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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. Central Department Store Fashion Island\\nAddress: 591 Ram Inthra Rd, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJU51oO09jHTERkAkthlfrvMQ\\nPhone: 02 947 5320\\nWebsite: http://www.central.co.th/\\n\\n\\n5. Fashion Island\\nAddress: 401 Newport Center Dr, Newport Beach, CA 92660, USA\\nGoogle place ID: ChIJUetYrofg3IARvxarZNginsY\\nPhone: (949) 721-2000\\nWebsite: https://www.fashionisland.com/?utm_source=soci&utm_medium=organic&utm_campaign=gmb_soci_listing\\n\\n\\n6. Pomelo Fashion Island\\nAddress: Unit GSSH101, 1st Floor, Fashion Island Shopping Mall, 587-589, Ramindra Rd, แขวงคันนายาว เขตคันนายาว กรุงเทพมหานคร 10230, Thailand\\nGoogle place ID: ChIJaYz1YRFjHTERHcxGtqrypsk\\nPhone: 02 000 6811\\nWebsite: https://www.pomelofashion.com/\\n\\n\\n7. Haborland Fashion Island\\nAddress: ศูนย์การค้า แฟชั่นไอส์แลนด์ ชั้น3, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJ7wF25A5jHTERyBbgZ24hjGU\\nPhone: 065 848 1000\\nWebsite: https://harborlandgroup.com/\\n\\n\\n8. IF Store art & chara สาขา Fasion Island\\nAddress: KI B006-B007 โซนแกรนด์สเตชั่น ซอย 7 ศูนย์การค้าแฟชั่นไอส์แลนด์ ชั้น 2 587,589, 589 7 9 Ram Inthra Rd, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJx5zaF3RjHTER8ROSKii-tVQ\\nPhone: 063 232 6356\\nWebsite: https://shopee.co.th/ifstore_art\\n\\n\\n9. Panya Ramintra\\nAddress: Khan Na Yao, Bangkok 10230, Thailand\\nGoogle place ID: ChIJ9e97xwhjHTERR-MWDuKtUYY\\nPhone: Unknown\\nWebsite: Unknown\\n\\n\\n10. ร้านชุดชั้นใน GIRLY SECRET @Fasion Island\\nAddress: GIRLY SECRET แฟชั่นไอส์แลนด์ ชั้น2 โซนแกรนด์เสตชั่น สตรีท 11 Lat Phrao Road Khwaeng Khan Na Yao, คันนายาว Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJMRAHkpKd4jARZBQhL3tzF28\\nPhone: 092 697 9698\\nWebsite: Unknown\\n\\n\\n11. OkurimonoJapan! (Fashion Island)\\nAddress: Level 2, Ram Inthra Rd, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJUTgHRlBjHTERw3I3e-uH7hI\\nPhone: 080 594 4644\\nWebsite: Unknown\\n\\n\\n12. HomePro Fashion Island\\nAddress: 589, 10 Ram Inthra Rd, Khwaeng Khan Na Yao, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJEyIpYLBjHTERibQeHSiSERE\\nPhone: 02 029 7700\\nWebsite: https://lin.ee/nfKDS60\\n\\n\\n13. Bake a Wish (Fashion Island)\\nAddress: ชั้น B, Fashion Island, 587 Ram Inthra Rd, รามอินทรา, Khet Khan Na Yao, Krung Thep Maha Nakhon 10230, Thailand\\nGoogle place ID: ChIJfyU40Q5jHTERTKLwRhRWk-o\\nPhone: 064 121 7146\\nWebsite: Unknown\\n\\n\\n14. Opposite Fashion Island\\nAddress: Khan Na Yao, Bangkok 10230, Thailand\\nGoogle place ID: ChIJV8YMrwhjHTERTd8eEupPwZY\\nPhone: Unknown\\nWebsite: Unknown\\n\\n'"
      ]
     },
     "execution_count": 3,
     "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": 5,
   "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"
     ]
    }
   ],
   "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 = \"มาบุญครอง\"\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": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "21"
      ]
     },
     "execution_count": 17,
     "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 = \"ร้านอาหาร\"\n",
    "search_results = nearby_search(keyword, location)\n",
    "len(search_results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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",
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       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/110664455171949656649\">Lub d Bangkok Siam</a>'],\n",
       "    'photo_reference': 'AelY_CvvpAZ8KbpLLWkUDMyNtFAUrHW7mzlJJlMcqeADuPWhTgsA9QDXu8-Hn1XyqvbAgqTBSD7TcOYF7yOHJsZ225nUJwGbSH2h_suh4ShA89eJmARoEagdByyHxVeC96HrGCI1plptbReIFGiakm2wG5D6QVx2_49q-RK8QQdybBKG-SP-',\n",
       "    'width': 6000}],\n",
       "  'place_id': 'ChIJc33lpDKZ4jARil4bO37UbIs',\n",
       "  'plus_code': {'compound_code': 'PGWH+PF Bangkok, Thailand',\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 Road, Khwaeng Wang Mai, Pathum Wan'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.7505658, 'lng': 100.5320207},\n",
       "   'viewport': {'northeast': {'lat': 13.75196523029151,\n",
       "     'lng': 100.5333065302915},\n",
       "    'southwest': {'lat': 13.7492672697085, 'lng': 100.5306085697085}}},\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': '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",
       "    'photo_reference': 'AelY_Csn9nBQAdfUq9vFqGNFcbaay6GJd-hW6_xnOSisGN0nyuhlbhwepo1F4xNSmSJ9drm2YzWjX_Zmka5TG57VqzHonWfoAPSzG8XJfIWYawGxqhRUpLuNWWmw8aWmctdRP7jJSTflqxM8b-a0ONxsi0kMcIAQqP_zFDQAmT_be40Cs3Gp',\n",
       "    'width': 6016}],\n",
       "  'place_id': 'ChIJQwHqwrWe4jAR8yoMrZmtzaU',\n",
       "  'plus_code': {'compound_code': 'QG2J+6R Bangkok, Thailand',\n",
       "   'global_code': '7P52QG2J+6R'},\n",
       "  'rating': 4.5,\n",
       "  'reference': 'ChIJQwHqwrWe4jAR8yoMrZmtzaU',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "  'user_ratings_total': 2350,\n",
       "  'vicinity': '117 39, 40 Phaya Thai Road'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.7400527, 'lng': 100.5399569},\n",
       "   'viewport': {'northeast': {'lat': 13.74149933029151,\n",
       "     'lng': 100.5412330302915},\n",
       "    'southwest': {'lat': 13.7388013697085, 'lng': 100.5385350697085}}},\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 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",
       "    'photo_reference': 'AelY_CuCrEVvpPHq1Qx7GV5SrgV1vgByC1kh4uO4QnAXW1ZtvDXt-6Ovf4qPjHH_qv7LLiHzzmWb7wro2PRpVKsEEHxL00GQkVb3kQAqjpFnbGot_pRdisqpEz-72t8zaykrdMnOvoyN3z7VJuqpUM0BabTb0fMsawNzmCriH8qQ_JAlL2Mz',\n",
       "    'width': 480}],\n",
       "  'place_id': 'ChIJZ-0rstCe4jARS_6948lrmZU',\n",
       "  'plus_code': {'compound_code': 'PGRQ+2X Bangkok, Thailand',\n",
       "   'global_code': '7P52PGRQ+2X'},\n",
       "  'price_level': 3,\n",
       "  'rating': 4.6,\n",
       "  'reference': 'ChIJZ-0rstCe4jARS_6948lrmZU',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "  'user_ratings_total': 3161,\n",
       "  'vicinity': '159 Thanon Ratchadamri, Khwaeng Lumphini, Pathum Wan'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.7540569, 'lng': 100.5287023},\n",
       "   'viewport': {'northeast': {'lat': 13.7554363802915,\n",
       "     'lng': 100.5301208302915},\n",
       "    'southwest': {'lat': 13.7527384197085, 'lng': 100.5274228697085}}},\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 Hotel',\n",
       "  'photos': [{'height': 4032,\n",
       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/100808819005846466311\">Aisyah Hassan</a>'],\n",
       "    'photo_reference': 'AelY_CvB6Nq0MiEYNioUgOhi_zI5RWgYVFIP9CaQOsUrrLLMVBNjx-KgnlUbxeM_JWzitpROdmijOoq06G3vaNu91HD8NLJHY0ALwOMeeefYekqp-JKtPpK0bqJ2LEu_Qoff_Jq2MbA2i8_6NnHAWybZmF_2RxsBzQz1nDcwFgedHj3Gw1n6',\n",
       "    'width': 3024}],\n",
       "  'place_id': 'ChIJuyczxTSZ4jAR2rnUC9KTw6o',\n",
       "  'plus_code': {'compound_code': 'QG3H+JF Bangkok, Thailand',\n",
       "   'global_code': '7P52QG3H+JF'},\n",
       "  'rating': 4,\n",
       "  'reference': 'ChIJuyczxTSZ4jAR2rnUC9KTw6o',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "  'user_ratings_total': 2112,\n",
       "  'vicinity': '268 Phetchaburi Road, Khwaeng Thanon Phetchaburi, Khet Ratchathewi'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.7455309, 'lng': 100.5198334},\n",
       "   'viewport': {'northeast': {'lat': 13.7469272802915,\n",
       "     'lng': 100.5214649302915},\n",
       "    'southwest': {'lat': 13.7442293197085, 'lng': 100.5187669697085}}},\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\">The Twin Towers Hotel</a>'],\n",
       "    'photo_reference': 'AelY_CvrgCeTyLQym5A-66-Dwbyb2CN7qeiTgQsbaRhZ3BrSn9qNLvrFa5riWSfk2DeApHWYXdrih4pMfG-5KHS1gBso2UUKKY4yPPkOO7vw3r_GoCFdWQdzhZ4XdVP4GrbsVc6pI2GW91PrYmUjkS2gGCt1-HjlDH2yEtuOXXpwR-rSubWC',\n",
       "    'width': 2000}],\n",
       "  'place_id': 'ChIJ_zP3fy-Z4jARWYaBArPXGAg',\n",
       "  'plus_code': {'compound_code': 'PGW9+6W Bangkok, Thailand',\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, Khwaeng Rong Muang, Pathum Wan'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.7408604, 'lng': 100.5399556},\n",
       "   'viewport': {'northeast': {'lat': 13.74230515, 'lng': 100.5413903802915},\n",
       "    'southwest': {'lat': 13.73950815, 'lng': 100.5386924197085}}},\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': 'Anantara Siam Bangkok Hotel',\n",
       "  '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': 'AelY_CsW2Wt0Yq-d8YYNkZ7A3o2Uz8zUTIlcOWZXFkYUcw_g5emS1X1NUJLBg4zk23ow4i0sOkunBTckLzYVRERyvjzRIA3cSoOCDyFgOqDCGYa76sdyNBm7-7XDUTzN9ErAtWjh0D4wtLlmQUFu5I48vz-Dj8pcKwRCYeRkfwicouhLwwWx',\n",
       "    'width': 1920}],\n",
       "  'place_id': 'ChIJVwz7GcWe4jARatGDB6rxqcE',\n",
       "  'plus_code': {'compound_code': 'PGRQ+8X Bangkok, Thailand',\n",
       "   'global_code': '7P52PGRQ+8X'},\n",
       "  'rating': 4.6,\n",
       "  'reference': 'ChIJVwz7GcWe4jARatGDB6rxqcE',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['spa',\n",
       "   'lodging',\n",
       "   'restaurant',\n",
       "   'point_of_interest',\n",
       "   'food',\n",
       "   'establishment'],\n",
       "  'user_ratings_total': 5376,\n",
       "  'vicinity': '155 Rajadamri Road, Khwaeng Lumphini, Pathum Wan'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.7468291, 'lng': 100.5313447},\n",
       "   'viewport': {'northeast': {'lat': 13.7480164802915,\n",
       "     'lng': 100.5327981302915},\n",
       "    'southwest': {'lat': 13.7453185197085, 'lng': 100.5301001697085}}},\n",
       "  'icon': 'https://maps.gstatic.com/mapfiles/place_api/icons/v1/png_71/shopping-71.png',\n",
       "  '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': 'AelY_Cs1De3U3uVUvVlLVxo26_WobY6kNU2JiZOtXgalXmz0CrT84zk7BaqchadRIPWy4QLCRiEWW9x18bkMudmNdyXTp93_mK3tjlR7beIPl8B8iQ8s4PglsZkyhEj_gNY7Rw544MFoiUVm52oShN-sLGtc-IMQpgh-iExn6RIFoaxGXN-i',\n",
       "    'width': 4032}],\n",
       "  'place_id': 'ChIJgUSJZM2e4jAREnHS1rSuWRk',\n",
       "  'plus_code': {'compound_code': 'PGWJ+PG Bangkok, Thailand',\n",
       "   'global_code': '7P52PGWJ+PG'},\n",
       "  'rating': 4.4,\n",
       "  'reference': 'ChIJgUSJZM2e4jAREnHS1rSuWRk',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['shopping_mall', 'point_of_interest', 'establishment'],\n",
       "  'user_ratings_total': 18879,\n",
       "  'vicinity': '194 Phaya Thai Road, Khwaeng Pathum Wan, Pathum Wan'},\n",
       " {'business_status': 'OPERATIONAL',\n",
       "  'geometry': {'location': {'lat': 13.7481275, 'lng': 100.5414289},\n",
       "   'viewport': {'northeast': {'lat': 13.7494722302915,\n",
       "     'lng': 100.5427770802915},\n",
       "    'southwest': {'lat': 13.7467742697085, 'lng': 100.5400791197085}}},\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': 'Aphrodite Inn Bangkok',\n",
       "  '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': 'AelY_CsPUz4IekyvYLFtu8rLUEiZzGeoywWadqau0ur1bIvPwDUc5OFzUtEp0AYmR_qXqiktw0gOeqzGVCtS6gNUS-6d7caXIzOK9s1vjxLw5BPCRkJJl39wmEhDcKkj8t6l1OG_Cwt_7lHqzcr0aosCwLCMJk9hcLlv8KsTVyDm6eSEODRx',\n",
       "    'width': 1280}],\n",
       "  'place_id': 'ChIJJ-xLecWe4jARimHRYcEPNS8',\n",
       "  'plus_code': {'compound_code': 'PGXR+7H Bangkok, Thailand',\n",
       "   'global_code': '7P52PGXR+7H'},\n",
       "  'rating': 4.3,\n",
       "  'reference': 'ChIJJ-xLecWe4jARimHRYcEPNS8',\n",
       "  'scope': 'GOOGLE',\n",
       "  'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "  'user_ratings_total': 204,\n",
       "  'vicinity': '61-65 Thanon Ratchadamri, ลุมพินี, Pathum Wan'},\n",
       " {'geometry': {'location': {'lat': 13.746183, 'lng': 100.5307787},\n",
       "   'viewport': {'northeast': {'lat': 13.75307941101843,\n",
       "     'lng': 100.5529221455833},\n",
       "    'southwest': {'lat': 13.72275417223182, 'lng': 100.5156772173436}}},\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': 'Pathum Wan',\n",
       "  'photos': [{'height': 1800,\n",
       "    'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/118254622117013496228\">Nakorn Chong</a>'],\n",
       "    'photo_reference': 'AelY_CtqZEpQm8sflxWqjaUdSG3aRhGRttKfrq1X1uEpAsfVLIQEXxn3ARkYtSffxLIOB297q4x3RC5cclyYcKJzhnxlPGg4hwK7Xdq3HMn7gcgELImDzwUCyDBv1Bw2YJEaDEunorOLlVN38rUnZplAo2drZkqfkUfUB57aCoLaVu91_SAB',\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": 21,
     "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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