Vacation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the dependencies.\n",
    "import pandas as pd\n",
    "import gmaps\n",
    "import requests\n",
    "# Import the API key.\n",
    "from config import g_key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "city_data_df = pd.read_csv(\"weather_data/cities.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Configure gmaps to use your Google API key.\n",
    "gmaps.configure(api_key=g_key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "273777d4ba39457084e29e8402227b2b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Figure(layout=FigureLayout(height='420px'))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap of temperature\n",
    "# Get the latitude and longitude.\n",
    "locations = city_data_df[[\"Lat\", \"Lng\"]]\n",
    "# Get the maximum temperature.\n",
    "max_temp = city_data_df[\"Max Temp\"]\n",
    "# Assign the figure variable.\n",
    "fig = gmaps.figure(center=(30.0, 31.0), zoom_level=1.5)\n",
    "# Assign the heatmap variable.\n",
    "heat_layer = gmaps.heatmap_layer(locations, weights=[max(temp, 0) for temp in max_temp], \n",
    "                                dissipating=False, max_intensity=300, point_radius=4)\n",
    "# Add the heatmap layer.\n",
    "fig.add_layer(heat_layer)\n",
    "# Call the figure to plot the data.\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2ff29abb288f45af9b55eef6b1eee7a5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Figure(layout=FigureLayout(height='420px'))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap of percent humidity\n",
    "locations = city_data_df[[\"Lat\", \"Lng\"]]\n",
    "humidity = city_data_df[\"Humidity\"]\n",
    "fig = gmaps.figure(center=(30.0, 31.0), zoom_level=1.5)\n",
    "heat_layer = gmaps.heatmap_layer(locations, weights=humidity, dissipating=False, max_intensity=300, point_radius=4)\n",
    "\n",
    "fig.add_layer(heat_layer)\n",
    "# Call the figure to plot the data.\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b48f8fc2dcfc47c6bb6720618e64e7fa",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Figure(layout=FigureLayout(height='420px'))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap of percent humidity\n",
    "locations = city_data_df[[\"Lat\", \"Lng\"]]\n",
    "clouds = city_data_df[\"Cloudiness\"]\n",
    "fig = gmaps.figure(center=(30.0, 31.0), zoom_level=1.5)\n",
    "heat_layer = gmaps.heatmap_layer(locations, weights=clouds, dissipating=False, max_intensity=300, point_radius=4)\n",
    "\n",
    "fig.add_layer(heat_layer)\n",
    "# Call the figure to plot the data.\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "99e5585181694be19ba8b9584b920aa9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Figure(layout=FigureLayout(height='420px'))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap of percent humidity\n",
    "locations = city_data_df[[\"Lat\", \"Lng\"]]\n",
    "wind = city_data_df[\"Wind Speed\"]\n",
    "fig = gmaps.figure(center=(30.0, 31.0), zoom_level=1.5)\n",
    "heat_layer = gmaps.heatmap_layer(locations, weights=wind, dissipating=False, max_intensity=300, point_radius=4)\n",
    "\n",
    "fig.add_layer(heat_layer)\n",
    "# Call the figure to plot the data.\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Ask the customer to add a minimum and maximum temperature value.\n",
    "min_temp = float(input(\"What is the minimum temperature you would like for your trip? \"))\n",
    "max_temp = float(input(\"What is the maximum temperature you would like for your trip? \"))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(198, 10)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter the dataset to find the cities that fit the criteria.\n",
    "preferred_cities_df = city_data_df.loc[(city_data_df[\"Max Temp\"] <= max_temp) & \\\n",
    "                                       (city_data_df[\"Max Temp\"] >= min_temp)]\n",
    "preferred_cities_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "preferred_cities=preferred_cities_df.dropna()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "City_ID       197\n",
       "City          197\n",
       "Country       197\n",
       "Date          197\n",
       "Lat           197\n",
       "Lng           197\n",
       "Max Temp      197\n",
       "Humidity      197\n",
       "Cloudiness    197\n",
       "Wind Speed    197\n",
       "dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preferred_cities.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>City</th>\n",
       "      <th>Country</th>\n",
       "      <th>Max Temp</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lng</th>\n",
       "      <th>Hotel Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>San Policarpo</td>\n",
       "      <td>PH</td>\n",
       "      <td>78.67</td>\n",
       "      <td>12.1791</td>\n",
       "      <td>125.5072</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Atuona</td>\n",
       "      <td>PF</td>\n",
       "      <td>78.44</td>\n",
       "      <td>-9.8000</td>\n",
       "      <td>-139.0333</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Rikitea</td>\n",
       "      <td>PF</td>\n",
       "      <td>80.02</td>\n",
       "      <td>-23.1203</td>\n",
       "      <td>-134.9692</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Puerto Ayora</td>\n",
       "      <td>EC</td>\n",
       "      <td>82.36</td>\n",
       "      <td>-0.7393</td>\n",
       "      <td>-90.3518</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Chuy</td>\n",
       "      <td>UY</td>\n",
       "      <td>76.86</td>\n",
       "      <td>-33.6971</td>\n",
       "      <td>-53.4616</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Avarua</td>\n",
       "      <td>CK</td>\n",
       "      <td>77.05</td>\n",
       "      <td>-21.2078</td>\n",
       "      <td>-159.7750</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Samarai</td>\n",
       "      <td>PG</td>\n",
       "      <td>81.50</td>\n",
       "      <td>-10.6167</td>\n",
       "      <td>150.6667</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Saint-Pierre</td>\n",
       "      <td>RE</td>\n",
       "      <td>80.28</td>\n",
       "      <td>-21.3393</td>\n",
       "      <td>55.4781</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Vao</td>\n",
       "      <td>NC</td>\n",
       "      <td>78.69</td>\n",
       "      <td>-22.6667</td>\n",
       "      <td>167.4833</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Castro</td>\n",
       "      <td>BR</td>\n",
       "      <td>77.50</td>\n",
       "      <td>-24.7911</td>\n",
       "      <td>-50.0119</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             City Country  Max Temp      Lat       Lng Hotel Name\n",
       "0   San Policarpo      PH     78.67  12.1791  125.5072           \n",
       "5          Atuona      PF     78.44  -9.8000 -139.0333           \n",
       "7         Rikitea      PF     80.02 -23.1203 -134.9692           \n",
       "12   Puerto Ayora      EC     82.36  -0.7393  -90.3518           \n",
       "13           Chuy      UY     76.86 -33.6971  -53.4616           \n",
       "15         Avarua      CK     77.05 -21.2078 -159.7750           \n",
       "19        Samarai      PG     81.50 -10.6167  150.6667           \n",
       "24   Saint-Pierre      RE     80.28 -21.3393   55.4781           \n",
       "25            Vao      NC     78.69 -22.6667  167.4833           \n",
       "29         Castro      BR     77.50 -24.7911  -50.0119           "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create DataFrame called hotel_df to store hotel names along with city, country, max temp, and coordinates.\n",
    "hotel_df = preferred_cities[[\"City\", \"Country\", \"Max Temp\", \"Lat\", \"Lng\"]].copy()\n",
    "hotel_df[\"Hotel Name\"] = \"\"\n",
    "hotel_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dependencies and Setup\n",
    "import requests\n",
    "import gmaps\n",
    "\n",
    "# Import API key\n",
    "from config import g_key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'html_attributions': [],\n",
       " 'next_page_token': 'Aap_uEBVd7Gpm_KQrQerkAokganXZIHGMS37m_d6HyxICsgaIpz3C_8aewQ0km4GUVR4g7ZYU14SCRoWxCKGJFENeL0M0ruVNXm9Mgpfv2CLfZO_UW_re6P3S14347MyhXTmUIm29Kb_-Q6Rgz6Tz8wY5G-1sHE2A9W9P9WxF6j4hfJNTk_Lw1C_741uHEFqWbBD9_s9GzruZsnVLpax8p7ZOYZCZlsqezH7xrl7LL_o9t5oq9nSS82IGZxPDANHwx0asTTlmU2pDias4-GlBl3FcApJ2rF_0nekaHWnjorIfo71kSKdapoGDtmmOPznZcL1YpCOFu4mXVn3mrNBPSxDsU3_jqlDpMH-0dKkqc-Op_Hv3ZaZYu7K3D6vt25f03aA4S3x9d41lMxqDcyMdiZPwGLl8uJ4E4nIbpLHIfz_A7WNywBdVxZLmJWW',\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': 'Aap_uEBAEnhm1U2etUtXOaurkjCSnsFEja5DIL9d7Tyslr_hXZSQjUSr6gHnY0g7bC27ZAsHozMP6okZHqcfZRqz0KZqAmPqCPPK0bK0pACYp_Nk2G5oeHZvrF14455OCLsBIwg4Xm9E_fW5GkMA5e5omxgMYtSk19Z0u525qGjC8Vgg5Qn6',\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': ['night_club',\n",
       "    'spa',\n",
       "    'lodging',\n",
       "    'bar',\n",
       "    'gym',\n",
       "    'health',\n",
       "    'point_of_interest',\n",
       "    'establishment'],\n",
       "   'user_ratings_total': 319,\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': 'Hôtel Britannique - 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': 'Aap_uEBepNiyVvi-lqY_EC-pEMlCN_bNS6ZLpcq5UOLu85dGMrk_sVmm_LwIqqZwtsiJPTmWj7FfrHk6EfUupQOJiMDF_00BHlMnyTzMFpsOm7oTarQbKUU4C8980Fwa2q-_AKTeyd01fjB76-Pi6ftWHmw5LYKj8-5F1c5sVh4t9atkE7XF',\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': 709,\n",
       "   'vicinity': '20 Avenue Victoria, Paris'},\n",
       "  {'business_status': 'OPERATIONAL',\n",
       "   'geometry': {'location': {'lat': 48.8606655, 'lng': 2.3469293},\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 Les Halles Paris (Apart hotel Paris)</a>'],\n",
       "     'photo_reference': 'Aap_uEAMO-8zY5iXcw84fu-aAmO4eGTTjwsmcsrZRMeigubyWxmFKqtOmbxq1CZ2BPnz5_p-bIJAVyYU_ri8qYztmag5yZWAubS0HDrWnNsZGDQjuI53WoCQS1xJ49cwcVVQDbj0Qh7-2rb2eG2nD3OANgltO4y4I77pFL6FjPzLoWQraA5J',\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': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 899,\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': 'Aap_uEBEQPdfIxrtvZyI3e6KcDsNNqtknHHiMFGvTztUllyBknKBh3ZTJoZnrV5SclT33arRRk4nsD4G5vm8PrwlXDYYYg7zAE9lkYTOprgqX6YKs_HElLB2UeDzE6ciV997TbVSeRjozUkZ9Pw_ifvFsy_N6-ZF1-VOO7dagTMGQ5U04MGE',\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': 2387,\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': 'Aap_uEBEyklKIH4rSnybBn5hp-gcrB3bqHHOMrY6MMdFsf69vssMevq9qvW0J5P7q6NGmOIbv0Gr2KtWDLZQtpQP1qbN84DVE1QrB2lBxrjH1tjQw_DC3vlAhp71NsIF2JRkkcOuGDk-R2j4Mb3LjrK40ycEoqEuzv4qrqkcPLEsCJjto2dX',\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': 285,\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</a>'],\n",
       "     'photo_reference': 'Aap_uEB4L3hnT3ydIb6ZCRr1C0GNd2P61I4amqzBsvZ95MsbF-fErXfkqTnfkvtGH7JtC-GjFySmwE3VxVDqaANN94WH7trmGZMasjXtGcu5gkbEqAR5T5FAOpCFlBEspeauhbS9tmCizcy8AhLluAvmsyBJgvdqLzxTn69GwUASUodT07GQ',\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': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 730,\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': True},\n",
       "   'photos': [{'height': 4032,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/114852001362047630790\">Georgia Hentze</a>'],\n",
       "     'photo_reference': 'Aap_uEATFDn9r9XZKkkx6p-JP3bkwcwCKZ5U14qWZbTD3z7lQUKcnf3VPGXiqozjOmxpLtFOFo9FZCnO0nV7Bw3TC-7e6zPoprbFkrPD3roCxG7oPmy03cBTOTvY-HOJn6v8AfS3OwzzsE0TVUkFwotxhD0FASTLXuwPkm3Q5WBB5Llj0F0f',\n",
       "     'width': 3024}],\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': 158,\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': 'Aap_uEDJ8kH267IOlMx5RGxln5CiznzuKPaQmyGxT0X-5Rc_Ngwt15N3mKRGngTijfA5P7uqCIJBGk7QjIeuObiIK4BW5Z_v3tbU4ilZYaHwnbyGPpdXnqme8_7_Wf4TWq0tsovM52XpvfFxvopvYn_BfG2-KxgyTSPqCbYMU2fvgsio0nxm',\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': 349,\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': 2268,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/109297776903693488857\">Sandro Nardella</a>'],\n",
       "     'photo_reference': 'Aap_uEBPERHuptZ6MIyA4MAMdUk4AHWQBb_UiZLzs1C_aP1MRpmdR66A9s6j7fpoPzD7YeinoclaPJ-DY0QfXdL4spgcTXFtslvcIujEkoGOJoOsVuBfk7CDdR64ozmm-mqsyf2XyiwjntbB5gR6RaFxXLVA0-0YuIqZrh7C5PekjC3uVv-e',\n",
       "     'width': 4032}],\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': 94,\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': 'Aap_uECfkq7xffARPfISV-0UHSoRHuhRh-VZ4Al6k8lCaCNanG6UzvtBBQpoXVbm95-CI3tpGQe9hQAAoKx9bTT17dvfvk4YDD-fI_pLIECEr0dHQJ0cnPHdKRduZk25RsIlI5bqLUkxRzm-SMyvWBf9NhUKN9do8S8N6vkKfYxklM5TR-9N',\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': 162,\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 ART TAPIEZO</a>'],\n",
       "     'photo_reference': 'Aap_uEACSglgcGoxv1W_o2ZO9-ShiBek2SIoyMkpfkmfKzFme-1osK7-R_9nsqDEnBtM6MO4VXryjbUUb3drI3zIc3PcGwwz3vIKG-ITC0_Im3gvlwCJsj-snFXOtei_qZKSJzUoB2hpC5fZfDK0SzA8r080_o0eTBd3Hks1YB47WP4OA6q_',\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': 147,\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': 3744,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/115421447635584539926\">Hôtel Beaubourg</a>'],\n",
       "     'photo_reference': 'Aap_uEATa2nAadnF355LbVuF-mC6xBIUEKwQyxEk48hWeZVFfKX4ELvWCPKox_nZvLxd5JDfbOho43B0Jh1YVFRAkILKFrZDXTKtBIH3QjXVQ7dLrDMDJ0qpYPC24xrSTKZn46RTk382AMGpOIu2575mj8gJd1rUt6XP6zKnSNm05G6YYWDf',\n",
       "     'width': 5616}],\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': 149,\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': 48.8610872802915,\n",
       "      'lng': 2.348425880291502},\n",
       "     'southwest': {'lat': 48.8583893197085, 'lng': 2.345727919708498}}},\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': 'Aap_uEDPMnbVdvoL7pZg00wkWdtblZcxkBAxU6KbYBV1SsUFsOGiCMxnBk-PKVFgHxiLW1-HGibR72rRyzrKVfj-Jadg2xrGEqhBqHGFimKLH3ClW2Fe80IxvpBg-umwOPT_lyvscWApgXLEqsU827gKA7c38lBwYdlbyu1jmT0SId9_6MGw',\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': 312,\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 Melia Collection</a>'],\n",
       "     'photo_reference': 'Aap_uEDUBCbmdbHROjS6Pn0g_w_5_EiVoS4UJPtFEuz34wSNuMtvuRl8aiSDjkWid87aVLytf3bRpIvfPAtDfooJS4RImd337yxYo0U3DhNE7e1qmkgv5LRDuTXEAHMVYrRXSuoLkcxr5uaT-B9xENkUGLqRp1aY38pLyJzDU5SkOjoVHKE-',\n",
       "     'width': 3543}],\n",
       "   'place_id': 'ChIJI3vbSOFx5kcR84E4IeL2LqI',\n",
       "   'plus_code': {'compound_code': 'V82X+JF Paris, France',\n",
       "    'global_code': '8FW4V82X+JF'},\n",
       "   'rating': 4.4,\n",
       "   'reference': 'ChIJI3vbSOFx5kcR84E4IeL2LqI',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 233,\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': 606,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/105830788751825835396\">Peter Sheehan</a>'],\n",
       "     'photo_reference': 'Aap_uEAFve_fNzGtG5vXWWlP580bs01cko9kvBsk94SKLTUYJJiQuOl8D-5f4-4cYEGVqCbAbghHCgwnHbgHuQQrYqQpmdTyuBsTGOjmlcZ3zD5logQpA9aQpUPwHb06bqi6_dw4sZ3se54vVhdqeDMXqZ9M6O62sOIW9NVHW3eHP98DvegV',\n",
       "     'width': 1080}],\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': 318,\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': 'Aap_uEB8ZPtHwyDZVBvCPGIjBgDYg3Vda-JWvsY650RkwEgYHwoI7vco3m2mI3AghaANsA4kY6JEbkh2Ek3eJAeqfkjK9F45LZafBK2yHqUPSrMub1YsKVQi4f5vwyHkf9_IBke5li2iStJy-wKsGlZRsYF0rJtWs8At04EFBG23K9Qyx_lr',\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': 4032,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/107472282758971290035\">Juan pitarch roca</a>'],\n",
       "     'photo_reference': 'Aap_uEBNno44gTBjMiSNqz2IuobTO_ygxdxAy3FgzkTv_hfh_yT5Z5tHWev-dUFxJPFs3tfFmV5I5nUgWE-eqN0t7HJYtsQmLgUatqx9tk9q7HHMql5L2yp9hqsMXVYR28BdHoORaSI17_rAalvxD3_M4QJC3hSdR12bAV5bbhVEOgJZKUmR',\n",
       "     'width': 3024}],\n",
       "   'place_id': 'ChIJrcnEaN5x5kcRjjOnEG6_HHs',\n",
       "   'plus_code': {'compound_code': 'V82R+VR Paris, France',\n",
       "    'global_code': '8FW4V82R+VR'},\n",
       "   'rating': 3.9,\n",
       "   'reference': 'ChIJrcnEaN5x5kcRjjOnEG6_HHs',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 224,\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': 'Aap_uEClhAIeVvEwfXPgLLZWGDupSREpNVIShU4kmnbVDnz9QR9U5vbcD2e5ziE1P_a8ew9nB0Ey4fg_Dmy30LlGhYIUgENje2xdCZMbM9C6v9dFJ-Hq8Gs9geuIEV5MbxReRWym5SemFSJ99_kO1b3N_TewO9JZJpzm0cIGyUS1CSeCPUPa',\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': 451,\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/113229819060416823993\">Constance Fodé</a>'],\n",
       "     'photo_reference': 'Aap_uEDPopXVX0DUxSn-TKIogoDDwQl39QcAq40bzWLvm_Q8jMc5P6KMr8E49UQH5_-eYjcYsMVQZgf0kqh_myrRN03exp5z1rWnsPlKKEkmrmFdhzScvZhVW4_d2ktNDf2YQGuVUO7JBx3W5GhY_J6GKNFGp_G0Y3aac-IHYmMm2_IpoMIz',\n",
       "     'width': 4032}],\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': 130,\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': 'Hotel Georgette',\n",
       "   'opening_hours': {'open_now': True},\n",
       "   'photos': [{'height': 1181,\n",
       "     'html_attributions': ['<a href=\"https://maps.google.com/maps/contrib/112851757923591367842\">Hotel Georgette</a>'],\n",
       "     'photo_reference': 'Aap_uEBFXUr1jFNEDdDu_hlw4m_4Nb96mo-z0DUkpt0IcE5Pwr28BnegOSWqzmKgtr116RcQ8QO4Xibylksq0aF4YxR6b-GWasFEpqDyCxlc8M9OSjTn5t65QXcmWFKW8rADi--0DavMkaCYwepCjrAwtN4-ZqfMmsx_RKqMuHfH5Q4Yot7K',\n",
       "     'width': 1772}],\n",
       "   'place_id': 'ChIJZ6OWsRtu5kcRuyOkJ6_e06E',\n",
       "   'plus_code': {'compound_code': 'V973+83 Paris, France',\n",
       "    'global_code': '8FW4V973+83'},\n",
       "   'rating': 4.4,\n",
       "   'reference': 'ChIJZ6OWsRtu5kcRuyOkJ6_e06E',\n",
       "   'scope': 'GOOGLE',\n",
       "   'types': ['lodging', 'point_of_interest', 'establishment'],\n",
       "   'user_ratings_total': 193,\n",
       "   'vicinity': '36 Rue du Grenier-Saint-Lazare, Paris'}],\n",
       " 'status': 'OK'}"
      ]
     },
     "execution_count": 38,
     "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": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(hotels[\"results\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hotel not found... skipping.\n",
      "Hotel not found... skipping.\n",
      "Hotel not found... skipping.\n",
      "Hotel not found... skipping.\n",
      "Hotel not found... skipping.\n",
      "Hotel not found... skipping.\n",
      "Hotel not found... skipping.\n",
      "Hotel not found... skipping.\n",
      "Hotel not found... skipping.\n",
      "Hotel not found... skipping.\n",
      "Hotel not found... skipping.\n",
      "Hotel not found... skipping.\n",
      "Hotel not found... skipping.\n",
      "Hotel not found... skipping.\n",
      "Hotel not found... skipping.\n"
     ]
    }
   ],
   "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",
    "    \n",
    "    try:\n",
    "        hotel_df.loc[index, \"Hotel Name\"] = hotels[\"results\"][0][\"name\"]\n",
    "\n",
    "    except (IndexError):\n",
    "        print(\"Hotel not found... skipping.\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>City</th>\n",
       "      <th>Country</th>\n",
       "      <th>Max Temp</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lng</th>\n",
       "      <th>Hotel Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>San Policarpo</td>\n",
       "      <td>PH</td>\n",
       "      <td>78.67</td>\n",
       "      <td>12.1791</td>\n",
       "      <td>125.5072</td>\n",
       "      <td>Agapita M. Nicart</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Atuona</td>\n",
       "      <td>PF</td>\n",
       "      <td>78.44</td>\n",
       "      <td>-9.8000</td>\n",
       "      <td>-139.0333</td>\n",
       "      <td>Villa Enata</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Rikitea</td>\n",
       "      <td>PF</td>\n",
       "      <td>80.02</td>\n",
       "      <td>-23.1203</td>\n",
       "      <td>-134.9692</td>\n",
       "      <td>People ThankYou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Puerto Ayora</td>\n",
       "      <td>EC</td>\n",
       "      <td>82.36</td>\n",
       "      <td>-0.7393</td>\n",
       "      <td>-90.3518</td>\n",
       "      <td>Finch Bay Galapagos Hotel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Chuy</td>\n",
       "      <td>UY</td>\n",
       "      <td>76.86</td>\n",
       "      <td>-33.6971</td>\n",
       "      <td>-53.4616</td>\n",
       "      <td>Nuevo Hotel Plaza</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Avarua</td>\n",
       "      <td>CK</td>\n",
       "      <td>77.05</td>\n",
       "      <td>-21.2078</td>\n",
       "      <td>-159.7750</td>\n",
       "      <td>Paradise Inn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Samarai</td>\n",
       "      <td>PG</td>\n",
       "      <td>81.50</td>\n",
       "      <td>-10.6167</td>\n",
       "      <td>150.6667</td>\n",
       "      <td>Nuli Sapi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Saint-Pierre</td>\n",
       "      <td>RE</td>\n",
       "      <td>80.28</td>\n",
       "      <td>-21.3393</td>\n",
       "      <td>55.4781</td>\n",
       "      <td>Lindsey Hôtel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Vao</td>\n",
       "      <td>NC</td>\n",
       "      <td>78.69</td>\n",
       "      <td>-22.6667</td>\n",
       "      <td>167.4833</td>\n",
       "      <td>Hotel Kou-Bugny</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Castro</td>\n",
       "      <td>BR</td>\n",
       "      <td>77.50</td>\n",
       "      <td>-24.7911</td>\n",
       "      <td>-50.0119</td>\n",
       "      <td>CHACARA BAILLY</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             City Country  Max Temp      Lat       Lng  \\\n",
       "0   San Policarpo      PH     78.67  12.1791  125.5072   \n",
       "5          Atuona      PF     78.44  -9.8000 -139.0333   \n",
       "7         Rikitea      PF     80.02 -23.1203 -134.9692   \n",
       "12   Puerto Ayora      EC     82.36  -0.7393  -90.3518   \n",
       "13           Chuy      UY     76.86 -33.6971  -53.4616   \n",
       "15         Avarua      CK     77.05 -21.2078 -159.7750   \n",
       "19        Samarai      PG     81.50 -10.6167  150.6667   \n",
       "24   Saint-Pierre      RE     80.28 -21.3393   55.4781   \n",
       "25            Vao      NC     78.69 -22.6667  167.4833   \n",
       "29         Castro      BR     77.50 -24.7911  -50.0119   \n",
       "\n",
       "                   Hotel Name  \n",
       "0           Agapita M. Nicart  \n",
       "5                 Villa Enata  \n",
       "7             People ThankYou  \n",
       "12  Finch Bay Galapagos Hotel  \n",
       "13          Nuevo Hotel Plaza  \n",
       "15               Paradise Inn  \n",
       "19                  Nuli Sapi  \n",
       "24              Lindsey Hôtel  \n",
       "25            Hotel Kou-Bugny  \n",
       "29             CHACARA BAILLY  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hotel_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dccc1a472e114be2bfcedcbfa6e1e7e0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Figure(layout=FigureLayout(height='420px'))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "info_box_template = \"\"\"\n",
    "<dl>\n",
    "<dt>Hotel Name</dt><dd>{Hotel Name}</dd>\n",
    "<dt>City</dt><dd>{City}</dd>\n",
    "<dt>Country</dt><dd>{Country}</dd>\n",
    "<dt>Max Temp</dt><dd>{Max Temp} °F</dd>\n",
    "</dl>\n",
    "\"\"\"\n",
    "\n",
    "# Store the DataFrame Row.\n",
    "hotel_info = [info_box_template.format(**row) for index, row in hotel_df.iterrows()]\n",
    "# Add a heatmap of temperature for the vacation spots.\n",
    "\n",
    "locations = hotel_df[[\"Lat\", \"Lng\"]]\n",
    "max_temp = hotel_df[\"Max Temp\"]\n",
    "fig = gmaps.figure(center=(30.0, 31.0), zoom_level=1.5)\n",
    "heat_layer = gmaps.heatmap_layer(locations, weights=max_temp, dissipating=False,\n",
    "             max_intensity=300, point_radius=4)\n",
    "marker_layer = gmaps.marker_layer(locations,info_box_content=hotel_info)\n",
    "fig.add_layer(heat_layer)\n",
    "fig.add_layer(marker_layer)\n",
    "# Call the figure to plot the data.\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "fbdc92d7232e214d4832efe890561077eb750748953cc72ebba203555034ac8b"
  },
  "kernelspec": {
   "display_name": "Python 3.7.11 ('PythonData')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}