The Battle of Neighborhoods.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import re\n",
    "from sklearn.cluster import KMeans\n",
    "from geopy.geocoders import Nominatim \n",
    "import folium\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as colors\n",
    "import json\n",
    "from pandas.io.json import json_normalize\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "get location from differernt cities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of Melbourne are -37.8142176, 144.9631608.\n"
     ]
    }
   ],
   "source": [
    "address = 'Melbourne, VIC'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"ny_explorer\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude_mel = location.latitude\n",
    "longitude_mel = location.longitude\n",
    "print('The geograpical coordinate of Melbourne are {}, {}.'.format(latitude_mel, longitude_mel))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geograpical coordinate of Sydney are -33.8548157, 151.2164539.\n"
     ]
    }
   ],
   "source": [
    "address = 'Sydney, NSW'\n",
    "\n",
    "geolocator = Nominatim(user_agent=\"ny_explorer\")\n",
    "location = geolocator.geocode(address)\n",
    "latitude_sy = location.latitude\n",
    "longitude_sy = location.longitude\n",
    "print('The geograpical coordinate of Sydney are {}, {}.'.format(latitude_sy, longitude_sy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "table=pd.DataFrame(columns=['Neighborhood','Latitude','Longitude'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "CLIENT_ID = 'XYDZ0VBILNPZ5NOW0UF1W0ERN4VCFZ5IQLZKBU0FPSETQRO5' # your Foursquare ID\n",
    "CLIENT_SECRET = 'E05RXLN1O0SI3HCQHSCKTJQY53WRV4EIRYCYW3TOJOKPF2MO' # your Foursquare Secret\n",
    "VERSION = '20180605' # Foursquare API version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "LIMIT = 100\n",
    "radius = 5000 # define radius\n",
    "url_mel = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
    "    CLIENT_ID, \n",
    "    CLIENT_SECRET, \n",
    "    VERSION, \n",
    "    latitude_mel, \n",
    "    longitude_mel, \n",
    "    radius, \n",
    "    LIMIT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "LIMIT = 100\n",
    "radius = 5000 # define radius\n",
    "url_sy = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(\n",
    "    CLIENT_ID, \n",
    "    CLIENT_SECRET, \n",
    "    VERSION, \n",
    "    latitude_sy, \n",
    "    longitude_sy, \n",
    "    radius, \n",
    "    LIMIT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'meta': {'code': 200, 'requestId': '5f291e737b92c17778b0b19c'},\n",
       " 'response': {'suggestedFilters': {'header': 'Tap to show:',\n",
       "   'filters': [{'name': 'Open now', 'key': 'openNow'}]},\n",
       "  'headerLocation': 'Melbourne',\n",
       "  'headerFullLocation': 'Melbourne',\n",
       "  'headerLocationGranularity': 'city',\n",
       "  'totalResults': 246,\n",
       "  'suggestedBounds': {'ne': {'lat': -37.769217554999955,\n",
       "    'lng': 145.02001631892315},\n",
       "   'sw': {'lat': -37.859217645000044, 'lng': 144.90630528107684}},\n",
       "  'groups': [{'type': 'Recommended Places',\n",
       "    'name': 'recommended',\n",
       "    'items': [{'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '54631f6e498ed0dde017e53c',\n",
       "       'name': 'Tipo 00',\n",
       "       'location': {'address': '361 Little Bourke St',\n",
       "        'lat': -37.81352651659617,\n",
       "        'lng': 144.96197769842925,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': -37.81352651659617,\n",
       "          'lng': 144.96197769842925}],\n",
       "        'distance': 129,\n",
       "        'postalCode': '3000',\n",
       "        'cc': 'AU',\n",
       "        'neighborhood': 'Melbourne CBD',\n",
       "        'city': 'Melbourne',\n",
       "        'state': 'VIC',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['361 Little Bourke St',\n",
       "         'Melbourne VIC 3000',\n",
       "         'Australia']},\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-0-54631f6e498ed0dde017e53c-0'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b058748f964a520cf8822e3',\n",
       "       'name': 'Brother Baba Budan',\n",
       "       'location': {'address': '359 Little Bourke St',\n",
       "        'lat': -37.81344531526534,\n",
       "        'lng': 144.9621371027108,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': -37.81344531526534,\n",
       "          'lng': 144.9621371027108}],\n",
       "        'distance': 124,\n",
       "        'postalCode': '3000',\n",
       "        'cc': 'AU',\n",
       "        'city': 'Melbourne',\n",
       "        'state': 'VIC',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['359 Little Bourke St',\n",
       "         'Melbourne VIC 3000',\n",
       "         'Australia']},\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-0-4b058748f964a520cf8822e3-1'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '548e129b498e3012587f3e5c',\n",
       "       'name': 'Little Rogue Coffee',\n",
       "       'location': {'address': '12 Drewery Ln',\n",
       "        'crossStreet': 'Lonsdale St',\n",
       "        'lat': -37.810911,\n",
       "        'lng': 144.964027,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': -37.810911,\n",
       "          'lng': 144.964027}],\n",
       "        'distance': 375,\n",
       "        'postalCode': '3000',\n",
       "        'cc': 'AU',\n",
       "        'city': 'Melbourne',\n",
       "        'state': 'VIC',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['12 Drewery Ln (Lonsdale St)',\n",
       "         'Melbourne VIC 3000',\n",
       "         'Australia']},\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-0-548e129b498e3012587f3e5c-2'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '53a149a8498ea185a5cf8e5a',\n",
       "       'name': \"Kirk's Wine Bar\",\n",
       "       'location': {'address': 'Corner Of Hardware Ln & Little Bourke St',\n",
       "        'lat': -37.81366122201294,\n",
       "        'lng': 144.96135085146574,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': -37.81366122201294,\n",
       "          'lng': 144.96135085146574}],\n",
       "        'distance': 170,\n",
       "        'postalCode': '3000',\n",
       "        'cc': 'AU',\n",
       "        'city': 'Melbourne',\n",
       "        'state': 'VIC',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['Corner Of Hardware Ln & Little Bourke St',\n",
       "         'Melbourne VIC 3000',\n",
       "         'Australia']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d123941735',\n",
       "         'name': 'Wine Bar',\n",
       "         'pluralName': 'Wine Bars',\n",
       "         'shortName': 'Wine Bar',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/winery_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-53a149a8498ea185a5cf8e5a-3'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '552db1fd498ef6abfdb29b4c',\n",
       "       'name': 'Boilermaker House',\n",
       "       'location': {'address': '209-211 Lonsdale St',\n",
       "        'lat': -37.81132,\n",
       "        'lng': 144.966155,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': -37.81132,\n",
       "          'lng': 144.966155}],\n",
       "        'distance': 416,\n",
       "        'postalCode': '3000',\n",
       "        'cc': 'AU',\n",
       "        'city': 'Melbourne',\n",
       "        'state': 'VIC',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['209-211 Lonsdale St',\n",
       "         'Melbourne VIC 3000',\n",
       "         'Australia']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d122941735',\n",
       "         'name': 'Whisky Bar',\n",
       "         'pluralName': 'Whisky Bars',\n",
       "         'shortName': 'Whisky Bar',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/nightlife/whiskey_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-552db1fd498ef6abfdb29b4c-4'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '53165d6d498ebb28a12213b3',\n",
       "       'name': 'Shortstop Coffee & Donuts',\n",
       "       'location': {'address': '12 Sutherland Street',\n",
       "        'lat': -37.81124,\n",
       "        'lng': 144.961,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': -37.81124,\n",
       "          'lng': 144.961}],\n",
       "        'distance': 382,\n",
       "        'postalCode': '3000',\n",
       "        'cc': 'AU',\n",
       "        'neighborhood': 'Melbourne CBD',\n",
       "        'city': 'Melbourne',\n",
       "        'state': 'VIC',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['12 Sutherland Street',\n",
       "         'Melbourne VIC 3000',\n",
       "         'Australia']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d148941735',\n",
       "         'name': 'Donut Shop',\n",
       "         'pluralName': 'Donut Shops',\n",
       "         'shortName': 'Donuts',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/donuts_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []},\n",
       "       'venuePage': {'id': '80601344'}},\n",
       "      'referralId': 'e-0-53165d6d498ebb28a12213b3-5'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '54b629b2498eb25a34354f3c',\n",
       "       'name': 'Union Electric',\n",
       "       'location': {'address': 'Heffernan Ln',\n",
       "        'crossStreet': 'Little Bourke St',\n",
       "        'lat': -37.81179793552209,\n",
       "        'lng': 144.96668712898045,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': -37.81179793552209,\n",
       "          'lng': 144.96668712898045}],\n",
       "        'distance': 410,\n",
       "        'postalCode': '3000',\n",
       "        'cc': 'AU',\n",
       "        'city': 'Melbourne',\n",
       "        'state': 'VIC',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['Heffernan Ln (Little Bourke St)',\n",
       "         'Melbourne VIC 3000',\n",
       "         'Australia']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d11e941735',\n",
       "         'name': 'Cocktail Bar',\n",
       "         'pluralName': 'Cocktail Bars',\n",
       "         'shortName': 'Cocktail',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/nightlife/cocktails_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-54b629b2498eb25a34354f3c-6'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '55e6828a498eb23090956e29',\n",
       "       'name': 'Brick Lane',\n",
       "       'location': {'address': '33 Guildford Ln',\n",
       "        'lat': -37.81134117627816,\n",
       "        'lng': 144.95981631029085,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': -37.81134117627816,\n",
       "          'lng': 144.95981631029085}],\n",
       "        'distance': 434,\n",
       "        'postalCode': '3000',\n",
       "        'cc': 'AU',\n",
       "        'city': 'Melbourne CBD',\n",
       "        'state': 'VIC',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['33 Guildford Ln',\n",
       "         'Melbourne CBD VIC 3000',\n",
       "         'Australia']},\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-0-55e6828a498eb23090956e29-7'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4bc41e2974a9a593d275d5f6',\n",
       "       'name': 'Degraves Street',\n",
       "       'location': {'address': 'Degraves St.',\n",
       "        'crossStreet': 'Flinders St',\n",
       "        'lat': -37.81699388750923,\n",
       "        'lng': 144.96567259929503,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': -37.81699388750923,\n",
       "          'lng': 144.96567259929503}],\n",
       "        'distance': 379,\n",
       "        'postalCode': '3000',\n",
       "        'cc': 'AU',\n",
       "        'city': 'Melbourne',\n",
       "        'state': 'VIC',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['Degraves St. (Flinders St)',\n",
       "         'Melbourne VIC 3000',\n",
       "         'Australia']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d1f9931735',\n",
       "         'name': 'Road',\n",
       "         'pluralName': 'Roads',\n",
       "         'shortName': 'Road',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/travel/highway_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4bc41e2974a9a593d275d5f6-8'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4ee91d794901e2d61a51221b',\n",
       "       'name': 'Patricia Coffee Brewers',\n",
       "       'location': {'address': '493-495 Little Bourke St',\n",
       "        'crossStreet': 'at Little William St',\n",
       "        'lat': -37.81459770538132,\n",
       "        'lng': 144.95834960462622,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': -37.81459770538132,\n",
       "          'lng': 144.95834960462622}],\n",
       "        'distance': 425,\n",
       "        'postalCode': '3000',\n",
       "        'cc': 'AU',\n",
       "        'city': 'Melbourne',\n",
       "        'state': 'VIC',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['493-495 Little Bourke St (at Little William St)',\n",
       "         'Melbourne VIC 3000',\n",
       "         'Australia']},\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-0-4ee91d794901e2d61a51221b-9'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b1c842df964a520140824e3',\n",
       "       'name': 'Roule Galette',\n",
       "       'location': {'address': 'Shop 2, 241 Flinders Ln',\n",
       "        'crossStreet': 'at Scott Alley',\n",
       "        'lat': -37.81677907030667,\n",
       "        'lng': 144.96629457355047,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': -37.81677907030667,\n",
       "          'lng': 144.96629457355047}],\n",
       "        'distance': 396,\n",
       "        'postalCode': '3000',\n",
       "        'cc': 'AU',\n",
       "        'city': 'Melbourne',\n",
       "        'state': 'VIC',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['Shop 2, 241 Flinders Ln (at Scott Alley)',\n",
       "         'Melbourne VIC 3000',\n",
       "         'Australia']},\n",
       "       'categories': [{'id': '52e81612bcbc57f1066b79f2',\n",
       "         'name': 'Creperie',\n",
       "         'pluralName': 'Creperies',\n",
       "         'shortName': 'Creperie',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/creperie_',\n",
       "          'suffix': '.png'},\n",
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       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': -37.799097327504235,\n",
       "          'lng': 144.95438773614853}],\n",
       "        'distance': 1851,\n",
       "        'postalCode': '3051',\n",
       "        'cc': 'AU',\n",
       "        'city': 'North Melbourne',\n",
       "        'state': 'VIC',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['65 Flemington Rd',\n",
       "         'North Melbourne VIC 3051',\n",
       "         'Australia']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d149941735',\n",
       "         'name': 'Thai Restaurant',\n",
       "         'pluralName': 'Thai Restaurants',\n",
       "         'shortName': 'Thai',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/thai_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-4b14e1f7f964a52039a723e3-95'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b0881c7f964a520570d23e3',\n",
       "       'name': 'Koko Black',\n",
       "       'location': {'address': '167 Lygon St',\n",
       "        'crossStreet': 'Argyle Pl',\n",
       "        'lat': -37.801804480680346,\n",
       "        'lng': 144.9667231937821,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': -37.801804480680346,\n",
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       "        'distance': 1416,\n",
       "        'postalCode': '3053',\n",
       "        'cc': 'AU',\n",
       "        'city': 'Carlton',\n",
       "        'state': 'VIC',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['167 Lygon St (Argyle Pl)',\n",
       "         'Carlton VIC 3053',\n",
       "         'Australia']},\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-0-4b0881c7f964a520570d23e3-96'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '57345665498eb366ca360e21',\n",
       "       'name': 'Neko Neko',\n",
       "       'location': {'address': '83A Smith St',\n",
       "        'lat': -37.806306452777015,\n",
       "        'lng': 144.9827688962223,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': -37.806306452777015,\n",
       "          'lng': 144.9827688962223}],\n",
       "        'distance': 1936,\n",
       "        'postalCode': '3065',\n",
       "        'cc': 'AU',\n",
       "        'city': 'Fitzroy',\n",
       "        'state': 'VIC',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['83A Smith St', 'Fitzroy VIC 3065', 'Australia']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d111941735',\n",
       "         'name': 'Japanese Restaurant',\n",
       "         'pluralName': 'Japanese Restaurants',\n",
       "         'shortName': 'Japanese',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/japanese_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-57345665498eb366ca360e21-97'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4b05874bf964a520988922e3',\n",
       "       'name': 'Shrine of Remembrance',\n",
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       "        'lng': 144.97343,\n",
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       "          'lat': -37.830517,\n",
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       "        'distance': 2026,\n",
       "        'postalCode': '3004',\n",
       "        'cc': 'AU',\n",
       "        'city': 'Melbourne',\n",
       "        'state': 'VIC',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['Birdwood Ave',\n",
       "         'Melbourne VIC 3004',\n",
       "         'Australia']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d12d941735',\n",
       "         'name': 'Monument / Landmark',\n",
       "         'pluralName': 'Monuments / Landmarks',\n",
       "         'shortName': 'Landmark',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/building/government_monument_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []},\n",
       "       'venuePage': {'id': '49823773'}},\n",
       "      'referralId': 'e-0-4b05874bf964a520988922e3-98'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
       "         'type': 'general',\n",
       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '511526f3e4b01450d3ee90bc',\n",
       "       'name': 'The Rooks Return',\n",
       "       'location': {'address': '201 Brunswick Street',\n",
       "        'lat': -37.80125617709494,\n",
       "        'lng': 144.97771578554287,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': -37.80125617709494,\n",
       "          'lng': 144.97771578554287}],\n",
       "        'distance': 1928,\n",
       "        'postalCode': '3065',\n",
       "        'cc': 'AU',\n",
       "        'city': 'Fitzroy',\n",
       "        'state': 'VIC',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['201 Brunswick Street',\n",
       "         'Fitzroy VIC 3065',\n",
       "         'Australia']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d116941735',\n",
       "         'name': 'Bar',\n",
       "         'pluralName': 'Bars',\n",
       "         'shortName': 'Bar',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/nightlife/pub_',\n",
       "          'suffix': '.png'},\n",
       "         'primary': True}],\n",
       "       'photos': {'count': 0, 'groups': []}},\n",
       "      'referralId': 'e-0-511526f3e4b01450d3ee90bc-99'}]}]}}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results_mel = requests.get(url_mel).json()\n",
    "results_mel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'meta': {'code': 200, 'requestId': '5f291eb4f598007f30f12b46'},\n",
       " 'response': {'suggestedFilters': {'header': 'Tap to show:',\n",
       "   'filters': [{'name': 'Open now', 'key': 'openNow'}]},\n",
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       "       'name': 'MUJI 無印良品',\n",
       "       'location': {'address': 'Level 1, 500 George St.',\n",
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       "         'Australia']},\n",
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       "         'name': 'Miscellaneous Shop',\n",
       "         'pluralName': 'Miscellaneous Shops',\n",
       "         'shortName': 'Shop',\n",
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       "          'suffix': '.png'},\n",
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       "      'referralId': 'e-0-5553f2d8498e6bef7ad74eea-94'},\n",
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       "      'venue': {'id': '4bca95c368f976b0dbcd5f83',\n",
       "       'name': 'Balls Head',\n",
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       "         'name': 'Park',\n",
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       "         'shortName': 'Park',\n",
       "         'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/parks_outdoors/park_',\n",
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       "      'venue': {'id': '51a5bbd9498ea1407480186b',\n",
       "       'name': 'Farmhouse Kings Cross',\n",
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       "        'distance': 2385,\n",
       "        'postalCode': '2011',\n",
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       "        'neighborhood': 'Rushcutters Bay',\n",
       "        'city': 'Rushcutters Bay',\n",
       "        'state': 'NSW',\n",
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       "        'formattedAddress': ['4/40 Bayswater Rd',\n",
       "         'Rushcutters Bay NSW 2011',\n",
       "         'Australia']},\n",
       "       'categories': [{'id': '4bf58dd8d48988d169941735',\n",
       "         'name': 'Australian Restaurant',\n",
       "         'pluralName': 'Australian Restaurants',\n",
       "         'shortName': 'Australian',\n",
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       "      'venue': {'id': '4b11fc7ef964a520dc8723e3',\n",
       "       'name': 'Gelato Messina',\n",
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       "        'lng': 151.22123,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
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       "        'distance': 2620,\n",
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       "        'city': 'Darlinghurst',\n",
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       "        'country': 'Australia',\n",
       "        'formattedAddress': ['241 Victoria St',\n",
       "         'Darlinghurst NSW 2010',\n",
       "         'Australia']},\n",
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       "         'name': 'Ice Cream Shop',\n",
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       "      'referralId': 'e-0-4b11fc7ef964a520dc8723e3-97'},\n",
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       "      'venue': {'id': '52d085b9498e1638067d80e5',\n",
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       "        'cc': 'AU',\n",
       "        'city': 'Pyrmont',\n",
       "        'state': 'NSW',\n",
       "        'country': 'Australia',\n",
       "        'formattedAddress': ['224 Harris Street',\n",
       "         'Pyrmont NSW 2009',\n",
       "         'Australia']},\n",
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       "         'name': 'Café',\n",
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       "       'venuePage': {'id': '343846813'}},\n",
       "      'referralId': 'e-0-52d085b9498e1638067d80e5-98'},\n",
       "     {'reasons': {'count': 0,\n",
       "       'items': [{'summary': 'This spot is popular',\n",
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       "         'reasonName': 'globalInteractionReason'}]},\n",
       "      'venue': {'id': '4cd8712815d8b60c14fc650e',\n",
       "       'name': 'Essence Coffee',\n",
       "       'location': {'address': 'Shop 3/148 Wycombe Rd.',\n",
       "        'crossStreet': 'Military Rd',\n",
       "        'lat': -33.83190296551829,\n",
       "        'lng': 151.22235012479607,\n",
       "        'labeledLatLngs': [{'label': 'display',\n",
       "          'lat': -33.83190296551829,\n",
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       "        'distance': 2608,\n",
       "        'postalCode': '2089',\n",
       "        'cc': 'AU',\n",
       "        'city': 'Neutral Bay',\n",
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       "        'formattedAddress': ['Shop 3/148 Wycombe Rd. (Military Rd)',\n",
       "         'Neutral Bay NSW 2089',\n",
       "         'Australia']},\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-0-4cd8712815d8b60c14fc650e-99'}]}]}}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results_sy = requests.get(url_sy).json()\n",
    "results_sy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Applications/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:2: FutureWarning: pandas.io.json.json_normalize is deprecated, use pandas.json_normalize instead\n",
      "  \n"
     ]
    },
    {
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       "      <td>Kirk's Wine Bar</td>\n",
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       "      <td>[{'summary': 'This spot is popular', 'type': '...</td>\n",
       "      <td>4b14e1f7f964a52039a723e3</td>\n",
       "      <td>Lanna Thai</td>\n",
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       "      <td>1851</td>\n",
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       "      <td>Koko Black</td>\n",
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       "      <td>144.966723</td>\n",
       "      <td>[{'label': 'display', 'lat': -37.8018044806803...</td>\n",
       "      <td>1416</td>\n",
       "      <td>...</td>\n",
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       "      <td>Carlton</td>\n",
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       "      <td>e-0-57345665498eb366ca360e21-97</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'summary': 'This spot is popular', 'type': '...</td>\n",
       "      <td>57345665498eb366ca360e21</td>\n",
       "      <td>Neko Neko</td>\n",
       "      <td>83A Smith St</td>\n",
       "      <td>-37.806306</td>\n",
       "      <td>144.982769</td>\n",
       "      <td>[{'label': 'display', 'lat': -37.8063064527770...</td>\n",
       "      <td>1936</td>\n",
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       "      <td>Fitzroy</td>\n",
       "      <td>VIC</td>\n",
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       "      <td>[83A Smith St, Fitzroy VIC 3065, Australia]</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d111941735', 'name': 'J...</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>e-0-4b05874bf964a520988922e3-98</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'summary': 'This spot is popular', 'type': '...</td>\n",
       "      <td>4b05874bf964a520988922e3</td>\n",
       "      <td>Shrine of Remembrance</td>\n",
       "      <td>Birdwood Ave</td>\n",
       "      <td>-37.830517</td>\n",
       "      <td>144.973430</td>\n",
       "      <td>[{'label': 'display', 'lat': -37.830517, 'lng'...</td>\n",
       "      <td>2026</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>VIC</td>\n",
       "      <td>Australia</td>\n",
       "      <td>[Birdwood Ave, Melbourne VIC 3004, Australia]</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d12d941735', 'name': 'M...</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49823773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>e-0-511526f3e4b01450d3ee90bc-99</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'summary': 'This spot is popular', 'type': '...</td>\n",
       "      <td>511526f3e4b01450d3ee90bc</td>\n",
       "      <td>The Rooks Return</td>\n",
       "      <td>201 Brunswick Street</td>\n",
       "      <td>-37.801256</td>\n",
       "      <td>144.977716</td>\n",
       "      <td>[{'label': 'display', 'lat': -37.8012561770949...</td>\n",
       "      <td>1928</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fitzroy</td>\n",
       "      <td>VIC</td>\n",
       "      <td>Australia</td>\n",
       "      <td>[201 Brunswick Street, Fitzroy VIC 3065, Austr...</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d116941735', 'name': 'B...</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         referralId  reasons.count  \\\n",
       "0    e-0-54631f6e498ed0dde017e53c-0              0   \n",
       "1    e-0-4b058748f964a520cf8822e3-1              0   \n",
       "2    e-0-548e129b498e3012587f3e5c-2              0   \n",
       "3    e-0-53a149a8498ea185a5cf8e5a-3              0   \n",
       "4    e-0-552db1fd498ef6abfdb29b4c-4              0   \n",
       "..                              ...            ...   \n",
       "95  e-0-4b14e1f7f964a52039a723e3-95              0   \n",
       "96  e-0-4b0881c7f964a520570d23e3-96              0   \n",
       "97  e-0-57345665498eb366ca360e21-97              0   \n",
       "98  e-0-4b05874bf964a520988922e3-98              0   \n",
       "99  e-0-511526f3e4b01450d3ee90bc-99              0   \n",
       "\n",
       "                                        reasons.items  \\\n",
       "0   [{'summary': 'This spot is popular', 'type': '...   \n",
       "1   [{'summary': 'This spot is popular', 'type': '...   \n",
       "2   [{'summary': 'This spot is popular', 'type': '...   \n",
       "3   [{'summary': 'This spot is popular', 'type': '...   \n",
       "4   [{'summary': 'This spot is popular', 'type': '...   \n",
       "..                                                ...   \n",
       "95  [{'summary': 'This spot is popular', 'type': '...   \n",
       "96  [{'summary': 'This spot is popular', 'type': '...   \n",
       "97  [{'summary': 'This spot is popular', 'type': '...   \n",
       "98  [{'summary': 'This spot is popular', 'type': '...   \n",
       "99  [{'summary': 'This spot is popular', 'type': '...   \n",
       "\n",
       "                    venue.id             venue.name  \\\n",
       "0   54631f6e498ed0dde017e53c                Tipo 00   \n",
       "1   4b058748f964a520cf8822e3     Brother Baba Budan   \n",
       "2   548e129b498e3012587f3e5c    Little Rogue Coffee   \n",
       "3   53a149a8498ea185a5cf8e5a        Kirk's Wine Bar   \n",
       "4   552db1fd498ef6abfdb29b4c      Boilermaker House   \n",
       "..                       ...                    ...   \n",
       "95  4b14e1f7f964a52039a723e3             Lanna Thai   \n",
       "96  4b0881c7f964a520570d23e3             Koko Black   \n",
       "97  57345665498eb366ca360e21              Neko Neko   \n",
       "98  4b05874bf964a520988922e3  Shrine of Remembrance   \n",
       "99  511526f3e4b01450d3ee90bc       The Rooks Return   \n",
       "\n",
       "                      venue.location.address  venue.location.lat  \\\n",
       "0                       361 Little Bourke St          -37.813527   \n",
       "1                       359 Little Bourke St          -37.813445   \n",
       "2                              12 Drewery Ln          -37.810911   \n",
       "3   Corner Of Hardware Ln & Little Bourke St          -37.813661   \n",
       "4                        209-211 Lonsdale St          -37.811320   \n",
       "..                                       ...                 ...   \n",
       "95                          65 Flemington Rd          -37.799097   \n",
       "96                              167 Lygon St          -37.801804   \n",
       "97                              83A Smith St          -37.806306   \n",
       "98                              Birdwood Ave          -37.830517   \n",
       "99                      201 Brunswick Street          -37.801256   \n",
       "\n",
       "    venue.location.lng                      venue.location.labeledLatLngs  \\\n",
       "0           144.961978  [{'label': 'display', 'lat': -37.8135265165961...   \n",
       "1           144.962137  [{'label': 'display', 'lat': -37.8134453152653...   \n",
       "2           144.964027  [{'label': 'display', 'lat': -37.810911, 'lng'...   \n",
       "3           144.961351  [{'label': 'display', 'lat': -37.8136612220129...   \n",
       "4           144.966155  [{'label': 'display', 'lat': -37.81132, 'lng':...   \n",
       "..                 ...                                                ...   \n",
       "95          144.954388  [{'label': 'display', 'lat': -37.7990973275042...   \n",
       "96          144.966723  [{'label': 'display', 'lat': -37.8018044806803...   \n",
       "97          144.982769  [{'label': 'display', 'lat': -37.8063064527770...   \n",
       "98          144.973430  [{'label': 'display', 'lat': -37.830517, 'lng'...   \n",
       "99          144.977716  [{'label': 'display', 'lat': -37.8012561770949...   \n",
       "\n",
       "    venue.location.distance  ... venue.location.neighborhood  \\\n",
       "0                       129  ...               Melbourne CBD   \n",
       "1                       124  ...                         NaN   \n",
       "2                       375  ...                         NaN   \n",
       "3                       170  ...                         NaN   \n",
       "4                       416  ...                         NaN   \n",
       "..                      ...  ...                         ...   \n",
       "95                     1851  ...                         NaN   \n",
       "96                     1416  ...                         NaN   \n",
       "97                     1936  ...                         NaN   \n",
       "98                     2026  ...                         NaN   \n",
       "99                     1928  ...                         NaN   \n",
       "\n",
       "   venue.location.city venue.location.state venue.location.country  \\\n",
       "0            Melbourne                  VIC              Australia   \n",
       "1            Melbourne                  VIC              Australia   \n",
       "2            Melbourne                  VIC              Australia   \n",
       "3            Melbourne                  VIC              Australia   \n",
       "4            Melbourne                  VIC              Australia   \n",
       "..                 ...                  ...                    ...   \n",
       "95     North Melbourne                  VIC              Australia   \n",
       "96             Carlton                  VIC              Australia   \n",
       "97             Fitzroy                  VIC              Australia   \n",
       "98           Melbourne                  VIC              Australia   \n",
       "99             Fitzroy                  VIC              Australia   \n",
       "\n",
       "                      venue.location.formattedAddress  \\\n",
       "0   [361 Little Bourke St, Melbourne VIC 3000, Aus...   \n",
       "1   [359 Little Bourke St, Melbourne VIC 3000, Aus...   \n",
       "2   [12 Drewery Ln (Lonsdale St), Melbourne VIC 30...   \n",
       "3   [Corner Of Hardware Ln & Little Bourke St, Mel...   \n",
       "4   [209-211 Lonsdale St, Melbourne VIC 3000, Aust...   \n",
       "..                                                ...   \n",
       "95  [65 Flemington Rd, North Melbourne VIC 3051, A...   \n",
       "96  [167 Lygon St (Argyle Pl), Carlton VIC 3053, A...   \n",
       "97        [83A Smith St, Fitzroy VIC 3065, Australia]   \n",
       "98      [Birdwood Ave, Melbourne VIC 3004, Australia]   \n",
       "99  [201 Brunswick Street, Fitzroy VIC 3065, Austr...   \n",
       "\n",
       "                                     venue.categories venue.photos.count  \\\n",
       "0   [{'id': '4bf58dd8d48988d110941735', 'name': 'I...                  0   \n",
       "1   [{'id': '4bf58dd8d48988d1e0931735', 'name': 'C...                  0   \n",
       "2   [{'id': '4bf58dd8d48988d1e0931735', 'name': 'C...                  0   \n",
       "3   [{'id': '4bf58dd8d48988d123941735', 'name': 'W...                  0   \n",
       "4   [{'id': '4bf58dd8d48988d122941735', 'name': 'W...                  0   \n",
       "..                                                ...                ...   \n",
       "95  [{'id': '4bf58dd8d48988d149941735', 'name': 'T...                  0   \n",
       "96  [{'id': '4bf58dd8d48988d1d0941735', 'name': 'D...                  0   \n",
       "97  [{'id': '4bf58dd8d48988d111941735', 'name': 'J...                  0   \n",
       "98  [{'id': '4bf58dd8d48988d12d941735', 'name': 'M...                  0   \n",
       "99  [{'id': '4bf58dd8d48988d116941735', 'name': 'B...                  0   \n",
       "\n",
       "   venue.photos.groups  venue.location.crossStreet venue.venuePage.id  \n",
       "0                   []                         NaN                NaN  \n",
       "1                   []                         NaN                NaN  \n",
       "2                   []                 Lonsdale St                NaN  \n",
       "3                   []                         NaN                NaN  \n",
       "4                   []                         NaN                NaN  \n",
       "..                 ...                         ...                ...  \n",
       "95                  []                         NaN                NaN  \n",
       "96                  []                   Argyle Pl                NaN  \n",
       "97                  []                         NaN                NaN  \n",
       "98                  []                         NaN           49823773  \n",
       "99                  []                         NaN                NaN  \n",
       "\n",
       "[100 rows x 22 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "venus_mel = results_mel['response']['groups'][0]['items']\n",
    "df_mel=json_normalize(venus_mel)\n",
    "df_mel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# function that extracts the category of the venue\n",
    "def get_category_type(row):\n",
    "    try:\n",
    "        categories_list = row['categories']\n",
    "    except:\n",
    "        categories_list = row['venue.categories']\n",
    "        \n",
    "    if len(categories_list) == 0:\n",
    "        return None\n",
    "    else:\n",
    "        return categories_list[0]['name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>categories</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Tipo 00</td>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>-37.813527</td>\n",
       "      <td>144.961978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Brother Baba Budan</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>-37.813445</td>\n",
       "      <td>144.962137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Little Rogue Coffee</td>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>-37.810911</td>\n",
       "      <td>144.964027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Kirk's Wine Bar</td>\n",
       "      <td>Wine Bar</td>\n",
       "      <td>-37.813661</td>\n",
       "      <td>144.961351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Boilermaker House</td>\n",
       "      <td>Whisky Bar</td>\n",
       "      <td>-37.811320</td>\n",
       "      <td>144.966155</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name          categories        lat         lng\n",
       "0              Tipo 00  Italian Restaurant -37.813527  144.961978\n",
       "1   Brother Baba Budan         Coffee Shop -37.813445  144.962137\n",
       "2  Little Rogue Coffee         Coffee Shop -37.810911  144.964027\n",
       "3      Kirk's Wine Bar            Wine Bar -37.813661  144.961351\n",
       "4    Boilermaker House          Whisky Bar -37.811320  144.966155"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# filter columns\n",
    "filtered_columns = ['venue.name', 'venue.categories', 'venue.location.lat', 'venue.location.lng']\n",
    "nearby_venues =df_mel.loc[:, filtered_columns]\n",
    "\n",
    "# filter the category for each row\n",
    "nearby_venues['venue.categories'] = nearby_venues.apply(get_category_type, axis=1)\n",
    "\n",
    "# clean columns\n",
    "nearby_venues.columns = [col.split(\".\")[-1] for col in nearby_venues.columns]\n",
    "\n",
    "nearby_venues.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Applications/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:2: FutureWarning: pandas.io.json.json_normalize is deprecated, use pandas.json_normalize instead\n",
      "  \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>referralId</th>\n",
       "      <th>reasons.count</th>\n",
       "      <th>reasons.items</th>\n",
       "      <th>venue.id</th>\n",
       "      <th>venue.name</th>\n",
       "      <th>venue.location.address</th>\n",
       "      <th>venue.location.lat</th>\n",
       "      <th>venue.location.lng</th>\n",
       "      <th>venue.location.labeledLatLngs</th>\n",
       "      <th>venue.location.distance</th>\n",
       "      <th>...</th>\n",
       "      <th>venue.location.city</th>\n",
       "      <th>venue.location.state</th>\n",
       "      <th>venue.location.country</th>\n",
       "      <th>venue.location.formattedAddress</th>\n",
       "      <th>venue.categories</th>\n",
       "      <th>venue.photos.count</th>\n",
       "      <th>venue.photos.groups</th>\n",
       "      <th>venue.location.neighborhood</th>\n",
       "      <th>venue.location.crossStreet</th>\n",
       "      <th>venue.venuePage.id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>e-0-502d0f6fe4b047ef99541af2-0</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'summary': 'This spot is popular', 'type': '...</td>\n",
       "      <td>502d0f6fe4b047ef99541af2</td>\n",
       "      <td>Sydney Opera House - Concert Hall</td>\n",
       "      <td>2 Macquarie St</td>\n",
       "      <td>-33.856595</td>\n",
       "      <td>151.215058</td>\n",
       "      <td>[{'label': 'display', 'lat': -33.8565947871812...</td>\n",
       "      <td>236</td>\n",
       "      <td>...</td>\n",
       "      <td>Circular Quay</td>\n",
       "      <td>NSW</td>\n",
       "      <td>Australia</td>\n",
       "      <td>[2 Macquarie St, Circular Quay NSW 2000, Austr...</td>\n",
       "      <td>[{'id': '5032792091d4c4b30a586d5c', 'name': 'C...</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>e-0-4b05876af964a520509122e3-1</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'summary': 'This spot is popular', 'type': '...</td>\n",
       "      <td>4b05876af964a520509122e3</td>\n",
       "      <td>Sydney Opera House - Playhouse</td>\n",
       "      <td>2 Macquarie St</td>\n",
       "      <td>-33.857518</td>\n",
       "      <td>151.214559</td>\n",
       "      <td>[{'label': 'display', 'lat': -33.8575175295630...</td>\n",
       "      <td>348</td>\n",
       "      <td>...</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>NSW</td>\n",
       "      <td>Australia</td>\n",
       "      <td>[2 Macquarie St, Sydney NSW 2000, Australia]</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d137941735', 'name': 'T...</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>e-0-4b05876af964a5204f9122e3-2</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'summary': 'This spot is popular', 'type': '...</td>\n",
       "      <td>4b05876af964a5204f9122e3</td>\n",
       "      <td>Drama Theatre</td>\n",
       "      <td>2 Macquarie St</td>\n",
       "      <td>-33.856863</td>\n",
       "      <td>151.214759</td>\n",
       "      <td>[{'label': 'display', 'lat': -33.8568632128004...</td>\n",
       "      <td>276</td>\n",
       "      <td>...</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>NSW</td>\n",
       "      <td>Australia</td>\n",
       "      <td>[2 Macquarie St, Sydney NSW 2000, Australia]</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d137941735', 'name': 'T...</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>Circular Quay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>e-0-4b058762f964a5201b8f22e3-3</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'summary': 'This spot is popular', 'type': '...</td>\n",
       "      <td>4b058762f964a5201b8f22e3</td>\n",
       "      <td>Sydney Opera House</td>\n",
       "      <td>2 Macquarie St</td>\n",
       "      <td>-33.857260</td>\n",
       "      <td>151.215040</td>\n",
       "      <td>[{'label': 'display', 'lat': -33.85726, 'lng':...</td>\n",
       "      <td>301</td>\n",
       "      <td>...</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>NSW</td>\n",
       "      <td>Australia</td>\n",
       "      <td>[2 Macquarie St, Sydney NSW 2000, Australia]</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d136941735', 'name': 'O...</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>Circular Quay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>e-0-4cde36c141ed224ba2bdd73c-4</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'summary': 'This spot is popular', 'type': '...</td>\n",
       "      <td>4cde36c141ed224ba2bdd73c</td>\n",
       "      <td>Sydney Opera House - Studio</td>\n",
       "      <td>2 Macquarie St</td>\n",
       "      <td>-33.856991</td>\n",
       "      <td>151.214482</td>\n",
       "      <td>[{'label': 'display', 'lat': -33.8569905671763...</td>\n",
       "      <td>303</td>\n",
       "      <td>...</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>NSW</td>\n",
       "      <td>Australia</td>\n",
       "      <td>[2 Macquarie St, Sydney NSW 2000, Australia]</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d137941735', 'name': 'T...</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>e-0-4bca95c368f976b0dbcd5f83-95</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'summary': 'This spot is popular', 'type': '...</td>\n",
       "      <td>4bca95c368f976b0dbcd5f83</td>\n",
       "      <td>Balls Head</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-33.846920</td>\n",
       "      <td>151.196075</td>\n",
       "      <td>[{'label': 'display', 'lat': -33.8469200782856...</td>\n",
       "      <td>2078</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New South Wales</td>\n",
       "      <td>Australia</td>\n",
       "      <td>[New South Wales, Australia]</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d163941735', 'name': 'P...</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>e-0-51a5bbd9498ea1407480186b-96</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'summary': 'This spot is popular', 'type': '...</td>\n",
       "      <td>51a5bbd9498ea1407480186b</td>\n",
       "      <td>Farmhouse Kings Cross</td>\n",
       "      <td>4/40 Bayswater Rd</td>\n",
       "      <td>-33.875096</td>\n",
       "      <td>151.224780</td>\n",
       "      <td>[{'label': 'display', 'lat': -33.8750955442242...</td>\n",
       "      <td>2385</td>\n",
       "      <td>...</td>\n",
       "      <td>Rushcutters Bay</td>\n",
       "      <td>NSW</td>\n",
       "      <td>Australia</td>\n",
       "      <td>[4/40 Bayswater Rd, Rushcutters Bay NSW 2011, ...</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d169941735', 'name': 'A...</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>Rushcutters Bay</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>e-0-4b11fc7ef964a520dc8723e3-97</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'summary': 'This spot is popular', 'type': '...</td>\n",
       "      <td>4b11fc7ef964a520dc8723e3</td>\n",
       "      <td>Gelato Messina</td>\n",
       "      <td>241 Victoria St</td>\n",
       "      <td>-33.878020</td>\n",
       "      <td>151.221230</td>\n",
       "      <td>[{'label': 'display', 'lat': -33.87802, 'lng':...</td>\n",
       "      <td>2620</td>\n",
       "      <td>...</td>\n",
       "      <td>Darlinghurst</td>\n",
       "      <td>NSW</td>\n",
       "      <td>Australia</td>\n",
       "      <td>[241 Victoria St, Darlinghurst NSW 2010, Austr...</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d1c9941735', 'name': 'I...</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>Darlinghurst</td>\n",
       "      <td>NaN</td>\n",
       "      <td>71127955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>e-0-52d085b9498e1638067d80e5-98</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'summary': 'This spot is popular', 'type': '...</td>\n",
       "      <td>52d085b9498e1638067d80e5</td>\n",
       "      <td>Social Brew Cafe</td>\n",
       "      <td>224 Harris Street</td>\n",
       "      <td>-33.871621</td>\n",
       "      <td>151.195122</td>\n",
       "      <td>[{'label': 'display', 'lat': -33.871621, 'lng'...</td>\n",
       "      <td>2718</td>\n",
       "      <td>...</td>\n",
       "      <td>Pyrmont</td>\n",
       "      <td>NSW</td>\n",
       "      <td>Australia</td>\n",
       "      <td>[224 Harris Street, Pyrmont NSW 2009, Australia]</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d16d941735', 'name': 'C...</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>343846813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>e-0-4cd8712815d8b60c14fc650e-99</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'summary': 'This spot is popular', 'type': '...</td>\n",
       "      <td>4cd8712815d8b60c14fc650e</td>\n",
       "      <td>Essence Coffee</td>\n",
       "      <td>Shop 3/148 Wycombe Rd.</td>\n",
       "      <td>-33.831903</td>\n",
       "      <td>151.222350</td>\n",
       "      <td>[{'label': 'display', 'lat': -33.8319029655182...</td>\n",
       "      <td>2608</td>\n",
       "      <td>...</td>\n",
       "      <td>Neutral Bay</td>\n",
       "      <td>NSW</td>\n",
       "      <td>Australia</td>\n",
       "      <td>[Shop 3/148 Wycombe Rd. (Military Rd), Neutral...</td>\n",
       "      <td>[{'id': '4bf58dd8d48988d16d941735', 'name': 'C...</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Military Rd</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         referralId  reasons.count  \\\n",
       "0    e-0-502d0f6fe4b047ef99541af2-0              0   \n",
       "1    e-0-4b05876af964a520509122e3-1              0   \n",
       "2    e-0-4b05876af964a5204f9122e3-2              0   \n",
       "3    e-0-4b058762f964a5201b8f22e3-3              0   \n",
       "4    e-0-4cde36c141ed224ba2bdd73c-4              0   \n",
       "..                              ...            ...   \n",
       "95  e-0-4bca95c368f976b0dbcd5f83-95              0   \n",
       "96  e-0-51a5bbd9498ea1407480186b-96              0   \n",
       "97  e-0-4b11fc7ef964a520dc8723e3-97              0   \n",
       "98  e-0-52d085b9498e1638067d80e5-98              0   \n",
       "99  e-0-4cd8712815d8b60c14fc650e-99              0   \n",
       "\n",
       "                                        reasons.items  \\\n",
       "0   [{'summary': 'This spot is popular', 'type': '...   \n",
       "1   [{'summary': 'This spot is popular', 'type': '...   \n",
       "2   [{'summary': 'This spot is popular', 'type': '...   \n",
       "3   [{'summary': 'This spot is popular', 'type': '...   \n",
       "4   [{'summary': 'This spot is popular', 'type': '...   \n",
       "..                                                ...   \n",
       "95  [{'summary': 'This spot is popular', 'type': '...   \n",
       "96  [{'summary': 'This spot is popular', 'type': '...   \n",
       "97  [{'summary': 'This spot is popular', 'type': '...   \n",
       "98  [{'summary': 'This spot is popular', 'type': '...   \n",
       "99  [{'summary': 'This spot is popular', 'type': '...   \n",
       "\n",
       "                    venue.id                         venue.name  \\\n",
       "0   502d0f6fe4b047ef99541af2  Sydney Opera House - Concert Hall   \n",
       "1   4b05876af964a520509122e3     Sydney Opera House - Playhouse   \n",
       "2   4b05876af964a5204f9122e3                      Drama Theatre   \n",
       "3   4b058762f964a5201b8f22e3                 Sydney Opera House   \n",
       "4   4cde36c141ed224ba2bdd73c        Sydney Opera House - Studio   \n",
       "..                       ...                                ...   \n",
       "95  4bca95c368f976b0dbcd5f83                         Balls Head   \n",
       "96  51a5bbd9498ea1407480186b              Farmhouse Kings Cross   \n",
       "97  4b11fc7ef964a520dc8723e3                     Gelato Messina   \n",
       "98  52d085b9498e1638067d80e5                   Social Brew Cafe   \n",
       "99  4cd8712815d8b60c14fc650e                     Essence Coffee   \n",
       "\n",
       "    venue.location.address  venue.location.lat  venue.location.lng  \\\n",
       "0           2 Macquarie St          -33.856595          151.215058   \n",
       "1           2 Macquarie St          -33.857518          151.214559   \n",
       "2           2 Macquarie St          -33.856863          151.214759   \n",
       "3           2 Macquarie St          -33.857260          151.215040   \n",
       "4           2 Macquarie St          -33.856991          151.214482   \n",
       "..                     ...                 ...                 ...   \n",
       "95                     NaN          -33.846920          151.196075   \n",
       "96       4/40 Bayswater Rd          -33.875096          151.224780   \n",
       "97         241 Victoria St          -33.878020          151.221230   \n",
       "98       224 Harris Street          -33.871621          151.195122   \n",
       "99  Shop 3/148 Wycombe Rd.          -33.831903          151.222350   \n",
       "\n",
       "                        venue.location.labeledLatLngs  \\\n",
       "0   [{'label': 'display', 'lat': -33.8565947871812...   \n",
       "1   [{'label': 'display', 'lat': -33.8575175295630...   \n",
       "2   [{'label': 'display', 'lat': -33.8568632128004...   \n",
       "3   [{'label': 'display', 'lat': -33.85726, 'lng':...   \n",
       "4   [{'label': 'display', 'lat': -33.8569905671763...   \n",
       "..                                                ...   \n",
       "95  [{'label': 'display', 'lat': -33.8469200782856...   \n",
       "96  [{'label': 'display', 'lat': -33.8750955442242...   \n",
       "97  [{'label': 'display', 'lat': -33.87802, 'lng':...   \n",
       "98  [{'label': 'display', 'lat': -33.871621, 'lng'...   \n",
       "99  [{'label': 'display', 'lat': -33.8319029655182...   \n",
       "\n",
       "    venue.location.distance  ... venue.location.city venue.location.state  \\\n",
       "0                       236  ...       Circular Quay                  NSW   \n",
       "1                       348  ...              Sydney                  NSW   \n",
       "2                       276  ...              Sydney                  NSW   \n",
       "3                       301  ...              Sydney                  NSW   \n",
       "4                       303  ...              Sydney                  NSW   \n",
       "..                      ...  ...                 ...                  ...   \n",
       "95                     2078  ...                 NaN      New South Wales   \n",
       "96                     2385  ...     Rushcutters Bay                  NSW   \n",
       "97                     2620  ...        Darlinghurst                  NSW   \n",
       "98                     2718  ...             Pyrmont                  NSW   \n",
       "99                     2608  ...         Neutral Bay                  NSW   \n",
       "\n",
       "   venue.location.country                    venue.location.formattedAddress  \\\n",
       "0               Australia  [2 Macquarie St, Circular Quay NSW 2000, Austr...   \n",
       "1               Australia       [2 Macquarie St, Sydney NSW 2000, Australia]   \n",
       "2               Australia       [2 Macquarie St, Sydney NSW 2000, Australia]   \n",
       "3               Australia       [2 Macquarie St, Sydney NSW 2000, Australia]   \n",
       "4               Australia       [2 Macquarie St, Sydney NSW 2000, Australia]   \n",
       "..                    ...                                                ...   \n",
       "95              Australia                       [New South Wales, Australia]   \n",
       "96              Australia  [4/40 Bayswater Rd, Rushcutters Bay NSW 2011, ...   \n",
       "97              Australia  [241 Victoria St, Darlinghurst NSW 2010, Austr...   \n",
       "98              Australia   [224 Harris Street, Pyrmont NSW 2009, Australia]   \n",
       "99              Australia  [Shop 3/148 Wycombe Rd. (Military Rd), Neutral...   \n",
       "\n",
       "                                     venue.categories venue.photos.count  \\\n",
       "0   [{'id': '5032792091d4c4b30a586d5c', 'name': 'C...                  0   \n",
       "1   [{'id': '4bf58dd8d48988d137941735', 'name': 'T...                  0   \n",
       "2   [{'id': '4bf58dd8d48988d137941735', 'name': 'T...                  0   \n",
       "3   [{'id': '4bf58dd8d48988d136941735', 'name': 'O...                  0   \n",
       "4   [{'id': '4bf58dd8d48988d137941735', 'name': 'T...                  0   \n",
       "..                                                ...                ...   \n",
       "95  [{'id': '4bf58dd8d48988d163941735', 'name': 'P...                  0   \n",
       "96  [{'id': '4bf58dd8d48988d169941735', 'name': 'A...                  0   \n",
       "97  [{'id': '4bf58dd8d48988d1c9941735', 'name': 'I...                  0   \n",
       "98  [{'id': '4bf58dd8d48988d16d941735', 'name': 'C...                  0   \n",
       "99  [{'id': '4bf58dd8d48988d16d941735', 'name': 'C...                  0   \n",
       "\n",
       "   venue.photos.groups  venue.location.neighborhood  \\\n",
       "0                   []                          NaN   \n",
       "1                   []                          NaN   \n",
       "2                   []                Circular Quay   \n",
       "3                   []                Circular Quay   \n",
       "4                   []                          NaN   \n",
       "..                 ...                          ...   \n",
       "95                  []                          NaN   \n",
       "96                  []              Rushcutters Bay   \n",
       "97                  []                 Darlinghurst   \n",
       "98                  []                          NaN   \n",
       "99                  []                          NaN   \n",
       "\n",
       "   venue.location.crossStreet venue.venuePage.id  \n",
       "0                         NaN                NaN  \n",
       "1                         NaN                NaN  \n",
       "2                         NaN                NaN  \n",
       "3                         NaN                NaN  \n",
       "4                         NaN                NaN  \n",
       "..                        ...                ...  \n",
       "95                        NaN                NaN  \n",
       "96                        NaN                NaN  \n",
       "97                        NaN           71127955  \n",
       "98                        NaN          343846813  \n",
       "99                Military Rd                NaN  \n",
       "\n",
       "[100 rows x 22 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "venus_sy = results_sy['response']['groups'][0]['items']\n",
    "df_sy=json_normalize(venus_sy)\n",
    "df_sy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>categories</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sydney Opera House - Concert Hall</td>\n",
       "      <td>Concert Hall</td>\n",
       "      <td>-33.856595</td>\n",
       "      <td>151.215058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Sydney Opera House - Playhouse</td>\n",
       "      <td>Theater</td>\n",
       "      <td>-33.857518</td>\n",
       "      <td>151.214559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Drama Theatre</td>\n",
       "      <td>Theater</td>\n",
       "      <td>-33.856863</td>\n",
       "      <td>151.214759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sydney Opera House</td>\n",
       "      <td>Opera House</td>\n",
       "      <td>-33.857260</td>\n",
       "      <td>151.215040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sydney Opera House - Studio</td>\n",
       "      <td>Theater</td>\n",
       "      <td>-33.856991</td>\n",
       "      <td>151.214482</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                name    categories        lat         lng\n",
       "0  Sydney Opera House - Concert Hall  Concert Hall -33.856595  151.215058\n",
       "1     Sydney Opera House - Playhouse       Theater -33.857518  151.214559\n",
       "2                      Drama Theatre       Theater -33.856863  151.214759\n",
       "3                 Sydney Opera House   Opera House -33.857260  151.215040\n",
       "4        Sydney Opera House - Studio       Theater -33.856991  151.214482"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# filter columns\n",
    "filtered_columns = ['venue.name', 'venue.categories', 'venue.location.lat', 'venue.location.lng']\n",
    "sy_venues =df_sy.loc[:, filtered_columns]\n",
    "\n",
    "# filter the category for each row\n",
    "sy_venues['venue.categories'] = sy_venues.apply(get_category_type, axis=1)\n",
    "\n",
    "# clean columns\n",
    "sy_venues.columns = [col.split(\".\")[-1] for col in sy_venues.columns]\n",
    "\n",
    "sy_venues.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Methodology"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "sy_most=sy_venues['categories'].value_counts().to_frame()\n",
    "mel_most=nearby_venues['categories'].value_counts().to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_most=mel_most.iloc[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>categories</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Café</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Park</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Plaza</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Bookstore</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Hotel</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Whisky Bar</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                index  categories\n",
       "0         Coffee Shop           9\n",
       "1                Café           8\n",
       "2                Park           7\n",
       "3        Cocktail Bar           5\n",
       "4        Dessert Shop           3\n",
       "5               Plaza           3\n",
       "6           Bookstore           3\n",
       "7               Hotel           3\n",
       "8          Whisky Bar           2\n",
       "9  Italian Restaurant           2"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mel_most=mel_most.reset_index()\n",
    "mel_most"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>categories</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Café</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Park</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Speakeasy</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Theater</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Bakery</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Australian Restaurant</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Pub</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   index  categories\n",
       "0                   Café          11\n",
       "1                   Park           8\n",
       "2           Cocktail Bar           6\n",
       "3            Coffee Shop           5\n",
       "4              Speakeasy           4\n",
       "5         Scenic Lookout           4\n",
       "6                Theater           4\n",
       "7                 Bakery           4\n",
       "8  Australian Restaurant           4\n",
       "9                    Pub           3"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sy_most=sy_most.iloc[0:10]\n",
    "sy_most=sy_most.reset_index()\n",
    "sy_most"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>categories</th>\n",
       "      <th>mel</th>\n",
       "      <th>sy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Coffee Shop</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Café</td>\n",
       "      <td>8.0</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Park</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Cocktail Bar</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Dessert Shop</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Plaza</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Bookstore</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Hotel</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Whisky Bar</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Italian Restaurant</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Speakeasy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Scenic Lookout</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Theater</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Bakery</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Australian Restaurant</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Pub</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               categories  mel    sy\n",
       "0             Coffee Shop  9.0   5.0\n",
       "1                    Café  8.0  11.0\n",
       "2                    Park  7.0   8.0\n",
       "3            Cocktail Bar  5.0   6.0\n",
       "4            Dessert Shop  3.0   0.0\n",
       "5                   Plaza  3.0   0.0\n",
       "6               Bookstore  3.0   0.0\n",
       "7                   Hotel  3.0   0.0\n",
       "8              Whisky Bar  2.0   0.0\n",
       "9      Italian Restaurant  2.0   0.0\n",
       "10              Speakeasy  0.0   4.0\n",
       "11         Scenic Lookout  0.0   4.0\n",
       "12                Theater  0.0   4.0\n",
       "13                 Bakery  0.0   4.0\n",
       "14  Australian Restaurant  0.0   4.0\n",
       "15                    Pub  0.0   3.0"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "most=pd.merge(mel_most,sy_most, how='outer', on='index')\n",
    "most.columns=['categories','mel','sy']\n",
    "most.fillna(0,inplace=True)\n",
    "most"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'number')"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "most.plot(kind='bar', x='categories', figsize=(20,8),width=0.8)\n",
    "plt.title('most venues in melbourne and sydney')\n",
    "plt.ylabel('number')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>African Restaurant</th>\n",
       "      <th>Argentinian Restaurant</th>\n",
       "      <th>Art Gallery</th>\n",
       "      <th>Australian Restaurant</th>\n",
       "      <th>Bakery</th>\n",
       "      <th>Bar</th>\n",
       "      <th>Bookstore</th>\n",
       "      <th>Boutique</th>\n",
       "      <th>Bubble Tea Shop</th>\n",
       "      <th>...</th>\n",
       "      <th>Road</th>\n",
       "      <th>Shopping Mall</th>\n",
       "      <th>Speakeasy</th>\n",
       "      <th>Street Art</th>\n",
       "      <th>Tennis Stadium</th>\n",
       "      <th>Thai Restaurant</th>\n",
       "      <th>Theater</th>\n",
       "      <th>Vegetarian / Vegan Restaurant</th>\n",
       "      <th>Whisky Bar</th>\n",
       "      <th>Wine Bar</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Tipo 00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Brother Baba Budan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Little Rogue Coffee</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Kirk's Wine Bar</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Boilermaker House</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  name  African Restaurant  Argentinian Restaurant  \\\n",
       "0              Tipo 00                   0                       0   \n",
       "1   Brother Baba Budan                   0                       0   \n",
       "2  Little Rogue Coffee                   0                       0   \n",
       "3      Kirk's Wine Bar                   0                       0   \n",
       "4    Boilermaker House                   0                       0   \n",
       "\n",
       "   Art Gallery  Australian Restaurant  Bakery  Bar  Bookstore  Boutique  \\\n",
       "0            0                      0       0    0          0         0   \n",
       "1            0                      0       0    0          0         0   \n",
       "2            0                      0       0    0          0         0   \n",
       "3            0                      0       0    0          0         0   \n",
       "4            0                      0       0    0          0         0   \n",
       "\n",
       "   Bubble Tea Shop  ...  Road  Shopping Mall  Speakeasy  Street Art  \\\n",
       "0                0  ...     0              0          0           0   \n",
       "1                0  ...     0              0          0           0   \n",
       "2                0  ...     0              0          0           0   \n",
       "3                0  ...     0              0          0           0   \n",
       "4                0  ...     0              0          0           0   \n",
       "\n",
       "   Tennis Stadium  Thai Restaurant  Theater  Vegetarian / Vegan Restaurant  \\\n",
       "0               0                0        0                              0   \n",
       "1               0                0        0                              0   \n",
       "2               0                0        0                              0   \n",
       "3               0                0        0                              0   \n",
       "4               0                0        0                              0   \n",
       "\n",
       "   Whisky Bar  Wine Bar  \n",
       "0           0         0  \n",
       "1           0         0  \n",
       "2           0         0  \n",
       "3           0         1  \n",
       "4           1         0  \n",
       "\n",
       "[5 rows x 57 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# one hot encoding\n",
    "mel_onehot = pd.get_dummies(nearby_venues[['categories']], prefix=\"\", prefix_sep=\"\")\n",
    "\n",
    "# add neighborhood column back to dataframe\n",
    "mel_onehot['name'] = nearby_venues['name'] \n",
    "\n",
    "# move neighborhood column to the first column\n",
    "fixed_columns = [mel_onehot.columns[-1]] + list(mel_onehot.columns[:-1])\n",
    "mel_onehot = mel_onehot[fixed_columns]\n",
    "\n",
    "mel_onehot.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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            popup_f0ff8b0b94d24c489ee2617c29650b2c.setContent(html_30c7885cd6124a43958b389ccda6a64c);
        

        circle_marker_d0ddf7e0284a450baa13afdbc7105d54.bindPopup(popup_f0ff8b0b94d24c489ee2617c29650b2c)
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            ).addTo(map_689224b9b3034a15a3b8d54b1e2908ef);
        
    
        var popup_2f9882ace09c493ba3c25523a2bd4f0a = L.popup({"maxWidth": "100%"});

        
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            popup_2f9882ace09c493ba3c25523a2bd4f0a.setContent(html_9b16108155ec4b22ba25652eacf9b66c);
        

        circle_marker_dba0ebf8396542e8817e3639c28f34c2.bindPopup(popup_2f9882ace09c493ba3c25523a2bd4f0a)
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            var html_c4ccafefc5f64c2381d3c0d1c2c69037 = $(`<div id="html_c4ccafefc5f64c2381d3c0d1c2c69037" style="width: 100.0%; height: 100.0%;">Australian Restaurant</div>`)[0];
            popup_f48724177f994a2bad71939c1a300fd9.setContent(html_c4ccafefc5f64c2381d3c0d1c2c69037);
        

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            ).addTo(map_689224b9b3034a15a3b8d54b1e2908ef);
        
    
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        circle_marker_4d72081f55c34b7b9287a45f18d7b519.bindPopup(popup_57116995f3bb4ff2b15931ac364fc4e4)
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            ).addTo(map_689224b9b3034a15a3b8d54b1e2908ef);
        
    
        var popup_ac604cf66a374b5c9a4ef9fd84068607 = L.popup({"maxWidth": "100%"});

        
            var html_c09584176b674e6fbc39efcf85ec6768 = $(`<div id="html_c09584176b674e6fbc39efcf85ec6768" style="width: 100.0%; height: 100.0%;">Coffee Shop</div>`)[0];
            popup_ac604cf66a374b5c9a4ef9fd84068607.setContent(html_c09584176b674e6fbc39efcf85ec6768);
        

        circle_marker_4dbdc26b77844e1ba51a0e5ceb737ad6.bindPopup(popup_ac604cf66a374b5c9a4ef9fd84068607)
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            ).addTo(map_689224b9b3034a15a3b8d54b1e2908ef);
        
    
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            var html_3d42b98c9a964746be2e401af657f070 = $(`<div id="html_3d42b98c9a964746be2e401af657f070" style="width: 100.0%; height: 100.0%;">Night Market</div>`)[0];
            popup_3f31b345f7534d119142f9450da526d2.setContent(html_3d42b98c9a964746be2e401af657f070);
        

        circle_marker_86c466a5f9054cf4af8115585599f1fc.bindPopup(popup_3f31b345f7534d119142f9450da526d2)
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            popup_87e7644e3186448d81d0b4e7f550d5ee.setContent(html_abef0ad127684ac4a8505c71c29d4c87);
        

        circle_marker_81217dfde43e4057bb9ac003df2e9f7b.bindPopup(popup_87e7644e3186448d81d0b4e7f550d5ee)
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            var circle_marker_ba92eabe81bf4035b517972b6a9c0ba3 = L.circleMarker(
                [-37.798584, 144.96861],
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            popup_45831252ca8c4c72997b84ac87f6af20.setContent(html_d3e035f4910c40a4bdcd55666de3675b);
        

        circle_marker_ba92eabe81bf4035b517972b6a9c0ba3.bindPopup(popup_45831252ca8c4c72997b84ac87f6af20)
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            var circle_marker_16f2e113d8bf44d4b2e10121d1369a90 = L.circleMarker(
                [-37.797970793583026, 144.96740477790618],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_689224b9b3034a15a3b8d54b1e2908ef);
        
    
        var popup_56428bb20e7b4648b99ce9b32d233bb1 = L.popup({"maxWidth": "100%"});

        
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            popup_56428bb20e7b4648b99ce9b32d233bb1.setContent(html_a94f8ec720ea41559294c0d9e19ddd43);
        

        circle_marker_16f2e113d8bf44d4b2e10121d1369a90.bindPopup(popup_56428bb20e7b4648b99ce9b32d233bb1)
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            var circle_marker_04390d5b50084ce28d5ff996db431833 = L.circleMarker(
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        var popup_98468a1e416f405989c82f474a584bf0 = L.popup({"maxWidth": "100%"});

        
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            popup_98468a1e416f405989c82f474a584bf0.setContent(html_92d6fa1444cf44289e608f9cc270bcfd);
        

        circle_marker_04390d5b50084ce28d5ff996db431833.bindPopup(popup_98468a1e416f405989c82f474a584bf0)
        ;

        
    
    
            var circle_marker_489cc9830e9741de8fe52fe9a5d673d8 = L.circleMarker(
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                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_689224b9b3034a15a3b8d54b1e2908ef);
        
    
        var popup_cab3e2be1f694632aa85b48c7f5b6b0c = L.popup({"maxWidth": "100%"});

        
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            popup_cab3e2be1f694632aa85b48c7f5b6b0c.setContent(html_1f9fc25c3e3b42588c7e3099be81c5fc);
        

        circle_marker_489cc9830e9741de8fe52fe9a5d673d8.bindPopup(popup_cab3e2be1f694632aa85b48c7f5b6b0c)
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            var circle_marker_8c4d746b3b8b4f9394420705298e8eeb = L.circleMarker(
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        var popup_56418c5cb81d45edb19ba0975b4423e6 = L.popup({"maxWidth": "100%"});

        
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            popup_56418c5cb81d45edb19ba0975b4423e6.setContent(html_aa95f931cc14405dafa19b69c677e3ed);
        

        circle_marker_8c4d746b3b8b4f9394420705298e8eeb.bindPopup(popup_56418c5cb81d45edb19ba0975b4423e6)
        ;

        
    
    
            var circle_marker_5b5aa63b47cd4d0285aa523550ec2ac9 = L.circleMarker(
                [-37.801804480680346, 144.9667231937821],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_689224b9b3034a15a3b8d54b1e2908ef);
        
    
        var popup_bc5b7e52bb5e4bdab4f96f75dc1b22ae = L.popup({"maxWidth": "100%"});

        
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            popup_bc5b7e52bb5e4bdab4f96f75dc1b22ae.setContent(html_969b8f70f0ec4393aeb5f7868827d80d);
        

        circle_marker_5b5aa63b47cd4d0285aa523550ec2ac9.bindPopup(popup_bc5b7e52bb5e4bdab4f96f75dc1b22ae)
        ;

        
    
    
            var circle_marker_f76c61104c844f378a503596c1975583 = L.circleMarker(
                [-37.806306452777015, 144.9827688962223],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_689224b9b3034a15a3b8d54b1e2908ef);
        
    
        var popup_63cf907e23244dddb19d7c2197c28938 = L.popup({"maxWidth": "100%"});

        
            var html_995ace40357c4bb5af8dd535aceecf92 = $(`<div id="html_995ace40357c4bb5af8dd535aceecf92" style="width: 100.0%; height: 100.0%;">Japanese Restaurant</div>`)[0];
            popup_63cf907e23244dddb19d7c2197c28938.setContent(html_995ace40357c4bb5af8dd535aceecf92);
        

        circle_marker_f76c61104c844f378a503596c1975583.bindPopup(popup_63cf907e23244dddb19d7c2197c28938)
        ;

        
    
    
            var circle_marker_ed7a4fd90e56463c899975a0f2c3d1e3 = L.circleMarker(
                [-37.830517, 144.97343],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_689224b9b3034a15a3b8d54b1e2908ef);
        
    
        var popup_5d4f9d59a7484cb298a912257c71d333 = L.popup({"maxWidth": "100%"});

        
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        circle_marker_ed7a4fd90e56463c899975a0f2c3d1e3.bindPopup(popup_5d4f9d59a7484cb298a912257c71d333)
        ;

        
    
    
            var circle_marker_2b5cf2770fb14e249a70a6421cd7ca5b = L.circleMarker(
                [-37.80125617709494, 144.97771578554287],
                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
            ).addTo(map_689224b9b3034a15a3b8d54b1e2908ef);
        
    
        var popup_4df35f0446824250b655f07d3c5a9f21 = L.popup({"maxWidth": "100%"});

        
            var html_a37fe9316d2f4ba58aac5eb571ba7d51 = $(`<div id="html_a37fe9316d2f4ba58aac5eb571ba7d51" style="width: 100.0%; height: 100.0%;">Bar</div>`)[0];
            popup_4df35f0446824250b655f07d3c5a9f21.setContent(html_a37fe9316d2f4ba58aac5eb571ba7d51);
        

        circle_marker_2b5cf2770fb14e249a70a6421cd7ca5b.bindPopup(popup_4df35f0446824250b655f07d3c5a9f21)
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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 0x10c679f50>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mel_map = folium.Map(location=[latitude_mel, longitude_mel], zoom_start=13)\n",
    "for lat, lng, label in zip(nearby_venues.lat, nearby_venues.lng, nearby_venues.categories):\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        color='blue',\n",
    "        popup=label,\n",
    "        fill = True,\n",
    "        fill_color='blue',\n",
    "        fill_opacity=0.6\n",
    "    ).add_to(mel_map)\n",
    "\n",
    "# display map\n",
    "mel_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": false
   },
   "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>    
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        <script>
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    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>
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                    preferCanvas: false,
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            ).addTo(map_c774532b736a4765bf2f762bcd46aceb);
        
    
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            ).addTo(map_c774532b736a4765bf2f762bcd46aceb);
        
    
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            ).addTo(map_c774532b736a4765bf2f762bcd46aceb);
        
    
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                {"bubblingMouseEvents": true, "color": "blue", "dashArray": null, "dashOffset": null, "fill": true, "fillColor": "blue", "fillOpacity": 0.6, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "opacity": 1.0, "radius": 5, "stroke": true, "weight": 3}
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            var circle_marker_4dbbe4b4917f4df7b12925f59b8e8f70 = L.circleMarker(
                [-33.87802, 151.22123],
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            ).addTo(map_c774532b736a4765bf2f762bcd46aceb);
        
    
        var popup_4401bbbdbe0746b78d85ef47926c45b9 = L.popup({"maxWidth": "100%"});

        
            var html_249faf61237c43aa8e870787dcd27954 = $(`<div id="html_249faf61237c43aa8e870787dcd27954" style="width: 100.0%; height: 100.0%;">Ice Cream Shop</div>`)[0];
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                [-33.871621, 151.195122],
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                [-33.83190296551829, 151.22235012479607],
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            ).addTo(map_c774532b736a4765bf2f762bcd46aceb);
        
    
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            var html_cdb13cf6a79a4ae89aaf2d9a6ae794e7 = $(`<div id="html_cdb13cf6a79a4ae89aaf2d9a6ae794e7" style="width: 100.0%; height: 100.0%;">Café</div>`)[0];
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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 0x1a22075910>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sy_map = folium.Map(location=[latitude_sy, longitude_sy], zoom_start=13)\n",
    "for lat, lng, label in zip(sy_venues.lat, sy_venues.lng, sy_venues.categories):\n",
    "    folium.CircleMarker(\n",
    "        [lat, lng],\n",
    "        radius=5,\n",
    "        color='blue',\n",
    "        popup=label,\n",
    "        fill = True,\n",
    "        fill_color='blue',\n",
    "        fill_opacity=0.6\n",
    "    ).add_to(sy_map)\n",
    "\n",
    "# display map\n",
    "sy_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
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    "version": 3
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
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