricing strategy should be adopted, with prices set between 90-200 THB for standard coffee offerings and 120-250 THB for specialty drinks. This aligns with the pricing of existing competitors while ensuring profitability.
-- **Optimal Price Range**: Based on competitor pricing and customer demographics, an optimal price range for a new coffee shop in this area would be between 100-200 THB for regular coffee and 150-250 THB for specialty coffee.
+**Target Customers**: The target customers for a new coffee shop in this area would primarily be local residents, office workers, and tourists visiting the nearby shopping centers. Given the high ratings of existing competitors, customers are likely looking for quality coffee and a comfortable atmosphere.
 
-This analysis provides a comprehensive overview of the competitive landscape for coffee shops near Central World, along with insights into potential strategies for entering this market.
+**Potential Sales and Pricing Strategy**: 
+- **Sales Potential**: With a population of 22,000 and a significant percentage of disposable income allocated to food and beverages, there is a strong potential for sales. 
+- **Pricing Strategy**: To remain competitive, pricing should align with existing coffee shops. A suggested price range for standard coffee could be set at 60 - 120 THB, while specialty coffee could be priced at 120 - 200 THB. Offering promotions or loyalty programs could attract more customers.
+
+**Optimal Price Range**: Based on competitor analysis and community data, the optimal price range for coffee products should be:
+- Standard Coffee: 60 - 120 THB
+- Specialty Coffee: 120 - 200 THB
+- Pastries and Snacks: 30 - 80 THB
+
+This pricing strategy, combined with a focus on quality and customer experience, could position the new coffee shop for success in the competitive market near Maboonkrong.
 
 
 --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
 quesion: 
-	Search for grocery stores near Victory Monument and analyze the population
+	วิเคราะห์การเปิดร้านอาหารแถวนวลจันทร์
 answer: 
-	### Competitor Analysis Report for Grocery Stores Near Victory Monument
-
-#### 1. List of Competitors
-- **Lotus’s go fresh** (Rating: 4.1)
-- **Siddhartha Grocery Store** (Rating: 4.5)
-- **Tops Century** (Rating: 3.7)
-- **Myanmar Food Grocery Store** (Rating: 3.5)
-- **Get it Supermarket** (Rating: 0)
-- **Food Park** (Rating: 0)
-- **Lotus’** (Rating: 2.6)
-- **Tops Daily Soi Talad Sri Wanit** (Rating: 0)
-- **Various other local grocery stores** with varying ratings.
-
-#### 2. Numerical Data
-- **Number of Competitors**: 18 grocery stores within a 1 km radius.
-- **Common Products**: Groceries, fresh produce, packaged foods, household items.
-- **Price Range**: Average household expenditure in Bangkok is around 30,000 THB per month.
-- **Competitor Ratings**: Range from 0 to 4.5.
-- **Community Type**: Urbanized area with a mix of residential and commercial spaces.
-- **Population**: Approximately 10.5 million in Bangkok.
-
-#### 3. Descriptive Analytical Summary
-- **Target Customers**: The target customers are likely to be local residents, office workers, and tourists in the area, looking for convenience and variety in grocery shopping.
-- **Potential Sales**: Given the high population density and average household expenditure, there is significant potential for sales in grocery items.
-- **Pricing Strategy**: Competitors have varying ratings, indicating a mix of quality and price. A competitive pricing strategy should be adopted, focusing on quality products at reasonable prices to attract customers.
-- **Optimal Price Range**: Based on competitor analysis and household expenditures, an optimal price range for grocery items could be set between 30-100 THB for everyday items, ensuring affordability while maintaining quality.
-
-This report provides a comprehensive overview of the competitive landscape for grocery stores near Victory Monument, along with insights into the target market and potential strategies for success.
+	
 
 
 --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
 quesion: 
-	Analyze competitors of a bakery near Chatuchak Market
+	วิเคราะห์การเปิดร้านอาหารใกล้สยามพารากอน
 answer: 
-	### 
-
-#### 1. Competitors List
-Here are the names of the competitors of bakeries near Chatuchak Market:
-- Neighbourhood Toast Shop
-- Sanan Bakery
-- The Croissant Corner
-- Morn Loh Hiang Bakery
-- Baked With Hearts
-- Bakery by AU
-- Tasty Bakery
-- Twentyseven Bakery
-- S&P Big C SaphanKwai
-- JJ Mall One More Bite Japanese Bakery
+	### Final Report: Analysis of Opening a Restaurant Near Siam Paragon
+
+#### 1. Competitor Overview
+Here is a list of competitors within a 1 km radius of Siam Paragon, including their ratings and addresses:
+
+| Restaurant Name                                      | Rating | Address                                                   |
+|-----------------------------------------------------|--------|-----------------------------------------------------------|
+| Shree Bhavan Pure South Indian Vegetarian Restaurant | 4.9    | 120 Pratunam Market, 45 Ratchaprarop Rd, Ratchathewi    |
+| The SQUARE Restaurant                                | 4.4    | 220 Petchaburi Road, Ratchathewi                          |
+| Stock.Room                                          | 4.6    | Kimpton Maa-Lai Bangkok, Soi Ton Son, Pathum Wan         |
+| Mickey's Diner BKK                                  | 4.1    | GF Floor, Amarin Plaza, Phloen Chit Rd, Pathum Wan      |
+| Indiagate Restaurant                                 | 4.6    | 567/ Ratchaprarop Rd, Makkasan, Ratchathewi              |
+| Flourish                                            | 4.2    | 80 Soi Ton Son, Lumphini, Pathum Wan                     |
+| Angkor Restaurant                                    | 4.7    | 42 Phetchaburi Rd, Ratchathewi                            |
+| Medici Kitchen & Bar                                 | 4.4    | 55 Lang Suan Rd, Lumphini, Pathum Wan                    |
+| NO.43 Italian Bistro                                 | 4.3    | 43 Soi Langsuan, Lumphini, Pathum Wan                    |
+| La VIE Bistronomy                                   | 4.5    | 117 Phaya Thai Rd, Ratchathewi                            |
 
 #### 2. Numerical Data
-- **Number of Competitors**: 10
-- **Ratings Range**: 3.7 to 5.0
-- **Average Household Expenditure**: Approximately 34,000 THB per month
-- **Population in Chatuchak Area**: Approximately 39,000 residents
-- **Common Products and Price Range**:
-  - Pastries: 30 - 100 THB
-  - Cakes: 500 - 1,500 THB
-  - Breads: 20 - 80 THB
+- **Number of Competitors**: 10 notable restaurants within 1 km.
+- **Commonly Sold Products**: Varied cuisines including Indian, Italian, and local Thai dishes.
+- **Price Range**: Average meal prices in the area range from 200 to 1,500 THB depending on the restaurant type and cuisine.
+- **Competitor Ratings**: Range from 4.1 to 4.9.
+- **Community Type**: Urban metropolitan area with a mix of residential, commercial, and tourist attractions.
+- **Population Data**: Approximately 10.5 million in Bangkok.
+- **Household Expenditures**: Average monthly household expenditure is around 28,000 THB.
 
 #### 3. Descriptive Analytical Summary
-- **Target Customers**: The target customers for bakeries in the Chatuchak area are likely to be local residents, tourists visiting the market, and shoppers from nearby malls. The demographic includes families, young professionals, and students.
-  
-- **Potential Sales**: Given the population and the average household expenditure, there is a significant market for baked goods. If a bakery can capture even a small percentage of the local population, it could see substantial sales.
-
-- **Pricing Strategy**: The optimal price range for products should be competitive with existing bakeries. For pastries, a price range of 30 - 80 THB would be attractive, while cakes could be priced between 500 - 1,200 THB depending on size and customization.
+- **Target Customers**: The target market includes both tourists and locals, particularly those seeking high-quality dining experiences. The presence of luxury hotels and shopping centers nearby suggests a clientele willing to spend on dining.
+- **Potential Sales**: Given the high foot traffic and the variety of existing dining options, a restaurant that offers unique or specialized cuisine could attract a significant number of customers.
+- **Pricing Strategy**: A competitive pricing strategy should be adopted, with menu items priced between 300 to 800 THB to appeal to both budget-conscious diners and those looking for a premium experience.
+- **Optimal Price Range**: Based on competitor analysis and household expenditure data, an optimal price range for menu items would be between 300 to 600 THB, allowing for a balance between affordability and quality.
 
-- **Location Considerations**: Being near Chatuchak Market, a bakery should leverage foot traffic from shoppers and tourists. Offering unique products or promotions could help attract customers.
-
-This analysis provides a comprehensive overview of the competitive landscape for a bakery near Chatuchak Market, along with insights into potential strategies for success.
+This report provides a comprehensive overview of the competitive landscape and market potential for opening a restaurant near Siam Paragon. Further market research and a detailed business plan would be beneficial for a successful launch.
 
 
 --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
 quesion: 
-	coffee shop near mbk center
+	Search for grocery stores near Victory Monument and analyze the population
 answer: 
-	### 
-
-#### 1. Competitors List
-- BEANS Coffee Roaster Paragon
-- The Palette
-- Olympic Coffee
-- Treasure Specialty Coffee
-- Salotto Coffee
-- Bullet Thai Craft Beer
-- Sip 'n Drip
-- D Coffee House
-- Greatercafe Specialty Coffee Bangkok
-- ร้านมดแดง coffee
+	### Final Report
+
+#### 1. Competitor Analysis
+Here is a list of grocery stores near Victory Monument, including their ratings:
+
+| Store Name                                      | Address                                               | Rating |
+|-------------------------------------------------|-------------------------------------------------------|--------|
+| Lotus’s go fresh                                | 104, 30-34 Rang Nam Alley, Thanon Phaya Thai, Ratchathewi | 4.1    |
+| Myanmar food grocery store                       | 120 Ratchaprarop Rd, Thanon Phaya Thai, Ratchathewi | 3.5    |
+| Get it Supermarket                              | 420/8, Ratchawithi Rd, Ratchathewi                   | Not rated |
+| Tops daily Soi Talad Sri Wanit                  | 208/3, 208/4 Thanon Asok - Din Daeng, Khwaeng Din Daeng | Not rated |
+| Food park                                       | 59 Soi Phetchaburi 15, Thanon Phaya Thai, Ratchathewi | Not rated |
+| Lotus’                                          | 17/1 Soi Ratchawithi 9, Thanon Phaya Thai, Ratchathewi | 2.6    |
+| CP Freshmart                                    | 212/1 Thung Phaya Thai, Ratchathewi                   | 3.4    |
+| YS GROCERY STORE (Indian, Pakistani, Bangladeshi Store) | 122/35 Ratchaprarop Rd, Thanon Phaya Thai, Ratchathewi | 5.0    |
+| Tops Century                                    | 15 Phaya Thai Rd, Thanon Phaya Thai, Ratchathewi     | 3.7    |
 
 #### 2. Numerical Data
-- **Number of Competitors**: 10
-- **Common Products and Prices**:
-  - Average coffee price: $3.00 - $5.00
-  - Craft beer price (Bullet Thai Craft Beer): $6.00
-- **Ratings**: 
-  - Range: 4.7 to 5.0
-- **Community Type**: Urban area with residential, commercial, and tourist attractions.
-- **Population Data**: Approximately 22,000 residents in Pathum Wan.
-- **Household Expenditures**: Average of $1,200 per month.
+- **Number of Competitors**: 9 grocery stores
+- **Common Products**: General grocery items, fresh produce, ethnic foods (Indian, Pakistani, Bangladeshi)
+- **Price Range**: Not specified, but typically varies based on store type and location.
+- **Community Type**: Urban
+- **Population**: Approximately 46,000 residents
+- **Households**: About 19,000 households
+- **Family Units**: Approximately 39,000 family units
 
 #### 3. Descriptive Analytical Summary
-- **Target Customers**: The target customers for coffee shops near MBK Center include local residents, tourists visiting the area, and office workers. The high ratings of the coffee shops indicate a preference for quality coffee and a good atmosphere.
-- **Potential Sales**: Given the average household expenditure and the number of coffee shops, there is a significant potential for sales, especially during peak hours when foot traffic is high.
-- **Pricing Strategy**: The optimal price range for coffee should be between $3.00 and $5.00, aligning with competitors while ensuring quality. Offering unique blends or specialty drinks could justify higher prices.
-- **Location Considerations**: Proximity to tourist attractions and shopping areas like MBK Center enhances visibility and foot traffic, making it essential to maintain high standards of service and product quality to attract repeat customers.
+- **Target Customers**: The area has a diverse population, including local residents and expatriates, which suggests a demand for both local and international grocery products.
+- **Potential Sales**: Given the population density and the number of households, there is a significant potential for grocery sales, especially for stores that cater to specific ethnic communities.
+- **Pricing Strategy**: Competitive pricing will be essential, especially against established stores like YS Grocery Store, which has a high rating. Offering promotions or loyalty programs could attract more customers.
+- **Optimal Price Range**: Prices should be aligned with competitors, likely in the mid-range to accommodate the diverse customer base while ensuring profitability.
 
-This report provides a comprehensive overview of the competitive landscape for coffee shops near MBK Center, along with insights into customer demographics and potential sales strategies.
+This report provides a comprehensive overview of the grocery market near Victory Monument, highlighting key competitors, demographic insights, and strategic recommendations for entering or expanding in this market.
 
 
 --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
 quesion: 
-	วิเคราะห์การเปิดร้านกาแฟใกล้มาบุญครอง
+	วิเคราะห์ธุรกิจโรงแรมแถวซอยมิตรภาพ 8
 answer: 
-	### 
-
-#### 1. Competitors
-Here is a list of coffee shops near Maboonkrong:
-- **BEANS Coffee Roaster Paragon** (Rating: 5.0)
-- **The Palette** (Rating: 4.8)
-- **Olympic Coffee** (Rating: 4.8)
-- **Treasure Specialty Coffee** (Rating: 4.9)
-- **Salotto Coffee** (Rating: 5.0)
-- **Bullet Thai Craft Beer** (Rating: 5.0)
-- **Sip 'n Drip** (Rating: 4.9)
-- **D Coffee House** (Rating: 4.9)
-- **Greatercafe Specialty Coffee Bangkok** (Rating: 4.7)
-- **กาแฟบ้านนอก (Ban Nok Coffee)** (Rating: 5.0)
+	### Final Report on Hotel Business Analysis near Soi Mittraphap 8
+
+#### 1. Competitor Overview
+Here is a list of competitors in the hotel business near Soi Mittraphap 8, including their ratings:
+
+| Hotel Name                     | Address                                               | Rating |
+|--------------------------------|------------------------------------------------------|--------|
+| Hotel CHADA VERANDA            | 88 Sri Chant Rd, Tambon Nai Mueang, Mueang Khon Kaen District | 4.0    |
+| V Wish Hotel                   | 56 Glang Muang Rd, Tambon Nai Mueang, Mueang Khon Kaen District | 4.1    |
+| Khon Kaen Orchid Hotel         | 149 96 Thanon Mittraphap, Tambon Nai Mueang, Mueang Khon Kaen District | 4.2    |
+| Glacier Hotel                  | 141 Pracha Samran Rd, Nai Mueang, Mueang Khon Kaen District | 3.8    |
+| Ad Lib Khon Kaen               | Khon Kaen Innovation Centre 999 Srichan Road Nai Muang Muang | 4.6    |
+| Charoen Thani Hotel, Khon Kaen | 260 Sri Chant Rd, Nai Mueang, Mueang Khon Kaen District | 4.1    |
+| OMG HOTEL                      | 53/1 Phimphasut Rd, Tambon Nai Mueang, Mueang Khon Kaen District | 4.2    |
+| Goodday Hotel                  | 164/24 Mueang Khon Kaen District                     | 4.0    |
+| LE CASSIA HOTEL                | 68 Phimphasut Rd, Tambon Nai Mueang, Mueang Khon Kaen District | 4.2    |
 
 #### 2. Numerical Data
-- **Number of Competitors**: 10 coffee shops listed.
-- **Average Ratings**: Range from 4.7 to 5.0.
-- **Population in Pathum Wan**: Approximately 22,000 residents.
-- **Average Monthly Household Expenditure**: THB 17,000.
-- **Average Annual Household Expenditure**: THB 204,000.
-- **Coffee Pricing**:
-  - Standard Coffee: THB 60 - THB 120
-  - Specialty Coffee: THB 120 - THB 250
-  - Popular Chains (e.g., Starbucks): THB 100 - THB 200.
-- **Foot Traffic**: MBK Center attracts over 100,000 visitors per day during peak times.
+- **Number of Competitors**: 9 hotels listed above.
+- **Commonly Sold Products**: Hotel rooms, food and beverage services, event spaces.
+- **Price Range**: Average daily rates range from approximately 1,000 to 2,500 THB depending on the hotel and room type.
+- **Competitor Ratings**: Range from 3.8 to 4.6.
+- **Community Type**: Urban area with a mix of residential and commercial establishments.
+- **Household Expenditures**: Average household expenditure in the area is around 30,000 THB per month.
+- **Population Data**: The population in the vicinity is approximately 150,000 residents.
 
 #### 3. Descriptive Analytical Summary
-The coffee shop market near Maboonkrong is competitive, with several high-rated establishments. The target customers are likely to be a mix of local residents, tourists, and shoppers from the nearby MBK Center and other attractions. 
-
-**Potential Sales and Pricing Strategy**:
-- Given the average household expenditure and the competitive pricing of existing coffee shops, a pricing strategy that aligns with the market (THB 60 - THB 120 for standard coffee and THB 120 - THB 250 for specialty coffee) would be optimal.
-- Unique offerings, such as specialty brews or themed events, could attract customers looking for a distinct experience.
+- **Target Customers**: The target customers for hotels in this area include business travelers, tourists, and local residents seeking short-term accommodations. The high ratings of the hotels suggest a focus on quality service and customer satisfaction.
+- **Potential Sales**: Given the occupancy rates and average daily rates, potential sales can be estimated based on the number of rooms and average occupancy. For example, a hotel with 100 rooms at an average occupancy of 70% and an ADR of 1,500 THB could generate approximately 31,500 THB per day.
+- **Pricing Strategy**: The pricing strategy should consider competitor rates, customer demographics, and seasonal demand. A competitive pricing strategy that offers value-added services (e.g., breakfast, free Wi-Fi) could attract more customers.
+- **Optimal Price Range**: Based on competitor analysis, an optimal price range for new hotel offerings could be set between 1,200 to 2,000 THB per night, depending on the amenities provided.
 
-**Optimal Price Range**:
-- For a new coffee shop, setting prices slightly below the average of competitors could help in attracting initial customers while maintaining quality. A price range of THB 50 - THB 100 for standard coffee and THB 100 - THB 200 for specialty options could be effective.
-
-In conclusion, opening a coffee shop near Maboonkrong presents a promising opportunity, especially with the high foot traffic and diverse customer base. A focus on quality, unique offerings, and competitive pricing will be key to success.
+This report provides a comprehensive overview of the hotel business landscape around Soi Mittraphap 8, highlighting key competitors, market dynamics, and strategic recommendations for potential hotel ventures in the area.
 
 
 --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
 quesion: 
-	วิเคราะห์ร้านอาหารแถวลุมพินี เซ็นเตอร์ ลาดพร้าว
+	Analyze the feasibility of opening a restaurant near Siam Paragon
 answer: 
-	### 
-
-#### 1. Competitors List
-- **Thai Restaurant** (Rating: 4.5)
-- **Thai Flavours** (Rating: 5.0)
-- **Xiang (อี๋อี๋)** (Rating: 4.8)
-- **Khun Young's Kitchen** (Rating: 4.8)
-- **Kham Thai - Myanmar Restaurant** (Rating: 5.0)
-- **107 PaHung Restaurant** (Rating: 4.4)
-- **Shabubomb** (Rating: 4.9)
-- **Mellow Steak** (Rating: 4.6)
-- **AL-Waha Restaurant (Halal)** (Rating: 4.2)
+	### Final Report on the Feasibility of Opening a Restaurant Near Siam Paragon
+
+#### 1. Competitor Overview
+- **Total Competitors**: 21 restaurants identified within a 1 km radius of Siam Paragon.
+- **Notable Competitors**:
+  - **Shree Bhavan Pure South Indian Vegetarian Restaurant**: Rating 4.9
+  - **Indiagate Restaurant**: Rating 4.6
+  - **NILA Coastal Indian Cuisine**: Rating 5.0
+  - **The SQUARE Restaurant**: Rating 4.4
+  - **Angkor Restaurant**: Rating 4.7
+- **Price Range**: 
+  - Street food prices to upscale dining (up to HK$195 or approximately $25).
 
 #### 2. Numerical Data
-- **Number of Competitors:** 21 restaurants found in the vicinity.
-- **Common Products Sold:** Thai cuisine, Halal options, steak, and various international dishes.
-- **Price Range:** 
-  - Average meal price: 120-600 THB.
-- **Ratings Range:** 4.2 to 5.0.
-- **Community Type:** Urban locality with a mix of residential and commercial areas.
-- **Household Expenditures:**
-  - Average monthly food expenditure: 12,000 THB.
-  - Average monthly dining out expenditure: 4,700 THB.
-- **Population Data:** Approximately 12,000 residents in the Bang Kapi District.
+- **Common Products**: Thai cuisine, Indian cuisine, vegetarian options, street food.
+- **Competitor Ratings**: Range from 3.3 to 5.0.
+- **Community Type**: Urban locality with high foot traffic due to shopping and tourism.
+- **Household Expenditures**: Significant spending on dining out, especially in mid-range and high-end restaurants.
 
 #### 3. Descriptive Analytical Summary
-The target customers in the Bang Kapi District are likely to be a mix of local residents and visitors, including families and young professionals. The presence of various dining options, including Halal restaurants, indicates a diverse customer base. 
-
-Potential sales for a new restaurant could be promising, given the average monthly expenditure on dining out is 4,700 THB per household. A pricing strategy that aligns with the average meal prices (120-600 THB) would be optimal. 
-
-To attract customers, a competitive pricing strategy should be employed, possibly starting at the lower end of the price range while ensuring quality to build a strong reputation. Additionally, offering unique dishes or experiences could differentiate a new restaurant from existing competitors. 
+- **Target Customers**: The area attracts both locals and tourists, with a diverse demographic looking for various dining experiences.
+- **Potential Sales**: Given the high foot traffic and the presence of hotels and shopping centers, there is a strong potential for sales, especially if the restaurant offers unique or high-demand cuisine.
+- **Pricing Strategy**: A competitive pricing strategy that offers value while maintaining quality will be essential. Consideration should be given to the pricing of nearby competitors, with options for both affordable and premium dining experiences.
+- **Optimal Price Range**: Aiming for a price range that aligns with mid-range to high-end dining (approximately $10 to $25 per meal) could attract a broad customer base while ensuring profitability.
 
-Overall, the combination of a vibrant community, reasonable pricing, and a diverse customer base presents a favorable environment for a new restaurant venture in the area.
+In conclusion, opening a restaurant near Siam Paragon is feasible, provided that the business differentiates itself in terms of cuisine, ambiance, and customer service to stand out in a competitive market.
 
 
 --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
-average execution time: 36.52953779697418sec.
+average execution time: 22.575254702568053sec.

tools.ipynb

@@ -91,6 +91,8 @@
     "from langchain_core.tools import tool\n",
     "from langchain_core.tools import Tool\n",
     "from langchain_google_community import GoogleSearchAPIWrapper\n",
+    "from langchain_community.document_loaders import WebBaseLoader\n",
+    "\n",
     "import utils\n",
     "\n",
     "utils.load_env()\n",
@@ -104,6 +106,11 @@
     "    description=\"Search Google for recent results.\",\n",
     "    func=search.run,\n",
     ")\n",
+    "web_loader = Tool(\n",
+    "    name=\"google_search\",\n",
+    "    description=\"Search Google for recent results.\",\n",
+    "    func=WebBaseLoader,\n",
+    ")\n",
     "\n",
     "tools = [find_place_from_text, nearby_search]\n",
     "\n",

tools.py

@@ -2,6 +2,12 @@ import gplace
 from typing import TypedDict, Optional
 from langchain_google_community import GoogleSearchAPIWrapper
 import utils
+## Document vector store for context
+from langchain_chroma import Chroma
+from langchain_text_splitters import RecursiveCharacterTextSplitter
+from langchain_community.document_loaders import CSVLoader
+from langchain_openai import OpenAIEmbeddings
+import glob
 
 utils.load_env()
 
@@ -132,11 +138,48 @@ def google_search(input_dict: GoogleSearchInput):
     return search.run(input_dict['keyword'])
 
 
-# %%
-# gplace_tools.py
-from langchain_core.tools import Tool
+## Document csv
+def get_documents(file_pattern="document/*.csv"):
+    file_paths = tuple(glob.glob(file_pattern))
+
+    all_docs = []
+
+    for file_path in file_paths:
+        loader = CSVLoader(file_path=file_path)
+        docs = loader.load()
+        all_docs.extend(docs)  # Add the documents to the list
+        
+    return all_docs
+
+
+def get_retriver_from_docs(docs):
+    # Split text into chunks separated.
+    text_splitter = RecursiveCharacterTextSplitter(chunk_size=500, chunk_overlap=100)
+    splits = text_splitter.split_documents(docs)
+
+    # Text Vectorization.
+    vectorstore = Chroma.from_documents(documents=splits, embedding=OpenAIEmbeddings())
+
+    # Retrieve and generate using the relevant snippets of the blog.
+    retriever = vectorstore.as_retriever()
+    
+    return retriever
+
+
+
+
+from langchain.tools.retriever import create_retriever_tool
 from langchain_core.tools import tool
 
+
+docs = get_documents()
+retriever = get_retriver_from_docs(docs)
+
+population_doc_retriever = create_retriever_tool(
+    retriever,
+    "search_population_community_household_expenditures_data",
+    "Use this tool to retrieve information about population, community and household expenditures. by searching distinct or province"
+)
 google_search = tool(google_search)
 find_place_from_text = tool(find_place_from_text)
 nearby_search = tool(nearby_search)