VacationPy.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# VacationPy\n",
    "----\n",
    "\n",
    "#### Note\n",
    "* Instructions have been included for each segment. You do not have to follow them exactly, but they are included to help you think through the steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Dependencies and Setup\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import requests\n",
    "#!pip install gmaps\n",
    "import gmaps\n",
    "import os\n",
    "import json\n",
    "# Import API key\n",
    "from api_keys import g_key\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "                City Country        Date  Latitude  Longitude  Humidity  \\\n0        East London      ZA  1592799964    -33.02      27.91        76   \n1       Longyearbyen      SJ  1592799947     78.22      15.64        65   \n2        Port Alfred      ZA  1592799911    -33.59      26.89        89   \n3  Nizhniy Tsasuchey      RU  1592800367     50.52     115.13        33   \n4             Touros      BR  1592799902     -5.20     -35.46        94   \n\n   Pressure   Temp  Max_Temp  Cloudiness  Wind_Speed  \n0      1024  53.60     53.60          17        8.05  \n1      1018  44.60     44.60           0        3.36  \n2      1022  57.00     57.00          23        5.01  \n3      1005  74.75     74.75          57       10.20  \n4      1014  73.40     73.40           3        5.82  ",
      "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>Date</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n      <th>Humidity</th>\n      <th>Pressure</th>\n      <th>Temp</th>\n      <th>Max_Temp</th>\n      <th>Cloudiness</th>\n      <th>Wind_Speed</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>East London</td>\n      <td>ZA</td>\n      <td>1592799964</td>\n      <td>-33.02</td>\n      <td>27.91</td>\n      <td>76</td>\n      <td>1024</td>\n      <td>53.60</td>\n      <td>53.60</td>\n      <td>17</td>\n      <td>8.05</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Longyearbyen</td>\n      <td>SJ</td>\n      <td>1592799947</td>\n      <td>78.22</td>\n      <td>15.64</td>\n      <td>65</td>\n      <td>1018</td>\n      <td>44.60</td>\n      <td>44.60</td>\n      <td>0</td>\n      <td>3.36</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Port Alfred</td>\n      <td>ZA</td>\n      <td>1592799911</td>\n      <td>-33.59</td>\n      <td>26.89</td>\n      <td>89</td>\n      <td>1022</td>\n      <td>57.00</td>\n      <td>57.00</td>\n      <td>23</td>\n      <td>5.01</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Nizhniy Tsasuchey</td>\n      <td>RU</td>\n      <td>1592800367</td>\n      <td>50.52</td>\n      <td>115.13</td>\n      <td>33</td>\n      <td>1005</td>\n      <td>74.75</td>\n      <td>74.75</td>\n      <td>57</td>\n      <td>10.20</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Touros</td>\n      <td>BR</td>\n      <td>1592799902</td>\n      <td>-5.20</td>\n      <td>-35.46</td>\n      <td>94</td>\n      <td>1014</td>\n      <td>73.40</td>\n      <td>73.40</td>\n      <td>3</td>\n      <td>5.82</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "source": [
    "### Store Part I results into DataFrame\n",
    "cities_df = pd.read_csv(\"output_files/WeatherByCities_20200621.csv\")\n",
    "cities_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "Figure(layout=FigureLayout(border='1px solid black', height='600px', padding='1px', width='1000px'))",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "1fb6f911fe234c57a5d4fc30a3a3af34"
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     },
     "metadata": {}
    }
   ],
   "source": [
    "### Humidity Heatmap\n",
    "gmaps.configure(api_key = g_key)\n",
    "fig=gmaps.figure()\n",
    "\n",
    "figure_layout = {'width' : '1000px', 'height' : '600px', 'border' : '1px solid black', 'padding' : '1px' }\n",
    "locations = cities_df[['Latitude','Longitude']]\n",
    "weights = cities_df['Humidity']\n",
    "center_coordinates = (30.3333,31.2333)\n",
    "fig = gmaps.figure(center = center_coordinates, map_type = \"SATELLITE\", zoom_level = 1.8, layout=figure_layout)\n",
    "\n",
    "\n",
    "\n",
    "heatmap_layer = gmaps.heatmap_layer(locations,weights = weights, dissipating=False, max_intensity = 100, point_radius = 3)\n",
    "\n",
    "fig.add_layer(heatmap_layer)\n",
    "fig "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "                  City Country  Latitude  Longitude\n95           Ierapetra      GR     35.01      25.74\n116             Noumea      NC    -22.28     166.46\n346  São João da Barra      BR    -21.64     -41.05\n388         Abu Samrah      SY     35.30      37.18\n439        Bongandanga      CD      1.50      21.05\n454             Yabrūd      SY     33.97      36.66\n469            Kumluca      TR     36.37      30.29\n472            Tartous      SY     34.89      35.89\n501            Tripoli      LY     32.88      13.19\n550          Mont-Dore      NC    -22.28     166.58\n562            Caborca      MX     30.58    -111.10\n581      Florianópolis      BR    -27.61     -48.50",
      "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>Latitude</th>\n      <th>Longitude</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>95</th>\n      <td>Ierapetra</td>\n      <td>GR</td>\n      <td>35.01</td>\n      <td>25.74</td>\n    </tr>\n    <tr>\n      <th>116</th>\n      <td>Noumea</td>\n      <td>NC</td>\n      <td>-22.28</td>\n      <td>166.46</td>\n    </tr>\n    <tr>\n      <th>346</th>\n      <td>São João da Barra</td>\n      <td>BR</td>\n      <td>-21.64</td>\n      <td>-41.05</td>\n    </tr>\n    <tr>\n      <th>388</th>\n      <td>Abu Samrah</td>\n      <td>SY</td>\n      <td>35.30</td>\n      <td>37.18</td>\n    </tr>\n    <tr>\n      <th>439</th>\n      <td>Bongandanga</td>\n      <td>CD</td>\n      <td>1.50</td>\n      <td>21.05</td>\n    </tr>\n    <tr>\n      <th>454</th>\n      <td>Yabrūd</td>\n      <td>SY</td>\n      <td>33.97</td>\n      <td>36.66</td>\n    </tr>\n    <tr>\n      <th>469</th>\n      <td>Kumluca</td>\n      <td>TR</td>\n      <td>36.37</td>\n      <td>30.29</td>\n    </tr>\n    <tr>\n      <th>472</th>\n      <td>Tartous</td>\n      <td>SY</td>\n      <td>34.89</td>\n      <td>35.89</td>\n    </tr>\n    <tr>\n      <th>501</th>\n      <td>Tripoli</td>\n      <td>LY</td>\n      <td>32.88</td>\n      <td>13.19</td>\n    </tr>\n    <tr>\n      <th>550</th>\n      <td>Mont-Dore</td>\n      <td>NC</td>\n      <td>-22.28</td>\n      <td>166.58</td>\n    </tr>\n    <tr>\n      <th>562</th>\n      <td>Caborca</td>\n      <td>MX</td>\n      <td>30.58</td>\n      <td>-111.10</td>\n    </tr>\n    <tr>\n      <th>581</th>\n      <td>Florianópolis</td>\n      <td>BR</td>\n      <td>-27.61</td>\n      <td>-48.50</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "source": [
    "### Create new DataFrame fitting weather criteria\n",
    "\n",
    "Ideal_Cities = cities_df[(cities_df['Max_Temp'] >= 70) &\n",
    "                         (cities_df['Max_Temp'] <= 80) &\n",
    "                         (cities_df['Wind_Speed'] < 10) &\n",
    "                         (cities_df['Cloudiness'] == 0)]\n",
    "Ideal_Cities = Ideal_Cities[['City', 'Country', 'Latitude', 'Longitude']]\n",
    "Ideal_Cities\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "                  City Country  Latitude  Longitude Hotel Name Hotel Address\n95           Ierapetra      GR     35.01      25.74                         \n116             Noumea      NC    -22.28     166.46                         \n346  São João da Barra      BR    -21.64     -41.05                         \n388         Abu Samrah      SY     35.30      37.18                         \n439        Bongandanga      CD      1.50      21.05                         ",
      "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>Latitude</th>\n      <th>Longitude</th>\n      <th>Hotel Name</th>\n      <th>Hotel Address</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>95</th>\n      <td>Ierapetra</td>\n      <td>GR</td>\n      <td>35.01</td>\n      <td>25.74</td>\n      <td></td>\n      <td></td>\n    </tr>\n    <tr>\n      <th>116</th>\n      <td>Noumea</td>\n      <td>NC</td>\n      <td>-22.28</td>\n      <td>166.46</td>\n      <td></td>\n      <td></td>\n    </tr>\n    <tr>\n      <th>346</th>\n      <td>São João da Barra</td>\n      <td>BR</td>\n      <td>-21.64</td>\n      <td>-41.05</td>\n      <td></td>\n      <td></td>\n    </tr>\n    <tr>\n      <th>388</th>\n      <td>Abu Samrah</td>\n      <td>SY</td>\n      <td>35.30</td>\n      <td>37.18</td>\n      <td></td>\n      <td></td>\n    </tr>\n    <tr>\n      <th>439</th>\n      <td>Bongandanga</td>\n      <td>CD</td>\n      <td>1.50</td>\n      <td>21.05</td>\n      <td></td>\n      <td></td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "source": [
    "Ideal_Cities[\"Hotel Name\"] = \"\"\n",
    "Ideal_Cities[\"Hotel Address\"] = \"\"\n",
    "Ideal_Cities.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "{\n    \"html_attributions\": [],\n    \"results\": [\n        {\n            \"business_status\": \"OPERATIONAL\",\n            \"geometry\": {\n                \"location\": {\n                    \"lat\": 35.0079873,\n                    \"lng\": 25.7567464\n                },\n                \"viewport\": {\n                    \"northeast\": {\n                        \"lat\": 35.00936272989272,\n                        \"lng\": 25.75801872989272\n                    },\n                    \"southwest\": {\n                        \"lat\": 35.00666307010728,\n                        \"lng\": 25.75531907010727\n                    }\n                }\n            },\n            \"icon\": \"https://maps.gstatic.com/mapfiles/place_api/icons/lodging-71.png\",\n            \"id\": \"a7d024f49d969b6f8fccbe5494bc583bf2c929c7\",\n            \"name\": \"Tylissos Beach Hotel\",\n            \"opening_hours\": {\n                \"open_now\": true\n            },\n            \"photos\": [\n                {\n                    \"height\": 1097,\n                    \"html_attributions\": [\n                        \"<a href=\\\"https://maps.google.com/maps/contrib/116068678757252312719\\\">A Google User</a>\"\n                    ],\n                    \"photo_reference\": \"CmRaAAAA34HPJl6dAGkwwfV6SOHtDACEyG-gU4vIna94DMXlz6xFWzspvf5Di5sdkf7LTzEzGBSJdmdLuXgZfZPCj2OCfXZvC6zh0k-L9mG9O801-pEN47suES9MKwJE9_steRzREhAma2hVameQNFtEWCCU6XfzGhRt6DSeJpnkgQOadIcMUM_YlNJKeA\",\n                    \"width\": 2048\n                }\n            ],\n            \"place_id\": \"ChIJG_cUhWl5kBQRsMESgXhNOgQ\",\n            \"plus_code\": {\n                \"compound_code\": \"2Q54+5M Ierapetra, Greece\",\n                \"global_code\": \"8G772Q54+5M\"\n            },\n            \"rating\": 4.5,\n            \"reference\": \"ChIJG_cUhWl5kBQRsMESgXhNOgQ\",\n            \"scope\": \"GOOGLE\",\n            \"types\": [\n                \"lodging\",\n                \"point_of_interest\",\n                \"establishment\"\n            ],\n            \"user_ratings_total\": 200,\n            \"vicinity\": \"City Beach Road Ierapetra to Sitia, Ierapetra\"\n        },\n        {\n            \"business_status\": \"OPERATIONAL\",\n            \"geometry\": {\n                \"location\": {\n                    \"lat\": 35.009659,\n                    \"lng\": 25.742171\n                },\n                \"viewport\": {\n                    \"northeast\": {\n                        \"lat\": 35.01100882989272,\n                        \"lng\": 25.74352082989272\n                    },\n                    \"southwest\": {\n                        \"lat\": 35.00830917010727,\n                        \"lng\": 25.74082117010728\n                    }\n                }\n            },\n            \"icon\": \"https://maps.gstatic.com/mapfiles/place_api/icons/lodging-71.png\",\n            \"id\": \"8b37b23d8a7a3a1fe27c9b982ab87cc09dc782b7\",\n            \"name\": \"El Greco Boutique Hotel Ierapetra\",\n            \"photos\": [\n                {\n                    \"height\": 683,\n                    \"html_attributions\": [\n                        \"<a href=\\\"https://maps.google.com/maps/contrib/108479076312462330074\\\">Hotels World Online</a>\"\n                    ],\n                    \"photo_reference\": \"CmRaAAAAnJmDW7wxHMJq30STjDZFOBgulKl0_v4vtz-qxR22RjfISzNqCQLwC7QDTg5UcaOBTgOCGnXmVTlNn06HAIEl4wkOv9ut7tFydRdNv0GSI0DuNNLrsZN892NNzXvcghybEhDkaeeBmgioKVhyQPEigI9HGhR-jzvxHYx9YhQOnXV9xGyePmrpRA\",\n                    \"width\": 1024\n                }\n            ],\n            \"place_id\": \"ChIJQyMZCad1mxQRLTjuc7SpMZk\",\n            \"plus_code\": {\n                \"compound_code\": \"2P5R+VV Ierapetra, Greece\",\n                \"global_code\": \"8G772P5R+VV\"\n            },\n            \"rating\": 4.5,\n            \"reference\": \"ChIJQyMZCad1mxQRLTjuc7SpMZk\",\n            \"scope\": \"GOOGLE\",\n            \"types\": [\n                \"lodging\",\n                \"point_of_interest\",\n                \"establishment\"\n            ],\n            \"user_ratings_total\": 268,\n            \"vicinity\": \"Mihali Kothri 42, Ierapetra\"\n        },\n        {\n            \"business_status\": \"OPERATIONAL\",\n            \"geometry\": {\n                \"location\": {\n                    \"lat\": 35.0101014,\n                    \"lng\": 25.7425851\n                },\n                \"viewport\": {\n                    \"northeast\": {\n                        \"lat\": 35.01146087989272,\n                        \"lng\": 25.74397932989272\n                    },\n                    \"southwest\": {\n                        \"lat\": 35.00876122010727,\n                        \"lng\": 25.74127967010728\n                    }\n                }\n            },\n            \"icon\": \"https://maps.gstatic.com/mapfiles/place_api/icons/lodging-71.png\",\n            \"id\": \"ce12e7bd7e298e7c6285e71b502130ef63539dc6\",\n            \"name\": \"Astron Hotel\",\n            \"opening_hours\": {\n                \"open_now\": true\n            },\n            \"photos\": [\n                {\n                    \"height\": 636,\n                    \"html_attributions\": [\n                        \"<a href=\\\"https://maps.google.com/maps/contrib/103224617507742781655\\\">Astron Hotel</a>\"\n                    ],\n                    \"photo_reference\": \"CmRaAAAAQlXEFvppoSkEAGsYNcXBuJE3bR4itFWyhP6hO8LsQu5AhgMV2WquHIXiZIKNjFLijhSFCdWx4oNKadK8MH4eKxa2E9so3ziez_9lJhenjjYlqgWPrKyd-qyql9fDIlWQEhC_U6WtexAtaJWAY8fOZA3GGhSl-EgCTlOfYDHwzJ4FaTNTzipi3g\",\n                    \"width\": 1000\n                }\n            ],\n            \"place_id\": \"ChIJx71goPIimxQRux6YgH5Uu9g\",\n            \"plus_code\": {\n                \"compound_code\": \"2P6V+22 Ierapetra, Greece\",\n                \"global_code\": \"8G772P6V+22\"\n            },\n            \"rating\": 4.3,\n            \"reference\": \"ChIJx71goPIimxQRux6YgH5Uu9g\",\n            \"scope\": \"GOOGLE\",\n            \"types\": [\n                \"beauty_salon\",\n                \"cafe\",\n                \"spa\",\n                \"lodging\",\n                \"restaurant\",\n                \"food\",\n                \"point_of_interest\",\n                \"establishment\"\n            ],\n            \"user_ratings_total\": 281,\n            \"vicinity\": \"Papaioannou 1, Ierapetra\"\n        },\n        {\n            \"business_status\": \"OPERATIONAL\",\n            \"geometry\": {\n                \"location\": {\n                    \"lat\": 35.0114163,\n                    \"lng\": 25.7404889\n                },\n                \"viewport\": {\n                    \"northeast\": {\n                        \"lat\": 35.01275562989272,\n                        \"lng\": 25.74178097989272\n                    },\n                    \"southwest\": {\n                        \"lat\": 35.01005597010727,\n                        \"lng\": 25.73908132010728\n                    }\n                }\n            },\n            \"icon\": \"https://maps.gstatic.com/mapfiles/place_api/icons/lodging-71.png\",\n            \"id\": \"33379978f96dd82c5ed082c495e9288f72f17a17\",\n            \"name\": \"\\u00ae Cretan Villa Hotel & Apartments in Ierapetra Crete\",\n            \"opening_hours\": {\n                \"open_now\": true\n            },\n            \"photos\": [\n                {\n                    \"height\": 1727,\n                    \"html_attributions\": [\n                        \"<a href=\\\"https://maps.google.com/maps/contrib/104446089046457745368\\\">Cretan Villa Hotel in Ierapetra</a>\"\n                    ],\n                    \"photo_reference\": \"CmRaAAAAD9QBT8rqWROYgqEJysm87GTTeiv5RO8UXO6QqKGFafVgCK1RELknNH3WZWeXtNjcP0OSoWtviMn5NwPA1oqwv6icM8ZwGkd_lm8JtWuaEmFW0GCjL9bbF1qkV4Q3LY_kEhDsnSuyUSFdPsOQHXFHdwp-GhSLb6HNDjqzgKziCeOsznrz0LAiyQ\",\n                    \"width\": 2600\n                }\n            ],\n            \"place_id\": \"ChIJK3HJkml5kBQRntDUJHGowuw\",\n            \"plus_code\": {\n                \"compound_code\": \"2P6R+H5 Ierapetra, Greece\",\n                \"global_code\": \"8G772P6R+H5\"\n            },\n            \"rating\": 4.7,\n            \"reference\": \"ChIJK3HJkml5kBQRntDUJHGowuw\",\n            \"scope\": \"GOOGLE\",\n            \"types\": [\n                \"lodging\",\n                \"point_of_interest\",\n                \"establishment\"\n            ],\n            \"user_ratings_total\": 82,\n            \"vicinity\": \"Oplarchigou Lakerda 16, Ierapetra\"\n        },\n        {\n            \"business_status\": \"OPERATIONAL\",\n            \"geometry\": {\n                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Cris\\u00f3gono Vi\\u00eaira da Cruz, 304 - Lagoa da Concei\\u00e7\\u00e3o, Florian\\u00f3polis\"\n        },\n        {\n            \"business_status\": \"OPERATIONAL\",\n            \"geometry\": {\n                \"location\": {\n                    \"lat\": -27.65137,\n                    \"lng\": -48.47608\n                },\n                \"viewport\": {\n                    \"northeast\": {\n                        \"lat\": -27.65004762010728,\n                        \"lng\": -48.47475042010728\n                    },\n                    \"southwest\": {\n                        \"lat\": -27.65274727989272,\n                        \"lng\": -48.47745007989272\n                    }\n                }\n            },\n            \"icon\": \"https://maps.gstatic.com/mapfiles/place_api/icons/lodging-71.png\",\n            \"id\": \"a312ab1ce830cccb427a304e3f353a9d232f5dc6\",\n            \"name\": \"POUSADA SEREIA MORENA\",\n            \"photos\": [\n                {\n                    \"height\": 1064,\n                    \"html_attributions\": [\n                        \"<a href=\\\"https://maps.google.com/maps/contrib/107348168070316496360\\\">A Google User</a>\"\n                    ],\n                    \"photo_reference\": \"CmRaAAAAsafwlXY_plHWWbEV-J9vk11TxL2D9GCGedHUKwaGf-VYr_IZnrMwGffMPWwOnRK6povCZVeU6idbH6G_MEtGAWohRuxsNdWkpvGkVeSYtYlRTDpvBpJ1CcPAnfN2Q9noEhDxJ7slrSsbJ5CeYF1G-FkIGhS0FZBuIbANWKeeN7z1zaXu-9jNtA\",\n                    \"width\": 1600\n                }\n            ],\n            \"place_id\": \"ChIJtZ0JzXk8J5URB0dzD0LUaNA\",\n            \"plus_code\": {\n                \"compound_code\": \"8GXF+FH Rio Tavares, Florian\\u00f3polis - State of Santa Catarina, Brazil\",\n                \"global_code\": \"584H8GXF+FH\"\n            },\n            \"rating\": 4.2,\n            \"reference\": \"ChIJtZ0JzXk8J5URB0dzD0LUaNA\",\n            \"scope\": \"GOOGLE\",\n            \"types\": [\n                \"lodging\",\n                \"point_of_interest\",\n                \"establishment\"\n            ],\n            \"user_ratings_total\": 74,\n            \"vicinity\": \"297 R. Silvio Lopes Ara\\u00fajo, Florian\\u00f3polis\"\n        },\n        {\n            \"business_status\": \"OPERATIONAL\",\n            \"geometry\": {\n                \"location\": {\n                    \"lat\": -27.604495,\n                    \"lng\": -48.529798\n                },\n                \"viewport\": {\n                    \"northeast\": {\n                        \"lat\": -27.60317427010728,\n                        \"lng\": -48.52835217010728\n                    },\n                    \"southwest\": {\n                        \"lat\": -27.60587392989272,\n                        \"lng\": -48.53105182989273\n                    }\n                }\n            },\n            \"icon\": \"https://maps.gstatic.com/mapfiles/place_api/icons/lodging-71.png\",\n            \"id\": \"010115462a66d2e9c71a8b3aabe363b03e3f03ef\",\n            \"name\": \"Hotel Quinta da Bica D'\\u00c1gua\",\n            \"opening_hours\": {\n                \"open_now\": true\n            },\n            \"photos\": [\n                {\n                    \"height\": 780,\n                    \"html_attributions\": [\n                        \"<a href=\\\"https://maps.google.com/maps/contrib/110216975705413282425\\\">Louren\\u00e7o Marcon</a>\"\n                    ],\n                    \"photo_reference\": \"CmRaAAAA5jumYGGgmnvFzKQbZjSScCaevCEwOrQkztA7h63vAF3xE8ehP3TY4PAQmn_VTA_cvGMAHp9tb1gA2tiwhE-OL3XVndurXaLYUS0LSZTlAZwn4VpT0TkMttHeGPzT4K6KEhDVZNXogftSNwCE2bgCAaXSGhSV0FyOcEUW-fSIo6mPIeMbxCWFig\",\n                    \"width\": 1040\n                }\n            ],\n            \"place_id\": \"ChIJyX3BoLE5J5URys3Jp5ksRUw\",\n            \"plus_code\": {\n                \"compound_code\": \"9FWC+63 Carvoeira, Florian\\u00f3polis - State of Santa Catarina, Brazil\",\n                \"global_code\": \"584H9FWC+63\"\n            },\n            \"rating\": 4.5,\n            \"reference\": \"ChIJyX3BoLE5J5URys3Jp5ksRUw\",\n            \"scope\": \"GOOGLE\",\n            \"types\": [\n                \"lodging\",\n                \"point_of_interest\",\n                \"establishment\"\n            ],\n            \"user_ratings_total\": 1528,\n            \"vicinity\": \"R. Cap. Romualdo de Barros, 641 - Carvoeira, Florian\\u00f3polis\"\n        },\n        {\n            \"business_status\": \"OPERATIONAL\",\n            \"geometry\": {\n                \"location\": {\n                    \"lat\": -27.60577,\n                    \"lng\": -48.46811599999999\n                },\n                \"viewport\": {\n                    \"northeast\": {\n                        \"lat\": -27.60436152010728,\n                        \"lng\": -48.46666897010726\n                    },\n                    \"southwest\": {\n                        \"lat\": -27.60706117989272,\n                        \"lng\": -48.46936862989271\n                    }\n                }\n            },\n            \"icon\": \"https://maps.gstatic.com/mapfiles/place_api/icons/lodging-71.png\",\n            \"id\": \"d9d2fd52630f3ff1ea7bf06d130e7129c5f14678\",\n            \"name\": \"Don Zepe Hotel\",\n            \"photos\": [\n                {\n                    \"height\": 2665,\n                    \"html_attributions\": [\n                        \"<a href=\\\"https://maps.google.com/maps/contrib/100745590958984135911\\\">Don Zepe Hotel</a>\"\n                    ],\n                    \"photo_reference\": \"CmRaAAAAQQsfaDsw7Oiqn8axmT99G-K9bc_S9xw9f-bmvR8ESddqEkz9vnCMlFTBz7NEVN7tUfRzlb7u2CBzBNslaymvDruXVGWIl5Kue12GgoRCQ1ilmxlrAfkC52KHQhNABFQKEhBXfllyk6sm4Y9SIO4Ks469GhTn8NEw3eLO80r5iHemp5YSzggipw\",\n                    \"width\": 3208\n                }\n            ],\n            \"place_id\": \"ChIJQb6Ybbo-J5URaNwQGK1gEeg\",\n            \"plus_code\": {\n                \"compound_code\": \"9GVJ+MQ Lagoa, Florian\\u00f3polis - State of Santa Catarina, Brazil\",\n                \"global_code\": \"584H9GVJ+MQ\"\n            },\n            \"rating\": 4.3,\n            \"reference\": \"ChIJQb6Ybbo-J5URaNwQGK1gEeg\",\n            \"scope\": \"GOOGLE\",\n            \"types\": [\n                \"lodging\",\n                \"point_of_interest\",\n                \"establishment\"\n            ],\n            \"user_ratings_total\": 179,\n            \"vicinity\": \"Av. Afonso Delambert Neto, 740 - Lagoa da Concei\\u00e7\\u00e3o, Florian\\u00f3polis\"\n        },\n        {\n            \"business_status\": \"OPERATIONAL\",\n            \"geometry\": {\n                \"location\": {\n                    \"lat\": -27.6005382,\n                    \"lng\": -48.4689385\n                },\n                \"viewport\": {\n                    \"northeast\": {\n                        \"lat\": -27.59916337010728,\n                        \"lng\": -48.46753237010727\n                    },\n                    \"southwest\": {\n                        \"lat\": -27.60186302989272,\n                        \"lng\": -48.47023202989272\n                    }\n                }\n            },\n            \"icon\": \"https://maps.gstatic.com/mapfiles/place_api/icons/lodging-71.png\",\n            \"id\": \"3c67429c41666ec61e7564f9fd21a018276811fc\",\n            \"name\": \"Native Pousada e Hostel\",\n            \"opening_hours\": {\n                \"open_now\": true\n            },\n            \"photos\": [\n                {\n                    \"height\": 1000,\n                    \"html_attributions\": [\n                        \"<a href=\\\"https://maps.google.com/maps/contrib/111212059861085348955\\\">A Google User</a>\"\n                    ],\n                    \"photo_reference\": \"CmRaAAAAhxsYGGjeKIEQE7p9GCm16tJZ5xUweeU6z91QkK4ABYIZCh13FS-QRqXnXkoHUoBkAsn0lIVht_Flh1z_I-cIAHxjpB7g1-ivKL-fwTzRI4c8fKX5cJBKXiCAgjEeGgKZEhD-iPuT9N_wM_vuNQacH_ruGhQS5C8dCx95benr75XtoTRVAke4UA\",\n                    \"width\": 1500\n                }\n            ],\n            \"place_id\": \"ChIJeboT97c-J5URvpwTLtpZEPw\",\n            \"plus_code\": {\n                \"compound_code\": \"9GXJ+QC Lagoa, Florian\\u00f3polis - State of Santa Catarina, Brazil\",\n                \"global_code\": \"584H9GXJ+QC\"\n            },\n            \"rating\": 4.8,\n            \"reference\": \"ChIJeboT97c-J5URvpwTLtpZEPw\",\n            \"scope\": \"GOOGLE\",\n            \"types\": [\n                \"lodging\",\n                \"point_of_interest\",\n                \"establishment\"\n            ],\n            \"user_ratings_total\": 84,\n            \"vicinity\": \"R. Afonso Lu\\u00eds Borba, 567 - Lagoa da Concei\\u00e7\\u00e3o, Florian\\u00f3polis\"\n        },\n        {\n            \"business_status\": \"CLOSED_TEMPORARILY\",\n            \"geometry\": {\n                \"location\": {\n                    \"lat\": -27.5785462,\n                    \"lng\": -48.5096572\n                },\n                \"viewport\": {\n                    \"northeast\": {\n                        \"lat\": -27.57712907010728,\n                        \"lng\": -48.50848972010728\n                    },\n                    \"southwest\": {\n                        \"lat\": -27.57982872989272,\n                        \"lng\": -48.51118937989272\n                    }\n                }\n            },\n            \"icon\": \"https://maps.gstatic.com/mapfiles/place_api/icons/lodging-71.png\",\n            \"id\": \"f9599d847b14a61634076aff9951bd45bedd0b53\",\n            \"name\": \"Mercure Florianopolis Convention Hotel\",\n            \"permanently_closed\": true,\n            \"photos\": [\n                {\n                    \"height\": 2470,\n                    \"html_attributions\": [\n                        \"<a href=\\\"https://maps.google.com/maps/contrib/100138518527973239115\\\">Mercure Florianopolis Convention Hotel</a>\"\n                    ],\n                    \"photo_reference\": \"CmRaAAAAs7Bgk1pFl0pHnpK3KV3AAy06kgm8Zm1yb0xHcpprtgwOHc0MH4DbekbCBe0R0S3uWashDkyD13CogUg2hrwDZeXsSWytOFCNCisezwjLacaHuPDLaGj4F4UwzhHsP7HQEhA8ucxWGqSZvTK1AzkWpPkgGhR8OuPUw7vPGHT1Buz5IKkDMfQ68Q\",\n                    \"width\": 3700\n                }\n            ],\n            \"place_id\": \"ChIJa-Cvlu04J5URUv81MnRhydo\",\n            \"plus_code\": {\n                \"compound_code\": \"CFCR+H4 Itacorubi, Florian\\u00f3polis - State of Santa Catarina, Brazil\",\n                \"global_code\": \"584HCFCR+H4\"\n            },\n            \"rating\": 4.3,\n            \"reference\": \"ChIJa-Cvlu04J5URUv81MnRhydo\",\n            \"scope\": \"GOOGLE\",\n            \"types\": [\n                \"lodging\",\n                \"point_of_interest\",\n                \"establishment\"\n            ],\n            \"user_ratings_total\": 2411,\n            \"vicinity\": \"Rod. Admar Gonzaga, 600 - Itacorubi, Florian\\u00f3polis\"\n        },\n        {\n            \"business_status\": \"OPERATIONAL\",\n            \"geometry\": {\n                \"location\": {\n                    \"lat\": -27.6422606,\n                    \"lng\": -48.4829513\n                },\n                \"viewport\": {\n                    \"northeast\": {\n                        \"lat\": -27.64106032010728,\n                        \"lng\": -48.48161017010727\n                    },\n                    \"southwest\": {\n                        \"lat\": -27.64375997989272,\n                        \"lng\": -48.48430982989272\n                    }\n                }\n            },\n            \"icon\": \"https://maps.gstatic.com/mapfiles/place_api/icons/lodging-71.png\",\n            \"id\": \"0987ca634cb17b1e994d21fdd8dc9cd2581cbc86\",\n            \"name\": \"Pousada na Mata\",\n            \"photos\": [\n                {\n                    \"height\": 2988,\n                    \"html_attributions\": [\n                        \"<a href=\\\"https://maps.google.com/maps/contrib/111514881610100429963\\\">ariel bonino</a>\"\n                    ],\n                    \"photo_reference\": \"CmRaAAAARWChfOg2S4N9BXj2-XDftVpolNSeBfef9JtXBRHvXyz0sHn-msdk5tSXj_iPaCCONk0IQnv1LeOrLxQJTsI9tw9A98mpLfRmTk5-je0v_25ff5IzXiPvSZ4K3R4jZODaEhCNO0mza7hiZlEICrRQmON0GhTyt5xMjszft9Iz1_e2ErBoAAbtTA\",\n                    \"width\": 5312\n                }\n            ],\n            \"place_id\": \"ChIJcQegoIw7J5URexswA_N3FWc\",\n            \"plus_code\": {\n                \"compound_code\": \"9G58+3R Florian\\u00f3polis, State of Santa Catarina, Brazil\",\n                \"global_code\": \"584H9G58+3R\"\n            },\n            \"rating\": 4.6,\n            \"reference\": \"ChIJcQegoIw7J5URexswA_N3FWc\",\n            \"scope\": \"GOOGLE\",\n            \"types\": [\n                \"lodging\",\n                \"point_of_interest\",\n                \"establishment\"\n            ],\n            \"user_ratings_total\": 100,\n            \"vicinity\": \"Servid\\u00e3o Amantino Cameu, 768, Florian\\u00f3polis\"\n        },\n        {\n            \"business_status\": \"OPERATIONAL\",\n            \"geometry\": {\n                \"location\": {\n                    \"lat\": -27.6314401,\n                    \"lng\": -48.5229823\n                },\n                \"viewport\": {\n                    \"northeast\": {\n                        \"lat\": -27.63009667010728,\n                        \"lng\": -48.52163187010728\n                    },\n                    \"southwest\": {\n                        \"lat\": -27.63279632989272,\n                        \"lng\": -48.52433152989272\n                    }\n                }\n            },\n            \"icon\": \"https://maps.gstatic.com/mapfiles/place_api/icons/lodging-71.png\",\n            \"id\": \"1caf4989b621fa959d7723d2b93c7145f9d89fe9\",\n            \"name\": \"Pousada Yrap\\u00e9\",\n            \"photos\": [\n                {\n                    \"height\": 700,\n                    \"html_attributions\": [\n                        \"<a href=\\\"https://maps.google.com/maps/contrib/102981812615086711765\\\">Yrap\\u00e9 Hospedagem</a>\"\n                    ],\n                    \"photo_reference\": \"CmRaAAAAXqtUTqBWXg-WTMOdBRZVCCTIOpDKVXF8tBjX6WG3eJpt6HI5RvlCQBgUpc1u8PzwGunXlyQje2Kz9LGoV5zCuQkAC-oKRgdG65nsIJdenNiMdMXlpWqCQLRMNdI1HKl7EhDNkqdC1BhxuXySn2lRQQMSGhSkIFNlmODKt7yrnNEyxw0fLjSXYQ\",\n                    \"width\": 700\n                }\n            ],\n            \"place_id\": \"ChIJRVu2d4M5J5URx5cgh3Nr2Gc\",\n            \"plus_code\": {\n                \"compound_code\": \"9F9G+CR Costeira do Pirajuba\\u00e9, Florian\\u00f3polis - State of Santa Catarina, Brazil\",\n                \"global_code\": \"584H9F9G+CR\"\n            },\n            \"rating\": 4.2,\n            \"reference\": \"ChIJRVu2d4M5J5URx5cgh3Nr2Gc\",\n            \"scope\": \"GOOGLE\",\n            \"types\": [\n                \"lodging\",\n                \"point_of_interest\",\n                \"establishment\"\n            ],\n            \"user_ratings_total\": 93,\n            \"vicinity\": \"Servid\\u00e3o Augusto Schimidt, 49 - Costeira do Pirajuba\\u00e9, Florian\\u00f3polis\"\n        },\n        {\n            \"business_status\": \"OPERATIONAL\",\n            \"geometry\": {\n                \"location\": {\n                    \"lat\": -27.6116811,\n                    \"lng\": -48.5417121\n                },\n                \"viewport\": {\n                    \"northeast\": {\n                        \"lat\": -27.61034592010728,\n                        \"lng\": -48.54041737010728\n                    },\n                    \"southwest\": {\n                        \"lat\": -27.61304557989272,\n                        \"lng\": -48.54311702989272\n                    }\n                }\n            },\n            \"icon\": \"https://maps.gstatic.com/mapfiles/place_api/icons/lodging-71.png\",\n            \"id\": \"e2eb2b56793dd2848e0adab81888054f891fcb14\",\n            \"name\": \"Pousada Edelweiss\",\n            \"photos\": [\n                {\n                    \"height\": 3006,\n                    \"html_attributions\": [\n                        \"<a href=\\\"https://maps.google.com/maps/contrib/103637676687661728304\\\">Lu\\u00eds Carlos Albern\\u00e1s Carvalheiro</a>\"\n                    ],\n                    \"photo_reference\": \"CmRaAAAA3zgkH-2_jrSZh-gTfuK8ykbBStsIDDXcnSQh1xWPd4chot3_i02uAmEAwX3bTT4vpgQ0ERikA-eAneGhK8QNv4-Bu7klMqymgaMYBeX58vXDvE9mEgKVKrbmYwKx67FiEhAvOO1uScjVNqQ8kgdGIOycGhS2DndmM4dZpV3oMWIOmBRj-Ngj6w\",\n                    \"width\": 5344\n                }\n            ],\n            \"place_id\": \"ChIJR8Q3nck5J5URRbP_EIN1IeE\",\n            \"plus_code\": {\n                \"compound_code\": \"9FQ5+88 Saco dos Limoes, Florian\\u00f3polis - State of Santa Catarina, Brazil\",\n                \"global_code\": \"584H9FQ5+88\"\n            },\n            \"rating\": 3.5,\n            \"reference\": \"ChIJR8Q3nck5J5URRbP_EIN1IeE\",\n            \"scope\": \"GOOGLE\",\n            \"types\": [\n                \"lodging\",\n                \"point_of_interest\",\n                \"establishment\"\n            ],\n            \"user_ratings_total\": 241,\n            \"vicinity\": \"R. Lu\\u00eds Pedro Ferreira, 86 - Saco dos Lim\\u00f5es, Florian\\u00f3polis\"\n        }\n    ],\n    \"status\": \"OK\"\n}\n"
    }
   ],
   "source": [
    "params = {\n",
    "    \"radius\": 5000,\n",
    "    \"keyword\": \"hotel\",\n",
    "    \"key\": g_key\n",
    "}\n",
    "\n",
    "\n",
    "# Use the lat/lng we recovered to identify airports\n",
    "for index, row in Ideal_Cities.iterrows():\n",
    "    # get lat, lng from df\n",
    "    lat = row[\"Latitude\"]\n",
    "    lng = row[\"Longitude\"]\n",
    "\n",
    "    # change location each iteration while leaving original params in place\n",
    "    params[\"location\"] = f\"{lat},{lng}\"\n",
    "\n",
    "    # Use the search term: \"International Airport\" and our lat/lng\n",
    "    base_url = \"https://maps.googleapis.com/maps/api/place/nearbysearch/json\"\n",
    "\n",
    "    # make request and print url\n",
    "    name_address = requests.get(base_url, params=params)\n",
    "    \n",
    "#     print the name_address url, avoid doing for public github repos in order to avoid exposing key\n",
    "#     print(name_address.url)\n",
    "\n",
    "    # convert to json\n",
    "    name_address = name_address.json()\n",
    "    print(json.dumps(name_address, indent=4, sort_keys=True))\n",
    "\n",
    "    # Since some data may be missing we incorporate a try-except to skip any that are missing a data point.\n",
    "    try:\n",
    "        Ideal_Cities.loc[index, \"Hotel Name\"] = name_address[\"results\"][0][\"name\"]\n",
    "        Ideal_Cities.loc[index, \"Hotel Address\"] = name_address[\"results\"][0][\"vicinity\"]\n",
    "    except (KeyError, IndexError):\n",
    "        print(\"Missing field/result... skipping.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "                  City Country  Latitude  Longitude  \\\n95           Ierapetra      GR     35.01      25.74   \n116             Noumea      NC    -22.28     166.46   \n346  São João da Barra      BR    -21.64     -41.05   \n469            Kumluca      TR     36.37      30.29   \n472            Tartous      SY     34.89      35.89   \n501            Tripoli      LY     32.88      13.19   \n550          Mont-Dore      NC    -22.28     166.58   \n562            Caborca      MX     30.58    -111.10   \n581      Florianópolis      BR    -27.61     -48.50   \n\n                          Hotel Name  \\\n95              Tylissos Beach Hotel   \n116                          Nouvata   \n346                   Pousada Kactus   \n469                       TurkuazKöy   \n472               Shahin Tower Hotel   \n501     Radisson Blu Al Mahary Hotel   \n550  Hotel Restaurant le Vallon Dore   \n562                       Motel Elba   \n581            Majestic Palace Hotel   \n\n                                         Hotel Address  \n95       City Beach Road Ierapetra to Sitia, Ierapetra  \n116     123 Promenade Roger Laroque, Anse Vata, Nouméa  \n346            R. Q - Chapéu do Sol, São João da Barra  \n469  Orta Mah. Barbaros Caddesi No:119 Finke 1, Finike  \n472                                            Tartus‎  \n501                 Al Fatah St, The Corniche, Tripoli  \n550                                          Mont-Dore  \n562     Blvrd Guillermo Padrés 201, La Loma, Santa Ana  \n581  Av. Jorn. Rubéns de Arruda Ramos, 2746 - Centr...  ",
      "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>Latitude</th>\n      <th>Longitude</th>\n      <th>Hotel Name</th>\n      <th>Hotel Address</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>95</th>\n      <td>Ierapetra</td>\n      <td>GR</td>\n      <td>35.01</td>\n      <td>25.74</td>\n      <td>Tylissos Beach Hotel</td>\n      <td>City Beach Road Ierapetra to Sitia, Ierapetra</td>\n    </tr>\n    <tr>\n      <th>116</th>\n      <td>Noumea</td>\n      <td>NC</td>\n      <td>-22.28</td>\n      <td>166.46</td>\n      <td>Nouvata</td>\n      <td>123 Promenade Roger Laroque, Anse Vata, Nouméa</td>\n    </tr>\n    <tr>\n      <th>346</th>\n      <td>São João da Barra</td>\n      <td>BR</td>\n      <td>-21.64</td>\n      <td>-41.05</td>\n      <td>Pousada Kactus</td>\n      <td>R. Q - Chapéu do Sol, São João da Barra</td>\n    </tr>\n    <tr>\n      <th>469</th>\n      <td>Kumluca</td>\n      <td>TR</td>\n      <td>36.37</td>\n      <td>30.29</td>\n      <td>TurkuazKöy</td>\n      <td>Orta Mah. Barbaros Caddesi No:119 Finke 1, Finike</td>\n    </tr>\n    <tr>\n      <th>472</th>\n      <td>Tartous</td>\n      <td>SY</td>\n      <td>34.89</td>\n      <td>35.89</td>\n      <td>Shahin Tower Hotel</td>\n      <td>Tartus‎</td>\n    </tr>\n    <tr>\n      <th>501</th>\n      <td>Tripoli</td>\n      <td>LY</td>\n      <td>32.88</td>\n      <td>13.19</td>\n      <td>Radisson Blu Al Mahary Hotel</td>\n      <td>Al Fatah St, The Corniche, Tripoli</td>\n    </tr>\n    <tr>\n      <th>550</th>\n      <td>Mont-Dore</td>\n      <td>NC</td>\n      <td>-22.28</td>\n      <td>166.58</td>\n      <td>Hotel Restaurant le Vallon Dore</td>\n      <td>Mont-Dore</td>\n    </tr>\n    <tr>\n      <th>562</th>\n      <td>Caborca</td>\n      <td>MX</td>\n      <td>30.58</td>\n      <td>-111.10</td>\n      <td>Motel Elba</td>\n      <td>Blvrd Guillermo Padrés 201, La Loma, Santa Ana</td>\n    </tr>\n    <tr>\n      <th>581</th>\n      <td>Florianópolis</td>\n      <td>BR</td>\n      <td>-27.61</td>\n      <td>-48.50</td>\n      <td>Majestic Palace Hotel</td>\n      <td>Av. Jorn. Rubéns de Arruda Ramos, 2746 - Centr...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 8
    }
   ],
   "source": [
    "\n",
    "Ideal_Cities[\"Hotel Name\"].replace('',np.nan,inplace=True)\n",
    "Final_Ideal_Cities = Ideal_Cities.dropna(how=\"any\")\n",
    "Final_Ideal_Cities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NOTE: Do not change any of the code in this cell\n",
    "\n",
    "# Using the template add the hotel marks to the heatmap\n",
    "info_box_template = \"\"\"\n",
    "<dl>\n",
    "<dt>Name</dt><dd>{Hotel Name}</dd>\n",
    "<dt>City</dt><dd>{City}</dd>\n",
    "<dt>Country</dt><dd>{Country}</dd>\n",
    "</dl>\n",
    "\"\"\"\n",
    "# Store the DataFrame Row\n",
    "# NOTE: be sure to update with your DataFrame name\n",
    "hotel_info = [info_box_template.format(**row) for index, row in Final_Ideal_Cities.iterrows()]\n",
    "locations = Final_Ideal_Cities[[\"Latitude\", \"Longitude\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "Figure(layout=FigureLayout(border='1px solid black', height='600px', padding='1px', width='1000px'))",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "1fb6f911fe234c57a5d4fc30a3a3af34"
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     },
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   ],
   "source": [
    "# Add marker layer ontop of heat map\n",
    "markers = gmaps.marker_layer(locations,info_box_content = hotel_info, display_info_box=False)\n",
    "fig.add_layer(markers)\n",
    "\n",
    "# Display Map\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Requirement already satisfied: tabulate in c:\\users\\derrik dennis\\.conda\\envs\\mypythonenvironment\\lib\\site-packages (0.8.7)\n|     | City              | Country   |   Latitude |   Longitude | Hotel Name                      | Hotel Address                                                  |\n|----:|:------------------|:----------|-----------:|------------:|:--------------------------------|:---------------------------------------------------------------|\n|  95 | Ierapetra         | GR        |      35.01 |       25.74 | Tylissos Beach Hotel            | City Beach Road Ierapetra to Sitia, Ierapetra                  |\n| 116 | Noumea            | NC        |     -22.28 |      166.46 | Nouvata                         | 123 Promenade Roger Laroque, Anse Vata, Nouméa                 |\n| 346 | São João da Barra | BR        |     -21.64 |      -41.05 | Pousada Kactus                  | R. Q - Chapéu do Sol, São João da Barra                        |\n| 469 | Kumluca           | TR        |      36.37 |       30.29 | TurkuazKöy                      | Orta Mah. Barbaros Caddesi No:119 Finke 1, Finike              |\n| 472 | Tartous           | SY        |      34.89 |       35.89 | Shahin Tower Hotel              | Tartus‎                                                         |\n| 501 | Tripoli           | LY        |      32.88 |       13.19 | Radisson Blu Al Mahary Hotel    | Al Fatah St, The Corniche, Tripoli                             |\n| 550 | Mont-Dore         | NC        |     -22.28 |      166.58 | Hotel Restaurant le Vallon Dore | Mont-Dore                                                      |\n| 562 | Caborca           | MX        |      30.58 |     -111.1  | Motel Elba                      | Blvrd Guillermo Padrés 201, La Loma, Santa Ana                 |\n| 581 | Florianópolis     | BR        |     -27.61 |      -48.5  | Majestic Palace Hotel           | Av. Jorn. Rubéns de Arruda Ramos, 2746 - Centro, Florianópolis |\n"
    }
   ],
   "source": [
    "!pip install tabulate\n",
    "\n",
    "print(Final_Ideal_Cities.to_markdown())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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