Capstone Project - The Battle of Neighborhoods (Week-2) - Analysis.ipynb

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    "# Capstone Project - The Battle of Neighborhoods (Week-2)\n",
    "### Applied Data Science Capstone by IBM/Coursera\n",
    "#### By: Made Putra"
   ]
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    "## Table of Contents\n",
    "* [Introduction: Background and Business Problem](#introduction)\n",
    "* [Data](#data)\n",
    "* [Analysis and Methodology](#analysis)\n",
    "* [Result](#result)\n",
    "* [Discussion](#discussion)\n",
    "* [Conclusion](#conclusion)"
   ]
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   "source": [
    "## Introduction: Business Problem <a name=\"introduction\"></a>"
   ]
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    "Bali is one of the most tourist dense destination in Indonesia. Each year, Bali airport acomodate more than 6.3 milion foreign tourist comming in to the island. This makes bali one of the most potential market for a business that rely on tourism for example culinary.  \n",
    "\n",
    "In this capstone project, we will try to discover an optimal location for a Restaurant. This project will be targeted to stakeholder interested in opening a **resraurant** in **Bali**, Indonesia.\n",
    "\n",
    "Since there are lots of restaurants in Bali we will try to accomodate and detect **locations that are not already crowded with restaurants**. We are also particularly interested in **areas with no restaurants in particular**. We would also prefer locations **as close to the beach as possible**, assuming that first two conditions are met.\n",
    "\n",
    "The data science approach will be used in oprder to generate some most promising neighboorhoods based on the criteria that we analyzed.  \n",
    "\n",
    "We will use our data science powers to generate a few most promissing neighborhoods based on this criteria. Advantages of each area will then be clearly expressed so that best possible final location can be chosen by stakeholders."
   ]
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   "source": [
    "## Data <a name=\"data\"></a>"
   ]
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    "A description of the data: the data used to solve this problem is geolocation data collected from FourSquare. Adequate explanation and discussion, with examples, of the data is the following. Data is a single dataframe, containing at least a location of the restaurant. Explanation of the location data is a standard tuple (lat, lng), where lat stands for latitude and lng for longitude. Some other metadata like name, postal code and so on is also collected, but let us discuss that they are not absolutely necessary for the analysis.\n",
    "\n",
    "Based on definition of our problem, factors that will influence our decission are:\n",
    "* number of existing restaurants in the neighborhood (any type of restaurant)\n",
    "* number of and distance to **restaurants** in the neighborhood, if any,\n",
    "* distance of neighborhood from the beach.\n",
    "* number of restaurants and their type and location in every neighborhood will be obtained using **Foursquare API**"
   ]
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {
      "image/png": {
       "width": 800
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='table1.png', width=800) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysis and Methodology <a name=\"analysis\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data will be used in the following way: by knowing the locations of already existing restaurant, it's possible to apply unsupervised learning heat map technique to determine the area of influence of the existing restaurant, and start up new restaurant which is not in the area of influence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import pandas as pd\n",
    "\n",
    "CLIENT_ID = 'W2A2DWDTAEPECPBIFJH5EBG2DXRU0GU3KF5NVDRBFUNVOYVK'\n",
    "CLIENT_SECRET = '4HSJKLWT4SBVHQTSFSXGFIAKGQKUZNRABUXO01QUR5LKQCVB'\n",
    "request_parameters = {\n",
    "    \"client_id\": CLIENT_ID,\n",
    "    \"client_secret\": CLIENT_SECRET,\n",
    "    \"v\": '20180605',\n",
    "    \"section\": \"restaurant\",\n",
    "    \"near\": \"Kuta, Bali\",\n",
    "    \"radius\": 1000,\n",
    "    \"limit\": 50}\n",
    "\n",
    "data = requests.get(\"https://api.foursquare.com/v2/venues/explore\", params=request_parameters)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data contains useful information such as geocode, and details of the venue that is being retrieved. Let's display the keys of the .json file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['suggestedFilters', 'geocode', 'headerLocation', 'headerFullLocation', 'headerLocationGranularity', 'totalResults', 'suggestedBounds', 'groups'])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d = data.json()[\"response\"]\n",
    "d.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('city', 'Kuta', 'Kuta')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d[\"headerLocationGranularity\"], d[\"headerLocation\"], d[\"headerFullLocation\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "({'ne': {'lat': -8.71574608297111, 'lng': 115.17778779915754},\n",
       "  'sw': {'lat': -8.730303507786049, 'lng': 115.16845879545478}},\n",
       " 139)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d[\"suggestedBounds\"], d[\"totalResults\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'what': '',\n",
       " 'where': 'kuta bali',\n",
       " 'center': {'lat': -8.72332, 'lng': 115.17234},\n",
       " 'displayString': 'Kuta, Bali, Indonesia',\n",
       " 'cc': 'ID',\n",
       " 'geometry': {'bounds': {'ne': {'lat': -8.648911039880005,\n",
       "    'lng': 115.1971435550001},\n",
       "   'sw': {'lat': -8.769724598149992, 'lng': 115.11997559216941}}},\n",
       " 'slug': 'kuta-indonesia',\n",
       " 'longId': '72057594039566938'}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d[\"geocode\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['type', 'name', 'items'])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d[\"groups\"][0].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('Recommended Places', 'recommended')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d[\"groups\"][0][\"type\"], d[\"groups\"][0][\"name\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of items: 50\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[{'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '59e94c46018cbb269fd68c77',\n",
       "   'name': 'Cara Cara Inn',\n",
       "   'location': {'address': 'Gang Khayangan Suci (masuk gang fave Hotel/Zia)',\n",
       "    'lat': -8.722761,\n",
       "    'lng': 115.17332,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.722761,\n",
       "      'lng': 115.17332}],\n",
       "    'postalCode': '80361',\n",
       "    'cc': 'ID',\n",
       "    'city': 'Badung',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Gang Khayangan Suci (masuk gang fave Hotel/Zia)',\n",
       "     'Badung',\n",
       "     'Bali 80361',\n",
       "     'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d1fa931735',\n",
       "     'name': 'Hotel',\n",
       "     'pluralName': 'Hotels',\n",
       "     'shortName': 'Hotel',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/travel/hotel_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-59e94c46018cbb269fd68c77-0'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '52a714db11d20770fbf0916a',\n",
       "   'name': 'Fipper',\n",
       "   'location': {'lat': -8.723176726757796,\n",
       "    'lng': 115.17140481154561,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.723176726757796,\n",
       "      'lng': 115.17140481154561}],\n",
       "    'cc': 'ID',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d107951735',\n",
       "     'name': 'Shoe Store',\n",
       "     'pluralName': 'Shoe Stores',\n",
       "     'shortName': 'Shoes',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/apparel_shoestore_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-52a714db11d20770fbf0916a-1'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '564c5dc9498e8a79127da407',\n",
       "   'name': 'Young Spa',\n",
       "   'location': {'lat': -8.72241722070006,\n",
       "    'lng': 115.17527995497956,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.72241722070006,\n",
       "      'lng': 115.17527995497956}],\n",
       "    'cc': 'ID',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d1ed941735',\n",
       "     'name': 'Spa',\n",
       "     'pluralName': 'Spas',\n",
       "     'shortName': 'Spa',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/spa_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-564c5dc9498e8a79127da407-2'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '4e530e3f62e14e02e8aeb708',\n",
       "   'name': 'Odysseys Surf School',\n",
       "   'location': {'address': 'Mercure Kuta Hotel',\n",
       "    'crossStreet': 'Jl. Pantai Kuta',\n",
       "    'lat': -8.720848576726777,\n",
       "    'lng': 115.16990108225257,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.720848576726777,\n",
       "      'lng': 115.16990108225257}],\n",
       "    'postalCode': '80361',\n",
       "    'cc': 'ID',\n",
       "    'city': 'Badung',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Mercure Kuta Hotel (Jl. Pantai Kuta)',\n",
       "     'Badung',\n",
       "     'Bali 80361',\n",
       "     'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d1e3941735',\n",
       "     'name': 'Surf Spot',\n",
       "     'pluralName': 'Surf Spots',\n",
       "     'shortName': 'Surf Spot',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/parks_outdoors/surfspot_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []},\n",
       "   'venuePage': {'id': '76670354'}},\n",
       "  'referralId': 'e-0-4e530e3f62e14e02e8aeb708-3'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '519794ef498e820998022f0e',\n",
       "   'name': 'Quiksilver Premium',\n",
       "   'location': {'address': 'Kuta Square',\n",
       "    'lat': -8.724723070596577,\n",
       "    'lng': 115.17132138032265,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.724723070596577,\n",
       "      'lng': 115.17132138032265}],\n",
       "    'cc': 'ID',\n",
       "    'city': 'Kuta',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Kuta Square', 'Kuta', 'Bali', 'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d103951735',\n",
       "     'name': 'Clothing Store',\n",
       "     'pluralName': 'Clothing Stores',\n",
       "     'shortName': 'Apparel',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/apparel_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-519794ef498e820998022f0e-4'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '4c385f6c93db0f473e6d2192',\n",
       "   'name': 'Smart Spa & Relaxing Spot',\n",
       "   'location': {'address': 'Jl. Legian No. 41 Kuta - Bali',\n",
       "    'lat': -8.722522369562691,\n",
       "    'lng': 115.17164536016693,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.722522369562691,\n",
       "      'lng': 115.17164536016693}],\n",
       "    'cc': 'ID',\n",
       "    'city': 'Kuta',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Jl. Legian No. 41 Kuta - Bali',\n",
       "     'Kuta',\n",
       "     'Bali',\n",
       "     'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d1ed941735',\n",
       "     'name': 'Spa',\n",
       "     'pluralName': 'Spas',\n",
       "     'shortName': 'Spa',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/spa_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-4c385f6c93db0f473e6d2192-5'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '5d008c31c876c8002c32e4ac',\n",
       "   'name': 'The Bare Bottle',\n",
       "   'location': {'lat': -8.723724,\n",
       "    'lng': 115.17125,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.723724,\n",
       "      'lng': 115.17125}],\n",
       "    'postalCode': '80361',\n",
       "    'cc': 'ID',\n",
       "    'city': 'Kuta',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Kuta', 'Bali 80361', 'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d16d941735',\n",
       "     'name': 'Café',\n",
       "     'pluralName': 'Cafés',\n",
       "     'shortName': 'Café',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/cafe_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-5d008c31c876c8002c32e4ac-6'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '4ba6240af964a520763639e3',\n",
       "   'name': 'Flapjaks',\n",
       "   'location': {'address': 'Complex Kuta Sidewalk',\n",
       "    'crossStreet': 'Jalan Kartika Plasa',\n",
       "    'lat': -8.725143419597662,\n",
       "    'lng': 115.17123460361985,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.725143419597662,\n",
       "      'lng': 115.17123460361985}],\n",
       "    'postalCode': '80361',\n",
       "    'cc': 'ID',\n",
       "    'city': 'Badung',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Complex Kuta Sidewalk (Jalan Kartika Plasa)',\n",
       "     'Badung',\n",
       "     'Bali 80361',\n",
       "     'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d1d0941735',\n",
       "     'name': 'Dessert Shop',\n",
       "     'pluralName': 'Dessert Shops',\n",
       "     'shortName': 'Desserts',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/dessert_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-4ba6240af964a520763639e3-7'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '52025fceccdaf65c349392c2',\n",
       "   'name': 'Starbucks',\n",
       "   'location': {'address': 'Jalan Pantai Kuta',\n",
       "    'crossStreet': 'Beside Heritage Hotel',\n",
       "    'lat': -8.720826182459241,\n",
       "    'lng': 115.16968796662279,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.720826182459241,\n",
       "      'lng': 115.16968796662279}],\n",
       "    'postalCode': '80361',\n",
       "    'cc': 'ID',\n",
       "    'city': 'Badung',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Jalan Pantai Kuta (Beside Heritage Hotel)',\n",
       "     'Badung',\n",
       "     'Bali 80361',\n",
       "     'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d1e0931735',\n",
       "     'name': 'Coffee Shop',\n",
       "     'pluralName': 'Coffee Shops',\n",
       "     'shortName': 'Coffee Shop',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/coffeeshop_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-52025fceccdaf65c349392c2-8'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '4fe86982e4b05b60faf876ac',\n",
       "   'name': \"Yulia's Kitchen\",\n",
       "   'location': {'address': 'Jalan Raya Kuta',\n",
       "    'lat': -8.722684281118191,\n",
       "    'lng': 115.17190691883354,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.722684281118191,\n",
       "      'lng': 115.17190691883354}],\n",
       "    'postalCode': '80361',\n",
       "    'cc': 'ID',\n",
       "    'city': 'Kuta',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Jalan Raya Kuta',\n",
       "     'Kuta',\n",
       "     'Bali 80361',\n",
       "     'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d142941735',\n",
       "     'name': 'Asian Restaurant',\n",
       "     'pluralName': 'Asian Restaurants',\n",
       "     'shortName': 'Asian',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/asian_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-4fe86982e4b05b60faf876ac-9'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '4c35d9cb213c2d7f51b53a5d',\n",
       "   'name': 'Dulang Kafe & Bakery',\n",
       "   'location': {'address': 'Kuta Square',\n",
       "    'crossStreet': 'Jalan Bakungsari',\n",
       "    'lat': -8.723447100482906,\n",
       "    'lng': 115.1713113665657,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.723447100482906,\n",
       "      'lng': 115.1713113665657}],\n",
       "    'postalCode': '80361',\n",
       "    'cc': 'ID',\n",
       "    'city': 'Badung',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Kuta Square (Jalan Bakungsari)',\n",
       "     'Badung',\n",
       "     'Bali 80361',\n",
       "     'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d16d941735',\n",
       "     'name': 'Café',\n",
       "     'pluralName': 'Cafés',\n",
       "     'shortName': 'Café',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/cafe_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-4c35d9cb213c2d7f51b53a5d-10'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '51b5c7bb498e8a83623416f8',\n",
       "   'name': 'sagara, kuta beach Bali.',\n",
       "   'location': {'lat': -8.721396991275434,\n",
       "    'lng': 115.16936675210088,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.721396991275434,\n",
       "      'lng': 115.16936675210088}],\n",
       "    'cc': 'ID',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Indonesia']},\n",
       "   'categories': [{'id': '4deefc054765f83613cdba6f',\n",
       "     'name': 'Indonesian Restaurant',\n",
       "     'pluralName': 'Indonesian Restaurants',\n",
       "     'shortName': 'Indonesian',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/indonesian_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-51b5c7bb498e8a83623416f8-11'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '4bb1bb36f964a520bda03ce3',\n",
       "   'name': 'Hard Rock Hotel Bali',\n",
       "   'location': {'address': 'Jalan Pantai',\n",
       "    'crossStreet': 'Banjar Pande Mas',\n",
       "    'lat': -8.721444158007923,\n",
       "    'lng': 115.17085790634155,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.721444158007923,\n",
       "      'lng': 115.17085790634155}],\n",
       "    'postalCode': '80361',\n",
       "    'cc': 'ID',\n",
       "    'city': 'Badung',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Jalan Pantai (Banjar Pande Mas)',\n",
       "     'Badung',\n",
       "     'Bali 80361',\n",
       "     'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d1fa931735',\n",
       "     'name': 'Hotel',\n",
       "     'pluralName': 'Hotels',\n",
       "     'shortName': 'Hotel',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/travel/hotel_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-4bb1bb36f964a520bda03ce3-12'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '4b6cfb76f964a52076612ce3',\n",
       "   'name': 'Warung Makan Nikmat',\n",
       "   'location': {'address': 'Jalan Bakung Sari Gg. Biduri No. 6',\n",
       "    'crossStreet': 'Kuta',\n",
       "    'lat': -8.72585060127847,\n",
       "    'lng': 115.1746067872697,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.72585060127847,\n",
       "      'lng': 115.1746067872697}],\n",
       "    'cc': 'ID',\n",
       "    'city': 'Badung',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Jalan Bakung Sari Gg. Biduri No. 6 (Kuta)',\n",
       "     'Badung',\n",
       "     'Bali',\n",
       "     'Indonesia']},\n",
       "   'categories': [{'id': '4deefc054765f83613cdba6f',\n",
       "     'name': 'Indonesian Restaurant',\n",
       "     'pluralName': 'Indonesian Restaurants',\n",
       "     'shortName': 'Indonesian',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/indonesian_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
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       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-5030abcbe4b045150b58800b-42'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '4bd6c7d1cfa7b713070328da',\n",
       "   'name': 'Rosso Vivo Dine & Lounge',\n",
       "   'location': {'address': 'Kuta Seaview Boutique Resort',\n",
       "    'crossStreet': 'Jalan Pantai Kuta',\n",
       "    'lat': -8.719201356472114,\n",
       "    'lng': 115.16919872423559,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.719201356472114,\n",
       "      'lng': 115.16919872423559}],\n",
       "    'postalCode': '80361',\n",
       "    'cc': 'ID',\n",
       "    'city': 'Badung',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Kuta Seaview Boutique Resort (Jalan Pantai Kuta)',\n",
       "     'Badung',\n",
       "     'Bali 80361',\n",
       "     'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d110941735',\n",
       "     'name': 'Italian Restaurant',\n",
       "     'pluralName': 'Italian Restaurants',\n",
       "     'shortName': 'Italian',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/italian_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-4bd6c7d1cfa7b713070328da-43'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '500f8c16e4b0754488b08c6d',\n",
       "   'name': 'The PUB sport bar&resto',\n",
       "   'location': {'address': 'JL.Bunisari.No 1(kuta)',\n",
       "    'lat': -8.724320497641878,\n",
       "    'lng': 115.1750815155871,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.724320497641878,\n",
       "      'lng': 115.1750815155871}],\n",
       "    'cc': 'ID',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['JL.Bunisari.No 1(kuta)', 'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d11d941735',\n",
       "     'name': 'Sports Bar',\n",
       "     'pluralName': 'Sports Bars',\n",
       "     'shortName': 'Sports Bar',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/nightlife/sportsbar_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-500f8c16e4b0754488b08c6d-44'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '4ba2b9e6f964a520e31338e3',\n",
       "   'name': 'Pantai Kuta',\n",
       "   'location': {'address': 'Jl. Pantai Kuta',\n",
       "    'crossStreet': 'Jl. Poppies',\n",
       "    'lat': -8.71875092229781,\n",
       "    'lng': 115.16903672420229,\n",
       "    'postalCode': '80361',\n",
       "    'cc': 'ID',\n",
       "    'neighborhood': 'Kuta',\n",
       "    'city': 'Badung',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Jl. Pantai Kuta (Jl. Poppies)',\n",
       "     'Badung',\n",
       "     'Bali 80361',\n",
       "     'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d1e2941735',\n",
       "     'name': 'Beach',\n",
       "     'pluralName': 'Beaches',\n",
       "     'shortName': 'Beach',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/parks_outdoors/beach_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-4ba2b9e6f964a520e31338e3-45'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '50755502e4b07ef70e9b4608',\n",
       "   'name': 'Beachwalk XXI',\n",
       "   'location': {'address': 'Beachwalk, Lt. 2',\n",
       "    'crossStreet': 'Jl. Pantai Kuta',\n",
       "    'lat': -8.716441040471766,\n",
       "    'lng': 115.1700314191949,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.716441040471766,\n",
       "      'lng': 115.1700314191949}],\n",
       "    'postalCode': '80361',\n",
       "    'cc': 'ID',\n",
       "    'city': 'Badung',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Beachwalk, Lt. 2 (Jl. Pantai Kuta)',\n",
       "     'Badung',\n",
       "     'Bali 80361',\n",
       "     'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d180941735',\n",
       "     'name': 'Multiplex',\n",
       "     'pluralName': 'Multiplexes',\n",
       "     'shortName': 'Cineplex',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/arts_entertainment/movietheater_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-50755502e4b07ef70e9b4608-46'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '4fa64a8ee4b0baf7cdf020ad',\n",
       "   'name': 'Pull & Bear',\n",
       "   'location': {'address': 'Beachwalk',\n",
       "    'crossStreet': 'Jalan Pantai Kuta',\n",
       "    'lat': -8.71683680261512,\n",
       "    'lng': 115.16911956523231,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.71683680261512,\n",
       "      'lng': 115.16911956523231}],\n",
       "    'postalCode': '80361',\n",
       "    'cc': 'ID',\n",
       "    'city': 'Badung',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Beachwalk (Jalan Pantai Kuta)',\n",
       "     'Badung',\n",
       "     'Bali 80361',\n",
       "     'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d103951735',\n",
       "     'name': 'Clothing Store',\n",
       "     'pluralName': 'Clothing Stores',\n",
       "     'shortName': 'Apparel',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/apparel_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-4fa64a8ee4b0baf7cdf020ad-47'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '552b8500498e28d0397343fe',\n",
       "   'name': 'Amnaya Resort',\n",
       "   'location': {'lat': -8.729641806658098,\n",
       "    'lng': 115.17007721234988,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.729641806658098,\n",
       "      'lng': 115.17007721234988}],\n",
       "    'cc': 'ID',\n",
       "    'city': 'Kuta',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Kuta-bali', 'Bali', 'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d1fa931735',\n",
       "     'name': 'Hotel',\n",
       "     'pluralName': 'Hotels',\n",
       "     'shortName': 'Hotel',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/travel/hotel_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-552b8500498e28d0397343fe-48'},\n",
       " {'reasons': {'count': 0,\n",
       "   'items': [{'summary': 'This spot is popular',\n",
       "     'type': 'general',\n",
       "     'reasonName': 'globalInteractionReason'}]},\n",
       "  'venue': {'id': '4fa4e78fe4b039aeeaf65fa1',\n",
       "   'name': 'Starbucks',\n",
       "   'location': {'address': 'Beachwalk, GF',\n",
       "    'crossStreet': 'Jalan Pantai Kuta',\n",
       "    'lat': -8.717376036493471,\n",
       "    'lng': 115.16888284107763,\n",
       "    'labeledLatLngs': [{'label': 'display',\n",
       "      'lat': -8.717376036493471,\n",
       "      'lng': 115.16888284107763}],\n",
       "    'postalCode': '80361',\n",
       "    'cc': 'ID',\n",
       "    'city': 'Badung',\n",
       "    'state': 'Bali',\n",
       "    'country': 'Indonesia',\n",
       "    'formattedAddress': ['Beachwalk, GF (Jalan Pantai Kuta)',\n",
       "     'Badung',\n",
       "     'Bali 80361',\n",
       "     'Indonesia']},\n",
       "   'categories': [{'id': '4bf58dd8d48988d1e0931735',\n",
       "     'name': 'Coffee Shop',\n",
       "     'pluralName': 'Coffee Shops',\n",
       "     'shortName': 'Coffee Shop',\n",
       "     'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/coffeeshop_',\n",
       "      'suffix': '.png'},\n",
       "     'primary': True}],\n",
       "   'photos': {'count': 0, 'groups': []}},\n",
       "  'referralId': 'e-0-4fa4e78fe4b039aeeaf65fa1-49'}]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "items = d[\"groups\"][0][\"items\"]\n",
    "print(\"number of items: %i\" % len(items))\n",
    "items"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use `for` loop in order to display the information contained in json file into dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found 31 restaurant\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<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>uid</th>\n",
       "      <th>name</th>\n",
       "      <th>shortname</th>\n",
       "      <th>address</th>\n",
       "      <th>postalcode</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>59e94c46018cbb269fd68c77</td>\n",
       "      <td>Cara Cara Inn</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.722761</td>\n",
       "      <td>115.173320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4e530e3f62e14e02e8aeb708</td>\n",
       "      <td>Odysseys Surf School</td>\n",
       "      <td>Surf Spot</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.720849</td>\n",
       "      <td>115.169901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5d008c31c876c8002c32e4ac</td>\n",
       "      <td>The Bare Bottle</td>\n",
       "      <td>Café</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.723724</td>\n",
       "      <td>115.171250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4ba6240af964a520763639e3</td>\n",
       "      <td>Flapjaks</td>\n",
       "      <td>Desserts</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.725143</td>\n",
       "      <td>115.171235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>52025fceccdaf65c349392c2</td>\n",
       "      <td>Starbucks</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.720826</td>\n",
       "      <td>115.169688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>4fe86982e4b05b60faf876ac</td>\n",
       "      <td>Yulia's Kitchen</td>\n",
       "      <td>Asian</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.722684</td>\n",
       "      <td>115.171907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4c35d9cb213c2d7f51b53a5d</td>\n",
       "      <td>Dulang Kafe &amp; Bakery</td>\n",
       "      <td>Café</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.723447</td>\n",
       "      <td>115.171311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4bb1bb36f964a520bda03ce3</td>\n",
       "      <td>Hard Rock Hotel Bali</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.721444</td>\n",
       "      <td>115.170858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4c49b377fbafc928fc2746db</td>\n",
       "      <td>Pesona Beach Inn</td>\n",
       "      <td>Motel</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.720842</td>\n",
       "      <td>115.172031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>54f57970498e1652205c8530</td>\n",
       "      <td>Jamie's Italian by Jamie Oliver Kuta Beach</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.722611</td>\n",
       "      <td>115.170823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4bf9dc388f32ef3bcac604aa</td>\n",
       "      <td>Starbucks</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.720833</td>\n",
       "      <td>115.169691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>50c5d856e4b0fb714515bc4f</td>\n",
       "      <td>The Kuta Beach Heritage Hotel</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.720343</td>\n",
       "      <td>115.169962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4c26147af1272d7fa7d485c5</td>\n",
       "      <td>Hard Rock Cafe Bali</td>\n",
       "      <td>American</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.721925</td>\n",
       "      <td>115.169983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5a3dc38ec4df1d5eb2f7e089</td>\n",
       "      <td>Yoshinoya</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.724279</td>\n",
       "      <td>115.171281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>4bcfe53e046076b02e336f71</td>\n",
       "      <td>Kuta Square</td>\n",
       "      <td>Mall</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.723683</td>\n",
       "      <td>115.171347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4dff735e628421556008ee8c</td>\n",
       "      <td>Sheraton Bali Kuta Resort</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.717966</td>\n",
       "      <td>115.169126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>57a6c250498e69a1dc1f159a</td>\n",
       "      <td>Crumb&amp;coaster</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.717263</td>\n",
       "      <td>115.172387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4be2c50b660ec9287329ca3b</td>\n",
       "      <td>Waterbom Bali</td>\n",
       "      <td>Water Park</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.728533</td>\n",
       "      <td>115.169703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>4beaed75a9900f4762221740</td>\n",
       "      <td>Kuta Paradiso Hotel</td>\n",
       "      <td>Hotel</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.725699</td>\n",
       "      <td>115.170193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>56fe540d498e4a110d1960f6</td>\n",
       "      <td>Captain Goose</td>\n",
       "      <td>Hostel</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.718542</td>\n",
       "      <td>115.172263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>4c149c81a1010f471ec04c18</td>\n",
       "      <td>Kuta Seaview | Boutique Resort &amp; Spa</td>\n",
       "      <td>Resort</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.719178</td>\n",
       "      <td>115.169575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>526badc211d2ea673174dc69</td>\n",
       "      <td>Zara</td>\n",
       "      <td>Apparel</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.717662</td>\n",
       "      <td>115.169087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4fa7b4f6e4b01208fc471ce9</td>\n",
       "      <td>Al Dente Kitchen &amp; Bar</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.725319</td>\n",
       "      <td>115.171088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>4e7807fd1f6ecf8d36599018</td>\n",
       "      <td>Beachwalk</td>\n",
       "      <td>Mall</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.716751</td>\n",
       "      <td>115.169332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>507fb56fe4b09a52c0891452</td>\n",
       "      <td>The Premiere Beachwalk XXI</td>\n",
       "      <td>Movie Theater</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.716408</td>\n",
       "      <td>115.170063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5a99368edb1d8122233c5a9c</td>\n",
       "      <td>Candylicious</td>\n",
       "      <td>Candy Store</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.716742</td>\n",
       "      <td>115.169286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>4bd6c7d1cfa7b713070328da</td>\n",
       "      <td>Rosso Vivo Dine &amp; Lounge</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.719201</td>\n",
       "      <td>115.169199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>4ba2b9e6f964a520e31338e3</td>\n",
       "      <td>Pantai Kuta</td>\n",
       "      <td>Beach</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.718751</td>\n",
       "      <td>115.169037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>50755502e4b07ef70e9b4608</td>\n",
       "      <td>Beachwalk XXI</td>\n",
       "      <td>Cineplex</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.716441</td>\n",
       "      <td>115.170031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4fa64a8ee4b0baf7cdf020ad</td>\n",
       "      <td>Pull &amp; Bear</td>\n",
       "      <td>Apparel</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.716837</td>\n",
       "      <td>115.169120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>4fa4e78fe4b039aeeaf65fa1</td>\n",
       "      <td>Starbucks</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>Gang Khayangan Suci (masuk gang fave Hotel/Zia)</td>\n",
       "      <td>80361</td>\n",
       "      <td>-8.717376</td>\n",
       "      <td>115.168883</td>\n",
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      "text/plain": [
       "                         uid                                        name  \\\n",
       "0   59e94c46018cbb269fd68c77                               Cara Cara Inn   \n",
       "1   4e530e3f62e14e02e8aeb708                        Odysseys Surf School   \n",
       "2   5d008c31c876c8002c32e4ac                             The Bare Bottle   \n",
       "3   4ba6240af964a520763639e3                                    Flapjaks   \n",
       "4   52025fceccdaf65c349392c2                                   Starbucks   \n",
       "5   4fe86982e4b05b60faf876ac                             Yulia's Kitchen   \n",
       "6   4c35d9cb213c2d7f51b53a5d                        Dulang Kafe & Bakery   \n",
       "7   4bb1bb36f964a520bda03ce3                        Hard Rock Hotel Bali   \n",
       "8   4c49b377fbafc928fc2746db                            Pesona Beach Inn   \n",
       "9   54f57970498e1652205c8530  Jamie's Italian by Jamie Oliver Kuta Beach   \n",
       "10  4bf9dc388f32ef3bcac604aa                                   Starbucks   \n",
       "11  50c5d856e4b0fb714515bc4f               The Kuta Beach Heritage Hotel   \n",
       "12  4c26147af1272d7fa7d485c5                         Hard Rock Cafe Bali   \n",
       "13  5a3dc38ec4df1d5eb2f7e089                                   Yoshinoya   \n",
       "14  4bcfe53e046076b02e336f71                                 Kuta Square   \n",
       "15  4dff735e628421556008ee8c                   Sheraton Bali Kuta Resort   \n",
       "16  57a6c250498e69a1dc1f159a                               Crumb&coaster   \n",
       "17  4be2c50b660ec9287329ca3b                               Waterbom Bali   \n",
       "18  4beaed75a9900f4762221740                         Kuta Paradiso Hotel   \n",
       "19  56fe540d498e4a110d1960f6                               Captain Goose   \n",
       "20  4c149c81a1010f471ec04c18        Kuta Seaview | Boutique Resort & Spa   \n",
       "21  526badc211d2ea673174dc69                                        Zara   \n",
       "22  4fa7b4f6e4b01208fc471ce9                      Al Dente Kitchen & Bar   \n",
       "23  4e7807fd1f6ecf8d36599018                                   Beachwalk   \n",
       "24  507fb56fe4b09a52c0891452                  The Premiere Beachwalk XXI   \n",
       "25  5a99368edb1d8122233c5a9c                                Candylicious   \n",
       "26  4bd6c7d1cfa7b713070328da                    Rosso Vivo Dine & Lounge   \n",
       "27  4ba2b9e6f964a520e31338e3                                 Pantai Kuta   \n",
       "28  50755502e4b07ef70e9b4608                               Beachwalk XXI   \n",
       "29  4fa64a8ee4b0baf7cdf020ad                                 Pull & Bear   \n",
       "30  4fa4e78fe4b039aeeaf65fa1                                   Starbucks   \n",
       "\n",
       "        shortname                                          address postalcode  \\\n",
       "0           Hotel  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "1       Surf Spot  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "2            Café  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "3        Desserts  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "4     Coffee Shop  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "5           Asian  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "6            Café  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "7           Hotel  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "8           Motel  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "9         Italian  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "10    Coffee Shop  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "11          Hotel  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "12       American  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "13       Japanese  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "14           Mall  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "15          Hotel  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "16    Coffee Shop  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "17     Water Park  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "18          Hotel  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "19         Hostel  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "20         Resort  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "21        Apparel  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "22        Italian  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "23           Mall  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "24  Movie Theater  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "25    Candy Store  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "26        Italian  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "27          Beach  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "28       Cineplex  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "29        Apparel  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "30    Coffee Shop  Gang Khayangan Suci (masuk gang fave Hotel/Zia)      80361   \n",
       "\n",
       "         lat         lng  \n",
       "0  -8.722761  115.173320  \n",
       "1  -8.720849  115.169901  \n",
       "2  -8.723724  115.171250  \n",
       "3  -8.725143  115.171235  \n",
       "4  -8.720826  115.169688  \n",
       "5  -8.722684  115.171907  \n",
       "6  -8.723447  115.171311  \n",
       "7  -8.721444  115.170858  \n",
       "8  -8.720842  115.172031  \n",
       "9  -8.722611  115.170823  \n",
       "10 -8.720833  115.169691  \n",
       "11 -8.720343  115.169962  \n",
       "12 -8.721925  115.169983  \n",
       "13 -8.724279  115.171281  \n",
       "14 -8.723683  115.171347  \n",
       "15 -8.717966  115.169126  \n",
       "16 -8.717263  115.172387  \n",
       "17 -8.728533  115.169703  \n",
       "18 -8.725699  115.170193  \n",
       "19 -8.718542  115.172263  \n",
       "20 -8.719178  115.169575  \n",
       "21 -8.717662  115.169087  \n",
       "22 -8.725319  115.171088  \n",
       "23 -8.716751  115.169332  \n",
       "24 -8.716408  115.170063  \n",
       "25 -8.716742  115.169286  \n",
       "26 -8.719201  115.169199  \n",
       "27 -8.718751  115.169037  \n",
       "28 -8.716441  115.170031  \n",
       "29 -8.716837  115.169120  \n",
       "30 -8.717376  115.168883  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_raw = []\n",
    "for item in items:\n",
    "    venue = item[\"venue\"]\n",
    "    categories, uid, name, location = venue[\"categories\"], venue[\"id\"], venue[\"name\"], venue[\"location\"]\n",
    "    assert len(categories) == 1\n",
    "    shortname = categories[0][\"shortName\"]\n",
    "    if not \"postalCode\" in location:\n",
    "        continue\n",
    "    postalcode = location[\"postalCode\"]\n",
    "    lat = location[\"lat\"]\n",
    "    lng = location[\"lng\"]\n",
    "    datarow = (uid, name, shortname, address, postalcode, lat, lng)\n",
    "    df_raw.append(datarow)\n",
    "df = pd.DataFrame(df_raw, columns=[\"uid\", \"name\", \"shortname\", \"address\", \"postalcode\", \"lat\", \"lng\"])\n",
    "print(\"found %i restaurant\" % len(df))\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
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            var circle_marker_46aecdf993704ddc8f5d1087bc839c03 = L.circleMarker(
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            ).addTo(map_7848cf3ef3ec4a9291b64d520ddfff7a);
        
    
        var popup_007359d8b8a444a3a42f81031cd456b7 = L.popup({"maxWidth": "100%"});

        
            var html_936bbc223a5b4265af6d2be34ccd5806 = $(`<div id="html_936bbc223a5b4265af6d2be34ccd5806" style="width: 100.0%; height: 100.0%;">Beachwalk</div>`)[0];
            popup_007359d8b8a444a3a42f81031cd456b7.setContent(html_936bbc223a5b4265af6d2be34ccd5806);
        

        circle_marker_46aecdf993704ddc8f5d1087bc839c03.bindPopup(popup_007359d8b8a444a3a42f81031cd456b7)
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                [-8.716407784099061, 115.17006272739113],
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            ).addTo(map_7848cf3ef3ec4a9291b64d520ddfff7a);
        
    
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            popup_0724ac7ba49d4f34b0b8cdab3decfc82.setContent(html_54a8bb56e82d4c4a9e68487cee2bff9d);
        

        circle_marker_e952fc9cfa074d4bab1c771733297d64.bindPopup(popup_0724ac7ba49d4f34b0b8cdab3decfc82)
        ;

        
    
    
            var circle_marker_cff2d55c97fa49899e96115ceba26746 = L.circleMarker(
                [-8.716741893427143, 115.1692864163844],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7848cf3ef3ec4a9291b64d520ddfff7a);
        
    
        var popup_6a6b677d3bdf43fab6682fd17f24a043 = L.popup({"maxWidth": "100%"});

        
            var html_517949cd856145a5981df9aee02ed674 = $(`<div id="html_517949cd856145a5981df9aee02ed674" style="width: 100.0%; height: 100.0%;">Candylicious</div>`)[0];
            popup_6a6b677d3bdf43fab6682fd17f24a043.setContent(html_517949cd856145a5981df9aee02ed674);
        

        circle_marker_cff2d55c97fa49899e96115ceba26746.bindPopup(popup_6a6b677d3bdf43fab6682fd17f24a043)
        ;

        
    
    
            var circle_marker_11f3b93aa2be4daeae359215705d6239 = L.circleMarker(
                [-8.719201356472114, 115.16919872423559],
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            ).addTo(map_7848cf3ef3ec4a9291b64d520ddfff7a);
        
    
        var popup_991acb411b624d6d923a45da5b9f2b6b = L.popup({"maxWidth": "100%"});

        
            var html_5d99fee867894afdb52a929da08e2b82 = $(`<div id="html_5d99fee867894afdb52a929da08e2b82" style="width: 100.0%; height: 100.0%;">Rosso Vivo Dine &amp; Lounge</div>`)[0];
            popup_991acb411b624d6d923a45da5b9f2b6b.setContent(html_5d99fee867894afdb52a929da08e2b82);
        

        circle_marker_11f3b93aa2be4daeae359215705d6239.bindPopup(popup_991acb411b624d6d923a45da5b9f2b6b)
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            var circle_marker_428f8c12960048d1ab625497d0ba9fa0 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7848cf3ef3ec4a9291b64d520ddfff7a);
        
    
        var popup_71f998ed747048f59507801ebe591b94 = L.popup({"maxWidth": "100%"});

        
            var html_7d1f99e113b147b497410538b7a325ea = $(`<div id="html_7d1f99e113b147b497410538b7a325ea" style="width: 100.0%; height: 100.0%;">Pantai Kuta</div>`)[0];
            popup_71f998ed747048f59507801ebe591b94.setContent(html_7d1f99e113b147b497410538b7a325ea);
        

        circle_marker_428f8c12960048d1ab625497d0ba9fa0.bindPopup(popup_71f998ed747048f59507801ebe591b94)
        ;

        
    
    
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                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7848cf3ef3ec4a9291b64d520ddfff7a);
        
    
        var popup_6274e2289a3243a9ac9937e35c4966ba = L.popup({"maxWidth": "100%"});

        
            var html_6370a51af53d4f62a2b03e103a5a709f = $(`<div id="html_6370a51af53d4f62a2b03e103a5a709f" style="width: 100.0%; height: 100.0%;">Beachwalk XXI</div>`)[0];
            popup_6274e2289a3243a9ac9937e35c4966ba.setContent(html_6370a51af53d4f62a2b03e103a5a709f);
        

        circle_marker_55ecee62846f452091183adcb6ff2fdb.bindPopup(popup_6274e2289a3243a9ac9937e35c4966ba)
        ;

        
    
    
            var circle_marker_d7d02c227b5c422a8ec7edd2146040b1 = L.circleMarker(
                [-8.71683680261512, 115.16911956523231],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7848cf3ef3ec4a9291b64d520ddfff7a);
        
    
        var popup_60693bf4db784cc2afd626268daa6834 = L.popup({"maxWidth": "100%"});

        
            var html_ae4636ce5ffb45758322ec51dda52bc6 = $(`<div id="html_ae4636ce5ffb45758322ec51dda52bc6" style="width: 100.0%; height: 100.0%;">Pull &amp; Bear</div>`)[0];
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        circle_marker_d7d02c227b5c422a8ec7edd2146040b1.bindPopup(popup_60693bf4db784cc2afd626268daa6834)
        ;

        
    
    
            var circle_marker_aba665e7cebb4b59b917036c57b3efc9 = L.circleMarker(
                [-8.717376036493471, 115.16888284107763],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_7848cf3ef3ec4a9291b64d520ddfff7a);
        
    
        var popup_4a40b5432491439b8b26fb19675214bf = L.popup({"maxWidth": "100%"});

        
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        circle_marker_aba665e7cebb4b59b917036c57b3efc9.bindPopup(popup_4a40b5432491439b8b26fb19675214bf)
        ;

        
    
    
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                {"blur": 15, "max": 1.0, "maxZoom": 18, "minOpacity": 0.5, "radius": 25}
            ).addTo(map_7848cf3ef3ec4a9291b64d520ddfff7a);
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x117107950>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import folium\n",
    "from folium import plugins\n",
    "\n",
    "map_bali = folium.Map(location=[lat, lng], zoom_start=14)\n",
    "def add_markers(df):\n",
    "    for (j, row) in df.iterrows():\n",
    "        label = folium.Popup(row[\"name\"], parse_html=True)\n",
    "        folium.CircleMarker(\n",
    "            [row[\"lat\"], row[\"lng\"]],\n",
    "            radius=5,\n",
    "            popup=label,\n",
    "            color='blue',\n",
    "            fill=True,\n",
    "            fill_color='#3186cc',\n",
    "            fill_opacity=0.7,\n",
    "            parse_html=False).add_to(map_bali)\n",
    "\n",
    "add_markers(df)\n",
    "hm_data = df[[\"lat\", \"lng\"]].to_numpy().tolist()\n",
    "map_bali.add_child(plugins.HeatMap(hm_data))\n",
    "\n",
    "map_bali"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Result <a name=\"result\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based on the heatmap shown above, one best possible spot is at the city center accross Tegal Wangi street."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>
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    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
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    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
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            <meta name="viewport" content="width=device-width,
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                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
    <script src="https://leaflet.github.io/Leaflet.heat/dist/leaflet-heat.js"></script>
</head>
<body>    
    
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</body>
<script>    
    
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                    center: [-8.72332, 115.17234],
                    crs: L.CRS.EPSG3857,
                    zoom: 14,
                    zoomControl: true,
                    preferCanvas: false,
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            var tile_layer_5c5bd84e05be474293d75ddad9d53286 = L.tileLayer(
                "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",
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        var popup_98f00b368639417f834c068bacb3c519 = L.popup({"maxWidth": "100%"});

        
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            popup_98f00b368639417f834c068bacb3c519.setContent(html_0dbffb41499142f8a5f641f852c6cdee);
        

        circle_marker_c7d8173c8fc64474954a58721454f782.bindPopup(popup_98f00b368639417f834c068bacb3c519)
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            var circle_marker_ccca207c5608432e9e445fdcc0dda8f2 = L.circleMarker(
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        ;

        
    
    
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            popup_3c7a12e6337e44c9a5789b4198c51141.setContent(html_f0465d134d7e4ad0bcb7e4118c4a8eee);
        

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        ;

        
    
    
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        ;

        
    
    
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                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "#3186cc", "fillOpacity": 0.7, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_1f2329988e1f427ea6eda1350bebdae3);
        
    
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            popup_2d04a29a3f614abc803e8428350a99fc.setContent(html_344a2d880ae44077bc5c5086e19319a4);
        

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        ;

        
    
    
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        circle_marker_514367afbe6f49e194d0cbc20846c130.bindPopup(popup_402539a89ddd4912a2c5cdec0f0731f0)
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</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x117107750>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kuta_center = d['geocode']['center']\n",
    "lat = kuta_center['lat']\n",
    "lng = kuta_center['lng']\n",
    "map_bali = folium.Map(location=[lat, lng], zoom_start=14)\n",
    "add_markers(df)\n",
    "folium.CircleMarker(\n",
    "    [lat, lng],\n",
    "    radius=15,\n",
    "    popup=\"Our Restaurant!\",\n",
    "    color='red',\n",
    "    fill=True,\n",
    "    fill_color='#3186cc',\n",
    "    fill_opacity=0.7,\n",
    "    parse_html=False).add_to(map_bali)\n",
    "map_bali.add_child(plugins.HeatMap(hm_data))\n",
    "map_bali"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Discussion <a name=\"discussion\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The optimal location for a new coffee shop in the center of Kuta region was estimated based on the data gathered from Foursquare API. The recomendation is made based on the geocode data provided in the json data. The result shwos that the city center which described by the geocode is the most appropriate place for the new restaurant. the condition which stated on the `data` section is sattisfied where the new restaurant will be located relatively near to the beach and not too close from the existing restaurant. Since the conditions is sattisfied, it is recomended to open the new retaurant at the pointed location. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion <a name=\"conclusion\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Foursquare API provided a very comprehensive explanatory data of the studied neighborhood. The writter is able to locate surrounding and use the geodata as the reference point to open a new restaurant. Due to limited amount of free resources, a further study on the exact coordinate distance to other restaurant needs to be studied using a location locator such as Google Maps API.  "
   ]
  }
 ],
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