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maia-18/capstonemap.ipynb

Created June 20, 2020 18:49
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capstonemap.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# CAPSTON PROJECT - NEW VOID STORE (week 2)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Foursquare configuration\n",
"CLIENT_ID = 'E2ETGAUBDVB3PQPZVOKRODYM1QHU44GJCG30BGSPVIS2P5AB'# your Foursquare ID\n",
"CLIENT_SECRET = 'MECGKEGCFAV3TISTKGROQAHB221GZ4QNLKC3QPG1XBIMCSUV' # your Foursquare Secret\n",
"VERSION = '20180604'\n",
"LIMIT = 100"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting package metadata (current_repodata.json): done\n",
"Solving environment: done\n"
]
}
],
"source": [
"# Installing packages\n",
"!conda install -c conda-forge geopy --yes \n",
"from geopy.geocoders import Nominatim # module to convert an address into latitude and longitude values\n",
"from pandas.io.json import json_normalize\n",
"import folium\n",
"from geopy.geocoders import Nominatim \n",
"import requests"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"38.7069186 -9.1359956\n"
]
}
],
"source": [
"# We will begin from the best spot in Lisboa\n",
"address = 'Praça do Comércio, 1100, Lisboa'\n",
"\n",
"geolocator = Nominatim(user_agent=\"foursquare_agent\")\n",
"location = geolocator.geocode(address)\n",
"latitude = location.latitude\n",
"longitude = location.longitude\n",
"print(latitude, longitude)"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"night club .... OK!\n"
]
}
],
"source": [
"# I need to find the costumers where they love most to go\n",
"search_query = 'night club'\n",
"radius = 600\n",
"print(search_query + ' .... OK!')"
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'https://api.foursquare.com/v2/venues/search?client_id=E2ETGAUBDVB3PQPZVOKRODYM1QHU44GJCG30BGSPVIS2P5AB&client_secret=MECGKEGCFAV3TISTKGROQAHB221GZ4QNLKC3QPG1XBIMCSUV&ll=38.7069186,-9.1359956&v=20180604&query=night club&radius=600&limit=100'"
]
},
"execution_count": 134,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"url = 'https://api.foursquare.com/v2/venues/search?client_id={}&client_secret={}&ll={},{}&v={}&query={}&radius={}&limit={}'.format(CLIENT_ID, CLIENT_SECRET, latitude, longitude, VERSION, search_query, radius, LIMIT)\n",
"url"
]
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'meta': {'code': 200, 'requestId': '5eee3b555fb726001b4f6e52'},\n",
" 'response': {'venues': [{'id': '4e1a499814957dc705e98013',\n",
" 'name': 'Night Shop',\n",
" 'location': {'address': 'Rua do Comercio, 6',\n",
" 'lat': 38.70933952614633,\n",
" 'lng': -9.13483031827382,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.70933952614633,\n",
" 'lng': -9.13483031827382}],\n",
" 'distance': 287,\n",
" 'cc': 'PT',\n",
" 'city': 'Lisboa',\n",
" 'state': 'Lisboa',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Rua do Comercio, 6', 'Lisboa', 'Portugal']},\n",
" 'categories': [{'id': '4bf58dd8d48988d1f9941735',\n",
" 'name': 'Food & Drink Shop',\n",
" 'pluralName': 'Food & Drink Shops',\n",
" 'shortName': 'Food & Drink',\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/foodanddrink_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False},\n",
" {'id': '56bfe25ecd109a5be5d03e27',\n",
" 'name': 'Ministerium Club',\n",
" 'location': {'lat': 38.707965767796374,\n",
" 'lng': -9.135948318923978,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.707965767796374,\n",
" 'lng': -9.135948318923978}],\n",
" 'distance': 116,\n",
" 'cc': 'PT',\n",
" 'city': 'Lisboa',\n",
" 'state': 'Lisboa',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Lisboa', 'Portugal']},\n",
" 'categories': [{'id': '4bf58dd8d48988d11f941735',\n",
" 'name': 'Nightclub',\n",
" 'pluralName': 'Nightclubs',\n",
" 'shortName': 'Nightclub',\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/nightlife/nightclub_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False},\n",
" {'id': '4fd7a655e4b071eb33b2de1c',\n",
" 'name': 'Ministerium Cantina',\n",
" 'location': {'address': 'Terreiro do Paço',\n",
" 'crossStreet': 'Ala Nascente 72-73',\n",
" 'lat': 38.70811570704977,\n",
" 'lng': -9.135589873943308,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.70811570704977,\n",
" 'lng': -9.135589873943308}],\n",
" 'distance': 137,\n",
" 'postalCode': '1100-038',\n",
" 'cc': 'PT',\n",
" 'city': 'Lisboa',\n",
" 'state': 'Lisboa',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Terreiro do Paço (Ala Nascente 72-73)',\n",
" '1100-038 Lisboa',\n",
" 'Portugal']},\n",
" 'categories': [{'id': '4def73e84765ae376e57713a',\n",
" 'name': 'Portuguese Restaurant',\n",
" 'pluralName': 'Portuguese Restaurants',\n",
" 'shortName': 'Portuguese',\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/portuguese_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False},\n",
" {'id': '55a6cacf498ea7d3091cc346',\n",
" 'name': 'Good Night',\n",
" 'location': {'lat': 38.71124267578125,\n",
" 'lng': -9.137901306152344,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.71124267578125,\n",
" 'lng': -9.137901306152344}],\n",
" 'distance': 509,\n",
" 'cc': 'PT',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Portugal']},\n",
" 'categories': [{'id': '4bf58dd8d48988d1f6931735',\n",
" 'name': 'General Travel',\n",
" 'pluralName': 'General Travel',\n",
" 'shortName': 'Travel',\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/travel/default_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False},\n",
" {'id': '55a6cbcb498ebe700301779b',\n",
" 'name': 'Good Night from Lisbon',\n",
" 'location': {'lat': 38.71111297607422,\n",
" 'lng': -9.137870788574219,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.71111297607422,\n",
" 'lng': -9.137870788574219}],\n",
" 'distance': 494,\n",
" 'cc': 'PT',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Portugal']},\n",
" 'categories': [{'id': '4bf58dd8d48988d1f6931735',\n",
" 'name': 'General Travel',\n",
" 'pluralName': 'General Travel',\n",
" 'shortName': 'Travel',\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/travel/default_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False},\n",
" {'id': '4baa689ff964a5205a673ae3',\n",
" 'name': 'Elevador de Santa Justa',\n",
" 'location': {'address': 'Lg. do Carmo / R. do Ouro',\n",
" 'lat': 38.712103200293015,\n",
" 'lng': -9.139349609613419,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.712103200293015,\n",
" 'lng': -9.139349609613419}],\n",
" 'distance': 646,\n",
" 'postalCode': '1100',\n",
" 'cc': 'PT',\n",
" 'city': 'Lisboa',\n",
" 'state': 'Lisboa',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Lg. do Carmo / R. do Ouro',\n",
" '1100 Lisboa',\n",
" 'Portugal']},\n",
" 'categories': [{'id': '4bf58dd8d48988d165941735',\n",
" 'name': 'Scenic Lookout',\n",
" 'pluralName': 'Scenic Lookouts',\n",
" 'shortName': 'Scenic Lookout',\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/parks_outdoors/sceniclookout_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False},\n",
" {'id': '50d5d8fde4b025aee927c9bf',\n",
" 'name': 'Club Balao',\n",
" 'location': {'lat': 38.71247799750822,\n",
" 'lng': -9.138024303698149,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.71247799750822,\n",
" 'lng': -9.138024303698149}],\n",
" 'distance': 643,\n",
" 'cc': 'PT',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Portugal']},\n",
" 'categories': [{'id': '4bf58dd8d48988d106951735',\n",
" 'name': \"Men's Store\",\n",
" 'pluralName': \"Men's Stores\",\n",
" 'shortName': \"Men's Store\",\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/apparel_men_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False},\n",
" {'id': '57dc1661498ee91be8c59e7a',\n",
" 'name': 'Real Club Tauromáquico Português',\n",
" 'location': {'address': 'R. Ivens, 72 1º',\n",
" 'crossStreet': 'R. Garret',\n",
" 'lat': 38.71065488278809,\n",
" 'lng': -9.140474796295166,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.71065488278809,\n",
" 'lng': -9.140474796295166}],\n",
" 'distance': 569,\n",
" 'postalCode': '1200-227',\n",
" 'cc': 'PT',\n",
" 'city': 'Lisboa',\n",
" 'state': 'Lisboa',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['R. Ivens, 72 1º (R. Garret)',\n",
" '1200-227 Lisboa',\n",
" 'Portugal']},\n",
" 'categories': [{'id': '52e81612bcbc57f1066b7a33',\n",
" 'name': 'Social Club',\n",
" 'pluralName': 'Social Clubs',\n",
" 'shortName': 'Social Club',\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/building/default_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False},\n",
" {'id': '54d93d2c498ec175c5b374a8',\n",
" 'name': 'Lisbon VVIP Millionares Club',\n",
" 'location': {'lat': 38.71103074035458,\n",
" 'lng': -9.139721329221658,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.71103074035458,\n",
" 'lng': -9.139721329221658}],\n",
" 'distance': 560,\n",
" 'cc': 'PT',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Portugal']},\n",
" 'categories': [{'id': '4bf58dd8d48988d11f941735',\n",
" 'name': 'Nightclub',\n",
" 'pluralName': 'Nightclubs',\n",
" 'shortName': 'Nightclub',\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/nightlife/nightclub_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False},\n",
" {'id': '51f7a33c498e64ea9b38d490',\n",
" 'name': 'Belmonte Cultural Club Cafe',\n",
" 'location': {'lat': 38.71222903504931,\n",
" 'lng': -9.131798582098998,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.71222903504931,\n",
" 'lng': -9.131798582098998}],\n",
" 'distance': 694,\n",
" 'cc': 'PT',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Portugal']},\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",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False},\n",
" {'id': '50bfe4c3e4b0c9670eef1239',\n",
" 'name': 'Gloria Live Music Club',\n",
" 'location': {'address': 'Rua do Ferragial 36a',\n",
" 'lat': 38.707582,\n",
" 'lng': -9.142592,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.707582,\n",
" 'lng': -9.142592}],\n",
" 'distance': 577,\n",
" 'cc': 'PT',\n",
" 'city': 'Lisboa',\n",
" 'state': 'Lisboa',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Rua do Ferragial 36a', 'Lisboa', 'Portugal']},\n",
" 'categories': [{'id': '4bf58dd8d48988d1f1931735',\n",
" 'name': 'General Entertainment',\n",
" 'pluralName': 'General Entertainment',\n",
" 'shortName': 'Entertainment',\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/arts_entertainment/default_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False},\n",
" {'id': '52bdcec3498e520a2b6e7946',\n",
" 'name': 'Turf Club',\n",
" 'location': {'lat': 38.71077,\n",
" 'lng': -9.14111,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.71077,\n",
" 'lng': -9.14111}],\n",
" 'distance': 617,\n",
" 'cc': 'PT',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Portugal']},\n",
" 'categories': [{'id': '4deefb944765f83613cdba6e',\n",
" 'name': 'Historic Site',\n",
" 'pluralName': 'Historic Sites',\n",
" 'shortName': 'Historic Site',\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/arts_entertainment/historicsite_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False},\n",
" {'id': '536b54f1498ed3110a3e5a69',\n",
" 'name': 'Club Noir - Alternative Sounds Club',\n",
" 'location': {'address': 'Rua da Madalena 123',\n",
" 'lat': 38.711609823429384,\n",
" 'lng': -9.134419595055459,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.711609823429384,\n",
" 'lng': -9.134419595055459}],\n",
" 'distance': 539,\n",
" 'postalCode': '1100-319',\n",
" 'cc': 'PT',\n",
" 'city': 'Lisboa',\n",
" 'state': 'Lisboa',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Rua da Madalena 123',\n",
" '1100-319 Lisboa',\n",
" 'Portugal']},\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",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False},\n",
" {'id': '4d572155143ca093665ac4fc',\n",
" 'name': 'Club Noir',\n",
" 'location': {'address': 'R. da Madalena, 201',\n",
" 'lat': 38.71212991102785,\n",
" 'lng': -9.135917664194071,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.71212991102785,\n",
" 'lng': -9.135917664194071}],\n",
" 'distance': 580,\n",
" 'postalCode': '1100-324',\n",
" 'cc': 'PT',\n",
" 'city': 'Lisboa',\n",
" 'state': 'Lisboa',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['R. da Madalena, 201',\n",
" '1100-324 Lisboa',\n",
" 'Portugal']},\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",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False},\n",
" {'id': '5671f93a498ee0cb5a8a6bae',\n",
" 'name': 'Clube do Bacalhau',\n",
" 'location': {'address': 'Travessa do Cotovelo, 12',\n",
" 'lat': 38.707436,\n",
" 'lng': -9.141309,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.707436,\n",
" 'lng': -9.141309}],\n",
" 'distance': 465,\n",
" 'cc': 'PT',\n",
" 'city': 'Lisboa',\n",
" 'state': 'Lisboa',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Travessa do Cotovelo, 12', 'Lisboa', 'Portugal']},\n",
" 'categories': [{'id': '4def73e84765ae376e57713a',\n",
" 'name': 'Portuguese Restaurant',\n",
" 'pluralName': 'Portuguese Restaurants',\n",
" 'shortName': 'Portuguese',\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/portuguese_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False},\n",
" {'id': '5817f25c38fa34b8cea56ffd',\n",
" 'name': 'Topo Clube',\n",
" 'location': {'lat': 38.70711,\n",
" 'lng': -9.142863,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.70711,\n",
" 'lng': -9.142863}],\n",
" 'distance': 596,\n",
" 'cc': 'PT',\n",
" 'city': 'Lisboa',\n",
" 'state': 'Lisboa',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Lisboa', 'Portugal']},\n",
" 'categories': [{'id': '4bf58dd8d48988d11f941735',\n",
" 'name': 'Nightclub',\n",
" 'pluralName': 'Nightclubs',\n",
" 'shortName': 'Nightclub',\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/nightlife/nightclub_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False},\n",
" {'id': '4ca7c1afb0b8236af6cbace6',\n",
" 'name': 'Clube de Fado',\n",
" 'location': {'address': 'Rua S. João Praça, 86-94',\n",
" 'lat': 38.709610732001025,\n",
" 'lng': -9.131159715197011,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.709610732001025,\n",
" 'lng': -9.131159715197011}],\n",
" 'distance': 516,\n",
" 'postalCode': '1100-521',\n",
" 'cc': 'PT',\n",
" 'city': 'Lisboa',\n",
" 'state': 'Lisboa',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Rua S. João Praça, 86-94',\n",
" '1100-521 Lisboa',\n",
" 'Portugal']},\n",
" 'categories': [{'id': '4bf58dd8d48988d1f2931735',\n",
" 'name': 'Performing Arts Venue',\n",
" 'pluralName': 'Performing Arts Venues',\n",
" 'shortName': 'Performing Arts',\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/arts_entertainment/performingarts_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'referralId': 'v-1592670846',\n",
" 'hasPerk': False}]}}"
]
},
"execution_count": 135,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results = requests.get(url).json()\n",
"results"
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
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"/home/jupyterlab/conda/envs/python/lib/python3.6/site-packages/ipykernel_launcher.py:5: FutureWarning: pandas.io.json.json_normalize is deprecated, use pandas.json_normalize instead\n",
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" id name \\\n",
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"2 4fd7a655e4b071eb33b2de1c Ministerium Cantina \n",
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"4 55a6cbcb498ebe700301779b Good Night from Lisbon \n",
"\n",
" categories referralId hasPerk \\\n",
"0 [{'id': '4bf58dd8d48988d1f9941735', 'name': 'F... v-1592670846 False \n",
"1 [{'id': '4bf58dd8d48988d11f941735', 'name': 'N... v-1592670846 False \n",
"2 [{'id': '4def73e84765ae376e57713a', 'name': 'P... v-1592670846 False \n",
"3 [{'id': '4bf58dd8d48988d1f6931735', 'name': 'G... v-1592670846 False \n",
"4 [{'id': '4bf58dd8d48988d1f6931735', 'name': 'G... v-1592670846 False \n",
"\n",
" location.address location.lat location.lng \\\n",
"0 Rua do Comercio, 6 38.709340 -9.134830 \n",
"1 NaN 38.707966 -9.135948 \n",
"2 Terreiro do Paço 38.708116 -9.135590 \n",
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"4 NaN 38.711113 -9.137871 \n",
"\n",
" location.labeledLatLngs location.distance \\\n",
"0 [{'label': 'display', 'lat': 38.70933952614633... 287 \n",
"1 [{'label': 'display', 'lat': 38.70796576779637... 116 \n",
"2 [{'label': 'display', 'lat': 38.70811570704977... 137 \n",
"3 [{'label': 'display', 'lat': 38.71124267578125... 509 \n",
"4 [{'label': 'display', 'lat': 38.71111297607422... 494 \n",
"\n",
" location.cc location.city location.state location.country \\\n",
"0 PT Lisboa Lisboa Portugal \n",
"1 PT Lisboa Lisboa Portugal \n",
"2 PT Lisboa Lisboa Portugal \n",
"3 PT NaN NaN Portugal \n",
"4 PT NaN NaN Portugal \n",
"\n",
" location.formattedAddress location.crossStreet \\\n",
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"\n",
" location.postalCode \n",
"0 NaN \n",
"1 NaN \n",
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"3 NaN \n",
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]
},
"execution_count": 136,
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}
],
"source": [
"# assign relevant part of JSON to venues\n",
"venues = results['response']['venues']\n",
"\n",
"# tranform venues into a dataframe\n",
"dataframe = json_normalize(venues)\n",
"dataframe.head()"
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {},
"outputs": [
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" <td>Elevador de Santa Justa</td>\n",
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" <td>Lg. do Carmo / R. do Ouro</td>\n",
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" <td>Real Club Tauromáquico Português</td>\n",
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" <td>Gloria Live Music Club</td>\n",
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" <td>Rua do Ferragial 36a</td>\n",
" <td>38.707582</td>\n",
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" <td>Club Noir - Alternative Sounds Club</td>\n",
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" <th>16</th>\n",
" <td>Clube de Fado</td>\n",
" <td>Performing Arts Venue</td>\n",
" <td>Rua S. João Praça, 86-94</td>\n",
" <td>38.709611</td>\n",
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" <td>[{'label': 'display', 'lat': 38.70961073200102...</td>\n",
" <td>516</td>\n",
" <td>PT</td>\n",
" <td>Lisboa</td>\n",
" <td>Lisboa</td>\n",
" <td>Portugal</td>\n",
" <td>[Rua S. João Praça, 86-94, 1100-521 Lisboa, Po...</td>\n",
" <td>NaN</td>\n",
" <td>1100-521</td>\n",
" <td>4ca7c1afb0b8236af6cbace6</td>\n",
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" name categories \\\n",
"0 Night Shop Food & Drink Shop \n",
"1 Ministerium Club Nightclub \n",
"2 Ministerium Cantina Portuguese Restaurant \n",
"3 Good Night General Travel \n",
"4 Good Night from Lisbon General Travel \n",
"5 Elevador de Santa Justa Scenic Lookout \n",
"6 Club Balao Men's Store \n",
"7 Real Club Tauromáquico Português Social Club \n",
"8 Lisbon VVIP Millionares Club Nightclub \n",
"9 Belmonte Cultural Club Cafe Café \n",
"10 Gloria Live Music Club General Entertainment \n",
"11 Turf Club Historic Site \n",
"12 Club Noir - Alternative Sounds Club Bar \n",
"13 Club Noir Bar \n",
"14 Clube do Bacalhau Portuguese Restaurant \n",
"15 Topo Clube Nightclub \n",
"16 Clube de Fado Performing Arts Venue \n",
"\n",
" address lat lng \\\n",
"0 Rua do Comercio, 6 38.709340 -9.134830 \n",
"1 NaN 38.707966 -9.135948 \n",
"2 Terreiro do Paço 38.708116 -9.135590 \n",
"3 NaN 38.711243 -9.137901 \n",
"4 NaN 38.711113 -9.137871 \n",
"5 Lg. do Carmo / R. do Ouro 38.712103 -9.139350 \n",
"6 NaN 38.712478 -9.138024 \n",
"7 R. Ivens, 72 1º 38.710655 -9.140475 \n",
"8 NaN 38.711031 -9.139721 \n",
"9 NaN 38.712229 -9.131799 \n",
"10 Rua do Ferragial 36a 38.707582 -9.142592 \n",
"11 NaN 38.710770 -9.141110 \n",
"12 Rua da Madalena 123 38.711610 -9.134420 \n",
"13 R. da Madalena, 201 38.712130 -9.135918 \n",
"14 Travessa do Cotovelo, 12 38.707436 -9.141309 \n",
"15 NaN 38.707110 -9.142863 \n",
"16 Rua S. João Praça, 86-94 38.709611 -9.131160 \n",
"\n",
" labeledLatLngs distance cc city \\\n",
"0 [{'label': 'display', 'lat': 38.70933952614633... 287 PT Lisboa \n",
"1 [{'label': 'display', 'lat': 38.70796576779637... 116 PT Lisboa \n",
"2 [{'label': 'display', 'lat': 38.70811570704977... 137 PT Lisboa \n",
"3 [{'label': 'display', 'lat': 38.71124267578125... 509 PT NaN \n",
"4 [{'label': 'display', 'lat': 38.71111297607422... 494 PT NaN \n",
"5 [{'label': 'display', 'lat': 38.71210320029301... 646 PT Lisboa \n",
"6 [{'label': 'display', 'lat': 38.71247799750822... 643 PT NaN \n",
"7 [{'label': 'display', 'lat': 38.71065488278809... 569 PT Lisboa \n",
"8 [{'label': 'display', 'lat': 38.71103074035458... 560 PT NaN \n",
"9 [{'label': 'display', 'lat': 38.71222903504931... 694 PT NaN \n",
"10 [{'label': 'display', 'lat': 38.707582, 'lng':... 577 PT Lisboa \n",
"11 [{'label': 'display', 'lat': 38.71077, 'lng': ... 617 PT NaN \n",
"12 [{'label': 'display', 'lat': 38.71160982342938... 539 PT Lisboa \n",
"13 [{'label': 'display', 'lat': 38.71212991102785... 580 PT Lisboa \n",
"14 [{'label': 'display', 'lat': 38.707436, 'lng':... 465 PT Lisboa \n",
"15 [{'label': 'display', 'lat': 38.70711, 'lng': ... 596 PT Lisboa \n",
"16 [{'label': 'display', 'lat': 38.70961073200102... 516 PT Lisboa \n",
"\n",
" state country formattedAddress \\\n",
"0 Lisboa Portugal [Rua do Comercio, 6, Lisboa, Portugal] \n",
"1 Lisboa Portugal [Lisboa, Portugal] \n",
"2 Lisboa Portugal [Terreiro do Paço (Ala Nascente 72-73), 1100-0... \n",
"3 NaN Portugal [Portugal] \n",
"4 NaN Portugal [Portugal] \n",
"5 Lisboa Portugal [Lg. do Carmo / R. do Ouro, 1100 Lisboa, Portu... \n",
"6 NaN Portugal [Portugal] \n",
"7 Lisboa Portugal [R. Ivens, 72 1º (R. Garret), 1200-227 Lisboa,... \n",
"8 NaN Portugal [Portugal] \n",
"9 NaN Portugal [Portugal] \n",
"10 Lisboa Portugal [Rua do Ferragial 36a, Lisboa, Portugal] \n",
"11 NaN Portugal [Portugal] \n",
"12 Lisboa Portugal [Rua da Madalena 123, 1100-319 Lisboa, Portugal] \n",
"13 Lisboa Portugal [R. da Madalena, 201, 1100-324 Lisboa, Portugal] \n",
"14 Lisboa Portugal [Travessa do Cotovelo, 12, Lisboa, Portugal] \n",
"15 Lisboa Portugal [Lisboa, Portugal] \n",
"16 Lisboa Portugal [Rua S. João Praça, 86-94, 1100-521 Lisboa, Po... \n",
"\n",
" crossStreet postalCode id \n",
"0 NaN NaN 4e1a499814957dc705e98013 \n",
"1 NaN NaN 56bfe25ecd109a5be5d03e27 \n",
"2 Ala Nascente 72-73 1100-038 4fd7a655e4b071eb33b2de1c \n",
"3 NaN NaN 55a6cacf498ea7d3091cc346 \n",
"4 NaN NaN 55a6cbcb498ebe700301779b \n",
"5 NaN 1100 4baa689ff964a5205a673ae3 \n",
"6 NaN NaN 50d5d8fde4b025aee927c9bf \n",
"7 R. Garret 1200-227 57dc1661498ee91be8c59e7a \n",
"8 NaN NaN 54d93d2c498ec175c5b374a8 \n",
"9 NaN NaN 51f7a33c498e64ea9b38d490 \n",
"10 NaN NaN 50bfe4c3e4b0c9670eef1239 \n",
"11 NaN NaN 52bdcec3498e520a2b6e7946 \n",
"12 NaN 1100-319 536b54f1498ed3110a3e5a69 \n",
"13 NaN 1100-324 4d572155143ca093665ac4fc \n",
"14 NaN NaN 5671f93a498ee0cb5a8a6bae \n",
"15 NaN NaN 5817f25c38fa34b8cea56ffd \n",
"16 NaN 1100-521 4ca7c1afb0b8236af6cbace6 "
]
},
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"metadata": {},
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}
],
"source": [
"# keep only columns that include venue name, and anything that is associated with location\n",
"filtered_columns = ['name', 'categories'] + [col for col in dataframe.columns if col.startswith('location.')] + ['id']\n",
"dataframe_filtered = dataframe.loc[:, filtered_columns]\n",
"\n",
"# 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']\n",
"\n",
"# filter the category for each row\n",
"dataframe_filtered['categories'] = dataframe_filtered.apply(get_category_type, axis=1)\n",
"\n",
"# clean column names by keeping only last term\n",
"dataframe_filtered.columns = [column.split('.')[-1] for column in dataframe_filtered.columns]\n",
"\n",
"dataframe_filtered"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
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"(17, 15)"
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},
"execution_count": 63,
"metadata": {},
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],
"source": [
"dataframe_filtered.shape"
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{
"cell_type": "code",
"execution_count": 139,
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],
"text/plain": [
"<folium.folium.Map at 0x7f9d4c44d898>"
]
},
"execution_count": 139,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Let´s seee Lisbon\n",
"lisbon_map = folium.Map(location=[latitude,longitude], zoom_start=16)\n",
"# instantiate a feature group for the Night Clubs in the dataframe\n",
"club = folium.map.FeatureGroup()\n",
"\n",
"# loop through the 17 spots and add each to the club feature group\n",
"for lat, lng, in zip(dataframe_filtered.lat, dataframe_filtered.lng):\n",
" club.add_child(\n",
" folium.features.CircleMarker(\n",
" [lat, lng],\n",
" radius=5, # define how big you want the circle markers to be\n",
" color='yellow',\n",
" fill=True,\n",
" fill_color='blue',\n",
" fill_opacity=0.6\n",
" )\n",
" )\n",
"\n",
"\n",
"# add pop-up text to each marker on the map\n",
"latitudes = list(dataframe_filtered.lat)\n",
"longitudes = list(dataframe_filtered.lng)\n",
"labels = list(dataframe_filtered.name)\n",
"\n",
"for lat, lng, label in zip(latitudes, longitudes, labels):\n",
" folium.Marker([lat, lng], popup=label).add_to(lisbon_map) \n",
" \n",
"# add clubs to map\n",
"lisbon_map.add_child(club)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# It seems polluted, once I have like glof clubs but I just want Night Clubs\n",
"# Let´s see the categories"
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {},
"outputs": [
{
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"9 Belmonte Cultural Club Cafe 51f7a33c498e64ea9b38d490 \n",
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"11 Turf Club 52bdcec3498e520a2b6e7946 \n",
"6 Club Balao 50d5d8fde4b025aee927c9bf \n",
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"5 Scenic Lookout \n",
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},
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"metadata": {},
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],
"source": [
"\n",
"dataframe_cat = dataframe_filtered[['name', 'id','categories']]\n",
"dataframe_cat.sort_values(by=['categories'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Now I see that the best Filter will be categories, so I will map only Clubs and Bar categories "
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {},
"outputs": [],
"source": [
"dataframe_night = dataframe_filtered[dataframe_filtered['categories'].isin(['Bar', 'Nightclub', 'Food & Drink Shop']) ]"
]
},
{
"cell_type": "code",
"execution_count": 142,
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"cell_type": "markdown",
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"source": [
"# Now I have only 6 cool places"
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {},
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  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(feature_group_1a7dc34319d945debab63cc22a8dd730);
            
</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 0x7f9d4c368b38>"
]
},
"execution_count": 143,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Let´s seee Lisbon\n",
"lisbon_map = folium.Map(location=[latitude,longitude], zoom_start=16)\n",
"# instantiate a feature group for the Night Clubs in the dataframe\n",
"club = folium.map.FeatureGroup()\n",
"\n",
"# loop through the 17 clubs and add each to the incidents feature group\n",
"for lat, lng, in zip(dataframe_night.lat, dataframe_night.lng):\n",
" club.add_child(\n",
" folium.features.CircleMarker(\n",
" [lat, lng],\n",
" radius=5, # define how big you want the circle markers to be\n",
" color='yellow',\n",
" fill=True,\n",
" fill_color='blue',\n",
" fill_opacity=0.6\n",
" )\n",
" )\n",
"\n",
"\n",
"# add pop-up text to each marker on the map\n",
"latitudes = list(dataframe_night.lat)\n",
"longitudes = list(dataframe_night.lng)\n",
"labels = list(dataframe_night.name)\n",
"\n",
"for lat, lng, label in zip(latitudes, longitudes, labels):\n",
" folium.Marker([lat, lng], popup=label).add_to(lisbon_map) \n",
" \n",
"# add clubs to map\n",
"lisbon_map.add_child(club)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# I need to compare how people rate the places"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'https://api.foursquare.com/v2/venues/4e1a499814957dc705e98013?client_id=E2ETGAUBDVB3PQPZVOKRODYM1QHU44GJCG30BGSPVIS2P5AB&client_secret=MECGKEGCFAV3TISTKGROQAHB221GZ4QNLKC3QPG1XBIMCSUV&v=20180604'"
]
},
"execution_count": 144,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"venue_id = '4e1a499814957dc705e98013' # ID of Harry's Italian Pizza Bar\n",
"url = 'https://api.foursquare.com/v2/venues/{}?client_id={}&client_secret={}&v={}'.format(venue_id, CLIENT_ID, CLIENT_SECRET, VERSION)\n",
"url"
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dict_keys(['id', 'name', 'contact', 'location', 'canonicalUrl', 'categories', 'verified', 'stats', 'likes', 'dislike', 'ok', 'allowMenuUrlEdit', 'beenHere', 'specials', 'photos', 'reasons', 'hereNow', 'createdAt', 'tips', 'shortUrl', 'timeZone', 'listed', 'seasonalHours', 'pageUpdates', 'inbox', 'attributes', 'bestPhoto', 'colors'])\n"
]
},
{
"data": {
"text/plain": [
"{'id': '4e1a499814957dc705e98013',\n",
" 'name': 'Night Shop',\n",
" 'contact': {},\n",
" 'location': {'address': 'Rua do Comercio, 6',\n",
" 'lat': 38.70933952614633,\n",
" 'lng': -9.13483031827382,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.70933952614633,\n",
" 'lng': -9.13483031827382}],\n",
" 'cc': 'PT',\n",
" 'city': 'Lisboa',\n",
" 'state': 'Lisboa',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Rua do Comercio, 6', 'Lisboa', 'Portugal']},\n",
" 'canonicalUrl': 'https://foursquare.com/v/night-shop/4e1a499814957dc705e98013',\n",
" 'categories': [{'id': '4bf58dd8d48988d1f9941735',\n",
" 'name': 'Food & Drink Shop',\n",
" 'pluralName': 'Food & Drink Shops',\n",
" 'shortName': 'Food & Drink',\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/foodanddrink_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'verified': False,\n",
" 'stats': {'tipCount': 0},\n",
" 'likes': {'count': 0, 'groups': []},\n",
" 'dislike': False,\n",
" 'ok': False,\n",
" 'allowMenuUrlEdit': True,\n",
" 'beenHere': {'count': 0,\n",
" 'unconfirmedCount': 0,\n",
" 'marked': False,\n",
" 'lastCheckinExpiredAt': 0},\n",
" 'specials': {'count': 0, 'items': []},\n",
" 'photos': {'count': 2,\n",
" 'groups': [{'type': 'venue',\n",
" 'name': 'Venue photos',\n",
" 'count': 2,\n",
" 'items': [{'id': '59e91db362420b39d0d7e1b1',\n",
" 'createdAt': 1508449715,\n",
" 'source': {'name': 'Swarm for iOS', 'url': 'https://www.swarmapp.com'},\n",
" 'prefix': 'https://fastly.4sqi.net/img/general/',\n",
" 'suffix': '/24300051_UOcC5F1ehPCe8wVRP_24mVuMZQct4meIn-FrTArAreg.jpg',\n",
" 'width': 1440,\n",
" 'height': 1920,\n",
" 'user': {'id': '24300051',\n",
" 'firstName': 'Diamantino',\n",
" 'lastName': 'F',\n",
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n",
" 'suffix': '/WPRBX2VX1TQ2VXMQ.jpg'}},\n",
" 'visibility': 'public'}]}]},\n",
" 'reasons': {'count': 0, 'items': []},\n",
" 'hereNow': {'count': 0, 'summary': 'Nobody here', 'groups': []},\n",
" 'createdAt': 1310345624,\n",
" 'tips': {'count': 0,\n",
" 'groups': [{'type': 'others', 'name': 'All tips', 'count': 0, 'items': []}]},\n",
" 'shortUrl': 'http://4sq.com/pV0Usx',\n",
" 'timeZone': 'Europe/Lisbon',\n",
" 'listed': {'count': 0,\n",
" 'groups': [{'type': 'others',\n",
" 'name': 'Lists from other people',\n",
" 'count': 0,\n",
" 'items': []}]},\n",
" 'seasonalHours': [],\n",
" 'pageUpdates': {'count': 0, 'items': []},\n",
" 'inbox': {'count': 0, 'items': []},\n",
" 'attributes': {'groups': []},\n",
" 'bestPhoto': {'id': '59e91db362420b39d0d7e1b1',\n",
" 'createdAt': 1508449715,\n",
" 'source': {'name': 'Swarm for iOS', 'url': 'https://www.swarmapp.com'},\n",
" 'prefix': 'https://fastly.4sqi.net/img/general/',\n",
" 'suffix': '/24300051_UOcC5F1ehPCe8wVRP_24mVuMZQct4meIn-FrTArAreg.jpg',\n",
" 'width': 1440,\n",
" 'height': 1920,\n",
" 'visibility': 'public'},\n",
" 'colors': {'highlightColor': {'photoId': '59e91db362420b39d0d7e1b1',\n",
" 'value': -15200240},\n",
" 'highlightTextColor': {'photoId': '59e91db362420b39d0d7e1b1', 'value': -1},\n",
" 'algoVersion': 3}}"
]
},
"execution_count": 145,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result = requests.get(url).json()\n",
"print(result['response']['venue'].keys())\n",
"result['response']['venue']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Checking rating"
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"7.3\n"
]
}
],
"source": [
"venue_id = '56bfe25ecd109a5be5d03e27' \n",
"url = 'https://api.foursquare.com/v2/venues/{}?client_id={}&client_secret={}&v={}'.format(venue_id, CLIENT_ID, CLIENT_SECRET, VERSION)\n",
"\n",
"result1 = requests.get(url).json()\n",
"try:\n",
" print(result1['response']['venue']['rating'])\n",
"except:\n",
" print('This venue has not been rated yet.')"
]
},
{
"cell_type": "code",
"execution_count": 147,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"This venue has not been rated yet.\n"
]
}
],
"source": [
"venue_id = '54d93d2c498ec175c5b374a8' \n",
"url = 'https://api.foursquare.com/v2/venues/{}?client_id={}&client_secret={}&v={}'.format(venue_id, CLIENT_ID, CLIENT_SECRET, VERSION)\n",
"\n",
"result = requests.get(url).json()\n",
"try:\n",
" print(result['response']['venue']['rating'])\n",
"except:\n",
" print('This venue has not been rated yet.')"
]
},
{
"cell_type": "code",
"execution_count": 148,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"This venue has not been rated yet.\n"
]
}
],
"source": [
"venue_id = '536b54f1498ed3110a3e5a69' \n",
"url = 'https://api.foursquare.com/v2/venues/{}?client_id={}&client_secret={}&v={}'.format(venue_id, CLIENT_ID, CLIENT_SECRET, VERSION)\n",
"\n",
"result = requests.get(url).json()\n",
"try:\n",
" print(result['response']['venue']['rating'])\n",
"except:\n",
" print('This venue has not been rated yet.')"
]
},
{
"cell_type": "code",
"execution_count": 149,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"7.3\n"
]
}
],
"source": [
"venue_id = '4d572155143ca093665ac4fc' \n",
"url = 'https://api.foursquare.com/v2/venues/{}?client_id={}&client_secret={}&v={}'.format(venue_id, CLIENT_ID, CLIENT_SECRET, VERSION)\n",
"\n",
"result2 = requests.get(url).json()\n",
"try:\n",
" print(result2['response']['venue']['rating'])\n",
"except:\n",
" print('This venue has not been rated yet.')"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"This venue has not been rated yet.\n"
]
}
],
"source": [
"venue_id = '5817f25c38fa34b8cea56ffd' \n",
"url = 'https://api.foursquare.com/v2/venues/{}?client_id={}&client_secret={}&v={}'.format(venue_id, CLIENT_ID, CLIENT_SECRET, VERSION)\n",
"\n",
"result = requests.get(url).json()\n",
"try:\n",
" print(result['response']['venue']['rating'])\n",
"except:\n",
" print('This venue has not been rated yet.')"
]
},
{
"cell_type": "code",
"execution_count": 151,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"This venue has not been rated yet.\n"
]
}
],
"source": [
"venue_id = '4e1a499814957dc705e98013' \n",
"url = 'https://api.foursquare.com/v2/venues/{}?client_id={}&client_secret={}&v={}'.format(venue_id, CLIENT_ID, CLIENT_SECRET, VERSION)\n",
"\n",
"result = requests.get(url).json()\n",
"try:\n",
" print(result['response']['venue']['rating'])\n",
"except:\n",
" print('This venue has not been rated yet.')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## I would recommend Ministerium Club [38.707966 ,-9.135948] and Club Noir [38.711610, -9.134420] because I have the rating and it seems good (7.3)\n",
"## The winner will be the one most far from an Adidas Store, because is the best cash source for the store"
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Adidas .... OK!\n"
]
}
],
"source": [
"search_query = 'Adidas'\n",
"radius = 600\n",
"print(search_query + ' .... OK!')"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'https://api.foursquare.com/v2/venues/search?client_id=E2ETGAUBDVB3PQPZVOKRODYM1QHU44GJCG30BGSPVIS2P5AB&client_secret=MECGKEGCFAV3TISTKGROQAHB221GZ4QNLKC3QPG1XBIMCSUV&ll=38.7069186,-9.1359956&v=20180604&query=Adidas&radius=600&limit=100'"
]
},
"execution_count": 153,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"url = 'https://api.foursquare.com/v2/venues/search?client_id={}&client_secret={}&ll={},{}&v={}&query={}&radius={}&limit={}'.format(CLIENT_ID, CLIENT_SECRET, latitude, longitude, VERSION, search_query, radius, LIMIT)\n",
"url"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'meta': {'code': 200, 'requestId': '5eee3ba477af03001bcb5171'},\n",
" 'response': {'venues': [{'id': '54eed3b5498edb39eeffb218',\n",
" 'name': 'Adidas Store',\n",
" 'location': {'address': 'Rua Augusta',\n",
" 'lat': 38.70921602692433,\n",
" 'lng': -9.137174652800601,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.70921602692433,\n",
" 'lng': -9.137174652800601}],\n",
" 'distance': 275,\n",
" 'postalCode': '1100-150',\n",
" 'cc': 'PT',\n",
" 'city': 'Lisboa',\n",
" 'state': 'Lisboa',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Rua Augusta', '1100-150 Lisboa', 'Portugal']},\n",
" 'categories': [{'id': '4bf58dd8d48988d1f2941735',\n",
" 'name': 'Sporting Goods Shop',\n",
" 'pluralName': 'Sporting Goods Shops',\n",
" 'shortName': 'Sporting Goods',\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/sports_outdoors_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'referralId': 'v-1592671081',\n",
" 'hasPerk': False},\n",
" {'id': '4e08c35eb0fbba5eee23e088',\n",
" 'name': 'adidas',\n",
" 'location': {'address': 'Rua Augusta 41',\n",
" 'lat': 38.709266,\n",
" 'lng': -9.137268,\n",
" 'labeledLatLngs': [{'label': 'display',\n",
" 'lat': 38.709266,\n",
" 'lng': -9.137268}],\n",
" 'distance': 283,\n",
" 'postalCode': '1070-053',\n",
" 'cc': 'PT',\n",
" 'city': 'Lisboa',\n",
" 'state': 'Lisboa',\n",
" 'country': 'Portugal',\n",
" 'formattedAddress': ['Rua Augusta 41', '1070-053 Lisboa', 'Portugal']},\n",
" 'categories': [{'id': '4bf58dd8d48988d1f2941735',\n",
" 'name': 'Sporting Goods Shop',\n",
" 'pluralName': 'Sporting Goods Shops',\n",
" 'shortName': 'Sporting Goods',\n",
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/sports_outdoors_',\n",
" 'suffix': '.png'},\n",
" 'primary': True}],\n",
" 'referralId': 'v-1592671081',\n",
" 'hasPerk': False}]}}"
]
},
"execution_count": 154,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results = requests.get(url).json()\n",
"results"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/jupyterlab/conda/envs/python/lib/python3.6/site-packages/ipykernel_launcher.py:5: 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>id</th>\n",
" <th>name</th>\n",
" <th>categories</th>\n",
" <th>referralId</th>\n",
" <th>hasPerk</th>\n",
" <th>location.address</th>\n",
" <th>location.lat</th>\n",
" <th>location.lng</th>\n",
" <th>location.labeledLatLngs</th>\n",
" <th>location.distance</th>\n",
" <th>location.postalCode</th>\n",
" <th>location.cc</th>\n",
" <th>location.city</th>\n",
" <th>location.state</th>\n",
" <th>location.country</th>\n",
" <th>location.formattedAddress</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>54eed3b5498edb39eeffb218</td>\n",
" <td>Adidas Store</td>\n",
" <td>[{'id': '4bf58dd8d48988d1f2941735', 'name': 'S...</td>\n",
" <td>v-1592671081</td>\n",
" <td>False</td>\n",
" <td>Rua Augusta</td>\n",
" <td>38.709216</td>\n",
" <td>-9.137175</td>\n",
" <td>[{'label': 'display', 'lat': 38.70921602692433...</td>\n",
" <td>275</td>\n",
" <td>1100-150</td>\n",
" <td>PT</td>\n",
" <td>Lisboa</td>\n",
" <td>Lisboa</td>\n",
" <td>Portugal</td>\n",
" <td>[Rua Augusta, 1100-150 Lisboa, Portugal]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4e08c35eb0fbba5eee23e088</td>\n",
" <td>adidas</td>\n",
" <td>[{'id': '4bf58dd8d48988d1f2941735', 'name': 'S...</td>\n",
" <td>v-1592671081</td>\n",
" <td>False</td>\n",
" <td>Rua Augusta 41</td>\n",
" <td>38.709266</td>\n",
" <td>-9.137268</td>\n",
" <td>[{'label': 'display', 'lat': 38.709266, 'lng':...</td>\n",
" <td>283</td>\n",
" <td>1070-053</td>\n",
" <td>PT</td>\n",
" <td>Lisboa</td>\n",
" <td>Lisboa</td>\n",
" <td>Portugal</td>\n",
" <td>[Rua Augusta 41, 1070-053 Lisboa, Portugal]</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id name \\\n",
"0 54eed3b5498edb39eeffb218 Adidas Store \n",
"1 4e08c35eb0fbba5eee23e088 adidas \n",
"\n",
" categories referralId hasPerk \\\n",
"0 [{'id': '4bf58dd8d48988d1f2941735', 'name': 'S... v-1592671081 False \n",
"1 [{'id': '4bf58dd8d48988d1f2941735', 'name': 'S... v-1592671081 False \n",
"\n",
" location.address location.lat location.lng \\\n",
"0 Rua Augusta 38.709216 -9.137175 \n",
"1 Rua Augusta 41 38.709266 -9.137268 \n",
"\n",
" location.labeledLatLngs location.distance \\\n",
"0 [{'label': 'display', 'lat': 38.70921602692433... 275 \n",
"1 [{'label': 'display', 'lat': 38.709266, 'lng':... 283 \n",
"\n",
" location.postalCode location.cc location.city location.state \\\n",
"0 1100-150 PT Lisboa Lisboa \n",
"1 1070-053 PT Lisboa Lisboa \n",
"\n",
" location.country location.formattedAddress \n",
"0 Portugal [Rua Augusta, 1100-150 Lisboa, Portugal] \n",
"1 Portugal [Rua Augusta 41, 1070-053 Lisboa, Portugal] "
]
},
"execution_count": 155,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# assign relevant part of JSON to venues\n",
"venues = results['response']['venues']\n",
"\n",
"# tranform venues into a dataframe\n",
"dataframe = json_normalize(venues)\n",
"dataframe.head()"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['name', 'lat', 'lng']"
]
},
"execution_count": 156,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"winner = ['name', 'lat', 'lng'] \n",
"winner"
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"dfwin = pd.DataFrame(winner, columns = ['name', 'lat','lng'])"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {},
"outputs": [],
"source": [
"dfwin = dfwin.append({\n",
" \"name\": \"Adidas\",\n",
" \"lat\": 38.709216,\n",
" \"lng\": -9.137175 \n",
" }, ignore_index=True)\n",
"dfwin = dfwin.append({\n",
" \"name\": \"Adidas2\",\n",
" \"lat\": 38.709266,\n",
" \"lng\": -9.137268 \n",
" }, ignore_index=True)\n",
"\n",
"dfwin = dfwin.append({\n",
" \"name\": \"Ministerium\",\n",
" \"lat\": 38.707966,\n",
" \"lng\": -9.135948 \n",
" }, ignore_index=True)\n",
"dfwin = dfwin.append({\n",
" \"name\": \"Noir\",\n",
" \"lat\": 38.71161,\n",
" \"lng\": -9.13442 \n",
" }, ignore_index=True)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Let´s see Adidas against the clubs"
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {},
"outputs": [
{
"data": {
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" <td>38.709266</td>\n",
" <td>-9.137268</td>\n",
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" <tr>\n",
" <th>2</th>\n",
" <td>Ministerium</td>\n",
" <td>38.707966</td>\n",
" <td>-9.135948</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Noir</td>\n",
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" <td>-9.134420</td>\n",
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"text/plain": [
" name lat lng\n",
"0 Adidas 38.709216 -9.137175\n",
"1 Adidas2 38.709266 -9.137268\n",
"2 Ministerium 38.707966 -9.135948\n",
"3 Noir 38.711610 -9.134420"
]
},
"execution_count": 161,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfwin.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## I would recommend Ministerium Club [38.707966 ,-9.135948] and Club Noir [38.711610, -9.134420] because I have the rating and it seems good (7.3)\n",
"## Adidas are located in [38.709216\t-9.13717] and 38.709216\t-9.13717]\n",
"## I will build a dataset with the 4 locations"
]
},
{
"cell_type": "code",
"execution_count": 163,
"metadata": {},
"outputs": [
{
"data": {
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            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_5b592694d3594082950dc6875db4da03" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

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                [38.707966,-9.135948],
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  "lineJoin": "round",
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  "radius": 5,
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  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
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                {
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  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
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  "fillOpacity": 0.6,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 5,
  "stroke": true,
  "weight": 3
}
                ).addTo(feature_group_940bf75fcb344172a62826ebc9d80e37);
            
</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 0x7f9d4c2e6c88>"
]
},
"execution_count": 163,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Let´s seee Lisbon\n",
"lisbon_map = folium.Map(location=[latitude,longitude], zoom_start=16)\n",
"# instantiate a feature group for the Night Clubs in the dataframe\n",
"club = folium.map.FeatureGroup()\n",
"\n",
"# loop through the 17 clubs and add each to the incidents feature group\n",
"for lat, lng, in zip(dfwin.lat, dfwin.lng):\n",
" club.add_child(\n",
" folium.features.CircleMarker(\n",
" [lat, lng],\n",
" radius=5, # define how big you want the circle markers to be\n",
" color='yellow',\n",
" fill=True,\n",
" fill_color='blue',\n",
" fill_opacity=0.6\n",
" )\n",
" )\n",
"\n",
"\n",
"# add pop-up text to each marker on the map\n",
"latitudes = list(dfwin.lat)\n",
"longitudes = list(dfwin.lng)\n",
"labels = list(dfwin.name)\n",
"\n",
"for lat, lng, label in zip(latitudes, longitudes, labels):\n",
" folium.Marker([lat, lng], popup=label).add_to(lisbon_map) \n",
" \n",
"# add clubs to map\n",
"lisbon_map.add_child(club)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# The winner is Club Noir is far from Adidas compared to Ministerium\n",
"# And I did some research about Club Noir. According to foursquare: \"Club Noir has reopened in August 2014 in the new location. Here's a pic of the new place. Rua da Madalena 201\n",
"# We will benefit from the costumers the moved from DownTown"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Result 8.988152985895242\n"
]
}
],
"source": [
"#Adidas - Ministerium\n",
"\n",
"from math import sin, cos, sqrt, atan2\n",
"\n",
"R = 6373.0\n",
"\n",
"lat1 = 38.709216\n",
"lat2 = 38.707966\n",
"lon1 = -9.137175\n",
"lon2 = -9.135948\n",
"\n",
"dlon = lon2 - lon1\n",
"dlat = lat2 - lat1\n",
"a = (sin(dlat/2))**2 + cos(lat1) * cos(lat2) * (sin(dlon/2))**2\n",
"c = 2 * atan2(sqrt(a), sqrt(1-a))\n",
"distance = R * c\n",
"\n",
"print(\"Result\", distance)\n"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Result 17.877793226408333\n"
]
}
],
"source": [
"#Adidas - Club Noir\n",
"\n",
"from math import sin, cos, sqrt, atan2\n",
"\n",
"R = 6373.0\n",
"\n",
"lat1 = 38.709216\n",
"lat2 = 38.711610\n",
"lon1 = -9.137175\n",
"lon2 = -9.134420\n",
"\n",
"dlon = lon2 - lon1\n",
"dlat = lat2 - lat1\n",
"a = (sin(dlat/2))**2 + cos(lat1) * cos(lat2) * (sin(dlon/2))**2\n",
"c = 2 * atan2(sqrt(a), sqrt(1-a))\n",
"distance = R * c\n",
"\n",
"print(\"Result\", distance)"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'meta': {'code': 200, 'requestId': '5eee39d2aba297001b0cc133'},\n",
" 'response': {'tips': {'count': 7,\n",
" 'items': [{'id': '54c1194b498ee036390c3027',\n",
" 'createdAt': 1421941067,\n",
" 'text': \"Club Noir has reopened in August 2014 in the new location. Here's a pic of the new place. Rua da Madalena 201 Lisbon\",\n",
" 'type': 'user',\n",
" 'canonicalUrl': 'https://foursquare.com/item/54c1194b498ee036390c3027',\n",
" 'photo': {'id': '54c1194d11d2c4b998af3038',\n",
" 'createdAt': 1421941069,\n",
" 'source': {'name': 'Foursquare Web', 'url': 'https://foursquare.com'},\n",
" 'prefix': 'https://fastly.4sqi.net/img/general/',\n",
" 'suffix': '/85463156_FNxQbFtZd_TfNXWE04yapal3U5JawekrNIABxHyAMds.jpg',\n",
" 'width': 720,\n",
" 'height': 960,\n",
" 'visibility': 'public'},\n",
" 'photourl': 'https://fastly.4sqi.net/img/general/original/85463156_FNxQbFtZd_TfNXWE04yapal3U5JawekrNIABxHyAMds.jpg',\n",
" 'lang': 'en',\n",
" 'likes': {'count': 1,\n",
" 'groups': [{'type': 'others',\n",
" 'count': 1,\n",
" 'items': [{'id': '85463156',\n",
" 'firstName': 'Teresa',\n",
" 'lastName': 'N',\n",
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n",
" 'suffix': '/85463156-B4DVPV4ESQT5DTN1.jpg'}}]}],\n",
" 'summary': '1 like'},\n",
" 'logView': True,\n",
" 'editedAt': 1421941463,\n",
" 'agreeCount': 1,\n",
" 'disagreeCount': 0,\n",
" 'todo': {'count': 0},\n",
" 'user': {'id': '85463156',\n",
" 'firstName': 'Teresa',\n",
" 'lastName': 'N',\n",
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n",
" 'suffix': '/85463156-B4DVPV4ESQT5DTN1.jpg'}},\n",
" 'authorInteractionType': 'liked'}]}}}"
]
},
"execution_count": 166,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## Ecco Tips\n",
"venue_id=\"4d572155143ca093665ac4fc\"\n",
"limit = 15 # set limit to be greater than or equal to the total number of tips\n",
"url = 'https://api.foursquare.com/v2/venues/{}/tips?client_id={}&client_secret={}&v={}&limit={}'.format(venue_id, CLIENT_ID, CLIENT_SECRET, VERSION, limit)\n",
"\n",
"results = requests.get(url).json()\n",
"results"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'meta': {'code': 200, 'requestId': '5eee39d8bae9a2001b9ff8bd'},\n",
" 'response': {'photos': {'count': 1,\n",
" 'items': [{'id': '4fa48c43e4b0ed02815bb822',\n",
" 'createdAt': 1336183875,\n",
" 'source': {'name': 'Instagram', 'url': 'http://instagram.com'},\n",
" 'prefix': 'https://fastly.4sqi.net/img/general/',\n",
" 'suffix': '/9ln_q9HK83i-p1Hwv8yn6Kolepuadd9Z2_eQ10x2BfE.jpg',\n",
" 'width': 612,\n",
" 'height': 612,\n",
" 'user': {'id': '9340478',\n",
" 'firstName': 'Vitor',\n",
" 'lastName': 'C',\n",
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n",
" 'suffix': '/9340478-1O1IVLLXEWRI51VW.jpg'}},\n",
" 'checkin': {'id': '4fa46ac9e4b0244335ed8f58',\n",
" 'createdAt': 1336175305,\n",
" 'type': 'checkin',\n",
" 'timeZoneOffset': 60},\n",
" 'visibility': 'public'}],\n",
" 'dupesRemoved': 0}}}"
]
},
"execution_count": 167,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## Ecco Tips\n",
"venue_id=\"4d572155143ca093665ac4fc\"\n",
"limit = 15 # set limit to be greater than or equal to the total number of tips\n",
"url = 'https://api.foursquare.com/v2/venues/{}/photos?client_id={}&client_secret={}&v={}&limit={}'.format(venue_id, CLIENT_ID, CLIENT_SECRET, VERSION, limit)\n",
"\n",
"results = requests.get(url).json()\n",
"results\n"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 169,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import Image\n",
"Image(\"https://media-cdn.tripadvisor.com/media/photo-m/1280/16/12/fe/6e/the-view-from-the-front.jpg\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Result: I will recommend the shareholder to find places to rent next to Club Noir - Vila Madalena"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python",
"language": "python",
"name": "conda-env-python-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.10"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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