Google_Nearby_Search.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "935de8d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dependencies and Setup\n",
    "import requests\n",
    "import gmaps\n",
    "\n",
    "# Import API key\n",
    "import os\n",
    "from dotenv import load_dotenv\n",
    "load_dotenv()\n",
    "g_key = os.getenv(\"g_key\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "13d5915b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8e29a99f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'html_attributions': [],\n",
       " 'next_page_token': 'AeJbb3eHJL_EnzKs3iE4euVHI7Af1rTkZaxO5v0p7G3UA-6wRpzWz0uNoWYpEFf_fhWHpwrQ5nKHXAvnuGEEGmFxf74Z6JrN_SJD63TQ41LAaXjy2k5vx3Ub2uRc-bbYuHztdexn3G3zrzX8qfr4zOI5nHnG9Y4bryd-X6E2AWmAvLHFCKz7yuEa5BqEfMzzr1rkgSZQ21I6FzOCTfO6PJkWVvau1dOjHzy5WpUaHmVhvsAOuQ-n6uI5i4H0IZ1mNGZ-32FSU1N8VBHay462h8XsJon079SK_O4OSSETS5Eoc7s5u06CLQu4Kzmfor-ONei7o9X_Qxzskzoo45_w9AEoaVGkikqy4ntfjnAhKOroMtEejL_l7nIObqkrFvMZVcGJV-t0QB5dgy2Wf456VrAa4yb5RcQ0EsNL--LHuxo9C1aNfXm3ZvacDlUq',\n",
       " 'results': [{'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.8581126, 'lng': 2.3529277},\n",
       "    'viewport': {'northeast': {'lat': 48.8594360302915,\n",
       "      'lng': 2.354355480291502},\n",
       "     'southwest': {'lat': 48.8567380697085, 'lng': 2.351657519708498}}},\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': 'Hôtel Duo',\n",
       "   'opening_hours': {'open_now': True},\n",
       "   'photos': [{'height': 3840,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/107554201425443337224\">Hôtel Duo</a>'],\n",
       "     'photo_reference': 'AeJbb3dZRufWSIE2XImdhnkn34kIlEQ-xF8etwcFY13LRk4BhnS1uYKFAAbjpvA-iKPC5w-yNCngp4_wp-iOu6VSlLJUQvwyUMLhLa_WGoG72p8d8sen73a5Xa1FBo5AjbKgNGwhd4oMwcMLxwSdke1ObDXGT6f3uEL9q_5Wlf75hJY1rG9t',\n",
       "     'width': 5760}],\n",
       "   'place_id': 'ChIJWU9CqB1u5kcR5P1F2SMoJmc',\n",
       "   'plus_code': {'compound_code': 'V953+65 Paris, France',\n",
       "    'global_code': '8FW4V953+65'},\n",
       "   'rating': 4.2,\n",
       "   'reference': 'ChIJWU9CqB1u5kcR5P1F2SMoJmc',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['spa',\n",
       "    'gym',\n",
       "    'night_club',\n",
       "    'bar',\n",
       "    'health',\n",
       "    'lodging',\n",
       "    'point_of_interest',\n",
       "    'establishment'],\n",
       "   'user_ratings_total': 336,\n",
       "   'vicinity': '11 Rue du Temple, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.8582861, 'lng': 2.3464944},\n",
       "    'viewport': {'northeast': {'lat': 48.85954748029151,\n",
       "      'lng': 2.347782830291502},\n",
       "     'southwest': {'lat': 48.85684951970851, 'lng': 2.345084869708498}}},\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': 'Britannique Hotel - Paris Centre',\n",
       "   'opening_hours': {'open_now': True},\n",
       "   'photos': [{'height': 1426,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/108984000175492464929\">Hôtel Britannique - Paris Centre</a>'],\n",
       "     'photo_reference': 'AeJbb3eaqORRn55KtU4DUtVMPIj2PRGGcg5VLNBjAj8PwLjwXiQRNeui5vdpyyxCFh8oS5mi-ToNNEqV5fs6ExgZe3kL5ixj2Zd_wa9qwrmmk-KnkW_ikOOYYwRhPGh-Sd6cL-Or3eqC8qtW2KQYmLGJrwHHW6MLxku0yzq7WudZrdzeufDt',\n",
       "     'width': 1476}],\n",
       "   'place_id': 'ChIJ-4Siox9u5kcRm9vM6DcMXyU',\n",
       "   'plus_code': {'compound_code': 'V85W+8H Paris, France',\n",
       "    'global_code': '8FW4V85W+8H'},\n",
       "   'rating': 4.7,\n",
       "   'reference': 'ChIJ-4Siox9u5kcRm9vM6DcMXyU',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 750,\n",
       "   'vicinity': '20 Avenue Victoria, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.8606342, 'lng': 2.3468978},\n",
       "    'viewport': {'northeast': {'lat': 48.8617746302915,\n",
       "      'lng': 2.347927730291502},\n",
       "     'southwest': {'lat': 48.8590766697085, 'lng': 2.345229769708499}}},\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': 'Citadines Les Halles Paris',\n",
       "   'opening_hours': {'open_now': True},\n",
       "   'photos': [{'height': 853,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/102565262508115704337\">Citadines Apart&#39;hotel Les Halles Paris</a>'],\n",
       "     'photo_reference': 'AeJbb3e3rG8gyrVFrhNqF6RWZjg9dYb4J1VwJziqfxtNBYMJfpVH2EO-3whc77UEVsiVO0jJaQYlAa6ltUMJajrEwcL3lDIaJ7cfxpv2EhQLXlMLmOSKd1A0_itPM6-BpE2D7DV_G9anFwgRr2IyJ_xsu_SN9Y_pXcMSOTS5VYgZrQTUF02v',\n",
       "     'width': 1280}],\n",
       "   'place_id': 'ChIJQ_QDrxhu5kcRJzNxLLEOSfU',\n",
       "   'plus_code': {'compound_code': 'V86W+7Q Paris, France',\n",
       "    'global_code': '8FW4V86W+7Q'},\n",
       "   'rating': 4.1,\n",
       "   'reference': 'ChIJQ_QDrxhu5kcRJzNxLLEOSfU',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['city_hall',\n",
       "    'local_government_office',\n",
       "    'lodging',\n",
       "    'point_of_interest',\n",
       "    'establishment'],\n",
       "   'user_ratings_total': 920,\n",
       "   'vicinity': '4 Rue des Innocents, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.8607658, 'lng': 2.3465318},\n",
       "    'viewport': {'northeast': {'lat': 48.8620584302915,\n",
       "      'lng': 2.347692880291501},\n",
       "     'southwest': {'lat': 48.85936046970851, 'lng': 2.344994919708498}}},\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 Paris Les Halles',\n",
       "   'photos': [{'height': 2000,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/111815616573299411056\">Novotel Paris Les Halles</a>'],\n",
       "     'photo_reference': 'AeJbb3dfNwtGBIUUrUNefjhXB-tTqK--wwHVetTyIiTujafdNuV4OufdcPsPKXv9xE7jQjX8oVP8OYw8nr03BbWVxBFToVTzQYMD6NAniw2LwIpEyM_ZVAV3U01XhPpW954YavIuMZomaJzG3JfVml4AZg5qbfBSUcj-kQJb4J6WMXZZh7YU',\n",
       "     'width': 3000}],\n",
       "   'place_id': 'ChIJGW2pNx9u5kcRI3oyL8NG5BQ',\n",
       "   'plus_code': {'compound_code': 'V86W+8J Paris, France',\n",
       "    'global_code': '8FW4V86W+8J'},\n",
       "   'rating': 4.4,\n",
       "   'reference': 'ChIJGW2pNx9u5kcRI3oyL8NG5BQ',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 2574,\n",
       "   'vicinity': '8 Place Marguerite de Navarre, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.860352, 'lng': 2.3440948},\n",
       "    'viewport': {'northeast': {'lat': 48.86165553029149,\n",
       "      'lng': 2.345549080291502},\n",
       "     'southwest': {'lat': 48.8589575697085, 'lng': 2.342851119708498}}},\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': 'Hôtel Ducs de Bourgogne',\n",
       "   'opening_hours': {'open_now': True},\n",
       "   'photos': [{'height': 1390,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/101411638353598558320\">Hôtel Ducs de Bourgogne</a>'],\n",
       "     'photo_reference': 'AeJbb3d5csB8GHBL5RutQ0ThBdNY44wdg7W6i8sXY_OeGSKJBP4dfj2TRpbOJ11FpWItavNHrJhEBwCOsh-ohPUrNuT4cXpuLjfBELuoJtUGS9AJSAaqkR7Q3EvLNBBo0U4GEY9agIcSnT7rpdpKFU-tF20QnAIzqYwqPnMXvlZRNh32vd5w',\n",
       "     'width': 2048}],\n",
       "   'place_id': 'ChIJifTG5yFu5kcRdnisbwxnAx4',\n",
       "   'plus_code': {'compound_code': 'V86V+4J Paris, France',\n",
       "    'global_code': '8FW4V86V+4J'},\n",
       "   'rating': 4.5,\n",
       "   'reference': 'ChIJifTG5yFu5kcRdnisbwxnAx4',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 303,\n",
       "   'vicinity': '19 Rue du Pont Neuf, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.8555091, 'lng': 2.3408736},\n",
       "    'viewport': {'northeast': {'lat': 48.8569076302915,\n",
       "      'lng': 2.342319280291502},\n",
       "     'southwest': {'lat': 48.8542096697085, 'lng': 2.339621319708498}}},\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': 'Citadines Saint-Germain-des-Prés Paris (Apart hotel Paris)',\n",
       "   'opening_hours': {'open_now': True},\n",
       "   'photos': [{'height': 4480,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/113188832595116816387\">Citadines Saint-Germain-des-Prés Paris (Apart Hotel Paris)</a>'],\n",
       "     'photo_reference': 'AeJbb3chRghoI3Fn7rMqwzAJw2Cs6P6Ynh-3PjmNQAW6LRYLbNTZEyS2faEdguum-s712b17ZmT8_lhsvG71qFeeYTUx9-FZSqOFH8LEZgDSdzS7AoVjxsJ5puqtmAMj7P3ooIN-IxkKiCHluuSqN9tB4CmeklDXwiDFOzbyA7mPcaLl9gZC',\n",
       "     'width': 6720}],\n",
       "   'place_id': 'ChIJo5pYcN9x5kcRERXdocMgqmE',\n",
       "   'plus_code': {'compound_code': 'V84R+68 Paris, France',\n",
       "    'global_code': '8FW4V84R+68'},\n",
       "   'rating': 4.3,\n",
       "   'reference': 'ChIJo5pYcN9x5kcRERXdocMgqmE',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['city_hall',\n",
       "    'local_government_office',\n",
       "    'lodging',\n",
       "    'point_of_interest',\n",
       "    'establishment'],\n",
       "   'user_ratings_total': 748,\n",
       "   'vicinity': '53 ter Quai des Grands Augustins, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.8524547, 'lng': 2.3472064},\n",
       "    'viewport': {'northeast': {'lat': 48.8538838802915,\n",
       "      'lng': 2.348601530291502},\n",
       "     'southwest': {'lat': 48.8511859197085, 'lng': 2.345903569708498}}},\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': 'Hôtel Esmeralda',\n",
       "   'opening_hours': {'open_now': False},\n",
       "   'photos': [{'height': 1960,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/106443224837840180239\">Fraz A. Khan</a>'],\n",
       "     'photo_reference': 'AeJbb3dSKMjr7SFNYCRJ-JRJ_zTUMjpWM442WNWT77gort_Nq8ZFrJUTB46E4VxpwIyrUEG94ruy1flMxl0ZpTa7dSCQ8m9UugRfAP0nu-7jE0G0oilpEpK2qGkoYfHnuXGMF_rTriNyfgsPdfx7iRZapC3-9FyUAZl71fmfPxa_930TkdhY',\n",
       "     'width': 4032}],\n",
       "   'place_id': 'ChIJO_g_H-Fx5kcRmaabUHA3dT4',\n",
       "   'plus_code': {'compound_code': 'V82W+XV Paris, France',\n",
       "    'global_code': '8FW4V82W+XV'},\n",
       "   'rating': 4.1,\n",
       "   'reference': 'ChIJO_g_H-Fx5kcRmaabUHA3dT4',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 169,\n",
       "   'vicinity': '4 Rue Saint-Julien le Pauvre, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.8530901, 'lng': 2.3447174},\n",
       "    'viewport': {'northeast': {'lat': 48.8544535802915,\n",
       "      'lng': 2.345997680291501},\n",
       "     'southwest': {'lat': 48.85175561970851, 'lng': 2.343299719708498}}},\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': 'Albe Hotel',\n",
       "   'opening_hours': {'open_now': True},\n",
       "   'photos': [{'height': 1152,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/117571951379278191466\">Albe Hotel Saint Michel</a>'],\n",
       "     'photo_reference': 'AeJbb3c3-408ZXbWuR6J3ncZE_q5W7bNYa6PN8veLOwi0VWCzYx9KP_cHbWgtIVfcD9lwXD_NZt73pqGH48Z2ILBcnnZKhRR7KiBs73Sa_4Q3_gE_g4AGGgXeOawla7ntLo2tql4JcTWkkHWWRlnTixwr_7OE5ZHrIA45ftoIrVnztTRtvKH',\n",
       "     'width': 1600}],\n",
       "   'place_id': 'ChIJ8R5-hOBx5kcRsCOdfj8GLeY',\n",
       "   'plus_code': {'compound_code': 'V83V+6V Paris, France',\n",
       "    'global_code': '8FW4V83V+6V'},\n",
       "   'rating': 4.4,\n",
       "   'reference': 'ChIJ8R5-hOBx5kcRsCOdfj8GLeY',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 370,\n",
       "   'vicinity': '1 Rue de la Harpe, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.8532403, 'lng': 2.3457375},\n",
       "    'viewport': {'northeast': {'lat': 48.85462748029149,\n",
       "      'lng': 2.347175730291502},\n",
       "     'southwest': {'lat': 48.8519295197085, 'lng': 2.344477769708498}}},\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': 'Les Rives de Notre-Dame Hotel',\n",
       "   'opening_hours': {'open_now': True},\n",
       "   'photos': [{'height': 4024,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/116242575283063930652\">Michael Scholz</a>'],\n",
       "     'photo_reference': 'AeJbb3cEAlEYv-Bn5cp1MEvBJ0lxx20KSt-t5me01Gm2hcTrRfjHl959joYt3dQQ73mG4hxtnrR-0173Vaw7WdCKgyfIXBIVcu6xpfAn-nyA-y8cadqHzmuAAEr3hrJVgug1nP5krDdyd1GAXxSQyghF4ebwwytDP4cS_KvMWrhTAuy_7YoB',\n",
       "     'width': 6048}],\n",
       "   'place_id': 'ChIJl7vs8-Bx5kcRfIQzq_4_XmU',\n",
       "   'plus_code': {'compound_code': 'V83W+77 Paris, France',\n",
       "    'global_code': '8FW4V83W+77'},\n",
       "   'rating': 4.5,\n",
       "   'reference': 'ChIJl7vs8-Bx5kcRfIQzq_4_XmU',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 101,\n",
       "   'vicinity': '15 Quai Saint-Michel, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.85184049999999, 'lng': 2.3448082},\n",
       "    'viewport': {'northeast': {'lat': 48.8531470802915,\n",
       "      'lng': 2.346121880291502},\n",
       "     'southwest': {'lat': 48.8504491197085, 'lng': 2.343423919708498}}},\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': 'Hôtel 4 étoiles Parc Saint-Séverin Paris 5ème - Esprit de France',\n",
       "   'opening_hours': {'open_now': True},\n",
       "   'photos': [{'height': 2362,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/107542132357877294567\">Hôtel 4 étoiles Parc Saint Séverin Paris 5ème - Esprit de France</a>'],\n",
       "     'photo_reference': 'AeJbb3eT4lpVY-6W2UHEd4Dmc3cayT65PSQsbZdC9I39hxXc87_Lyfc-xQliXXH-BUYoQoOFN2imp9LdBjmcp6jRnuzXQ2EAaOXronLWjatBjOujQKFuJKFWVyuaKNTQ9wVHKSA_XPPsIcPrDW0OCT2hYrpcD0o2sKEzNiksdCds4SSQIToc',\n",
       "     'width': 3776}],\n",
       "   'place_id': 'ChIJ9--kuuBx5kcRojwQ1yEK2cY',\n",
       "   'plus_code': {'compound_code': 'V82V+PW Paris, France',\n",
       "    'global_code': '8FW4V82V+PW'},\n",
       "   'rating': 4.6,\n",
       "   'reference': 'ChIJ9--kuuBx5kcRojwQ1yEK2cY',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 183,\n",
       "   'vicinity': '22 Rue de la Parcheminerie, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.8518743, 'lng': 2.3463436},\n",
       "    'viewport': {'northeast': {'lat': 48.8532481802915,\n",
       "      'lng': 2.347596830291502},\n",
       "     'southwest': {'lat': 48.8505502197085, 'lng': 2.344898869708498}}},\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': 'Hotel Henri IV Rive Gauche',\n",
       "   'photos': [{'height': 3024,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/110759590658386679133\">François TAPIEZO ART</a>'],\n",
       "     'photo_reference': 'AeJbb3d_Ip5ORkqqi38SX5iifb9zhQcRPxrPvfHTNWC556cyzuisuWdXjKxp4wqoQ_nZVOxqIwqKx6NLefaEGjTqx7FBoTLF6ly83rcj4nWi297mHTECCSxzoWGCY_rROt0PWt9v-1olNDbAxq2nb9ucs_P3ljjNGQ-3zO8lWuuQeSg-OwlW',\n",
       "     'width': 4032}],\n",
       "   'place_id': 'ChIJ2a4f2-Bx5kcR40Wl3uv_53Y',\n",
       "   'plus_code': {'compound_code': 'V82W+PG Paris, France',\n",
       "    'global_code': '8FW4V82W+PG'},\n",
       "   'rating': 4.5,\n",
       "   'reference': 'ChIJ2a4f2-Bx5kcR40Wl3uv_53Y',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 163,\n",
       "   'vicinity': 'Rue Saint-Jacques, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.8600866, 'lng': 2.3533543},\n",
       "    'viewport': {'northeast': {'lat': 48.86148808029149,\n",
       "      'lng': 2.354740780291502},\n",
       "     'southwest': {'lat': 48.85879011970849, 'lng': 2.352042819708498}}},\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': 'Hôtel Beaubourg',\n",
       "   'opening_hours': {'open_now': True},\n",
       "   'photos': [{'height': 3435,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/115421447635584539926\">Hôtel Beaubourg</a>'],\n",
       "     'photo_reference': 'AeJbb3erYX3Pv5gSL8XCbiBNrKgBC1-DjCBdopWtNAe30kexOdFbH6iCKYYAK08u2Fg6oJsOhYMAIbQ3Ygr5HJlB9218EC89zqJ528HtO0sC3qFm1GGvm7GSnc_Hxa8dtZGnOobFWVJhronqcIQENcAhyz-b0FpDhQSmFqiWzhQD0LM2LJke',\n",
       "     'width': 5153}],\n",
       "   'place_id': 'ChIJCdHKjhxu5kcR0YtyGr7Vftc',\n",
       "   'plus_code': {'compound_code': 'V963+28 Paris, France',\n",
       "    'global_code': '8FW4V963+28'},\n",
       "   'rating': 4.2,\n",
       "   'reference': 'ChIJCdHKjhxu5kcR0YtyGr7Vftc',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 159,\n",
       "   'vicinity': '11 Rue Simon le Franc, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.859876, 'lng': 2.347049},\n",
       "    'viewport': {'northeast': {'lat': 48.86117138029149,\n",
       "      'lng': 2.348348980291501},\n",
       "     'southwest': {'lat': 48.8584734197085, 'lng': 2.345651019708498}}},\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': \"Hôtel Des Ducs D'Anjou\",\n",
       "   'opening_hours': {'open_now': True},\n",
       "   'photos': [{'height': 1400,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/115209143941459061727\">Hotel Des Ducs D&#39;Anjou</a>'],\n",
       "     'photo_reference': 'AeJbb3ekHdSa7w3-WeLxdgy0fOgFp1RKSoxtj0aBbUDNbC8_M5WX62WXW3iqWHC6x7uSZjW2WTvEW_RnTBjMTLcmi8jeMdr2sPjETaY2nXqfRK3fRaWA7AdqjxBLby5Q7ieGgQCQKCRUgAJvj94F9_BfdgAPSMIkIyAtrX3UYkrtDsK9dsKy',\n",
       "     'width': 1352}],\n",
       "   'place_id': 'ChIJ9ekWGR9u5kcRsS8j5TnWeSE',\n",
       "   'plus_code': {'compound_code': 'V85W+XR Paris, France',\n",
       "    'global_code': '8FW4V85W+XR'},\n",
       "   'rating': 3.9,\n",
       "   'reference': 'ChIJ9ekWGR9u5kcRsS8j5TnWeSE',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 329,\n",
       "   'vicinity': '1 Rue Sainte-Opportune, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.8515237, 'lng': 2.3486679},\n",
       "    'viewport': {'northeast': {'lat': 48.8529256302915,\n",
       "      'lng': 2.349962130291502},\n",
       "     'southwest': {'lat': 48.8502276697085, 'lng': 2.347264169708498}}},\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': 'Hotel Maison Colbert Member of Meliá Collection',\n",
       "   'opening_hours': {'open_now': True},\n",
       "   'photos': [{'height': 3656,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/102194778927204133336\">Hotel Maison Colbert Member of Meliá Collection</a>'],\n",
       "     'photo_reference': 'AeJbb3e-R9iiwhflNGYxQnLG1Qc0GZ1jD0QedLNw8MLF23KXHw8dzTHS63Y_BdqmPgIF5WoN3mzodSDHwgjgtg4VR0ewn1c6_vcttHzx48_AB7wxkj6wKLcIEmPr5lXbWHtxEmGlfRVnr0tMy0NzBcWUUwlAOE4mwgw4H-V46fq7WrdpS2eu',\n",
       "     'width': 3543}],\n",
       "   'place_id': 'ChIJI3vbSOFx5kcR84E4IeL2LqI',\n",
       "   'plus_code': {'compound_code': 'V82X+JF Paris, France',\n",
       "    'global_code': '8FW4V82X+JF'},\n",
       "   'rating': 4.5,\n",
       "   'reference': 'ChIJI3vbSOFx5kcR84E4IeL2LqI',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 16,\n",
       "   'vicinity': \"7 Rue de l'Hôtel Colbert, Paris\"},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.8499446, 'lng': 2.346247699999999},\n",
       "    'viewport': {'northeast': {'lat': 48.8513264802915,\n",
       "      'lng': 2.347622530291501},\n",
       "     'southwest': {'lat': 48.8486285197085, 'lng': 2.344924569708497}}},\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': 'Home Latin',\n",
       "   'photos': [{'height': 4080,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/113966656287531023757\">Ioan Mihael</a>'],\n",
       "     'photo_reference': 'AeJbb3eReBq8zgmZ3g5VzNPXt6Sxcqa1UHQaognPXLkVQhmtZ5_APuvVuqDgPYubc0tJyUyK3B2LCraXRmfs2mgIBGGhZRmXArjrD4xJpk1CS-hD2ubTuNW4r3EOo2uqyhSL2NeL8Ee93gBFg3GbjwdeBbv2RSToP9BBaTxoqvOrNui6h26v',\n",
       "     'width': 3072}],\n",
       "   'place_id': 'ChIJMWNDIudx5kcRupjNdNDYKkw',\n",
       "   'plus_code': {'compound_code': 'R8XW+XF Paris, France',\n",
       "    'global_code': '8FW4R8XW+XF'},\n",
       "   'rating': 3.5,\n",
       "   'reference': 'ChIJMWNDIudx5kcRupjNdNDYKkw',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 344,\n",
       "   'vicinity': '15-17 Rue du Sommerard, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.8514465, 'lng': 2.3495407},\n",
       "    'viewport': {'northeast': {'lat': 48.85276158029151,\n",
       "      'lng': 2.350874680291501},\n",
       "     'southwest': {'lat': 48.85006361970851, 'lng': 2.348176719708498}}},\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': 'Les Degrés de Notre Dame',\n",
       "   'photos': [{'height': 1984,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/115564994803632359392\">christophe etter</a>'],\n",
       "     'photo_reference': 'AeJbb3eUJmd9GWEbA7nW6uM1wnM3UqVlnpE7NPCVSOPAF-yhz79I2kSK9aIjYfPtSX-tt1PF99DQYIqakaTcqj4qu6PMdprgvBDu3h-njNVc-9ne0cvBje-7eFpE9yaaAjgrLA5f8G3H9ub4Hrn99LPYlaNf3jhB49nFN7Sy8LtvBqo1sb4q',\n",
       "     'width': 3968}],\n",
       "   'place_id': 'ChIJMyUCVOFx5kcRcLsa7V0Y1m4',\n",
       "   'plus_code': {'compound_code': 'V82X+HR Paris, France',\n",
       "    'global_code': '8FW4V82X+HR'},\n",
       "   'rating': 3.8,\n",
       "   'reference': 'ChIJMyUCVOFx5kcRcLsa7V0Y1m4',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 78,\n",
       "   'vicinity': '10 Rue des Grands Degrés, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.85221300000001, 'lng': 2.3420703},\n",
       "    'viewport': {'northeast': {'lat': 48.8535826302915,\n",
       "      'lng': 2.343484980291502},\n",
       "     'southwest': {'lat': 48.8508846697085, 'lng': 2.340787019708498}}},\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': 'Hôtel Du Lys',\n",
       "   'photos': [{'height': 4000,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/114730070775510202970\">P Rodriguez</a>'],\n",
       "     'photo_reference': 'AeJbb3dO-TfhjBten4B0xt2ycO_SsGdvFwuds1mrXqiQvC2UsxmjWZm_j7Tp4LhrQLDoM7k17CK5cpnaPP0Zci-RnvLIFPR1oV7_W_jTG-L34GBS-xzZ5Lku2YBVUaD7UV8h46VLMIHNAfQul8uKILsHOFZzMGw3-TyhzUB_b8WS4AMnKety',\n",
       "     'width': 3000}],\n",
       "   'place_id': 'ChIJrcnEaN5x5kcRjjOnEG6_HHs',\n",
       "   'plus_code': {'compound_code': 'V82R+VR Paris, France',\n",
       "    'global_code': '8FW4V82R+VR'},\n",
       "   'rating': 3.8,\n",
       "   'reference': 'ChIJrcnEaN5x5kcRjjOnEG6_HHs',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 243,\n",
       "   'vicinity': '23 Rue Serpente, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.8607212, 'lng': 2.342585},\n",
       "    'viewport': {'northeast': {'lat': 48.8620849802915,\n",
       "      'lng': 2.343869380291502},\n",
       "     'southwest': {'lat': 48.8593870197085, 'lng': 2.341171419708498}}},\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': \"L'Empire Paris\",\n",
       "   'opening_hours': {'open_now': True},\n",
       "   'photos': [{'height': 1123,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/112201701198428774080\">L&#39;Empire Paris</a>'],\n",
       "     'photo_reference': 'AeJbb3dkT8Q_nbHhCdWOE2X2D_riXLDIAIYuumkDmoVcWfmXNKOoi1VtssTkogTAxNf2de3qxDNVPUTy7Q4nPjxRkVIajtPwrDZtrTsdzdDzhCtmDiwS1hI6puguJxH8aZCuDQAAn0lWTmobyJn13zgRq7_3bL0ZEMg59Gz7-XmZcSOuHF7Z',\n",
       "     'width': 2000}],\n",
       "   'place_id': 'ChIJ0Wj4hCFu5kcRQ67Hb2M6b9Q',\n",
       "   'plus_code': {'compound_code': 'V86V+72 Paris, France',\n",
       "    'global_code': '8FW4V86V+72'},\n",
       "   'rating': 4.2,\n",
       "   'reference': 'ChIJ0Wj4hCFu5kcRQ67Hb2M6b9Q',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 482,\n",
       "   'vicinity': \"48 Rue de l'Arbre Sec, Paris\"},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.85924579999999,\n",
       "     'lng': 2.341004799999999},\n",
       "    'viewport': {'northeast': {'lat': 48.8606175802915,\n",
       "      'lng': 2.342363980291502},\n",
       "     'southwest': {'lat': 48.8579196197085, 'lng': 2.339666019708498}}},\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': 'Hotel Relais Du Louvre',\n",
       "   'photos': [{'height': 3024,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/108368902339576647054\">Joe Belknap Wall</a>'],\n",
       "     'photo_reference': 'AeJbb3cmOKzHgIhpMPJizaegRhjR8q5Xw5fZ3SiAAqd5JOWlqB5BW_akRyK6HDw_-G7GDb3gJHF8Kh3kQU7Z-wVdrOfIFO0qYRmCCWERTp1G-HLIw_Wm443pBx-1Hx8dG9UVkndDt0zgSUjIr_T2NUena2T0bUfzgIy_pAWErkLOIwCzPOTP',\n",
       "     'width': 3024}],\n",
       "   'place_id': 'ChIJb4ExGiFu5kcRx-LufqT5JSw',\n",
       "   'plus_code': {'compound_code': 'V85R+MC Paris, France',\n",
       "    'global_code': '8FW4V85R+MC'},\n",
       "   'rating': 4.6,\n",
       "   'reference': 'ChIJb4ExGiFu5kcRx-LufqT5JSw',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 145,\n",
       "   'vicinity': \"19 Rue des Prêtres Saint-Germain l'Auxerrois, Paris\"},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.8632711, 'lng': 2.352693},\n",
       "    'viewport': {'northeast': {'lat': 48.86461498029149,\n",
       "      'lng': 2.353958580291502},\n",
       "     'southwest': {'lat': 48.8619170197085, 'lng': 2.351260619708498}}},\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': 'Hôtel Georgette',\n",
       "   'opening_hours': {'open_now': True},\n",
       "   'photos': [{'height': 1181,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/112851757923591367842\">Hôtel Georgette</a>'],\n",
       "     'photo_reference': 'AeJbb3f0rRXiXNUQJZPE5HnavNj5RKVmIR8rLitOagsLaYD9AjqxMY0iHHTnRUcewRufBkRVQ9RAhBUWf50NESoDjQizfhsE-9P3RSW6Z6qSJQtpjGwG0yYIWvAnyDWY-if5zEKRh8b-4FxThAm5rwBGhBacDTt4CZ4foAL2ARgPxoxH4P8p',\n",
       "     'width': 1772}],\n",
       "   'place_id': 'ChIJZ6OWsRtu5kcRuyOkJ6_e06E',\n",
       "   'plus_code': {'compound_code': 'V973+83 Paris, France',\n",
       "    'global_code': '8FW4V973+83'},\n",
       "   'rating': 4.5,\n",
       "   'reference': 'ChIJZ6OWsRtu5kcRuyOkJ6_e06E',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 215,\n",
       "   'vicinity': '36 Rue du Grenier-Saint-Lazare, Paris'}],\n",
       " 'status': 'OK'}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Set the parameters to search for a hotel in Paris.\n",
    "params = {\n",
    "    \"radius\": 5000,\n",
    "    \"types\": \"lodging\",\n",
    "    \"key\": g_key,\n",
    "    \"location\": \"48.8566, 2.3522\"}\n",
    "# Use base URL to search for hotels in Paris.\n",
    "base_url = \"https://maps.googleapis.com/maps/api/place/nearbysearch/json\"\n",
    "# Make request and get the JSON data from the search.\n",
    "hotels = requests.get(base_url, params=params).json()\n",
    "\n",
    "hotels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e7f3e755",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(hotels[\"results\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c1c57da4",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'hotel_df' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Input \u001b[1;32mIn [3]\u001b[0m, in \u001b[0;36m<cell line: 2>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m# Iterate through the DataFrame.\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m index, row \u001b[38;5;129;01min\u001b[39;00m \u001b[43mhotel_df\u001b[49m\u001b[38;5;241m.\u001b[39miterrows():\n\u001b[0;32m      3\u001b[0m     \u001b[38;5;66;03m# Get the latitude and longitude.\u001b[39;00m\n\u001b[0;32m      4\u001b[0m     lat \u001b[38;5;241m=\u001b[39m row[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLat\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m      5\u001b[0m     lng \u001b[38;5;241m=\u001b[39m row[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLng\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n",
      "\u001b[1;31mNameError\u001b[0m: name 'hotel_df' is not defined"
     ]
    }
   ],
   "source": [
    "# Iterate through the DataFrame.\n",
    "for index, row in hotel_df.iterrows():\n",
    "    # Get the latitude and longitude.\n",
    "    lat = row[\"Lat\"]\n",
    "    lng = row[\"Lng\"]\n",
    "\n",
    "    # Add the latitude and longitude to location key for the params dictionary.\n",
    "    params[\"location\"] = f\"{lat},{lng}\"\n",
    "\n",
    "    # Use the search term: \"lodging\" and our latitude and longitude.\n",
    "    base_url = \"https://maps.googleapis.com/maps/api/place/nearbysearch/json\"\n",
    "    # Make request and get the JSON data from the search.\n",
    "    hotels = requests.get(base_url, params=params).json()\n",
    "    # Grab the first hotel from the results and store the name.\n",
    "    hotel_df.loc[index, \"Hotel Name\"] = hotels[\"results\"][0][\"name\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4fcd9f94",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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