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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import utils\n",
    "\n",
    "utils.load_env()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/langchain_core/_api/deprecation.py:141: LangChainDeprecationWarning: The class `GooglePlacesTool` was deprecated in LangChain 0.0.33 and will be removed in 0.3.0. An updated version of the class exists in the langchain-google-community package and should be used instead. To use it run `pip install -U langchain-google-community` and import as `from langchain_google_community import GooglePlacesTool`.\n",
      "  warn_deprecated(\n",
      "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/langchain_core/_api/deprecation.py:141: LangChainDeprecationWarning: The class `GooglePlacesAPIWrapper` was deprecated in LangChain 0.0.33 and will be removed in 0.3.0. An updated version of the class exists in the langchain-google-community package and should be used instead. To use it run `pip install -U langchain-google-community` and import as `from langchain_google_community import GooglePlacesAPIWrapper`.\n",
      "  warn_deprecated(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'1. Fashion Island\\nAddress: 587-589/7-9, Ram Inthra Rd, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJd57HEQRjHTERG_xSTcdQoYs\\nPhone: 02 947 5000\\nWebsite: http://www.fashionisland.co.th/\\n\\n\\n2. Food Island-Fashion Island\\nAddress: 5/5-6 หมู่ 5 Fashion Island, Ram Inthra Rd, Khwaeng Khan Na Yao, บางเขน Krung Thep Maha Nakhon 10220, Thailand\\nGoogle place ID: ChIJxVlvKA9jHTERAaDXThEk0sU\\nPhone: Unknown\\nWebsite: https://www.fashionisland.co.th/\\n\\n\\n3. Grand Station @ Fashion Island\\nAddress: Fashion Island Shopping Mall คันนายาว Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJgYJ0xNxjHTERqh7EMAXGflk\\nPhone: 02 947 5000\\nWebsite: https://www.fashionisland.co.th/about-us/grandstation/\\n\\n\\n4. 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": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from langchain_community.tools import GooglePlacesTool\n",
    "\n",
    "places = GooglePlacesTool()\n",
    "places.run(\"fasion islands\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#find places id\n",
    "#near by search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'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"
     ]
    }
   ],
   "source": [
    "def find_place_from_text(input_text, location=None, radius=2000):\n",
    "    # Retrieve the API key from environment variables\n",
    "    api_key = os.getenv('GPLACES_API_KEY')\n",
    "\n",
    "    if not api_key:\n",
    "        raise ValueError(\"API key not found. Please set the GOOGLE_MAPS_API_KEY environment variable.\")\n",
    "\n",
    "    # Define the endpoint URL\n",
    "    url = \"https://maps.googleapis.com/maps/api/place/findplacefromtext/json\"\n",
    "\n",
    "    # Define the parameters for the request\n",
    "    params = {\n",
    "        'fields': 'formatted_address,name,rating,opening_hours,geometry',\n",
    "        'input': input_text,\n",
    "        'inputtype': 'textquery',\n",
    "        'key': api_key\n",
    "    }\n",
    "    \n",
    "    params['locationbias'] = f'circle:{radius}@{location}' if location is not None and radius is not None else None\n",
    "\n",
    "    # Make the request to the Google Maps API\n",
    "    response = requests.get(url, params=params)\n",
    "\n",
    "    # Check if the request was successful\n",
    "    if response.status_code == 200:\n",
    "        return response.json()  # Return the JSON response\n",
    "    else:\n",
    "        response.raise_for_status()  # Raise an exception for HTTP errors\n",
    "\n",
    "# Example usage:\n",
    "location = \"15.87,100.9925\"  # Latitude and Longitude\n",
    "input_text = \"hotel\"\n",
    "result = find_place_from_text(input_text, location)\n",
    "\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coordinates: 13.744677,100.5295593\n"
     ]
    }
   ],
   "source": [
    "def find_location(input_text:str, location:str=None, radius=10000):\n",
    "    # Call the find_place_from_text function to get the location data\n",
    "    data = find_place_from_text(input_text, location, radius)\n",
    "\n",
    "    # Extract the latitude and longitude from the response\n",
    "    candidates = data.get('candidates', [])\n",
    "    if len(candidates)==0:\n",
    "        raise ValueError(\"No location found.\")\n",
    "\n",
    "    # Assuming we're taking the first candidate\n",
    "    geometry = candidates[0].get('geometry', {})\n",
    "    location = geometry.get('location', {})\n",
    "\n",
    "    latitude = location.get('lat')\n",
    "    longitude = location.get('lng')\n",
    "\n",
    "    if latitude is None or longitude is None:\n",
    "        raise ValueError(\"Latitude or Longitude not found in the response.\")\n",
    "\n",
    "    # Return the latitude and longitude as a formatted string\n",
    "    return f\"{latitude},{longitude}\"\n",
    "\n",
    "\n",
    "location = \"15.87,100.9925\"  # Latitude and Longitude\n",
    "input_text = \"มาบุญครอง\"\n",
    "coordinates = find_location(input_text, location)\n",
    "print(f\"Coordinates: {coordinates}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'business_status': 'OPERATIONAL',\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': 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': ['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': 13.7467728, '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': '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': ['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': 13.7468712, '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': 'ChIJc33lpDKZ4jARil4bO37UbIs',\n",
       "  'scope': 'GOOGLE',\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': 13.7627061, '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': 4000,\n",
       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/101078213475534837237\">A Google User</a>'],\n",
       "    'photo_reference': 'AXCi2Q5sc9dLfaqO79qSoPvgA6E9rcouVekbl-jKloKDhM5ZVhnKmqEE2k9-jeg4kDUtFt-gE-f5P4YbOU2vdIjGaYg7GJyrzDrT7xLpT_UbIH2Km19g_H-JgQd1D3afrBvjtRklWFwDoCw7TnZtPqyF7GGia6yp4qPp7OLspmGR04BV0oAn',\n",
       "    'width': 6000}],\n",
       "  'place_id': 'ChIJ23PzgMme4jARFOY5eyKACAA',\n",
       "  'plus_code': {'compound_code': 'QG7Q+37 Bangkok',\n",
       "   'global_code': '7P52QG7Q+37'},\n",
       "  'rating': 4,\n",
       "  'reference': 'ChIJ23PzgMme4jARFOY5eyKACAA',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "  'user_ratings_total': 125,\n",
       "  'vicinity': '34/2-3 Soi Ratchawithi 9, Thanon Phaya Thai, Ratchathewi'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.7291738, 'lng': 100.5348174},\n",
       "   'viewport': {'northeast': {'lat': 13.73046032989272,\n",
       "     'lng': 100.5361918298927},\n",
       "    'southwest': {'lat': 13.72776067010728, 'lng': 100.5334921701073}}},\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': 'Pula Silom',\n",
       "  'photos': [{'height': 2736,\n",
       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/116104521503291528513\">伊藤弘昭</a>'],\n",
       "    'photo_reference': 'AXCi2Q7Jx_Q-bmUQXHf21Up5jca5HIbehddLbxXNbliIJzRtirLIoDxEZBB29hDcPKa4l5xVKWDbHobbvvrO_L2DFMonrHr5s36M3_0dLea9j_KPOhtmXMp1T_0ZMfyX7-fwwN7xivn2o1fJ9k8XduGbbGLAlllgBa0TmT4jEZYN4qcNHRpi',\n",
       "    'width': 3648}],\n",
       "  'place_id': 'ChIJbbU8_yuf4jARUTtSdD5kt7s',\n",
       "  'plus_code': {'compound_code': 'PGHM+MW Bangkok',\n",
       "   'global_code': '7P52PGHM+MW'},\n",
       "  'rating': 4.1,\n",
       "  'reference': 'ChIJbbU8_yuf4jARUTtSdD5kt7s',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "  'user_ratings_total': 408,\n",
       "  'vicinity': '60/12-15 Si Lom Rd, Silom, Bang Rak'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.7446989, 'lng': 100.5430063},\n",
       "   'viewport': {'northeast': {'lat': 13.74605242989272,\n",
       "     'lng': 100.5443317298927},\n",
       "    'southwest': {'lat': 13.74335277010728, 'lng': 100.5416320701073}}},\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': 'Golden House',\n",
       "  'opening_hours': {'open_now': True},\n",
       "  'photos': [{'height': 2017,\n",
       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/113819510353645451169\">Golden House</a>'],\n",
       "    'photo_reference': 'AXCi2Q7SNGkVzsificYOCpcJLixqVPAvgsnlvH8BqnoPmI5dKRJDzd5v5TOYHyQoZKkGVHoPzjr1Z964FihrKk-k_1PZw_J1ME_nsux1Q_xbozq6iekPVS7n6RvmuH6ueYSp0XTpo0FeawGHoJuy_5DPlHC9nJHYkzsl2mMcF2sb7-jqG1gZ',\n",
       "    'width': 3162}],\n",
       "  'place_id': 'ChIJIcSl3Nqe4jARnLh2qK_RMRo',\n",
       "  'plus_code': {'compound_code': 'PGVV+V5 Bangkok',\n",
       "   'global_code': '7P52PGVV+V5'},\n",
       "  'rating': 3.7,\n",
       "  'reference': 'ChIJIcSl3Nqe4jARnLh2qK_RMRo',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "  'user_ratings_total': 203,\n",
       "  'vicinity': '1025/5-9 Ploenchit Road, Lumpinee, Pathum Wan'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.7559816, 'lng': 100.5363536},\n",
       "   'viewport': {'northeast': {'lat': 13.75731082989272,\n",
       "     'lng': 100.5377502298927},\n",
       "    'southwest': {'lat': 13.75461117010728, 'lng': 100.5350505701073}}},\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': 'Top High Airport Link Hotel',\n",
       "  'opening_hours': {'open_now': True},\n",
       "  'photos': [{'height': 2832,\n",
       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/109602767181864547532\">A Google User</a>'],\n",
       "    'photo_reference': 'AXCi2Q4dmmfllqiiSF6ET2O85klRu0znHLiv413DFjpor2RQow_l7XzHA-SqwKwO2z1_52DLfGzanhokS0pZscaSKNfS6jPcKC9mCwMllD5ZyOAP8GxyQiyslP5Y5RjAiBkXy8ViRv4aOSthNUehBdks-7yQmII9BxLx-Elpm4InCk46UlmZ',\n",
       "    'width': 4256}],\n",
       "  'place_id': 'ChIJcefUlMme4jARJGbWS6DCn9c',\n",
       "  'plus_code': {'compound_code': 'QG4P+9G Bangkok',\n",
       "   'global_code': '7P52QG4P+9G'},\n",
       "  'rating': 3.9,\n",
       "  'reference': 'ChIJcefUlMme4jARJGbWS6DCn9c',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "  'user_ratings_total': 1119,\n",
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       "  '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': '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': ['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': 13.7300383, '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': 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': ['lodging', 'point_of_interest', 'establishment'],\n",
       "  'user_ratings_total': 228,\n",
       "  'vicinity': '56 Surawong Rd, Silom, Bang Rak'},\n",
       " []]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def nearby_search(keyword:str, location:str, radius=2000, place_type=None):\n",
    "    # Retrieve the API key from environment variables\n",
    "    api_key = os.getenv('GPLACES_API_KEY')\n",
    "\n",
    "    if not api_key:\n",
    "        raise ValueError(\"API key not found. Please set the GOOGLE_MAPS_API_KEY environment variable.\")\n",
    "\n",
    "    # Define the endpoint URL\n",
    "    url = \"https://maps.googleapis.com/maps/api/place/nearbysearch/json\"\n",
    "\n",
    "    # Set up the parameters for the request\n",
    "    params = {\n",
    "        'keyword': keyword,\n",
    "        'location': location,\n",
    "        'radius': radius,\n",
    "        'type': place_type,\n",
    "        'key': api_key,\n",
    "        \"rankPreference\": \"DISTANCE\"\n",
    "    }\n",
    "\n",
    "    # Send the GET request to the Google Maps API\n",
    "    response = requests.get(url, params=params)\n",
    "\n",
    "    # Check if the request was successful\n",
    "    if response.status_code != 200:\n",
    "        raise Exception(f\"Error with request: {response.status_code}, {response.text}\")\n",
    "\n",
    "    # Parse the JSON response\n",
    "    data = response.json()\n",
    "    results = data['results']\n",
    "\n",
    "    # search into next page\n",
    "    while data.get('next_page_token', False):\n",
    "        params = {'next_page_token': data['next_page_token']}\n",
    "        response = requests.get(url, params=params)\n",
    "        \n",
    "        if response.status_code != 200:\n",
    "            raise Exception(f\"Error with request: {response.status_code}, {response.text}\")\n",
    "        \n",
    "        data = response.json()\n",
    "        \n",
    "        results.append(data['results'])\n",
    "        \n",
    "\n",
    "    # Return the response data\n",
    "    return results\n",
    "\n",
    "\n",
    "# Example usage\n",
    "location = \"13.744677,100.5295593\"  # Latitude and Longitude\n",
    "keyword = \"hotel\"\n",
    "search_results = nearby_search(keyword, location)\n",
    "search_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'geometry': {'location': {'lat': 13.7563309, 'lng': 100.5017651},\n",
       "   'viewport': {'northeast': {'lat': 13.9551109646008,\n",
       "     'lng': 100.9384080394661},\n",
       "    'southwest': {'lat': 13.4940880622837, 'lng': 100.3278135588086}}},\n",
       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/geocode-71.png',\n",
       "  'icon_background_color': '#7B9EB0',\n",
       "  'icon_mask_base_uri': 'https://maps.gstatic.com/mapfiles/place_api/icons/v2/generic_pinlet',\n",
       "  'name': 'Bangkok',\n",
       "  'photos': [{'height': 934,\n",
       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/107853816016331257868\">Harshvardhan Mali</a>'],\n",
       "    'photo_reference': 'AXCi2Q7YQKg0xaKoM2A3vnYzyOIQDC5TrsQxNtbyot19fPkxmovfe5guH88XxTEr5R8FCOErr4FCh0o6j1HixapR7hf4vxt-BqYE7pt_5ALwZaeCvO8b7CAtTX6gTmH7euXg0NbxdLQhUE7h_LB2OaUgr4mBnTVHr2d0pnLYOBoPmuSQbIXP',\n",
       "    'width': 756}],\n",
       "  'place_id': 'ChIJ82ENKDJgHTERIEjiXbIAAQE',\n",
       "  'reference': 'ChIJ82ENKDJgHTERIEjiXbIAAQE',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['locality', 'political'],\n",
       "  'vicinity': 'Bangkok'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.7431972, 'lng': 100.5301387},\n",
       "   'viewport': {'northeast': {'lat': 13.7444096302915,\n",
       "     'lng': 100.5314597802915},\n",
       "    'southwest': {'lat': 13.7417116697085, 'lng': 100.5287618197085}}},\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': 'Pathumwan Princess Hotel',\n",
       "  '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': '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",
       "   'global_code': '7P52PGVJ+73'},\n",
       "  'rating': 4.5,\n",
       "  'reference': 'ChIJFaLTtdKe4jARdKflx49LvdA',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['shopping_mall',\n",
       "   'lodging',\n",
       "   'tourist_attraction',\n",
       "   'restaurant',\n",
       "   'food',\n",
       "   'point_of_interest',\n",
       "   'establishment'],\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",
       "   'viewport': {'northeast': {'lat': 13.7497612802915,\n",
       "     'lng': 100.5361483302915},\n",
       "    'southwest': {'lat': 13.7470633197085, 'lng': 100.5334503697085}}},\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': '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': 'AXCi2Q7EgE9SGO-SvlsR16qRVmWU6cn3DnYXS9Vc3ee9OegYK0RR9nW3eUEZA03XPAxqb9TurWDybQmlbnzf21ccieSRCGxyPhQjRQG8zySzjWmYA8I-KuTnr1Gnl_LOpmv3d1Q4aHI7SqybBee6mCwiDp4yFlCNzxAgkmn8TmMjEulv4U-_',\n",
       "    'width': 1920}],\n",
       "  'place_id': 'ChIJrfU90s2e4jARs0XZP2DZ4jM',\n",
       "  'plus_code': {'compound_code': 'PGXM+9W Bangkok, Thailand',\n",
       "   'global_code': '7P52PGXM+9W'},\n",
       "  'rating': 4.7,\n",
       "  'reference': 'ChIJrfU90s2e4jARs0XZP2DZ4jM',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "  'user_ratings_total': 5171,\n",
       "  'vicinity': '991, 9 Rama I Road, Khwaeng Pathum Wan, Pathum Wan'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.7477183, 'lng': 100.5387477},\n",
       "   'viewport': {'northeast': {'lat': 13.7491090802915,\n",
       "     'lng': 100.5398112302915},\n",
       "    'southwest': {'lat': 13.7464111197085, 'lng': 100.5371132697085}}},\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': 'Centara Grand & Bangkok Convention Centre at centralwOrld',\n",
       "  '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",
       "    'photo_reference': 'AXCi2Q7Ta6rxawyYVXTRXdSg2x9t-a80ym0BUeS2ypzi8H0zQzUiQh_JpBu_rx2PfIjnMvCEIDbTbJcm-3ra4G9_HbJrTD7wp5y5HWr7Cd2wnedaBck-VuSdEOHwP5NAYJU0qh_2uAUPGXaOME5WepAUjZr5czm5KPHI3U9Q8oMc5Aodw_QW',\n",
       "    'width': 4148}],\n",
       "  'place_id': 'ChIJf1YJeC-Z4jARNNLn8M9QwMw',\n",
       "  'plus_code': {'compound_code': 'PGXQ+3F Bangkok, Thailand',\n",
       "   'global_code': '7P52PGXQ+3F'},\n",
       "  'rating': 4.6,\n",
       "  'reference': 'ChIJf1YJeC-Z4jARNNLn8M9QwMw',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['bar',\n",
       "   'lodging',\n",
       "   'spa',\n",
       "   'restaurant',\n",
       "   'food',\n",
       "   'point_of_interest',\n",
       "   'establishment'],\n",
       "  'user_ratings_total': 6175,\n",
       "  'vicinity': '999, 99 Rama I Road, Khwaeng Pathum Wan, Pathum Wan'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.750779, 'lng': 100.5306845},\n",
       "   'viewport': {'northeast': {'lat': 13.7521981302915,\n",
       "     'lng': 100.5321781302915},\n",
       "    'southwest': {'lat': 13.7495001697085, 'lng': 100.5294801697085}}},\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': 'Evergreen Place Siam by UHG',\n",
       "  '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",
       "    'photo_reference': 'AXCi2Q4muyWoLyCdS-OALMacN_R7o7xCPoGgvlERfZ_NhHG2HH7J_YieoOxuxELqy974nkWvto5G5y0baqoaIeKnIKjjFD95ztA0XRQNG3-3j6EA435MOmiyHifAZpC5Y-o0Hy4QL7DXWZQ_WMu4ZaL4LjlrdWo75XcO_qnMVPCIK1nghWtU',\n",
       "    'width': 3168}],\n",
       "  'place_id': 'ChIJH2h86IGe4jARE5sKrclMXL8',\n",
       "  'plus_code': {'compound_code': 'QG2J+87 Bangkok, Thailand',\n",
       "   'global_code': '7P52QG2J+87'},\n",
       "  'rating': 4.1,\n",
       "  'reference': 'ChIJH2h86IGe4jARE5sKrclMXL8',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "  'user_ratings_total': 2228,\n",
       "  'vicinity': '318 Phaya Thai Road, Khwaeng Thanon Phetchaburi, Khet Ratchathewi'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.7511798, 'lng': 100.5356322},\n",
       "   'viewport': {'northeast': {'lat': 13.7525489802915,\n",
       "     'lng': 100.5368556802915},\n",
       "    'southwest': {'lat': 13.7498510197085, 'lng': 100.5341577197085}}},\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 Residence Ratchathewi',\n",
       "  'opening_hours': {'open_now': True},\n",
       "  'photos': [{'height': 1068,\n",
       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/102286478336053372469\">The Residence Ratchathewi</a>'],\n",
       "    'photo_reference': 'AXCi2Q40k5jMnJW1S1uGhuZSW94oIfZF8wHpo3Bj6TJC3E4sdysozDQh2lqjxEvpmvAQtGy4Eg6PcTx2HrUUvOIP9Y15DkZFmGn-lMQh8pA5OLCt0GYm06OhU0yQfdXimxI4sf51LoVmCPQe8fmDUslDwGIvofrR_x3JCEP0VCOG0nIkoZwS',\n",
       "    'width': 1600}],\n",
       "  'place_id': 'ChIJx0cHr86e4jAReGZBl579QlY',\n",
       "  'plus_code': {'compound_code': 'QG2P+F7 Bangkok, Thailand',\n",
       "   'global_code': '7P52QG2P+F7'},\n",
       "  'rating': 3.8,\n",
       "  'reference': 'ChIJx0cHr86e4jAReGZBl579QlY',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "  'user_ratings_total': 442,\n",
       "  'vicinity': '588/1 Phetchaburi Road, Khet Ratchathewi'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.7513459, 'lng': 100.5310997},\n",
       "   'viewport': {'northeast': {'lat': 13.7528344302915,\n",
       "     'lng': 100.5325368302915},\n",
       "    'southwest': {'lat': 13.7501364697085, 'lng': 100.5298388697085}}},\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': 'Asia Hotel Bangkok',\n",
       "  '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",
       "    'photo_reference': 'AXCi2Q7nMLxEeLXVxZNstAsZ4vDIIYT7CHmklnHs1AAJGRKHwwjF8Blo6GhibN3c1kYltnfCdETbxjybjxNlUCDwOPjUbnsuWWn00LLOxHmr1RxmFgte3N_5yD7NrL7vz3sx_nHorDWjsvlaWS9Hnp1DFUghMBmpOetKLYppCei033sqH4h-',\n",
       "    'width': 640}],\n",
       "  'place_id': 'ChIJH2h86IGe4jARyjZ6wppSlkQ',\n",
       "  'plus_code': {'compound_code': 'QG2J+GC Bangkok, Thailand',\n",
       "   'global_code': '7P52QG2J+GC'},\n",
       "  'rating': 4,\n",
       "  'reference': 'ChIJH2h86IGe4jARyjZ6wppSlkQ',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "  'user_ratings_total': 5468,\n",
       "  'vicinity': '296 Phaya Thai Road'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.7497353, 'lng': 100.5403252},\n",
       "   'viewport': {'northeast': {'lat': 13.7510947302915,\n",
       "     'lng': 100.5419947802915},\n",
       "    'southwest': {'lat': 13.7483967697085, 'lng': 100.5392968197085}}},\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': '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",
       "    'photo_reference': 'AXCi2Q6qBZ56Y6UPn9TtOCZxNBKny35eINZpxu6Ll7MarDESm49gmVQxgfnXD8ry7DYY501I4bmEyaocd0DT1oVse5HR4fe5tLL_xfNR5lIvJ1-2MPnjBvFRJaVJ-0URC0xxL808OuQvPtRVGi6oUuMCZ5aG6KAfMUpukCZ7PZFW_Z7zx67e',\n",
       "    'width': 6048}],\n",
       "  'place_id': 'ChIJN6o_Yc-e4jARBCxlg57zM4s',\n",
       "  'plus_code': {'compound_code': 'PGXR+V4 Bangkok, Thailand',\n",
       "   'global_code': '7P52PGXR+V4'},\n",
       "  'rating': 4.4,\n",
       "  'reference': 'ChIJN6o_Yc-e4jARBCxlg57zM4s',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "  'user_ratings_total': 4798,\n",
       "  'vicinity': '220 Phetchaburi Road'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.7467415, 'lng': 100.5287877},\n",
       "   'viewport': {'northeast': {'lat': 13.7480168802915,\n",
       "     'lng': 100.5301780802915},\n",
       "    'southwest': {'lat': 13.7453189197085, 'lng': 100.5274801197085}}},\n",
       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/lodging-71.png',\n",
       "  'icon_background_color': '#909CE1',\n",
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       "  'photos': [{'height': 1800,\n",
       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/118254622117013496228\">Nakorn Chong</a>'],\n",
       "    'photo_reference': 'AXCi2Q6nWG-gVdJIY_3aZwHHeEunCwUQasXaWepe4x_Iy8OvLh53nKVv_RCoDR6QsnDvAqI94qcMrrcFS8ysjH_LktZ54BVkISzB7-qPUkQeW_OWsLDMFvbm59cAV8nKDhSRIhuP0e9X1cClvOdXpAowEPNUMnwVvnrao82p637ynK2OCmFS',\n",
       "    'width': 4000}],\n",
       "  'place_id': 'ChIJ9dY-MdSe4jAR8E3iXbIAAQM',\n",
       "  'reference': 'ChIJ9dY-MdSe4jAR8E3iXbIAAQM',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['sublocality_level_1', 'sublocality', 'political'],\n",
       "  'vicinity': 'Pathum Wan'}]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def nearby_dense_community(location:str, radius:int=2000):\n",
    "    # Retrieve the API key from environment variables\n",
    "    api_key = os.getenv('GPLACES_API_KEY')\n",
    "\n",
    "    if not api_key:\n",
    "        raise ValueError(\"API key not found. Please set the GOOGLE_MAPS_API_KEY environment variable.\")\n",
    "\n",
    "    # Define the endpoint URL\n",
    "    url = \"https://maps.googleapis.com/maps/api/place/nearbysearch/json\"\n",
    "\n",
    "    # Set up the parameters for the request\n",
    "    params = {\n",
    "        \"includedTypes\": [\"hotel\", \"mall\", \"school\", \"apartment\"],\n",
    "        'location': location,\n",
    "        'radius': radius,\n",
    "        'key': api_key,\n",
    "        \"rankPreference\": \"DISTANCE\"\n",
    "    }\n",
    "\n",
    "    # Send the GET request to the Google Maps API\n",
    "    response = requests.get(url, params=params)\n",
    "\n",
    "    # Check if the request was successful\n",
    "    if response.status_code != 200:\n",
    "        raise Exception(f\"Error with request: {response.status_code}, {response.text}\")\n",
    "\n",
    "    # Parse the JSON response\n",
    "    data = response.json()\n",
    "    results = data['results']\n",
    "\n",
    "    # Return the response data\n",
    "    return results\n",
    "\n",
    "\n",
    "location = \"13.744677,100.5295593\"  # Latitude and Longitude\n",
    "search_results = nearby_dense_community(location)\n",
    "search_results"
   ]
  }
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