Created
August 6, 2019 21:55
-
-
Save rezapci/b9d384dc08c2375fcb37580c96a04df1 to your computer and use it in GitHub Desktop.
Created on Cognitive Class Labs
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"<a href=\"https://cognitiveclass.ai\"><img src = \"https://ibm.box.com/shared/static/9gegpsmnsoo25ikkbl4qzlvlyjbgxs5x.png\" width = 400> </a>\n", | |
"\n", | |
"<h1 align=center><font size = 5>Learning FourSquare API with Python</font></h1>\n", | |
"\n", | |
"| Name | Description | Date\n", | |
"| :- |-------------: | :-:\n", | |
"|Reza Hashemi| IBM Applied Data Science Capstone. | On 6th of August 2019" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
" " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"## Introduction\n", | |
"\n", | |
"In this lab, I will demostrate in details how to make calls to the Foursquare API for different purposes. lets see how to construct a URL to send a request to the API to search for a specific type of venues, to explore a particular venue, to explore a Foursquare user, to explore a geographical location, and to get trending venues around a location. Also, you can learn how to use the visualization library, Folium, to visualize the results." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"## Table of Contents\n", | |
"\n", | |
"1. <a href=\"#item1\">Foursquare API Search Function</a>\n", | |
"2. <a href=\"#item2\">Explore a Given Venue</a> \n", | |
"3. <a href=\"#item3\">Explore a User</a> \n", | |
"4. <a href=\"#item4\">Foursquare API Explore Function</a> \n", | |
"5. <a href=\"#item5\">Get Trending Venues</a> " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"### Import necessary Libraries" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 67, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Folium installed\n", | |
"Libraries imported.\n" | |
] | |
} | |
], | |
"source": [ | |
"import requests # library to handle requests\n", | |
"import pandas as pd # library for data analsysis\n", | |
"import numpy as np # library to handle data in a vectorized manner\n", | |
"import random # library for random number generation\n", | |
"\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", | |
"\n", | |
"# libraries for displaying images\n", | |
"from IPython.display import Image \n", | |
"from IPython.core.display import HTML \n", | |
" \n", | |
"# tranforming json file into a pandas dataframe library\n", | |
"from pandas.io.json import json_normalize\n", | |
"\n", | |
"# !conda install -c conda-forge folium=0.5.0 --yes\n", | |
"import folium # plotting library\n", | |
"\n", | |
"print('Folium installed')\n", | |
"print('Libraries imported.')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"### Define Foursquare Credentials and Version" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"##### Making sure that i have created a Foursquare developer account and have my credentials handy" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 68, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Your credentails:\n", | |
"CLIENT_ID: RJRNPM53LPRPIQT1ZC2YQTVSLJ3CP3LXE3CRH0DVCO0LODOL\n", | |
"CLIENT_SECRET:XIADFIC2V4FL453CQEM0S22EMIGSXTYRUF5RS4E2XX40KKO3\n" | |
] | |
} | |
], | |
"source": [ | |
"CLIENT_ID = 'RJRNPM53LPRPIQT1ZC2YQTVSLJ3CP3LXE3CRH0DVCO0LODOL' # your Foursquare ID\n", | |
"CLIENT_SECRET = 'XIADFIC2V4FL453CQEM0S22EMIGSXTYRUF5RS4E2XX40KKO3' # your Foursquare Secret\n", | |
"VERSION = '20180604'\n", | |
"LIMIT = 30\n", | |
"print('Your credentails:')\n", | |
"print('CLIENT_ID: ' + CLIENT_ID)\n", | |
"print('CLIENT_SECRET:' + CLIENT_SECRET)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
" " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Let's again assume that you are staying at the Conrad hotel. So let's start by converting the Contrad Hotel's address to its latitude and longitude coordinates." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"In order to define an instance of the geocoder, we need to define a user_agent. We will name our agent <em>foursquare_agent</em>, as shown below." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 69, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"40.7149555 -74.0153365\n" | |
] | |
} | |
], | |
"source": [ | |
"address = '102 North End Ave, New York, NY'\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": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
" " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"<a id=\"item1\"></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"## 1. Search for a specific venue category\n", | |
"> `https://api.foursquare.com/v2/venues/`**search**`?client_id=`**CLIENT_ID**`&client_secret=`**CLIENT_SECRET**`&ll=`**LATITUDE**`,`**LONGITUDE**`&v=`**VERSION**`&query=`**QUERY**`&radius=`**RADIUS**`&limit=`**LIMIT**" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Now, let's assume that it is lunch time, and you are craving Italian food. So, let's define a query to search for Italian food that is within 500 metres from the Conrad Hotel. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 70, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
}, | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Italian .... OK!\n" | |
] | |
} | |
], | |
"source": [ | |
"search_query = 'Italian'\n", | |
"radius = 500\n", | |
"print(search_query + ' .... OK!')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Define the corresponding URL" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 71, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'https://api.foursquare.com/v2/venues/search?client_id=RJRNPM53LPRPIQT1ZC2YQTVSLJ3CP3LXE3CRH0DVCO0LODOL&client_secret=XIADFIC2V4FL453CQEM0S22EMIGSXTYRUF5RS4E2XX40KKO3&ll=40.7149555,-74.0153365&v=20180604&query=Italian&radius=500&limit=30'" | |
] | |
}, | |
"execution_count": 71, | |
"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": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Send the GET Request and examine the results" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 72, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
}, | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{'meta': {'code': 200, 'requestId': '5d49f4318ad62e0039e484be'},\n", | |
" 'response': {'venues': [{'id': '4fa862b3e4b0ebff2f749f06',\n", | |
" 'name': \"Harry's Italian Pizza Bar\",\n", | |
" 'location': {'address': '225 Murray St',\n", | |
" 'lat': 40.71521779064671,\n", | |
" 'lng': -74.01473940209351,\n", | |
" 'labeledLatLngs': [{'label': 'display',\n", | |
" 'lat': 40.71521779064671,\n", | |
" 'lng': -74.01473940209351}],\n", | |
" 'distance': 58,\n", | |
" 'postalCode': '10282',\n", | |
" 'cc': 'US',\n", | |
" 'city': 'New York',\n", | |
" 'state': 'NY',\n", | |
" 'country': 'United States',\n", | |
" 'formattedAddress': ['225 Murray St',\n", | |
" 'New York, NY 10282',\n", | |
" 'United States']},\n", | |
" 'categories': [{'id': '4bf58dd8d48988d1ca941735',\n", | |
" 'name': 'Pizza Place',\n", | |
" 'pluralName': 'Pizza Places',\n", | |
" 'shortName': 'Pizza',\n", | |
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/pizza_',\n", | |
" 'suffix': '.png'},\n", | |
" 'primary': True}],\n", | |
" 'delivery': {'id': '294544',\n", | |
" 'url': 'https://www.seamless.com/menu/harrys-italian-pizza-bar-225-murray-st-new-york/294544?affiliate=1131&utm_source=foursquare-affiliate-network&utm_medium=affiliate&utm_campaign=1131&utm_content=294544',\n", | |
" 'provider': {'name': 'seamless',\n", | |
" 'icon': {'prefix': 'https://fastly.4sqi.net/img/general/cap/',\n", | |
" 'sizes': [40, 50],\n", | |
" 'name': '/delivery_provider_seamless_20180129.png'}}},\n", | |
" 'referralId': 'v-1565127729',\n", | |
" 'hasPerk': False},\n", | |
" {'id': '4f3232e219836c91c7bfde94',\n", | |
" 'name': 'Conca Cucina Italian Restaurant',\n", | |
" 'location': {'address': '63 W Broadway',\n", | |
" 'lat': 40.71446,\n", | |
" 'lng': -74.010086,\n", | |
" 'labeledLatLngs': [{'label': 'display',\n", | |
" 'lat': 40.71446,\n", | |
" 'lng': -74.010086}],\n", | |
" 'distance': 446,\n", | |
" 'postalCode': '10007',\n", | |
" 'cc': 'US',\n", | |
" 'city': 'New York',\n", | |
" 'state': 'NY',\n", | |
" 'country': 'United States',\n", | |
" 'formattedAddress': ['63 W Broadway',\n", | |
" 'New York, NY 10007',\n", | |
" 'United States']},\n", | |
" 'categories': [{'id': '4d4b7105d754a06374d81259',\n", | |
" 'name': 'Food',\n", | |
" 'pluralName': 'Food',\n", | |
" 'shortName': 'Food',\n", | |
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/default_',\n", | |
" 'suffix': '.png'},\n", | |
" 'primary': True}],\n", | |
" 'referralId': 'v-1565127729',\n", | |
" 'hasPerk': False},\n", | |
" {'id': '3fd66200f964a520f4e41ee3',\n", | |
" 'name': 'Ecco',\n", | |
" 'location': {'address': '124 Chambers St',\n", | |
" 'crossStreet': 'btwn Church St & W Broadway',\n", | |
" 'lat': 40.71533713859952,\n", | |
" 'lng': -74.00884766217825,\n", | |
" 'labeledLatLngs': [{'label': 'display',\n", | |
" 'lat': 40.71533713859952,\n", | |
" 'lng': -74.00884766217825}],\n", | |
" 'distance': 549,\n", | |
" 'postalCode': '10007',\n", | |
" 'cc': 'US',\n", | |
" 'city': 'New York',\n", | |
" 'state': 'NY',\n", | |
" 'country': 'United States',\n", | |
" 'formattedAddress': ['124 Chambers St (btwn Church St & W Broadway)',\n", | |
" 'New York, NY 10007',\n", | |
" 'United States']},\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", | |
" 'referralId': 'v-1565127729',\n", | |
" 'hasPerk': False}]}}" | |
] | |
}, | |
"execution_count": 72, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"results = requests.get(url).json()\n", | |
"results" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Get relevant part of JSON and transform it into a *pandas* dataframe" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 73, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"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>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>...</th>\n", | |
" <th>location.state</th>\n", | |
" <th>location.country</th>\n", | |
" <th>location.formattedAddress</th>\n", | |
" <th>delivery.id</th>\n", | |
" <th>delivery.url</th>\n", | |
" <th>delivery.provider.name</th>\n", | |
" <th>delivery.provider.icon.prefix</th>\n", | |
" <th>delivery.provider.icon.sizes</th>\n", | |
" <th>delivery.provider.icon.name</th>\n", | |
" <th>location.crossStreet</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>4fa862b3e4b0ebff2f749f06</td>\n", | |
" <td>Harry's Italian Pizza Bar</td>\n", | |
" <td>[{'id': '4bf58dd8d48988d1ca941735', 'name': 'Pizza Place', 'pluralName': 'Pizza Places', 'shortName': 'Pizza', 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/pizza_', 'suffix': '.png'}, 'primary': True}]</td>\n", | |
" <td>v-1565127729</td>\n", | |
" <td>False</td>\n", | |
" <td>225 Murray St</td>\n", | |
" <td>40.715218</td>\n", | |
" <td>-74.014739</td>\n", | |
" <td>[{'label': 'display', 'lat': 40.71521779064671, 'lng': -74.01473940209351}]</td>\n", | |
" <td>58</td>\n", | |
" <td>...</td>\n", | |
" <td>NY</td>\n", | |
" <td>United States</td>\n", | |
" <td>[225 Murray St, New York, NY 10282, United States]</td>\n", | |
" <td>294544</td>\n", | |
" <td>https://www.seamless.com/menu/harrys-italian-pizza-bar-225-murray-st-new-york/294544?affiliate=1131&utm_source=foursquare-affiliate-network&utm_medium=affiliate&utm_campaign=1131&utm_content=294544</td>\n", | |
" <td>seamless</td>\n", | |
" <td>https://fastly.4sqi.net/img/general/cap/</td>\n", | |
" <td>[40, 50]</td>\n", | |
" <td>/delivery_provider_seamless_20180129.png</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>4f3232e219836c91c7bfde94</td>\n", | |
" <td>Conca Cucina Italian Restaurant</td>\n", | |
" <td>[{'id': '4d4b7105d754a06374d81259', 'name': 'Food', 'pluralName': 'Food', 'shortName': 'Food', 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/default_', 'suffix': '.png'}, 'primary': True}]</td>\n", | |
" <td>v-1565127729</td>\n", | |
" <td>False</td>\n", | |
" <td>63 W Broadway</td>\n", | |
" <td>40.714460</td>\n", | |
" <td>-74.010086</td>\n", | |
" <td>[{'label': 'display', 'lat': 40.71446, 'lng': -74.010086}]</td>\n", | |
" <td>446</td>\n", | |
" <td>...</td>\n", | |
" <td>NY</td>\n", | |
" <td>United States</td>\n", | |
" <td>[63 W Broadway, New York, NY 10007, United States]</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>3fd66200f964a520f4e41ee3</td>\n", | |
" <td>Ecco</td>\n", | |
" <td>[{'id': '4bf58dd8d48988d110941735', 'name': 'Italian Restaurant', 'pluralName': 'Italian Restaurants', 'shortName': 'Italian', 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/italian_', 'suffix': '.png'}, 'primary': True}]</td>\n", | |
" <td>v-1565127729</td>\n", | |
" <td>False</td>\n", | |
" <td>124 Chambers St</td>\n", | |
" <td>40.715337</td>\n", | |
" <td>-74.008848</td>\n", | |
" <td>[{'label': 'display', 'lat': 40.71533713859952, 'lng': -74.00884766217825}]</td>\n", | |
" <td>549</td>\n", | |
" <td>...</td>\n", | |
" <td>NY</td>\n", | |
" <td>United States</td>\n", | |
" <td>[124 Chambers St (btwn Church St & W Broadway), New York, NY 10007, United States]</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>btwn Church St & W Broadway</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>3 rows × 23 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" id name \\\n", | |
"0 4fa862b3e4b0ebff2f749f06 Harry's Italian Pizza Bar \n", | |
"1 4f3232e219836c91c7bfde94 Conca Cucina Italian Restaurant \n", | |
"2 3fd66200f964a520f4e41ee3 Ecco \n", | |
"\n", | |
" categories \\\n", | |
"0 [{'id': '4bf58dd8d48988d1ca941735', 'name': 'Pizza Place', 'pluralName': 'Pizza Places', 'shortName': 'Pizza', 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/pizza_', 'suffix': '.png'}, 'primary': True}] \n", | |
"1 [{'id': '4d4b7105d754a06374d81259', 'name': 'Food', 'pluralName': 'Food', 'shortName': 'Food', 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/default_', 'suffix': '.png'}, 'primary': True}] \n", | |
"2 [{'id': '4bf58dd8d48988d110941735', 'name': 'Italian Restaurant', 'pluralName': 'Italian Restaurants', 'shortName': 'Italian', 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/italian_', 'suffix': '.png'}, 'primary': True}] \n", | |
"\n", | |
" referralId hasPerk location.address location.lat location.lng \\\n", | |
"0 v-1565127729 False 225 Murray St 40.715218 -74.014739 \n", | |
"1 v-1565127729 False 63 W Broadway 40.714460 -74.010086 \n", | |
"2 v-1565127729 False 124 Chambers St 40.715337 -74.008848 \n", | |
"\n", | |
" location.labeledLatLngs \\\n", | |
"0 [{'label': 'display', 'lat': 40.71521779064671, 'lng': -74.01473940209351}] \n", | |
"1 [{'label': 'display', 'lat': 40.71446, 'lng': -74.010086}] \n", | |
"2 [{'label': 'display', 'lat': 40.71533713859952, 'lng': -74.00884766217825}] \n", | |
"\n", | |
" location.distance ... location.state location.country \\\n", | |
"0 58 ... NY United States \n", | |
"1 446 ... NY United States \n", | |
"2 549 ... NY United States \n", | |
"\n", | |
" location.formattedAddress \\\n", | |
"0 [225 Murray St, New York, NY 10282, United States] \n", | |
"1 [63 W Broadway, New York, NY 10007, United States] \n", | |
"2 [124 Chambers St (btwn Church St & W Broadway), New York, NY 10007, United States] \n", | |
"\n", | |
" delivery.id \\\n", | |
"0 294544 \n", | |
"1 NaN \n", | |
"2 NaN \n", | |
"\n", | |
" delivery.url \\\n", | |
"0 https://www.seamless.com/menu/harrys-italian-pizza-bar-225-murray-st-new-york/294544?affiliate=1131&utm_source=foursquare-affiliate-network&utm_medium=affiliate&utm_campaign=1131&utm_content=294544 \n", | |
"1 NaN \n", | |
"2 NaN \n", | |
"\n", | |
" delivery.provider.name delivery.provider.icon.prefix \\\n", | |
"0 seamless https://fastly.4sqi.net/img/general/cap/ \n", | |
"1 NaN NaN \n", | |
"2 NaN NaN \n", | |
"\n", | |
" delivery.provider.icon.sizes delivery.provider.icon.name \\\n", | |
"0 [40, 50] /delivery_provider_seamless_20180129.png \n", | |
"1 NaN NaN \n", | |
"2 NaN NaN \n", | |
"\n", | |
" location.crossStreet \n", | |
"0 NaN \n", | |
"1 NaN \n", | |
"2 btwn Church St & W Broadway \n", | |
"\n", | |
"[3 rows x 23 columns]" | |
] | |
}, | |
"execution_count": 73, | |
"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": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Define information of interest and filter dataframe" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 86, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
}, | |
"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>name</th>\n", | |
" <th>categories</th>\n", | |
" <th>address</th>\n", | |
" <th>lat</th>\n", | |
" <th>lng</th>\n", | |
" <th>labeledLatLngs</th>\n", | |
" <th>distance</th>\n", | |
" <th>postalCode</th>\n", | |
" <th>cc</th>\n", | |
" <th>city</th>\n", | |
" <th>state</th>\n", | |
" <th>country</th>\n", | |
" <th>formattedAddress</th>\n", | |
" <th>crossStreet</th>\n", | |
" <th>id</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>Harry's Italian Pizza Bar</td>\n", | |
" <td>Pizza Place</td>\n", | |
" <td>225 Murray St</td>\n", | |
" <td>40.715218</td>\n", | |
" <td>-74.014739</td>\n", | |
" <td>[{'label': 'display', 'lat': 40.71521779064671, 'lng': -74.01473940209351}]</td>\n", | |
" <td>58</td>\n", | |
" <td>10282</td>\n", | |
" <td>US</td>\n", | |
" <td>New York</td>\n", | |
" <td>NY</td>\n", | |
" <td>United States</td>\n", | |
" <td>[225 Murray St, New York, NY 10282, United States]</td>\n", | |
" <td>NaN</td>\n", | |
" <td>4fa862b3e4b0ebff2f749f06</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>Conca Cucina Italian Restaurant</td>\n", | |
" <td>Food</td>\n", | |
" <td>63 W Broadway</td>\n", | |
" <td>40.714460</td>\n", | |
" <td>-74.010086</td>\n", | |
" <td>[{'label': 'display', 'lat': 40.71446, 'lng': -74.010086}]</td>\n", | |
" <td>446</td>\n", | |
" <td>10007</td>\n", | |
" <td>US</td>\n", | |
" <td>New York</td>\n", | |
" <td>NY</td>\n", | |
" <td>United States</td>\n", | |
" <td>[63 W Broadway, New York, NY 10007, United States]</td>\n", | |
" <td>NaN</td>\n", | |
" <td>4f3232e219836c91c7bfde94</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>Ecco</td>\n", | |
" <td>Italian Restaurant</td>\n", | |
" <td>124 Chambers St</td>\n", | |
" <td>40.715337</td>\n", | |
" <td>-74.008848</td>\n", | |
" <td>[{'label': 'display', 'lat': 40.71533713859952, 'lng': -74.00884766217825}]</td>\n", | |
" <td>549</td>\n", | |
" <td>10007</td>\n", | |
" <td>US</td>\n", | |
" <td>New York</td>\n", | |
" <td>NY</td>\n", | |
" <td>United States</td>\n", | |
" <td>[124 Chambers St (btwn Church St & W Broadway), New York, NY 10007, United States]</td>\n", | |
" <td>btwn Church St & W Broadway</td>\n", | |
" <td>3fd66200f964a520f4e41ee3</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" name categories address \\\n", | |
"0 Harry's Italian Pizza Bar Pizza Place 225 Murray St \n", | |
"1 Conca Cucina Italian Restaurant Food 63 W Broadway \n", | |
"2 Ecco Italian Restaurant 124 Chambers St \n", | |
"\n", | |
" lat lng \\\n", | |
"0 40.715218 -74.014739 \n", | |
"1 40.714460 -74.010086 \n", | |
"2 40.715337 -74.008848 \n", | |
"\n", | |
" labeledLatLngs \\\n", | |
"0 [{'label': 'display', 'lat': 40.71521779064671, 'lng': -74.01473940209351}] \n", | |
"1 [{'label': 'display', 'lat': 40.71446, 'lng': -74.010086}] \n", | |
"2 [{'label': 'display', 'lat': 40.71533713859952, 'lng': -74.00884766217825}] \n", | |
"\n", | |
" distance postalCode cc city state country \\\n", | |
"0 58 10282 US New York NY United States \n", | |
"1 446 10007 US New York NY United States \n", | |
"2 549 10007 US New York NY United States \n", | |
"\n", | |
" formattedAddress \\\n", | |
"0 [225 Murray St, New York, NY 10282, United States] \n", | |
"1 [63 W Broadway, New York, NY 10007, United States] \n", | |
"2 [124 Chambers St (btwn Church St & W Broadway), New York, NY 10007, United States] \n", | |
"\n", | |
" crossStreet id \n", | |
"0 NaN 4fa862b3e4b0ebff2f749f06 \n", | |
"1 NaN 4f3232e219836c91c7bfde94 \n", | |
"2 btwn Church St & W Broadway 3fd66200f964a520f4e41ee3 " | |
] | |
}, | |
"execution_count": 86, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"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": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Let's visualize the Italian restaurants that are nearby" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 87, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"0 Harry's Italian Pizza Bar \n", | |
"1 Conca Cucina Italian Restaurant\n", | |
"2 Ecco \n", | |
"Name: name, dtype: object" | |
] | |
}, | |
"execution_count": 87, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"dataframe_filtered.name" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 88, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_ba21ead82b984515aecf4c04d4bbe1e5 {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_ba21ead82b984515aecf4c04d4bbe1e5" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_ba21ead82b984515aecf4c04d4bbe1e5 = L.map(
                                  'map_ba21ead82b984515aecf4c04d4bbe1e5',
                                  {center: [40.7149555,-74.0153365],
                                  zoom: 13,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_f3a6a2f0c67f40d4b86211d98ac9362a = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_ba21ead82b984515aecf4c04d4bbe1e5);
        
    
            var circle_marker_8e921bf23aca441782d7f2b53c931416 = L.circleMarker(
                [40.7149555,-74.0153365],
                {
  "bubblingMouseEvents": true,
  "color": "red",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "red",
  "fillOpacity": 0.6,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 10,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_ba21ead82b984515aecf4c04d4bbe1e5);
            
    
            var popup_266e89f954454eedad241fee4afcc80d = L.popup({maxWidth: '300'});

            
                var html_50cc90899ed943feb0d2ed19773602f7 = $('<div id="html_50cc90899ed943feb0d2ed19773602f7" style="width: 100.0%; height: 100.0%;">Conrad Hotel</div>')[0];
                popup_266e89f954454eedad241fee4afcc80d.setContent(html_50cc90899ed943feb0d2ed19773602f7);
            

            circle_marker_8e921bf23aca441782d7f2b53c931416.bindPopup(popup_266e89f954454eedad241fee4afcc80d);

            
        
    
            var circle_marker_5c3254dde5404d90be1f142e045e64b8 = L.circleMarker(
                [40.71521779064671,-74.01473940209351],
                {
  "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_ba21ead82b984515aecf4c04d4bbe1e5);
            
    
            var popup_dc2f16ef4ed248d29d2942bbc2bf69c0 = L.popup({maxWidth: '300'});

            
                var html_3735e734e3234bc69ceeeefc24c76619 = $('<div id="html_3735e734e3234bc69ceeeefc24c76619" style="width: 100.0%; height: 100.0%;">Pizza Place</div>')[0];
                popup_dc2f16ef4ed248d29d2942bbc2bf69c0.setContent(html_3735e734e3234bc69ceeeefc24c76619);
            

            circle_marker_5c3254dde5404d90be1f142e045e64b8.bindPopup(popup_dc2f16ef4ed248d29d2942bbc2bf69c0);

            
        
    
            var circle_marker_f995e311b89744afba38e73d591df4a8 = L.circleMarker(
                [40.71446,-74.010086],
                {
  "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_ba21ead82b984515aecf4c04d4bbe1e5);
            
    
            var popup_ee95979dab2945e1907d6cc5d0996419 = L.popup({maxWidth: '300'});

            
                var html_f3a7b06cbe3d4ccaa3ecd4bae48f0ee5 = $('<div id="html_f3a7b06cbe3d4ccaa3ecd4bae48f0ee5" style="width: 100.0%; height: 100.0%;">Food</div>')[0];
                popup_ee95979dab2945e1907d6cc5d0996419.setContent(html_f3a7b06cbe3d4ccaa3ecd4bae48f0ee5);
            

            circle_marker_f995e311b89744afba38e73d591df4a8.bindPopup(popup_ee95979dab2945e1907d6cc5d0996419);

            
        
    
            var circle_marker_a1f94c6456194fbc95b0b813368e9dc9 = L.circleMarker(
                [40.71533713859952,-74.00884766217825],
                {
  "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_ba21ead82b984515aecf4c04d4bbe1e5);
            
    
            var popup_1b66ae9a642f41cf932322c5657b99b9 = L.popup({maxWidth: '300'});

            
                var html_8140b63d9eae4d8ba0b97a0a41b6e373 = $('<div id="html_8140b63d9eae4d8ba0b97a0a41b6e373" style="width: 100.0%; height: 100.0%;">Italian Restaurant</div>')[0];
                popup_1b66ae9a642f41cf932322c5657b99b9.setContent(html_8140b63d9eae4d8ba0b97a0a41b6e373);
            

            circle_marker_a1f94c6456194fbc95b0b813368e9dc9.bindPopup(popup_1b66ae9a642f41cf932322c5657b99b9);

            
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>" | |
], | |
"text/plain": [ | |
"<folium.folium.Map at 0x7f9b3b0c9828>" | |
] | |
}, | |
"execution_count": 88, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"venues_map = folium.Map(location=[latitude, longitude], zoom_start=13) # generate map centred around the Conrad Hotel\n", | |
"\n", | |
"# add a red circle marker to represent the Conrad Hotel\n", | |
"folium.features.CircleMarker(\n", | |
" [latitude, longitude],\n", | |
" radius=10,\n", | |
" color='red',\n", | |
" popup='Conrad Hotel',\n", | |
" fill = True,\n", | |
" fill_color = 'red',\n", | |
" fill_opacity = 0.6\n", | |
").add_to(venues_map)\n", | |
"\n", | |
"# add the Italian restaurants as blue circle markers\n", | |
"for lat, lng, label in zip(dataframe_filtered.lat, dataframe_filtered.lng, dataframe_filtered.categories):\n", | |
" folium.features.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(venues_map)\n", | |
"\n", | |
"# display map\n", | |
"venues_map" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
" " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"<a id=\"item2\"></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"## 2. Explore a Given Venue\n", | |
"> `https://api.foursquare.com/v2/venues/`**VENUE_ID**`?client_id=`**CLIENT_ID**`&client_secret=`**CLIENT_SECRET**`&v=`**VERSION**" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"### A. Let's explore the closest Italian restaurant -- _Harry's Italian Pizza Bar_" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 77, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'https://api.foursquare.com/v2/venues/4fa862b3e4b0ebff2f749f06?client_id=RJRNPM53LPRPIQT1ZC2YQTVSLJ3CP3LXE3CRH0DVCO0LODOL&client_secret=XIADFIC2V4FL453CQEM0S22EMIGSXTYRUF5RS4E2XX40KKO3&v=20180604'" | |
] | |
}, | |
"execution_count": 77, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"venue_id = '4fa862b3e4b0ebff2f749f06' # 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": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Send GET request for result" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 78, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"dict_keys(['id', 'name', 'contact', 'location', 'canonicalUrl', 'categories', 'verified', 'stats', 'url', 'price', 'hasMenu', 'likes', 'dislike', 'ok', 'rating', 'ratingColor', 'ratingSignals', 'delivery', 'menu', 'allowMenuUrlEdit', 'beenHere', 'specials', 'photos', 'reasons', 'hereNow', 'createdAt', 'tips', 'shortUrl', 'timeZone', 'listed', 'hours', 'popular', 'pageUpdates', 'inbox', 'attributes', 'bestPhoto', 'colors'])\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"{'id': '4fa862b3e4b0ebff2f749f06',\n", | |
" 'name': \"Harry's Italian Pizza Bar\",\n", | |
" 'contact': {'phone': '2126081007', 'formattedPhone': '(212) 608-1007'},\n", | |
" 'location': {'address': '225 Murray St',\n", | |
" 'lat': 40.71521779064671,\n", | |
" 'lng': -74.01473940209351,\n", | |
" 'labeledLatLngs': [{'label': 'display',\n", | |
" 'lat': 40.71521779064671,\n", | |
" 'lng': -74.01473940209351}],\n", | |
" 'postalCode': '10282',\n", | |
" 'cc': 'US',\n", | |
" 'city': 'New York',\n", | |
" 'state': 'NY',\n", | |
" 'country': 'United States',\n", | |
" 'formattedAddress': ['225 Murray St',\n", | |
" 'New York, NY 10282',\n", | |
" 'United States']},\n", | |
" 'canonicalUrl': 'https://foursquare.com/v/harrys-italian-pizza-bar/4fa862b3e4b0ebff2f749f06',\n", | |
" 'categories': [{'id': '4bf58dd8d48988d1ca941735',\n", | |
" 'name': 'Pizza Place',\n", | |
" 'pluralName': 'Pizza Places',\n", | |
" 'shortName': 'Pizza',\n", | |
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/pizza_',\n", | |
" 'suffix': '.png'},\n", | |
" 'primary': True},\n", | |
" {'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", | |
" 'verified': False,\n", | |
" 'stats': {'tipCount': 57},\n", | |
" 'url': 'http://harrysitalian.com',\n", | |
" 'price': {'tier': 2, 'message': 'Moderate', 'currency': '$'},\n", | |
" 'hasMenu': True,\n", | |
" 'likes': {'count': 120,\n", | |
" 'groups': [{'type': 'others', 'count': 120, 'items': []}],\n", | |
" 'summary': '120 Likes'},\n", | |
" 'dislike': False,\n", | |
" 'ok': False,\n", | |
" 'rating': 7.1,\n", | |
" 'ratingColor': 'C5DE35',\n", | |
" 'ratingSignals': 214,\n", | |
" 'delivery': {'id': '294544',\n", | |
" 'url': 'https://www.seamless.com/menu/harrys-italian-pizza-bar-225-murray-st-new-york/294544?affiliate=1131&utm_source=foursquare-affiliate-network&utm_medium=affiliate&utm_campaign=1131&utm_content=294544',\n", | |
" 'provider': {'name': 'seamless',\n", | |
" 'icon': {'prefix': 'https://fastly.4sqi.net/img/general/cap/',\n", | |
" 'sizes': [40, 50],\n", | |
" 'name': '/delivery_provider_seamless_20180129.png'}}},\n", | |
" 'menu': {'type': 'Menu',\n", | |
" 'label': 'Menu',\n", | |
" 'anchor': 'View Menu',\n", | |
" 'url': 'https://foursquare.com/v/harrys-italian-pizza-bar/4fa862b3e4b0ebff2f749f06/menu',\n", | |
" 'mobileUrl': 'https://foursquare.com/v/4fa862b3e4b0ebff2f749f06/device_menu'},\n", | |
" 'allowMenuUrlEdit': True,\n", | |
" 'beenHere': {'count': 0,\n", | |
" 'unconfirmedCount': 0,\n", | |
" 'marked': False,\n", | |
" 'lastCheckinExpiredAt': 0},\n", | |
" 'specials': {'count': 0, 'items': []},\n", | |
" 'photos': {'count': 149,\n", | |
" 'groups': [{'type': 'checkin',\n", | |
" 'name': \"Friends' check-in photos\",\n", | |
" 'count': 0,\n", | |
" 'items': []},\n", | |
" {'type': 'venue',\n", | |
" 'name': 'Venue photos',\n", | |
" 'count': 149,\n", | |
" 'items': [{'id': '4fad980de4b091b4626c3633',\n", | |
" 'createdAt': 1336776717,\n", | |
" 'source': {'name': 'Foursquare for Android',\n", | |
" 'url': 'https://foursquare.com/download/#/android'},\n", | |
" 'prefix': 'https://fastly.4sqi.net/img/general/',\n", | |
" 'suffix': '/ya1iQFI7pLjuIJp1PGDKlrZS3OJdHCF7tpILMmjv_2w.jpg',\n", | |
" 'width': 480,\n", | |
" 'height': 640,\n", | |
" 'user': {'id': '13676709',\n", | |
" 'firstName': 'Leony',\n", | |
" 'lastName': 'Naciri',\n", | |
" 'gender': 'none',\n", | |
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n", | |
" 'suffix': '/T0ANFNGNMCHUDEUE.jpg'}},\n", | |
" 'visibility': 'public'}]}],\n", | |
" 'summary': '0 photos'},\n", | |
" 'reasons': {'count': 1,\n", | |
" 'items': [{'summary': 'Lots of people like this place',\n", | |
" 'type': 'general',\n", | |
" 'reasonName': 'rawLikesReason'}]},\n", | |
" 'hereNow': {'count': 0, 'summary': 'Nobody here', 'groups': []},\n", | |
" 'createdAt': 1336435379,\n", | |
" 'tips': {'count': 57,\n", | |
" 'groups': [{'type': 'others',\n", | |
" 'name': 'All tips',\n", | |
" 'count': 57,\n", | |
" 'items': [{'id': '53d27909498e0523841340b6',\n", | |
" 'createdAt': 1406302473,\n", | |
" 'text': \"Harry's Italian Pizza bar is known for it's amazing pizza, but did you know that the brunches here are amazing too? Try the Nutella French toast and we know you'll be sold.\",\n", | |
" 'type': 'user',\n", | |
" 'canonicalUrl': 'https://foursquare.com/item/53d27909498e0523841340b6',\n", | |
" 'lang': 'en',\n", | |
" 'likes': {'count': 4,\n", | |
" 'groups': [{'type': 'others',\n", | |
" 'count': 4,\n", | |
" 'items': [{'id': '369426',\n", | |
" 'firstName': 'P.',\n", | |
" 'lastName': 'M.',\n", | |
" 'gender': 'male',\n", | |
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n", | |
" 'suffix': '/JPQYUWJKUT0H2OO4.jpg'}},\n", | |
" {'id': '87587879',\n", | |
" 'firstName': 'Diane',\n", | |
" 'lastName': 'Danneels',\n", | |
" 'gender': 'female',\n", | |
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n", | |
" 'suffix': '/87587879-ESLRSZLQ2CBE2P4W.jpg'}},\n", | |
" {'id': '87591341',\n", | |
" 'firstName': 'Tim',\n", | |
" 'lastName': 'Sheehan',\n", | |
" 'gender': 'male',\n", | |
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n", | |
" 'suffix': '/-Z4YK4VKE0JSVXIY1.jpg'}},\n", | |
" {'id': '87473404',\n", | |
" 'firstName': 'TenantKing.com',\n", | |
" 'gender': 'none',\n", | |
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n", | |
" 'suffix': '/87473404-HI5DTBTK0HX401CA.png'},\n", | |
" 'type': 'page'}]}],\n", | |
" 'summary': '4 likes'},\n", | |
" 'logView': True,\n", | |
" 'agreeCount': 4,\n", | |
" 'disagreeCount': 0,\n", | |
" 'todo': {'count': 0},\n", | |
" 'user': {'id': '87473404',\n", | |
" 'firstName': 'TenantKing.com',\n", | |
" 'gender': 'none',\n", | |
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n", | |
" 'suffix': '/87473404-HI5DTBTK0HX401CA.png'},\n", | |
" 'type': 'page'}}]}]},\n", | |
" 'shortUrl': 'http://4sq.com/JNblHV',\n", | |
" 'timeZone': 'America/New_York',\n", | |
" 'listed': {'count': 54,\n", | |
" 'groups': [{'type': 'others',\n", | |
" 'name': 'Lists from other people',\n", | |
" 'count': 54,\n", | |
" 'items': [{'id': '4fa32fd0e4b04193744746b1',\n", | |
" 'name': 'Manhattan Haunts',\n", | |
" 'description': '',\n", | |
" 'type': 'others',\n", | |
" 'user': {'id': '24592223',\n", | |
" 'firstName': 'Becca',\n", | |
" 'lastName': 'McArthur',\n", | |
" 'gender': 'female',\n", | |
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n", | |
" 'suffix': '/24592223-RAW2UYM0GIB1U40K.jpg'}},\n", | |
" 'editable': False,\n", | |
" 'public': True,\n", | |
" 'collaborative': False,\n", | |
" 'url': '/becca_mcarthur/list/manhattan-haunts',\n", | |
" 'canonicalUrl': 'https://foursquare.com/becca_mcarthur/list/manhattan-haunts',\n", | |
" 'createdAt': 1336094672,\n", | |
" 'updatedAt': 1380845377,\n", | |
" 'photo': {'id': '4e8cc9461081e3b3544e12e5',\n", | |
" 'createdAt': 1317849414,\n", | |
" 'prefix': 'https://fastly.4sqi.net/img/general/',\n", | |
" 'suffix': '/0NLVU2HC1JF4DXIMKWUFW3QBUT31DC11EFNYYHMJG3NDWAPS.jpg',\n", | |
" 'width': 492,\n", | |
" 'height': 330,\n", | |
" 'user': {'id': '742542',\n", | |
" 'firstName': 'Time Out New York',\n", | |
" 'gender': 'none',\n", | |
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n", | |
" 'suffix': '/XXHKCBSQHBORZNSR.jpg'},\n", | |
" 'type': 'page'},\n", | |
" 'visibility': 'public'},\n", | |
" 'followers': {'count': 22},\n", | |
" 'listItems': {'count': 187,\n", | |
" 'items': [{'id': 'v4fa862b3e4b0ebff2f749f06',\n", | |
" 'createdAt': 1342934485}]}},\n", | |
" {'id': '4fae817be4b085f6b2a74d19',\n", | |
" 'name': 'USA NYC MAN FiDi',\n", | |
" 'description': 'Where to go for decent eats in the restaurant wasteland of Downtown NYC aka FiDi, along with Tribeca & Battery Park City.',\n", | |
" 'type': 'others',\n", | |
" 'user': {'id': '12113441',\n", | |
" 'firstName': 'Kino',\n", | |
" 'gender': 'male',\n", | |
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n", | |
" 'suffix': '/12113441-K5HTHFLU2MUCM0CM.jpg'}},\n", | |
" 'editable': False,\n", | |
" 'public': True,\n", | |
" 'collaborative': False,\n", | |
" 'url': '/kinosfault/list/usa-nyc-man-fidi',\n", | |
" 'canonicalUrl': 'https://foursquare.com/kinosfault/list/usa-nyc-man-fidi',\n", | |
" 'createdAt': 1336836475,\n", | |
" 'updatedAt': 1556754919,\n", | |
" 'photo': {'id': '55984992498e13ba75e353bb',\n", | |
" 'createdAt': 1436043666,\n", | |
" 'prefix': 'https://fastly.4sqi.net/img/general/',\n", | |
" 'suffix': '/12113441_iOa6Uh-Xi8bhj2-gpzkkw8MKiAIs7RmOcz_RM7m8ink.jpg',\n", | |
" 'width': 540,\n", | |
" 'height': 960,\n", | |
" 'user': {'id': '12113441',\n", | |
" 'firstName': 'Kino',\n", | |
" 'gender': 'male',\n", | |
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n", | |
" 'suffix': '/12113441-K5HTHFLU2MUCM0CM.jpg'}},\n", | |
" 'visibility': 'public'},\n", | |
" 'followers': {'count': 20},\n", | |
" 'listItems': {'count': 273,\n", | |
" 'items': [{'id': 'v4fa862b3e4b0ebff2f749f06',\n", | |
" 'createdAt': 1373909433}]}},\n", | |
" {'id': '4fddeff0e4b0e078037ac0d3',\n", | |
" 'name': 'NYC Resturants',\n", | |
" 'description': '',\n", | |
" 'type': 'others',\n", | |
" 'user': {'id': '21563126',\n", | |
" 'firstName': 'Richard',\n", | |
" 'lastName': 'Revilla',\n", | |
" 'gender': 'male',\n", | |
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n", | |
" 'suffix': '/21563126_v05J1KPw_SVj6Ehq9g8B9jeAGjFUMsU5QGl-NZ8inUQ7pKQm5bKplW37EmR7jS2A7GYPBBAtl.jpg'}},\n", | |
" 'editable': False,\n", | |
" 'public': True,\n", | |
" 'collaborative': True,\n", | |
" 'url': '/rickr7/list/nyc-resturants',\n", | |
" 'canonicalUrl': 'https://foursquare.com/rickr7/list/nyc-resturants',\n", | |
" 'createdAt': 1339944944,\n", | |
" 'updatedAt': 1561951163,\n", | |
" 'photo': {'id': '5072dd13e4b09145cdf782d1',\n", | |
" 'createdAt': 1349704979,\n", | |
" 'prefix': 'https://fastly.4sqi.net/img/general/',\n", | |
" 'suffix': '/208205_fGh2OuAZ9qJ4agbAA5wMVNOSIm9kNUlRtNwj1N-adqg.jpg',\n", | |
" 'width': 800,\n", | |
" 'height': 800,\n", | |
" 'user': {'id': '208205',\n", | |
" 'firstName': 'Thalia',\n", | |
" 'lastName': 'K',\n", | |
" 'gender': 'female',\n", | |
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n", | |
" 'suffix': '/SNOOLCAW2AG04ZKD.jpg'}},\n", | |
" 'visibility': 'public'},\n", | |
" 'followers': {'count': 12},\n", | |
" 'listItems': {'count': 196,\n", | |
" 'items': [{'id': 't54ed3b13498e857fd7dbb6fc',\n", | |
" 'createdAt': 1514680908}]}},\n", | |
" {'id': '5266c68a498e7c667807fe09',\n", | |
" 'name': 'Foodie Love in NY - 02',\n", | |
" 'description': '',\n", | |
" 'type': 'others',\n", | |
" 'user': {'id': '547977',\n", | |
" 'firstName': 'WiLL',\n", | |
" 'gender': 'male',\n", | |
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n", | |
" 'suffix': '/-Q5NYGDMFDMOITQRR.jpg'}},\n", | |
" 'editable': False,\n", | |
" 'public': True,\n", | |
" 'collaborative': False,\n", | |
" 'url': '/sweetiewill/list/foodie-love-in-ny--02',\n", | |
" 'canonicalUrl': 'https://foursquare.com/sweetiewill/list/foodie-love-in-ny--02',\n", | |
" 'createdAt': 1382467210,\n", | |
" 'updatedAt': 1391995585,\n", | |
" 'followers': {'count': 7},\n", | |
" 'listItems': {'count': 200,\n", | |
" 'items': [{'id': 'v4fa862b3e4b0ebff2f749f06',\n", | |
" 'createdAt': 1386809936}]}}]}]},\n", | |
" 'hours': {'status': 'Open until 11:00 PM',\n", | |
" 'richStatus': {'entities': [], 'text': 'Open until 11:00 PM'},\n", | |
" 'isOpen': True,\n", | |
" 'isLocalHoliday': False,\n", | |
" 'dayData': [],\n", | |
" 'timeframes': [{'days': 'Mon–Wed, Sun',\n", | |
" 'includesToday': True,\n", | |
" 'open': [{'renderedTime': '11:30 AM–11:00 PM'}],\n", | |
" 'segments': []},\n", | |
" {'days': 'Thu–Sat',\n", | |
" 'open': [{'renderedTime': '11:30 AM–Midnight'}],\n", | |
" 'segments': []}]},\n", | |
" 'popular': {'status': 'Likely open',\n", | |
" 'richStatus': {'entities': [], 'text': 'Likely open'},\n", | |
" 'isOpen': True,\n", | |
" 'isLocalHoliday': False,\n", | |
" 'timeframes': [{'days': 'Today',\n", | |
" 'includesToday': True,\n", | |
" 'open': [{'renderedTime': 'Noon–2:00 PM'},\n", | |
" {'renderedTime': '5:00 PM–10:00 PM'}],\n", | |
" 'segments': []},\n", | |
" {'days': 'Wed–Thu',\n", | |
" 'open': [{'renderedTime': 'Noon–2:00 PM'},\n", | |
" {'renderedTime': '5:00 PM–10:00 PM'}],\n", | |
" 'segments': []},\n", | |
" {'days': 'Fri',\n", | |
" 'open': [{'renderedTime': 'Noon–3:00 PM'},\n", | |
" {'renderedTime': '5:00 PM–11:00 PM'}],\n", | |
" 'segments': []},\n", | |
" {'days': 'Sat',\n", | |
" 'open': [{'renderedTime': 'Noon–11:00 PM'}],\n", | |
" 'segments': []},\n", | |
" {'days': 'Sun',\n", | |
" 'open': [{'renderedTime': 'Noon–3:00 PM'},\n", | |
" {'renderedTime': '5:00 PM–8:00 PM'}],\n", | |
" 'segments': []},\n", | |
" {'days': 'Mon',\n", | |
" 'open': [{'renderedTime': 'Noon–2:00 PM'},\n", | |
" {'renderedTime': '6:00 PM–8:00 PM'}],\n", | |
" 'segments': []}]},\n", | |
" 'pageUpdates': {'count': 0, 'items': []},\n", | |
" 'inbox': {'count': 0, 'items': []},\n", | |
" 'attributes': {'groups': [{'type': 'price',\n", | |
" 'name': 'Price',\n", | |
" 'summary': '$$',\n", | |
" 'count': 1,\n", | |
" 'items': [{'displayName': 'Price', 'displayValue': '$$', 'priceTier': 2}]},\n", | |
" {'type': 'payments',\n", | |
" 'name': 'Credit Cards',\n", | |
" 'summary': 'Credit Cards',\n", | |
" 'count': 7,\n", | |
" 'items': [{'displayName': 'Credit Cards',\n", | |
" 'displayValue': 'Yes (incl. American Express)'}]},\n", | |
" {'type': 'outdoorSeating',\n", | |
" 'name': 'Outdoor Seating',\n", | |
" 'summary': 'Outdoor Seating',\n", | |
" 'count': 1,\n", | |
" 'items': [{'displayName': 'Outdoor Seating', 'displayValue': 'Yes'}]},\n", | |
" {'type': 'serves',\n", | |
" 'name': 'Menus',\n", | |
" 'summary': 'Happy Hour, Brunch & more',\n", | |
" 'count': 8,\n", | |
" 'items': [{'displayName': 'Brunch', 'displayValue': 'Brunch'},\n", | |
" {'displayName': 'Lunch', 'displayValue': 'Lunch'},\n", | |
" {'displayName': 'Dinner', 'displayValue': 'Dinner'},\n", | |
" {'displayName': 'Happy Hour', 'displayValue': 'Happy Hour'}]},\n", | |
" {'type': 'drinks',\n", | |
" 'name': 'Drinks',\n", | |
" 'summary': 'Beer, Wine & Cocktails',\n", | |
" 'count': 5,\n", | |
" 'items': [{'displayName': 'Beer', 'displayValue': 'Beer'},\n", | |
" {'displayName': 'Wine', 'displayValue': 'Wine'},\n", | |
" {'displayName': 'Cocktails', 'displayValue': 'Cocktails'}]},\n", | |
" {'type': 'diningOptions',\n", | |
" 'name': 'Dining Options',\n", | |
" 'summary': 'Delivery',\n", | |
" 'count': 5,\n", | |
" 'items': [{'displayName': 'Delivery', 'displayValue': 'Delivery'}]}]},\n", | |
" 'bestPhoto': {'id': '4fad980de4b091b4626c3633',\n", | |
" 'createdAt': 1336776717,\n", | |
" 'source': {'name': 'Foursquare for Android',\n", | |
" 'url': 'https://foursquare.com/download/#/android'},\n", | |
" 'prefix': 'https://fastly.4sqi.net/img/general/',\n", | |
" 'suffix': '/ya1iQFI7pLjuIJp1PGDKlrZS3OJdHCF7tpILMmjv_2w.jpg',\n", | |
" 'width': 480,\n", | |
" 'height': 640,\n", | |
" 'visibility': 'public'},\n", | |
" 'colors': {'highlightColor': {'photoId': '4fad980de4b091b4626c3633',\n", | |
" 'value': -13619152},\n", | |
" 'highlightTextColor': {'photoId': '4fad980de4b091b4626c3633', 'value': -1},\n", | |
" 'algoVersion': 3}}" | |
] | |
}, | |
"execution_count": 78, | |
"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": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"### B. Get the venue's overall rating" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 79, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"7.1\n" | |
] | |
} | |
], | |
"source": [ | |
"try:\n", | |
" print(result['response']['venue']['rating'])\n", | |
"except:\n", | |
" print('This venue has not been rated yet.')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"That is not a very good rating. Let's check the rating of the second closest Italian restaurant." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 80, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"This venue has not been rated yet.\n" | |
] | |
} | |
], | |
"source": [ | |
"venue_id = '4f3232e219836c91c7bfde94' # ID of Conca Cucina Italian Restaurant\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": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Since this restaurant has no ratings, let's check the third restaurant." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 81, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"8.0\n" | |
] | |
} | |
], | |
"source": [ | |
"venue_id = '3fd66200f964a520f4e41ee3' # ID of Ecco\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": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Since this restaurant has a slightly better rating, let's explore it further." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"### C. Get the number of tips" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 82, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"17" | |
] | |
}, | |
"execution_count": 82, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"result['response']['venue']['tips']['count']" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"### D. Get the venue's tips\n", | |
"> `https://api.foursquare.com/v2/venues/`**VENUE_ID**`/tips?client_id=`**CLIENT_ID**`&client_secret=`**CLIENT_SECRET**`&v=`**VERSION**`&limit=`**LIMIT**" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Create URL and send GET request. Make sure to set limit to get all tips" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 83, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{'meta': {'code': 200, 'requestId': '5d49f43e99295100262f3fbb'},\n", | |
" 'response': {'tips': {'count': 17,\n", | |
" 'items': [{'id': '5ab1cb46c9a517174651d3fe',\n", | |
" 'createdAt': 1521601350,\n", | |
" 'text': 'A+ Italian food! Trust me on this: my mom’s side of the family is 100% Italian. I was born and bred to know good pasta when I see it, and Ecco is one of my all-time NYC favorites',\n", | |
" 'type': 'user',\n", | |
" 'canonicalUrl': 'https://foursquare.com/item/5ab1cb46c9a517174651d3fe',\n", | |
" 'lang': 'en',\n", | |
" 'likes': {'count': 0, 'groups': []},\n", | |
" 'logView': True,\n", | |
" 'agreeCount': 3,\n", | |
" 'disagreeCount': 0,\n", | |
" 'lastVoteText': 'Upvoted May 14',\n", | |
" 'lastUpvoteTimestamp': 1557868336,\n", | |
" 'todo': {'count': 0},\n", | |
" 'user': {'id': '484542633',\n", | |
" 'firstName': 'Nick',\n", | |
" 'lastName': 'El-Tawil',\n", | |
" 'gender': 'male',\n", | |
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n", | |
" 'suffix': '/484542633_mK2Yum7T_7Tn9fWpndidJsmw2Hof_6T5vJBKCHPLMK5OL-U5ZiJGj51iwBstcpDLYa3Zvhvis.jpg'}},\n", | |
" 'authorInteractionType': 'liked'}]}}}" | |
] | |
}, | |
"execution_count": 83, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"## Ecco Tips\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": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Get tips and list of associated features" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 84, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"dict_keys(['id', 'createdAt', 'text', 'type', 'canonicalUrl', 'lang', 'likes', 'logView', 'agreeCount', 'disagreeCount', 'lastVoteText', 'lastUpvoteTimestamp', 'todo', 'user', 'authorInteractionType'])" | |
] | |
}, | |
"execution_count": 84, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"tips = results['response']['tips']['items']\n", | |
"\n", | |
"tip = results['response']['tips']['items'][0]\n", | |
"tip.keys()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Format column width and display all tips" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 85, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"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>text</th>\n", | |
" <th>agreeCount</th>\n", | |
" <th>disagreeCount</th>\n", | |
" <th>id</th>\n", | |
" <th>user.firstName</th>\n", | |
" <th>user.lastName</th>\n", | |
" <th>user.gender</th>\n", | |
" <th>user.id</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>A+ Italian food! Trust me on this: my mom’s side of the family is 100% Italian. I was born and bred to know good pasta when I see it, and Ecco is one of my all-time NYC favorites</td>\n", | |
" <td>3</td>\n", | |
" <td>0</td>\n", | |
" <td>5ab1cb46c9a517174651d3fe</td>\n", | |
" <td>Nick</td>\n", | |
" <td>El-Tawil</td>\n", | |
" <td>male</td>\n", | |
" <td>484542633</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" text \\\n", | |
"0 A+ Italian food! Trust me on this: my mom’s side of the family is 100% Italian. I was born and bred to know good pasta when I see it, and Ecco is one of my all-time NYC favorites \n", | |
"\n", | |
" agreeCount disagreeCount id user.firstName \\\n", | |
"0 3 0 5ab1cb46c9a517174651d3fe Nick \n", | |
"\n", | |
" user.lastName user.gender user.id \n", | |
"0 El-Tawil male 484542633 " | |
] | |
}, | |
"execution_count": 85, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"pd.set_option('display.max_colwidth', -1)\n", | |
"\n", | |
"tips_df = json_normalize(tips) # json normalize tips\n", | |
"\n", | |
"# columns to keep\n", | |
"filtered_columns = ['text', 'agreeCount', 'disagreeCount', 'id', 'user.firstName', 'user.lastName', 'user.gender', 'user.id']\n", | |
"tips_filtered = tips_df.loc[:, filtered_columns]\n", | |
"\n", | |
"# display tips\n", | |
"tips_filtered" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Now remember that because we are using a personal developer account, then we can access only 2 of the restaurant's tips, instead of all 15 tips." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
" " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"<a id=\"item3\"></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"## 3. Search a Foursquare User\n", | |
"> `https://api.foursquare.com/v2/users/`**USER_ID**`?client_id=`**CLIENT_ID**`&client_secret=`**CLIENT_SECRET**`&v=`**VERSION**" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"### Define URL, send GET request and display features associated with user" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"dict_keys(['id', 'firstName', 'lastName', 'gender', 'canonicalUrl', 'photo', 'friends', 'tips', 'homeCity', 'bio', 'contact', 'photos', 'type', 'mayorships', 'checkins', 'lists', 'lenses'])" | |
] | |
}, | |
"execution_count": 36, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"user_id = '484542633' # user ID with most agree counts and complete profile\n", | |
"\n", | |
"url = 'https://api.foursquare.com/v2/users/{}?client_id={}&client_secret={}&v={}'.format(user_id, CLIENT_ID, CLIENT_SECRET, VERSION) # define URL\n", | |
"\n", | |
"# send GET request\n", | |
"results = requests.get(url).json()\n", | |
"user_data = results['response']['user']\n", | |
"\n", | |
"# display features associated with user\n", | |
"user_data.keys()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 37, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"First Name: Nick\n", | |
"Last Name: El-Tawil\n", | |
"Home City: New York, NY\n" | |
] | |
} | |
], | |
"source": [ | |
"print('First Name: ' + user_data['firstName'])\n", | |
"print('Last Name: ' + user_data['lastName'])\n", | |
"print('Home City: ' + user_data['homeCity'])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### How many tips has this user submitted?" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 38, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{'count': 239}" | |
] | |
}, | |
"execution_count": 38, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"user_data['tips']" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Wow! So it turns out that Nick is a very active Foursquare user, with more than 250 tips." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"### Get User's tips" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 39, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"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>text</th>\n", | |
" <th>agreeCount</th>\n", | |
" <th>disagreeCount</th>\n", | |
" <th>id</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>The best! I’m especially fond of the salmon burger, but I’ve had half of the menu and never been disappointed. There’s a reason this place is well known even outside of the Village!</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>5aec594b1f7440002c138612</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>I used to down a pint of chocolate like it was nothing back when I was bulking. Highly recommended!</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>5accc9f66fa81f196724807b</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>They serve coffee!!!!!!</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>5accc98c0313204c9d7ec157</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>I’m a fan. In fact, I’m such a big fan, I want Taim to hire me to be their spokesman. Kind of like the Arabic Jared Fogle - but without the kid stuff.</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>5accbf033abcaf09a24612a0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>The linguine with clams is on point 👌</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>5accbe3a911fc423730f3ed3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>Great for a quick, cheap lunch! Shorter lines than Chipotle too👌</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>5acbecb86fa81f1967e019b0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>Quick, cheap lunch that tastes good! Way shorter line than Chipotle, too.</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>5acbec70a0215b732e264fe8</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>You’re not a real New Yorker until you’ve shame-ordered Insomnia Cookies for delivery at 3am</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>5acbbd4eb1538e45373b07f5</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>Good for you yet still tasty! Clean green protein is my go-to after I hit the gym 💪</td>\n", | |
" <td>2</td>\n", | |
" <td>0</td>\n", | |
" <td>5acbbcda01235808d5d6dc75</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9</th>\n", | |
" <td>Coffee game on point</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>5acbbb1501235808d5d6525e</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>10</th>\n", | |
" <td>This is the dive bar to end all other dive bars. Go here if you like cheap drinks! 🥃</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>5ab576abea1e444f2abb051e</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>11</th>\n", | |
" <td>Burger game strong 💪</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>5ab575fb6bdee65f759da8c1</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>12</th>\n", | |
" <td>Great burgers & fries! Also, this place is exactly what it’s like when you go to a bar in the Southwest. Source: I’m from Arizona.</td>\n", | |
" <td>2</td>\n", | |
" <td>0</td>\n", | |
" <td>5ab5575d73fe2516ad8f363b</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>13</th>\n", | |
" <td>That guy looks familiar...</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>5ab5299635f98312029a53b7</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>14</th>\n", | |
" <td>Açaí bowl + peanut butter + whey protein = 💪💪💪</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>5ab42db53c858d64af2688a4</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" text \\\n", | |
"0 The best! I’m especially fond of the salmon burger, but I’ve had half of the menu and never been disappointed. There’s a reason this place is well known even outside of the Village! \n", | |
"1 I used to down a pint of chocolate like it was nothing back when I was bulking. Highly recommended! \n", | |
"2 They serve coffee!!!!!! \n", | |
"3 I’m a fan. In fact, I’m such a big fan, I want Taim to hire me to be their spokesman. Kind of like the Arabic Jared Fogle - but without the kid stuff. \n", | |
"4 The linguine with clams is on point 👌 \n", | |
"5 Great for a quick, cheap lunch! Shorter lines than Chipotle too👌 \n", | |
"6 Quick, cheap lunch that tastes good! Way shorter line than Chipotle, too. \n", | |
"7 You’re not a real New Yorker until you’ve shame-ordered Insomnia Cookies for delivery at 3am \n", | |
"8 Good for you yet still tasty! Clean green protein is my go-to after I hit the gym 💪 \n", | |
"9 Coffee game on point \n", | |
"10 This is the dive bar to end all other dive bars. Go here if you like cheap drinks! 🥃 \n", | |
"11 Burger game strong 💪 \n", | |
"12 Great burgers & fries! Also, this place is exactly what it’s like when you go to a bar in the Southwest. Source: I’m from Arizona. \n", | |
"13 That guy looks familiar... \n", | |
"14 Açaí bowl + peanut butter + whey protein = 💪💪💪 \n", | |
"\n", | |
" agreeCount disagreeCount id \n", | |
"0 1 0 5aec594b1f7440002c138612 \n", | |
"1 1 0 5accc9f66fa81f196724807b \n", | |
"2 1 0 5accc98c0313204c9d7ec157 \n", | |
"3 1 0 5accbf033abcaf09a24612a0 \n", | |
"4 1 0 5accbe3a911fc423730f3ed3 \n", | |
"5 1 0 5acbecb86fa81f1967e019b0 \n", | |
"6 1 0 5acbec70a0215b732e264fe8 \n", | |
"7 1 0 5acbbd4eb1538e45373b07f5 \n", | |
"8 2 0 5acbbcda01235808d5d6dc75 \n", | |
"9 1 0 5acbbb1501235808d5d6525e \n", | |
"10 1 0 5ab576abea1e444f2abb051e \n", | |
"11 1 0 5ab575fb6bdee65f759da8c1 \n", | |
"12 2 0 5ab5575d73fe2516ad8f363b \n", | |
"13 1 0 5ab5299635f98312029a53b7 \n", | |
"14 1 0 5ab42db53c858d64af2688a4 " | |
] | |
}, | |
"execution_count": 39, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# define tips URL\n", | |
"url = 'https://api.foursquare.com/v2/users/{}/tips?client_id={}&client_secret={}&v={}&limit={}'.format(user_id, CLIENT_ID, CLIENT_SECRET, VERSION, limit)\n", | |
"\n", | |
"# send GET request and get user's tips\n", | |
"results = requests.get(url).json()\n", | |
"tips = results['response']['tips']['items']\n", | |
"\n", | |
"# format column width\n", | |
"pd.set_option('display.max_colwidth', -1)\n", | |
"\n", | |
"tips_df = json_normalize(tips)\n", | |
"\n", | |
"# filter columns\n", | |
"filtered_columns = ['text', 'agreeCount', 'disagreeCount', 'id']\n", | |
"tips_filtered = tips_df.loc[:, filtered_columns]\n", | |
"\n", | |
"# display user's tips\n", | |
"tips_filtered" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Let's get the venue for the tip with the greatest number of agree counts" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 40, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Cowgirl\n", | |
"{'address': '519 Hudson St', 'crossStreet': 'at W 10th St', 'lat': 40.73373338282062, 'lng': -74.0062998849649, 'labeledLatLngs': [{'label': 'display', 'lat': 40.73373338282062, 'lng': -74.0062998849649}], 'postalCode': '10014', 'cc': 'US', 'city': 'New York', 'state': 'NY', 'country': 'United States', 'formattedAddress': ['519 Hudson St (at W 10th St)', 'New York, NY 10014', 'United States']}\n" | |
] | |
} | |
], | |
"source": [ | |
"tip_id = '5ab5575d73fe2516ad8f363b' # tip id\n", | |
"\n", | |
"# define URL\n", | |
"url = 'http://api.foursquare.com/v2/tips/{}?client_id={}&client_secret={}&v={}'.format(tip_id, CLIENT_ID, CLIENT_SECRET, VERSION)\n", | |
"\n", | |
"# send GET Request and examine results\n", | |
"result = requests.get(url).json()\n", | |
"print(result['response']['tip']['venue']['name'])\n", | |
"print(result['response']['tip']['venue']['location'])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"### Get User's friends" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 41, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"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", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
"Empty DataFrame\n", | |
"Columns: []\n", | |
"Index: []" | |
] | |
}, | |
"execution_count": 41, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"user_friends = json_normalize(user_data['friends']['groups'][0]['items'])\n", | |
"user_friends" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Interesting. Despite being very active, it turns out that Nick does not have any friends on Foursquare. This might definitely change in the future." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"### Retrieve the User's Profile Image" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 42, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
}, | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{'id': '484542633',\n", | |
" 'firstName': 'Nick',\n", | |
" 'lastName': 'El-Tawil',\n", | |
" 'gender': 'male',\n", | |
" 'canonicalUrl': 'https://foursquare.com/nickeltawil',\n", | |
" 'photo': {'prefix': 'https://fastly.4sqi.net/img/user/',\n", | |
" 'suffix': '/484542633_mK2Yum7T_7Tn9fWpndidJsmw2Hof_6T5vJBKCHPLMK5OL-U5ZiJGj51iwBstcpDLYa3Zvhvis.jpg'},\n", | |
" 'friends': {'count': 0,\n", | |
" 'groups': [{'type': 'others',\n", | |
" 'name': 'Other friends',\n", | |
" 'count': 0,\n", | |
" 'items': []}]},\n", | |
" 'tips': {'count': 239},\n", | |
" 'homeCity': 'New York, NY',\n", | |
" 'bio': 'https://www.tawil.team/nick-el-tawil/',\n", | |
" 'contact': {},\n", | |
" 'photos': {'count': 0, 'items': []},\n", | |
" 'type': 'user',\n", | |
" 'mayorships': {'count': 0, 'items': []},\n", | |
" 'checkins': {'count': 1, 'items': []},\n", | |
" 'lists': {'count': 2,\n", | |
" 'groups': [{'type': 'created', 'count': 0, 'items': []},\n", | |
" {'type': 'followed', 'count': 0, 'items': []},\n", | |
" {'type': 'yours',\n", | |
" 'count': 2,\n", | |
" 'items': [{'id': '484542633/todos',\n", | |
" 'name': \"Nick's Saved Places\",\n", | |
" 'description': '',\n", | |
" 'type': 'todos',\n", | |
" 'editable': False,\n", | |
" 'public': True,\n", | |
" 'collaborative': False,\n", | |
" 'url': '/nickeltawil/list/todos',\n", | |
" 'canonicalUrl': 'https://foursquare.com/nickeltawil/list/todos',\n", | |
" 'listItems': {'count': 0}},\n", | |
" {'id': '484542633/venuelikes',\n", | |
" 'name': 'Nick’s Liked Places',\n", | |
" 'description': '',\n", | |
" 'type': 'likes',\n", | |
" 'editable': False,\n", | |
" 'public': True,\n", | |
" 'collaborative': False,\n", | |
" 'url': '/nickeltawil/list/venuelikes',\n", | |
" 'canonicalUrl': 'https://foursquare.com/nickeltawil/list/venuelikes',\n", | |
" 'listItems': {'count': 0}}]}]},\n", | |
" 'lenses': []}" | |
] | |
}, | |
"execution_count": 42, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"user_data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 43, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<img src=\"https://igx.4sqi.net/img/user/300x300/484542633_mK2Yum7T_7Tn9fWpndidJsmw2Hof_6T5vJBKCHPLMK5OL-U5ZiJGj51iwBstcpDLYa3Zvhvis.jpg\"/>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 43, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# 1. grab prefix of photo\n", | |
"# 2. grab suffix of photo\n", | |
"# 3. concatenate them using the image size \n", | |
"Image(url='https://igx.4sqi.net/img/user/300x300/484542633_mK2Yum7T_7Tn9fWpndidJsmw2Hof_6T5vJBKCHPLMK5OL-U5ZiJGj51iwBstcpDLYa3Zvhvis.jpg')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
" " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"<a id=\"item4\"></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"## 4. Explore a location\n", | |
"> `https://api.foursquare.com/v2/venues/`**explore**`?client_id=`**CLIENT_ID**`&client_secret=`**CLIENT_SECRET**`&ll=`**LATITUDE**`,`**LONGITUDE**`&v=`**VERSION**`&limit=`**LIMIT**" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### So, you just finished your gourmet dish at Ecco, and are just curious about the popular spots around the restaurant. In order to explore the area, let's start by getting the latitude and longitude values of Ecco Restaurant." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 44, | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [], | |
"source": [ | |
"latitude = 40.715337\n", | |
"longitude = -74.008848" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Define URL" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 45, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'https://api.foursquare.com/v2/venues/explore?client_id=RJRNPM53LPRPIQT1ZC2YQTVSLJ3CP3LXE3CRH0DVCO0LODOL&client_secret=XIADFIC2V4FL453CQEM0S22EMIGSXTYRUF5RS4E2XX40KKO3&ll=40.715337,-74.008848&v=20180604&radius=500&limit=30'" | |
] | |
}, | |
"execution_count": 45, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"url = 'https://api.foursquare.com/v2/venues/explore?client_id={}&client_secret={}&ll={},{}&v={}&radius={}&limit={}'.format(CLIENT_ID, CLIENT_SECRET, latitude, longitude, VERSION, radius, LIMIT)\n", | |
"url" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Send GET request and examine results" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 46, | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [], | |
"source": [ | |
"import requests" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 47, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'There are 30 around Ecco restaurant.'" | |
] | |
}, | |
"execution_count": 47, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"results = requests.get(url).json()\n", | |
"'There are {} around Ecco restaurant.'.format(len(results['response']['groups'][0]['items']))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Get relevant part of JSON" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 48, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{'reasons': {'count': 0,\n", | |
" 'items': [{'summary': 'This spot is popular',\n", | |
" 'type': 'general',\n", | |
" 'reasonName': 'globalInteractionReason'}]},\n", | |
" 'venue': {'id': '4af5d65ff964a52091fd21e3',\n", | |
" 'name': 'Korin',\n", | |
" 'location': {'address': '57 Warren St',\n", | |
" 'crossStreet': 'Church St',\n", | |
" 'lat': 40.71482437714839,\n", | |
" 'lng': -74.00940425461492,\n", | |
" 'labeledLatLngs': [{'label': 'display',\n", | |
" 'lat': 40.71482437714839,\n", | |
" 'lng': -74.00940425461492}],\n", | |
" 'distance': 73,\n", | |
" 'postalCode': '10007',\n", | |
" 'cc': 'US',\n", | |
" 'neighborhood': 'Tribeca',\n", | |
" 'city': 'New York',\n", | |
" 'state': 'NY',\n", | |
" 'country': 'United States',\n", | |
" 'formattedAddress': ['57 Warren St (Church St)',\n", | |
" 'New York, NY 10007',\n", | |
" 'United States']},\n", | |
" 'categories': [{'id': '4bf58dd8d48988d1f8941735',\n", | |
" 'name': 'Furniture / Home Store',\n", | |
" 'pluralName': 'Furniture / Home Stores',\n", | |
" 'shortName': 'Furniture / Home',\n", | |
" 'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/furniture_',\n", | |
" 'suffix': '.png'},\n", | |
" 'primary': True}],\n", | |
" 'photos': {'count': 0, 'groups': []},\n", | |
" 'venuePage': {'id': '33104775'}},\n", | |
" 'referralId': 'e-0-4af5d65ff964a52091fd21e3-0'}" | |
] | |
}, | |
"execution_count": 48, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"items = results['response']['groups'][0]['items']\n", | |
"items[0]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Process JSON and convert it to a clean dataframe" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 49, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"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>address</th>\n", | |
" <th>crossStreet</th>\n", | |
" <th>lat</th>\n", | |
" <th>lng</th>\n", | |
" <th>labeledLatLngs</th>\n", | |
" <th>distance</th>\n", | |
" <th>postalCode</th>\n", | |
" <th>cc</th>\n", | |
" <th>neighborhood</th>\n", | |
" <th>city</th>\n", | |
" <th>state</th>\n", | |
" <th>country</th>\n", | |
" <th>formattedAddress</th>\n", | |
" <th>id</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>Korin</td>\n", | |
" <td>Furniture / Home Store</td>\n", | |
" <td>57 Warren St</td>\n", | |
" <td>Church St</td>\n", | |
" <td>40.714824</td>\n", | |
" <td>-74.009404</td>\n", | |
" <td>[{'label': 'display', 'lat': 40.71482437714839, 'lng': -74.00940425461492}]</td>\n", | |
" <td>73</td>\n", | |
" <td>10007</td>\n", | |
" <td>US</td>\n", | |
" <td>Tribeca</td>\n", | |
" <td>New York</td>\n", | |
" <td>NY</td>\n", | |
" <td>United States</td>\n", | |
" <td>[57 Warren St (Church St), New York, NY 10007, United States]</td>\n", | |
" <td>4af5d65ff964a52091fd21e3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>Juice Press</td>\n", | |
" <td>Vegetarian / Vegan Restaurant</td>\n", | |
" <td>83 Murray St</td>\n", | |
" <td>btwn Greenwich St & W Broadway</td>\n", | |
" <td>40.714788</td>\n", | |
" <td>-74.011132</td>\n", | |
" <td>[{'label': 'display', 'lat': 40.71478769908051, 'lng': -74.0111317502157}]</td>\n", | |
" <td>202</td>\n", | |
" <td>10007</td>\n", | |
" <td>US</td>\n", | |
" <td>NaN</td>\n", | |
" <td>New York</td>\n", | |
" <td>NY</td>\n", | |
" <td>United States</td>\n", | |
" <td>[83 Murray St (btwn Greenwich St & W Broadway), New York, NY 10007, United States]</td>\n", | |
" <td>54148bc6498ea7bb8c05b70a</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>Takahachi Bakery</td>\n", | |
" <td>Bakery</td>\n", | |
" <td>25 Murray St</td>\n", | |
" <td>at Church St</td>\n", | |
" <td>40.713653</td>\n", | |
" <td>-74.008804</td>\n", | |
" <td>[{'label': 'display', 'lat': 40.713652845301894, 'lng': -74.0088038953017}]</td>\n", | |
" <td>187</td>\n", | |
" <td>10007</td>\n", | |
" <td>US</td>\n", | |
" <td>NaN</td>\n", | |
" <td>New York</td>\n", | |
" <td>NY</td>\n", | |
" <td>United States</td>\n", | |
" <td>[25 Murray St (at Church St), New York, NY 10007, United States]</td>\n", | |
" <td>4c154c9a77cea593c401d260</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>Takahachi</td>\n", | |
" <td>Sushi Restaurant</td>\n", | |
" <td>145 Duane St</td>\n", | |
" <td>btwn W Broadway & Church St</td>\n", | |
" <td>40.716526</td>\n", | |
" <td>-74.008101</td>\n", | |
" <td>[{'label': 'display', 'lat': 40.71652647412374, 'lng': -74.00810108466207}]</td>\n", | |
" <td>146</td>\n", | |
" <td>10013</td>\n", | |
" <td>US</td>\n", | |
" <td>NaN</td>\n", | |
" <td>New York</td>\n", | |
" <td>NY</td>\n", | |
" <td>United States</td>\n", | |
" <td>[145 Duane St (btwn W Broadway & Church St), New York, NY 10013, United States]</td>\n", | |
" <td>4a8f2f39f964a520471420e3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>Chambers Street Wines</td>\n", | |
" <td>Wine Shop</td>\n", | |
" <td>148 Chambers St</td>\n", | |
" <td>btwn West Broadway & Hudson St</td>\n", | |
" <td>40.715773</td>\n", | |
" <td>-74.009718</td>\n", | |
" <td>[{'label': 'display', 'lat': 40.715773063928374, 'lng': -74.00971823312332}]</td>\n", | |
" <td>88</td>\n", | |
" <td>10007</td>\n", | |
" <td>US</td>\n", | |
" <td>NaN</td>\n", | |
" <td>New York</td>\n", | |
" <td>NY</td>\n", | |
" <td>United States</td>\n", | |
" <td>[148 Chambers St (btwn West Broadway & Hudson St), New York, NY 10007, United States]</td>\n", | |
" <td>4adcf23cf964a520cc6221e3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>Heyday</td>\n", | |
" <td>Spa</td>\n", | |
" <td>92 Reade St</td>\n", | |
" <td>NaN</td>\n", | |
" <td>40.715598</td>\n", | |
" <td>-74.007882</td>\n", | |
" <td>[{'label': 'display', 'lat': 40.715598486687675, 'lng': -74.00788227511288}]</td>\n", | |
" <td>86</td>\n", | |
" <td>10013</td>\n", | |
" <td>US</td>\n", | |
" <td>NaN</td>\n", | |
" <td>New York</td>\n", | |
" <td>NY</td>\n", | |
" <td>United States</td>\n", | |
" <td>[92 Reade St, New York, NY 10013, United States]</td>\n", | |
" <td>57ad129c498e05b086594d72</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>Philip Williams Posters</td>\n", | |
" <td>Antique Shop</td>\n", | |
" <td>122 Chambers St</td>\n", | |
" <td>NaN</td>\n", | |
" <td>40.715284</td>\n", | |
" <td>-74.008781</td>\n", | |
" <td>[{'label': 'display', 'lat': 40.71528423132827, 'lng': -74.00878093952018}]</td>\n", | |
" <td>8</td>\n", | |
" <td>10007</td>\n", | |
" <td>US</td>\n", | |
" <td>NaN</td>\n", | |
" <td>New York</td>\n", | |
" <td>NY</td>\n", | |
" <td>United States</td>\n", | |
" <td>[122 Chambers St, New York, NY 10007, United States]</td>\n", | |
" <td>4b747291f964a52042dd2de3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>Equinox Tribeca</td>\n", | |
" <td>Gym</td>\n", | |
" <td>54 Murray Street</td>\n", | |
" <td>at W Broadway</td>\n", | |
" <td>40.714099</td>\n", | |
" <td>-74.009686</td>\n", | |
" <td>[{'label': 'display', 'lat': 40.71409860726041, 'lng': -74.0096857179283}]</td>\n", | |
" <td>154</td>\n", | |
" <td>10007</td>\n", | |
" <td>US</td>\n", | |
" <td>NaN</td>\n", | |
" <td>New York</td>\n", | |
" <td>NY</td>\n", | |
" <td>United States</td>\n", | |
" <td>[54 Murray Street (at W Broadway), New York, NY 10007, United States]</td>\n", | |
" <td>4a6e331af964a52031d41fe3</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>Mulberry & Vine</td>\n", | |
" <td>Café</td>\n", | |
" <td>73 Warren St</td>\n", | |
" <td>btwn W Broadway & Greenwich St</td>\n", | |
" <td>40.715177</td>\n", | |
" <td>-74.010227</td>\n", | |
" <td>[{'label': 'display', 'lat': 40.71517693966315, 'lng': -74.01022747778285}]</td>\n", | |
" <td>117</td>\n", | |
" <td>10007</td>\n", | |
" <td>US</td>\n", | |
" <td>NaN</td>\n", | |
" <td>New York</td>\n", | |
" <td>NY</td>\n", | |
" <td>United States</td>\n", | |
" <td>[73 Warren St (btwn W Broadway & Greenwich St), New York, NY 10007, United States]</td>\n", | |
" <td>5171b5cc011cef9833bbb787</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9</th>\n", | |
" <td>Whole Foods Market</td>\n", | |
" <td>Grocery Store</td>\n", | |
" <td>270 Greenwich Street</td>\n", | |
" <td>at Warren St</td>\n", | |
" <td>40.715579</td>\n", | |
" <td>-74.011368</td>\n", | |
" <td>[{'label': 'display', 'lat': 40.715579155420606, 'lng': -74.01136823958119}]</td>\n", | |
" <td>214</td>\n", | |
" <td>10007</td>\n", | |
" <td>US</td>\n", | |
" <td>Tribeca</td>\n", | |
" <td>New York</td>\n", | |
" <td>NY</td>\n", | |
" <td>United States</td>\n", | |
" <td>[270 Greenwich Street (at Warren St), New York, NY 10007, United States]</td>\n", | |
" <td>49bc3b0af964a52020541fe3</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" name categories \\\n", | |
"0 Korin Furniture / Home Store \n", | |
"1 Juice Press Vegetarian / Vegan Restaurant \n", | |
"2 Takahachi Bakery Bakery \n", | |
"3 Takahachi Sushi Restaurant \n", | |
"4 Chambers Street Wines Wine Shop \n", | |
"5 Heyday Spa \n", | |
"6 Philip Williams Posters Antique Shop \n", | |
"7 Equinox Tribeca Gym \n", | |
"8 Mulberry & Vine Café \n", | |
"9 Whole Foods Market Grocery Store \n", | |
"\n", | |
" address crossStreet lat lng \\\n", | |
"0 57 Warren St Church St 40.714824 -74.009404 \n", | |
"1 83 Murray St btwn Greenwich St & W Broadway 40.714788 -74.011132 \n", | |
"2 25 Murray St at Church St 40.713653 -74.008804 \n", | |
"3 145 Duane St btwn W Broadway & Church St 40.716526 -74.008101 \n", | |
"4 148 Chambers St btwn West Broadway & Hudson St 40.715773 -74.009718 \n", | |
"5 92 Reade St NaN 40.715598 -74.007882 \n", | |
"6 122 Chambers St NaN 40.715284 -74.008781 \n", | |
"7 54 Murray Street at W Broadway 40.714099 -74.009686 \n", | |
"8 73 Warren St btwn W Broadway & Greenwich St 40.715177 -74.010227 \n", | |
"9 270 Greenwich Street at Warren St 40.715579 -74.011368 \n", | |
"\n", | |
" labeledLatLngs \\\n", | |
"0 [{'label': 'display', 'lat': 40.71482437714839, 'lng': -74.00940425461492}] \n", | |
"1 [{'label': 'display', 'lat': 40.71478769908051, 'lng': -74.0111317502157}] \n", | |
"2 [{'label': 'display', 'lat': 40.713652845301894, 'lng': -74.0088038953017}] \n", | |
"3 [{'label': 'display', 'lat': 40.71652647412374, 'lng': -74.00810108466207}] \n", | |
"4 [{'label': 'display', 'lat': 40.715773063928374, 'lng': -74.00971823312332}] \n", | |
"5 [{'label': 'display', 'lat': 40.715598486687675, 'lng': -74.00788227511288}] \n", | |
"6 [{'label': 'display', 'lat': 40.71528423132827, 'lng': -74.00878093952018}] \n", | |
"7 [{'label': 'display', 'lat': 40.71409860726041, 'lng': -74.0096857179283}] \n", | |
"8 [{'label': 'display', 'lat': 40.71517693966315, 'lng': -74.01022747778285}] \n", | |
"9 [{'label': 'display', 'lat': 40.715579155420606, 'lng': -74.01136823958119}] \n", | |
"\n", | |
" distance postalCode cc neighborhood city state country \\\n", | |
"0 73 10007 US Tribeca New York NY United States \n", | |
"1 202 10007 US NaN New York NY United States \n", | |
"2 187 10007 US NaN New York NY United States \n", | |
"3 146 10013 US NaN New York NY United States \n", | |
"4 88 10007 US NaN New York NY United States \n", | |
"5 86 10013 US NaN New York NY United States \n", | |
"6 8 10007 US NaN New York NY United States \n", | |
"7 154 10007 US NaN New York NY United States \n", | |
"8 117 10007 US NaN New York NY United States \n", | |
"9 214 10007 US Tribeca New York NY United States \n", | |
"\n", | |
" formattedAddress \\\n", | |
"0 [57 Warren St (Church St), New York, NY 10007, United States] \n", | |
"1 [83 Murray St (btwn Greenwich St & W Broadway), New York, NY 10007, United States] \n", | |
"2 [25 Murray St (at Church St), New York, NY 10007, United States] \n", | |
"3 [145 Duane St (btwn W Broadway & Church St), New York, NY 10013, United States] \n", | |
"4 [148 Chambers St (btwn West Broadway & Hudson St), New York, NY 10007, United States] \n", | |
"5 [92 Reade St, New York, NY 10013, United States] \n", | |
"6 [122 Chambers St, New York, NY 10007, United States] \n", | |
"7 [54 Murray Street (at W Broadway), New York, NY 10007, United States] \n", | |
"8 [73 Warren St (btwn W Broadway & Greenwich St), New York, NY 10007, United States] \n", | |
"9 [270 Greenwich Street (at Warren St), New York, NY 10007, United States] \n", | |
"\n", | |
" id \n", | |
"0 4af5d65ff964a52091fd21e3 \n", | |
"1 54148bc6498ea7bb8c05b70a \n", | |
"2 4c154c9a77cea593c401d260 \n", | |
"3 4a8f2f39f964a520471420e3 \n", | |
"4 4adcf23cf964a520cc6221e3 \n", | |
"5 57ad129c498e05b086594d72 \n", | |
"6 4b747291f964a52042dd2de3 \n", | |
"7 4a6e331af964a52031d41fe3 \n", | |
"8 5171b5cc011cef9833bbb787 \n", | |
"9 49bc3b0af964a52020541fe3 " | |
] | |
}, | |
"execution_count": 49, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"dataframe = json_normalize(items) # flatten JSON\n", | |
"\n", | |
"# filter columns\n", | |
"filtered_columns = ['venue.name', 'venue.categories'] + [col for col in dataframe.columns if col.startswith('venue.location.')] + ['venue.id']\n", | |
"dataframe_filtered = dataframe.loc[:, filtered_columns]\n", | |
"\n", | |
"# filter the category for each row\n", | |
"dataframe_filtered['venue.categories'] = dataframe_filtered.apply(get_category_type, axis=1)\n", | |
"\n", | |
"# clean columns\n", | |
"dataframe_filtered.columns = [col.split('.')[-1] for col in dataframe_filtered.columns]\n", | |
"\n", | |
"dataframe_filtered.head(10)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Let's visualize these items on the map around our location" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 50, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_b3b8ed443698469db86c38c90198f21e {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_b3b8ed443698469db86c38c90198f21e" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_b3b8ed443698469db86c38c90198f21e = L.map(
                                  'map_b3b8ed443698469db86c38c90198f21e',
                                  {center: [40.715337,-74.008848],
                                  zoom: 15,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_f4bb440c6c264e47a48f7490f1592c61 = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_b3b8ed443698469db86c38c90198f21e);
        
    
            var circle_marker_7bbbc1dc2a204e44879176670eb29287 = L.circleMarker(
                [40.715337,-74.008848],
                {
  "bubblingMouseEvents": true,
  "color": "red",
  "dashArray": null,
  "dashOffset": null,
  "fill": true,
  "fillColor": "red",
  "fillOpacity": 0.6,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "opacity": 1.0,
  "radius": 10,
  "stroke": true,
  "weight": 3
}
                ).addTo(map_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_e34a48c2ff714d0f93e1fe62c8282d99 = L.popup({maxWidth: '300'});

            
                var html_46c29fc047434478bb184b0785784e3e = $('<div id="html_46c29fc047434478bb184b0785784e3e" style="width: 100.0%; height: 100.0%;">Ecco</div>')[0];
                popup_e34a48c2ff714d0f93e1fe62c8282d99.setContent(html_46c29fc047434478bb184b0785784e3e);
            

            circle_marker_7bbbc1dc2a204e44879176670eb29287.bindPopup(popup_e34a48c2ff714d0f93e1fe62c8282d99);

            
        
    
            var circle_marker_3c3eabb331a54dc1a71f698663ac809e = L.circleMarker(
                [40.71482437714839,-74.00940425461492],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_80d9eb1b92334a3bb3e381ea8f417fe3 = L.popup({maxWidth: '300'});

            
                var html_68a3e07b7e114ab9a3652a4215fc7b8c = $('<div id="html_68a3e07b7e114ab9a3652a4215fc7b8c" style="width: 100.0%; height: 100.0%;">Furniture / Home Store</div>')[0];
                popup_80d9eb1b92334a3bb3e381ea8f417fe3.setContent(html_68a3e07b7e114ab9a3652a4215fc7b8c);
            

            circle_marker_3c3eabb331a54dc1a71f698663ac809e.bindPopup(popup_80d9eb1b92334a3bb3e381ea8f417fe3);

            
        
    
            var circle_marker_67b731f96a3d4e3184315291eec2d1c9 = L.circleMarker(
                [40.71478769908051,-74.0111317502157],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_e4ebb129b01845a9884912aa05c93585 = L.popup({maxWidth: '300'});

            
                var html_8cca2eee44884dbe9ed7f0ea4a7ca7e6 = $('<div id="html_8cca2eee44884dbe9ed7f0ea4a7ca7e6" style="width: 100.0%; height: 100.0%;">Vegetarian / Vegan Restaurant</div>')[0];
                popup_e4ebb129b01845a9884912aa05c93585.setContent(html_8cca2eee44884dbe9ed7f0ea4a7ca7e6);
            

            circle_marker_67b731f96a3d4e3184315291eec2d1c9.bindPopup(popup_e4ebb129b01845a9884912aa05c93585);

            
        
    
            var circle_marker_955a4284e8114991a17abbfabc742e51 = L.circleMarker(
                [40.713652845301894,-74.0088038953017],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_73e576d6e29e46079b6265486b5ec648 = L.popup({maxWidth: '300'});

            
                var html_1c7a30d5757b4491b21e46f9907199da = $('<div id="html_1c7a30d5757b4491b21e46f9907199da" style="width: 100.0%; height: 100.0%;">Bakery</div>')[0];
                popup_73e576d6e29e46079b6265486b5ec648.setContent(html_1c7a30d5757b4491b21e46f9907199da);
            

            circle_marker_955a4284e8114991a17abbfabc742e51.bindPopup(popup_73e576d6e29e46079b6265486b5ec648);

            
        
    
            var circle_marker_da2c45c3a5e5442ca9fc0e2bdc275f82 = L.circleMarker(
                [40.71652647412374,-74.00810108466207],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_c8d266cda7e44916afb066b12c9e250f = L.popup({maxWidth: '300'});

            
                var html_e4bcd57e021a442b8ab4d7c05f213f0a = $('<div id="html_e4bcd57e021a442b8ab4d7c05f213f0a" style="width: 100.0%; height: 100.0%;">Sushi Restaurant</div>')[0];
                popup_c8d266cda7e44916afb066b12c9e250f.setContent(html_e4bcd57e021a442b8ab4d7c05f213f0a);
            

            circle_marker_da2c45c3a5e5442ca9fc0e2bdc275f82.bindPopup(popup_c8d266cda7e44916afb066b12c9e250f);

            
        
    
            var circle_marker_010b2a5b98b74ed18b427f63346244bb = L.circleMarker(
                [40.715773063928374,-74.00971823312332],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_6c7ada9effeb41eda4be5c3bf8829b38 = L.popup({maxWidth: '300'});

            
                var html_e85c76e0e4d1433790d70febbf5801fe = $('<div id="html_e85c76e0e4d1433790d70febbf5801fe" style="width: 100.0%; height: 100.0%;">Wine Shop</div>')[0];
                popup_6c7ada9effeb41eda4be5c3bf8829b38.setContent(html_e85c76e0e4d1433790d70febbf5801fe);
            

            circle_marker_010b2a5b98b74ed18b427f63346244bb.bindPopup(popup_6c7ada9effeb41eda4be5c3bf8829b38);

            
        
    
            var circle_marker_95e49e1a2631418f968ee9dc5fbfa963 = L.circleMarker(
                [40.715598486687675,-74.00788227511288],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_ddbaacb9df5c4a0ba16b7d00172fe069 = L.popup({maxWidth: '300'});

            
                var html_88403d1c7272438ab0ec3c53a43baff8 = $('<div id="html_88403d1c7272438ab0ec3c53a43baff8" style="width: 100.0%; height: 100.0%;">Spa</div>')[0];
                popup_ddbaacb9df5c4a0ba16b7d00172fe069.setContent(html_88403d1c7272438ab0ec3c53a43baff8);
            

            circle_marker_95e49e1a2631418f968ee9dc5fbfa963.bindPopup(popup_ddbaacb9df5c4a0ba16b7d00172fe069);

            
        
    
            var circle_marker_34b1ae1cec8a44e399e448125bd9d068 = L.circleMarker(
                [40.71528423132827,-74.00878093952018],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_f442bcd995e547beb42085d3dc981860 = L.popup({maxWidth: '300'});

            
                var html_071fa192ad164dd39eb6c8f4a2b3de0f = $('<div id="html_071fa192ad164dd39eb6c8f4a2b3de0f" style="width: 100.0%; height: 100.0%;">Antique Shop</div>')[0];
                popup_f442bcd995e547beb42085d3dc981860.setContent(html_071fa192ad164dd39eb6c8f4a2b3de0f);
            

            circle_marker_34b1ae1cec8a44e399e448125bd9d068.bindPopup(popup_f442bcd995e547beb42085d3dc981860);

            
        
    
            var circle_marker_907e8b845b54428cb2c6b60be27b1c9b = L.circleMarker(
                [40.71409860726041,-74.0096857179283],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_c35a09b820fb4725837cfe5bc4048261 = L.popup({maxWidth: '300'});

            
                var html_244603b0f872451f97d17c2385f6b8de = $('<div id="html_244603b0f872451f97d17c2385f6b8de" style="width: 100.0%; height: 100.0%;">Gym</div>')[0];
                popup_c35a09b820fb4725837cfe5bc4048261.setContent(html_244603b0f872451f97d17c2385f6b8de);
            

            circle_marker_907e8b845b54428cb2c6b60be27b1c9b.bindPopup(popup_c35a09b820fb4725837cfe5bc4048261);

            
        
    
            var circle_marker_a3e615d3347a4b57a589d864fa553120 = L.circleMarker(
                [40.71517693966315,-74.01022747778285],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_7a3615103fcf41e8801362394ca227d7 = L.popup({maxWidth: '300'});

            
                var html_3fe65427c7d14143839aa2226f888274 = $('<div id="html_3fe65427c7d14143839aa2226f888274" style="width: 100.0%; height: 100.0%;">Café</div>')[0];
                popup_7a3615103fcf41e8801362394ca227d7.setContent(html_3fe65427c7d14143839aa2226f888274);
            

            circle_marker_a3e615d3347a4b57a589d864fa553120.bindPopup(popup_7a3615103fcf41e8801362394ca227d7);

            
        
    
            var circle_marker_2b1a50b476504409b81ef05929173012 = L.circleMarker(
                [40.715579155420606,-74.01136823958119],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_c483d13a95b542e495467cf0aad1c4c6 = L.popup({maxWidth: '300'});

            
                var html_c6d70061c9964a51b853b0e440073163 = $('<div id="html_c6d70061c9964a51b853b0e440073163" style="width: 100.0%; height: 100.0%;">Grocery Store</div>')[0];
                popup_c483d13a95b542e495467cf0aad1c4c6.setContent(html_c6d70061c9964a51b853b0e440073163);
            

            circle_marker_2b1a50b476504409b81ef05929173012.bindPopup(popup_c483d13a95b542e495467cf0aad1c4c6);

            
        
    
            var circle_marker_5aa0638bba5441619fc719c233bf37dc = L.circleMarker(
                [40.71553710116416,-74.00772452925565],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_e4dc453257e74e9bb6624d6b52c86c48 = L.popup({maxWidth: '300'});

            
                var html_b391e21b85094435902b12853353641f = $('<div id="html_b391e21b85094435902b12853353641f" style="width: 100.0%; height: 100.0%;">Falafel Restaurant</div>')[0];
                popup_e4dc453257e74e9bb6624d6b52c86c48.setContent(html_b391e21b85094435902b12853353641f);
            

            circle_marker_5aa0638bba5441619fc719c233bf37dc.bindPopup(popup_e4dc453257e74e9bb6624d6b52c86c48);

            
        
    
            var circle_marker_9e19739ddecd498abea1df98ec399908 = L.circleMarker(
                [40.7156286200256,-74.0079922583853],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_815da666776c4d7bb2facaceb401d7de = L.popup({maxWidth: '300'});

            
                var html_d2cfe80722e046e09fab9fb229ace84b = $('<div id="html_d2cfe80722e046e09fab9fb229ace84b" style="width: 100.0%; height: 100.0%;">Gym / Fitness Center</div>')[0];
                popup_815da666776c4d7bb2facaceb401d7de.setContent(html_d2cfe80722e046e09fab9fb229ace84b);
            

            circle_marker_9e19739ddecd498abea1df98ec399908.bindPopup(popup_815da666776c4d7bb2facaceb401d7de);

            
        
    
            var circle_marker_efd56561b6d640098d405af4f30ee93f = L.circleMarker(
                [40.715486585249735,-74.00913313510836],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_351d03e0441c4a0798a816b6b098bbdc = L.popup({maxWidth: '300'});

            
                var html_a114b715ed6846bc8fc6a527a5b1442d = $('<div id="html_a114b715ed6846bc8fc6a527a5b1442d" style="width: 100.0%; height: 100.0%;">American Restaurant</div>')[0];
                popup_351d03e0441c4a0798a816b6b098bbdc.setContent(html_a114b715ed6846bc8fc6a527a5b1442d);
            

            circle_marker_efd56561b6d640098d405af4f30ee93f.bindPopup(popup_351d03e0441c4a0798a816b6b098bbdc);

            
        
    
            var circle_marker_5eceef117e7b4247869b01db875e0316 = L.circleMarker(
                [40.71435,-74.0098],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_e750ecbfb6ff4816bf7ace0bd93e9db1 = L.popup({maxWidth: '300'});

            
                var html_b25675cfee7241e6b30fa7a777fdd65b = $('<div id="html_b25675cfee7241e6b30fa7a777fdd65b" style="width: 100.0%; height: 100.0%;">Strip Club</div>')[0];
                popup_e750ecbfb6ff4816bf7ace0bd93e9db1.setContent(html_b25675cfee7241e6b30fa7a777fdd65b);
            

            circle_marker_5eceef117e7b4247869b01db875e0316.bindPopup(popup_e750ecbfb6ff4816bf7ace0bd93e9db1);

            
        
    
            var circle_marker_e95fabbfab8c4352a5ce05f908e5f62b = L.circleMarker(
                [40.71679304855808,-74.00821998878457],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_ccfbd4ffa6b643f5aef810a900d8f05f = L.popup({maxWidth: '300'});

            
                var html_3b50b72c852140ab9e7eac08f91e80da = $('<div id="html_3b50b72c852140ab9e7eac08f91e80da" style="width: 100.0%; height: 100.0%;">American Restaurant</div>')[0];
                popup_ccfbd4ffa6b643f5aef810a900d8f05f.setContent(html_3b50b72c852140ab9e7eac08f91e80da);
            

            circle_marker_e95fabbfab8c4352a5ce05f908e5f62b.bindPopup(popup_ccfbd4ffa6b643f5aef810a900d8f05f);

            
        
    
            var circle_marker_b82c8c3427f44b2492c45af34f4b7d72 = L.circleMarker(
                [40.71490950153982,-74.00948027011903],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_5c60384bee6c47bcb684070ee25602ec = L.popup({maxWidth: '300'});

            
                var html_8f4c13116dc54c24bf026bcbaf505048 = $('<div id="html_8f4c13116dc54c24bf026bcbaf505048" style="width: 100.0%; height: 100.0%;">Bookstore</div>')[0];
                popup_5c60384bee6c47bcb684070ee25602ec.setContent(html_8f4c13116dc54c24bf026bcbaf505048);
            

            circle_marker_b82c8c3427f44b2492c45af34f4b7d72.bindPopup(popup_5c60384bee6c47bcb684070ee25602ec);

            
        
    
            var circle_marker_e497927dd64e454b84c5ff1acdbedf5d = L.circleMarker(
                [40.71674084163369,-74.0086664438893],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_e29c7415cf6a4536a9347ef3928cad5c = L.popup({maxWidth: '300'});

            
                var html_e21fc4846da24a6c9e24095947b90cfa = $('<div id="html_e21fc4846da24a6c9e24095947b90cfa" style="width: 100.0%; height: 100.0%;">Cocktail Bar</div>')[0];
                popup_e29c7415cf6a4536a9347ef3928cad5c.setContent(html_e21fc4846da24a6c9e24095947b90cfa);
            

            circle_marker_e497927dd64e454b84c5ff1acdbedf5d.bindPopup(popup_e29c7415cf6a4536a9347ef3928cad5c);

            
        
    
            var circle_marker_2c936797b5244f0594dd38f36e1758f4 = L.circleMarker(
                [40.71637984317071,-74.00962933453428],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_acac178d647e47a4a3a0585f987ae6ca = L.popup({maxWidth: '300'});

            
                var html_bc2fba9a51bd408e91892853f50b5354 = $('<div id="html_bc2fba9a51bd408e91892853f50b5354" style="width: 100.0%; height: 100.0%;">New American Restaurant</div>')[0];
                popup_acac178d647e47a4a3a0585f987ae6ca.setContent(html_bc2fba9a51bd408e91892853f50b5354);
            

            circle_marker_2c936797b5244f0594dd38f36e1758f4.bindPopup(popup_acac178d647e47a4a3a0585f987ae6ca);

            
        
    
            var circle_marker_07dc59da9b0145dca296518880c5b819 = L.circleMarker(
                [40.716752816876635,-74.00858376295221],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_906d6d380a0f4675be246818f5606216 = L.popup({maxWidth: '300'});

            
                var html_640728feb56249bc9a1b198e7d9f5fa7 = $('<div id="html_640728feb56249bc9a1b198e7d9f5fa7" style="width: 100.0%; height: 100.0%;">Asian Restaurant</div>')[0];
                popup_906d6d380a0f4675be246818f5606216.setContent(html_640728feb56249bc9a1b198e7d9f5fa7);
            

            circle_marker_07dc59da9b0145dca296518880c5b819.bindPopup(popup_906d6d380a0f4675be246818f5606216);

            
        
    
            var circle_marker_cf3da1eb19d049e582d0bf49966137c7 = L.circleMarker(
                [40.714342290158086,-74.00809356840004],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_cf0a87c0b6404364895bbaf15f718b2a = L.popup({maxWidth: '300'});

            
                var html_54b8cb4d6e1d4bf5ade2c1774a165176 = $('<div id="html_54b8cb4d6e1d4bf5ade2c1774a165176" style="width: 100.0%; height: 100.0%;">Yoga Studio</div>')[0];
                popup_cf0a87c0b6404364895bbaf15f718b2a.setContent(html_54b8cb4d6e1d4bf5ade2c1774a165176);
            

            circle_marker_cf3da1eb19d049e582d0bf49966137c7.bindPopup(popup_cf0a87c0b6404364895bbaf15f718b2a);

            
        
    
            var circle_marker_6893a16d246c4f05a4163d7dd967a84c = L.circleMarker(
                [40.71594125566931,-74.00872053564494],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_fd115b62a3b84fa798e2b1149ecdffa1 = L.popup({maxWidth: '300'});

            
                var html_c331d2e7c5b0430d81ec6769913ac69c = $('<div id="html_c331d2e7c5b0430d81ec6769913ac69c" style="width: 100.0%; height: 100.0%;">Nail Salon</div>')[0];
                popup_fd115b62a3b84fa798e2b1149ecdffa1.setContent(html_c331d2e7c5b0430d81ec6769913ac69c);
            

            circle_marker_6893a16d246c4f05a4163d7dd967a84c.bindPopup(popup_fd115b62a3b84fa798e2b1149ecdffa1);

            
        
    
            var circle_marker_3670019542234214b37e5fb16d9035f7 = L.circleMarker(
                [40.71701011409906,-74.00804244562225],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_ca2d37e8f2a44539b93c24457f0e0423 = L.popup({maxWidth: '300'});

            
                var html_76c0485f5c9345bfb0bccf3d29c954c0 = $('<div id="html_76c0485f5c9345bfb0bccf3d29c954c0" style="width: 100.0%; height: 100.0%;">French Restaurant</div>')[0];
                popup_ca2d37e8f2a44539b93c24457f0e0423.setContent(html_76c0485f5c9345bfb0bccf3d29c954c0);
            

            circle_marker_3670019542234214b37e5fb16d9035f7.bindPopup(popup_ca2d37e8f2a44539b93c24457f0e0423);

            
        
    
            var circle_marker_acacc129323742f1946cef9c6ea4ce5f = L.circleMarker(
                [40.71668439227822,-74.00834342869238],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_dbb85f43c62c48d0bddc73294ef529c1 = L.popup({maxWidth: '300'});

            
                var html_daa2f6c2f55b465a86eae0733f238289 = $('<div id="html_daa2f6c2f55b465a86eae0733f238289" style="width: 100.0%; height: 100.0%;">Sushi Restaurant</div>')[0];
                popup_dbb85f43c62c48d0bddc73294ef529c1.setContent(html_daa2f6c2f55b465a86eae0733f238289);
            

            circle_marker_acacc129323742f1946cef9c6ea4ce5f.bindPopup(popup_dbb85f43c62c48d0bddc73294ef529c1);

            
        
    
            var circle_marker_3342efb0330e4192b0eafc8de246d35b = L.circleMarker(
                [40.71558,-74.00985],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_4fbf26a7226c40748759cfd8519b3d25 = L.popup({maxWidth: '300'});

            
                var html_62793a970f0549f6a05947924158bad5 = $('<div id="html_62793a970f0549f6a05947924158bad5" style="width: 100.0%; height: 100.0%;">Bagel Shop</div>')[0];
                popup_4fbf26a7226c40748759cfd8519b3d25.setContent(html_62793a970f0549f6a05947924158bad5);
            

            circle_marker_3342efb0330e4192b0eafc8de246d35b.bindPopup(popup_4fbf26a7226c40748759cfd8519b3d25);

            
        
    
            var circle_marker_5c057628f96548ef8876508a3bce6d73 = L.circleMarker(
                [40.714754151461236,-74.0075806002039],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_32146c9e3673420d814268276205797e = L.popup({maxWidth: '300'});

            
                var html_a42f925dce35454181a3489010c40102 = $('<div id="html_a42f925dce35454181a3489010c40102" style="width: 100.0%; height: 100.0%;">French Restaurant</div>')[0];
                popup_32146c9e3673420d814268276205797e.setContent(html_a42f925dce35454181a3489010c40102);
            

            circle_marker_5c057628f96548ef8876508a3bce6d73.bindPopup(popup_32146c9e3673420d814268276205797e);

            
        
    
            var circle_marker_1fb3e41ed0e2424f9b849938ac8a0f6b = L.circleMarker(
                [40.71550092965859,-74.00897677392395],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_f00108ed728c4e9c908482c8591eb1a2 = L.popup({maxWidth: '300'});

            
                var html_35a9e968310d43159ada44c2862997a1 = $('<div id="html_35a9e968310d43159ada44c2862997a1" style="width: 100.0%; height: 100.0%;">Cocktail Bar</div>')[0];
                popup_f00108ed728c4e9c908482c8591eb1a2.setContent(html_35a9e968310d43159ada44c2862997a1);
            

            circle_marker_1fb3e41ed0e2424f9b849938ac8a0f6b.bindPopup(popup_f00108ed728c4e9c908482c8591eb1a2);

            
        
    
            var circle_marker_17d8fb22c83b4cda97d85683b8ee0527 = L.circleMarker(
                [40.715493,-74.008951],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_118526e6823e4f97920992e64a339caa = L.popup({maxWidth: '300'});

            
                var html_74001c6751e74c29b7fa494157e93c9e = $('<div id="html_74001c6751e74c29b7fa494157e93c9e" style="width: 100.0%; height: 100.0%;">Salad Place</div>')[0];
                popup_118526e6823e4f97920992e64a339caa.setContent(html_74001c6751e74c29b7fa494157e93c9e);
            

            circle_marker_17d8fb22c83b4cda97d85683b8ee0527.bindPopup(popup_118526e6823e4f97920992e64a339caa);

            
        
    
            var circle_marker_cb670def96e647bd950ddf0bf1087ea8 = L.circleMarker(
                [40.7151439,-74.0091826],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_7f9c1f4f2df94c328f1755dcc0ee906a = L.popup({maxWidth: '300'});

            
                var html_fb8b457369cb4f848e1d36f18946124d = $('<div id="html_fb8b457369cb4f848e1d36f18946124d" style="width: 100.0%; height: 100.0%;">Hotel</div>')[0];
                popup_7f9c1f4f2df94c328f1755dcc0ee906a.setContent(html_fb8b457369cb4f848e1d36f18946124d);
            

            circle_marker_cb670def96e647bd950ddf0bf1087ea8.bindPopup(popup_7f9c1f4f2df94c328f1755dcc0ee906a);

            
        
    
            var circle_marker_c47946b662fe48b1bddb95ff91c46c9e = L.circleMarker(
                [40.715885126086015,-74.00871361902418],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_066906c144574b34b8b109ac0da4fc81 = L.popup({maxWidth: '300'});

            
                var html_64ea4dc2026c49829b8df586c2eb6cff = $('<div id="html_64ea4dc2026c49829b8df586c2eb6cff" style="width: 100.0%; height: 100.0%;">Cocktail Bar</div>')[0];
                popup_066906c144574b34b8b109ac0da4fc81.setContent(html_64ea4dc2026c49829b8df586c2eb6cff);
            

            circle_marker_c47946b662fe48b1bddb95ff91c46c9e.bindPopup(popup_066906c144574b34b8b109ac0da4fc81);

            
        
    
            var circle_marker_89291f54b78a4f46a5e5f3f6c560b3df = L.circleMarker(
                [40.71530064805699,-74.00934703247239],
                {
  "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_b3b8ed443698469db86c38c90198f21e);
            
    
            var popup_8c4518c5a5324c599349f56eb4c0693c = L.popup({maxWidth: '300'});

            
                var html_2d2e43e026cb4906b0322480cbb76a02 = $('<div id="html_2d2e43e026cb4906b0322480cbb76a02" style="width: 100.0%; height: 100.0%;">Hotel Bar</div>')[0];
                popup_8c4518c5a5324c599349f56eb4c0693c.setContent(html_2d2e43e026cb4906b0322480cbb76a02);
            

            circle_marker_89291f54b78a4f46a5e5f3f6c560b3df.bindPopup(popup_8c4518c5a5324c599349f56eb4c0693c);

            
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>" | |
], | |
"text/plain": [ | |
"<folium.folium.Map at 0x7f9b3b110780>" | |
] | |
}, | |
"execution_count": 50, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"venues_map = folium.Map(location=[latitude, longitude], zoom_start=15) # generate map centred around Ecco\n", | |
"\n", | |
"\n", | |
"# add Ecco as a red circle mark\n", | |
"folium.features.CircleMarker(\n", | |
" [latitude, longitude],\n", | |
" radius=10,\n", | |
" popup='Ecco',\n", | |
" fill=True,\n", | |
" color='red',\n", | |
" fill_color='red',\n", | |
" fill_opacity=0.6\n", | |
" ).add_to(venues_map)\n", | |
"\n", | |
"\n", | |
"# add popular spots to the map as blue circle markers\n", | |
"for lat, lng, label in zip(dataframe_filtered.lat, dataframe_filtered.lng, dataframe_filtered.categories):\n", | |
" folium.features.CircleMarker(\n", | |
" [lat, lng],\n", | |
" radius=5,\n", | |
" popup=label,\n", | |
" fill=True,\n", | |
" color='blue',\n", | |
" fill_color='blue',\n", | |
" fill_opacity=0.6\n", | |
" ).add_to(venues_map)\n", | |
"\n", | |
"# display map\n", | |
"venues_map" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
" " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"<a id=\"item5\"></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"## 5. Explore Trending Venues\n", | |
"> `https://api.foursquare.com/v2/venues/`**trending**`?client_id=`**CLIENT_ID**`&client_secret=`**CLIENT_SECRET**`&ll=`**LATITUDE**`,`**LONGITUDE**`&v=`**VERSION**" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### Now, instead of simply exploring the area around Ecco, you are interested in knowing the venues that are trending at the time you are done with your lunch, meaning the places with the highest foot traffic. So let's do that and get the trending venues around Ecco." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 51, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{'meta': {'code': 200, 'requestId': '5d49f1eb7ca06c0024219962'},\n", | |
" 'response': {'venues': []}}" | |
] | |
}, | |
"execution_count": 51, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# define URL\n", | |
"url = 'https://api.foursquare.com/v2/venues/trending?client_id={}&client_secret={}&ll={},{}&v={}'.format(CLIENT_ID, CLIENT_SECRET, latitude, longitude, VERSION)\n", | |
"\n", | |
"# send GET request and get trending venues\n", | |
"results = requests.get(url).json()\n", | |
"results" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"### Check if any venues are trending at this time" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 52, | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [], | |
"source": [ | |
"if len(results['response']['venues']) == 0:\n", | |
" trending_venues_df = 'No trending venues are available at the moment!'\n", | |
" \n", | |
"else:\n", | |
" trending_venues = results['response']['venues']\n", | |
" trending_venues_df = json_normalize(trending_venues)\n", | |
"\n", | |
" # filter columns\n", | |
" columns_filtered = ['name', 'categories'] + ['location.distance', 'location.city', 'location.postalCode', 'location.state', 'location.country', 'location.lat', 'location.lng']\n", | |
" trending_venues_df = trending_venues_df.loc[:, columns_filtered]\n", | |
"\n", | |
" # filter the category for each row\n", | |
" trending_venues_df['categories'] = trending_venues_df.apply(get_category_type, axis=1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 53, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'No trending venues are available at the moment!'" | |
] | |
}, | |
"execution_count": 53, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# display trending venues\n", | |
"trending_venues_df" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Now, depending on when you run the above code, you might get different venues since the venues with the highest foot traffic are fetched live. " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"### Visualize trending venues" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 54, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [], | |
"source": [ | |
"if len(results['response']['venues']) == 0:\n", | |
" venues_map = 'Cannot generate visual as no trending venues are available at the moment!'\n", | |
"\n", | |
"else:\n", | |
" venues_map = folium.Map(location=[latitude, longitude], zoom_start=15) # generate map centred around Ecco\n", | |
"\n", | |
"\n", | |
" # add Ecco as a red circle mark\n", | |
" folium.features.CircleMarker(\n", | |
" [latitude, longitude],\n", | |
" radius=10,\n", | |
" popup='Ecco',\n", | |
" fill=True,\n", | |
" color='red',\n", | |
" fill_color='red',\n", | |
" fill_opacity=0.6\n", | |
" ).add_to(venues_map)\n", | |
"\n", | |
"\n", | |
" # add the trending venues as blue circle markers\n", | |
" for lat, lng, label in zip(trending_venues_df['location.lat'], trending_venues_df['location.lng'], trending_venues_df['name']):\n", | |
" folium.features.CircleMarker(\n", | |
" [lat, lng],\n", | |
" radius=5,\n", | |
" poup=label,\n", | |
" fill=True,\n", | |
" color='blue',\n", | |
" fill_color='blue',\n", | |
" fill_opacity=0.6\n", | |
" ).add_to(venues_map)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 55, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"jupyter": { | |
"outputs_hidden": false | |
}, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'Cannot generate visual as no trending venues are available at the moment!'" | |
] | |
}, | |
"execution_count": 55, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# display map\n", | |
"venues_map" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"<a id=\"item6\"></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
" " | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"### Thank you for completing this lab!\n", | |
"\n", | |
"This notebook was created by [Alex Aklson](https://www.linkedin.com/in/aklson/). I hope you found this lab interesting and educational. Feel free to contact me if you have any questions!" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"This notebook is part of a course on **Coursera** called *Applied Data Science Capstone*. If you accessed this notebook outside the course, you can take this course online by clicking [here](http://cocl.us/DP0701EN_Coursera_Week2_LAB1)." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"<hr>\n", | |
"Copyright © 2018 [Cognitive Class](https://cognitiveclass.ai/?utm_source=bducopyrightlink&utm_medium=dswb&utm_campaign=bdu). This notebook and its source code are released under the terms of the [MIT License](https://bigdatauniversity.com/mit-license/)." | |
] | |
} | |
], | |
"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": "3.6.7" | |
}, | |
"widgets": { | |
"state": {}, | |
"version": "1.1.2" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment