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shibli049/Map+Your+Twitter+Followers.ipynb

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Created January 31, 2018 07:29
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Map+Your+Twitter+Followers.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Map Your Twitter Followers\n",
"\n",
"This notebook shows how to use [tweepy](https://github.com/tweepy/tweepy) module to download information about your Twitter followers, then how to find GPS coordinates of your followers' locations using [googlemaps](https://github.com/googlemaps/google-maps-services-python) module, and, finally, how to plot your followers' locations on an interactive Google Map using [gmaps](https://github.com/pbugnion/gmaps) module.\n",
"\n",
"## Initialization\n",
"\n",
"To run this code you will need [Twitter API](https://apps.twitter.com/app/new) and [Google API](https://developers.google.com/maps/documentation/javascript/get-api-key) keys stored as a dictionary\n",
"in `twkeys.py` file:\n",
"\n",
"```\n",
"keys = dict(\n",
" screen_name = 'your_twitter_user_name',\n",
" consumer_key = 'XXXXXXXXXXXXXXXXXXXXXXXXX',\n",
" consumer_secret = 'XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX',\n",
" access_token = 'XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX',\n",
" access_token_secret = 'XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX',\n",
" google_api_key = 'XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX',\n",
")\n",
"```\n",
"\n",
"If you have more than 500 followers I recommend to split the job into several batches. Otherwise, you may hit APIs limit for the number of requests."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import tweepy # twitter API\n",
"import googlemaps # Google Maps API\n",
"import gmaps # Google maps for Jupyter notebooks\n",
"from datetime import datetime\n",
"from collections import Counter"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# twkeys.py file contains Twitter API and Google API keys\n",
"# Get Twitter API keys from https://apps.twitter.com/app/new\n",
"# Get Google API key from https://developers.google.com/maps/documentation/javascript/get-api-key\n",
"from twkeys import keys\n",
" \n",
"SCREEN_NAME = keys['screen_name']\n",
"CONSUMER_KEY = keys['consumer_key']\n",
"CONSUMER_SECRET = keys['consumer_secret']\n",
"ACCESS_TOKEN = keys['access_token']\n",
"ACCESS_TOKEN_SECRET = keys['access_token_secret']\n",
"\n",
"auth = tweepy.OAuthHandler(CONSUMER_KEY, CONSUMER_SECRET)\n",
"auth.set_access_token(ACCESS_TOKEN, ACCESS_TOKEN_SECRET)\n",
"api = tweepy.API(auth)\n",
"\n",
"GOOGLE_API_KEY = keys['google_api_key']\n",
"\n",
"geoloc = googlemaps.Client(key = GOOGLE_API_KEY)\n",
"gmaps.configure(api_key=GOOGLE_API_KEY)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## Getting the list of followers with Tweepy\n",
"\n",
"First, we acquired followers' ids. For each of them, we request a user information (incl. the location). Totally, we have found the locations of 1820 followers."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# get list of followers' ids\n",
"followers = api.followers_ids(SCREEN_NAME)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"# get locations of our followers\n",
"# warning: you might run into problems with Twitter API quotas\n",
"for i in xrange(len(followers)):\n",
" u = api.get_user(followers[i])\n",
" loc = u.location\n",
" name = u.screen_name\n",
" locations.append({'id': followers[i], \"screen_name\": name, \"address\": loc})"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1820\n"
]
},
{
"data": {
"text/plain": [
"[u'Colorado, USA',\n",
" u'Nairobi, Kenya',\n",
" u'Brno, Czech Republic',\n",
" u'Austin, TX',\n",
" u'Kenya',\n",
" u'La Coru\\xf1a',\n",
" u'Nepal',\n",
" u'Berlin, Germany',\n",
" u'Accra,Ghana',\n",
" u'Chennai, India']"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# how many locations do we have?\n",
"addresses = [x['address'] for x in locations if x['address'] != \"\"]\n",
"print(len(addresses))\n",
"addresses[:10]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Geocoding\n",
"\n",
"To find GPS coordinates corresponding to each address, we have used [googlemaps](https://github.com/googlemaps/google-maps-services-python) module. We were able to identify GPS positions for 1724 followers coming from 96 different countries.\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# needs ~10 minutes to run\n",
"for i in range(len(locations)):\n",
" if locations[i]['address'] != \"\":\n",
" locations[i]['gps'] = geoloc.geocode(locations[i]['address'])\n",
" else:\n",
" locations[i]['gps'] = None"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1724"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# how many followers can be geolocated?\n",
"markers = [x['gps'][0]['geometry']['location'] for x in locations if x['gps'] is not None and len(x['gps']) > 0]\n",
"len(markers)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"96\n"
]
},
{
"data": {
"text/plain": [
"Counter({u'Albania': 1,\n",
" u'Algeria': 3,\n",
" u'Angola': 2,\n",
" u'Argentina': 16,\n",
" u'Australia': 23,\n",
" u'Austria': 6,\n",
" u'Bangladesh': 51,\n",
" u'Belgium': 13,\n",
" u'Bolivia': 1,\n",
" u'Bosnia and Herzegovina': 2,\n",
" u'Brazil': 52,\n",
" u'Bulgaria': 3,\n",
" u'Canada': 29,\n",
" u'Chile': 8,\n",
" u'China': 37,\n",
" u'Colombia': 14,\n",
" u'Costa Rica': 1,\n",
" u'Cuba': 1,\n",
" u'Cyprus': 1,\n",
" u'Czechia': 46,\n",
" u'Denmark': 8,\n",
" u'Ecuador': 4,\n",
" u'Egypt': 10,\n",
" u'Estonia': 1,\n",
" u'Finland': 5,\n",
" u'France': 40,\n",
" u'Germany': 76,\n",
" u'Ghana': 6,\n",
" u'Greece': 5,\n",
" u'Guatemala': 6,\n",
" u'Hong Kong': 6,\n",
" u'Hungary': 1,\n",
" u'India': 173,\n",
" u'Indonesia': 8,\n",
" u'Iran': 13,\n",
" u'Iraq': 2,\n",
" u'Ireland': 11,\n",
" u'Israel': 6,\n",
" u'Italy': 17,\n",
" u'Jamaica': 1,\n",
" u'Japan': 9,\n",
" u'Jordan': 1,\n",
" u'Kenya': 14,\n",
" u'Kuwait': 1,\n",
" u'Latvia': 1,\n",
" u'Lebanon': 2,\n",
" u'Lithuania': 2,\n",
" u'Luxembourg': 1,\n",
" u'Macedonia (FYROM)': 2,\n",
" u'Malaysia': 2,\n",
" u'Mauritius': 1,\n",
" u'Mexico': 27,\n",
" u'Mongolia': 2,\n",
" u'Morocco': 1,\n",
" u'Nepal': 8,\n",
" u'Netherlands': 26,\n",
" u'New Zealand': 5,\n",
" u'Nicaragua': 2,\n",
" u'Nigeria': 16,\n",
" u'Norway': 1,\n",
" u'Pakistan': 1,\n",
" u'Paraguay': 1,\n",
" u'Peru': 2,\n",
" u'Philippines': 8,\n",
" u'Poland': 17,\n",
" u'Portugal': 9,\n",
" u'Puerto Rico': 1,\n",
" u'Qatar': 2,\n",
" u'Romania': 8,\n",
" u'Russia': 23,\n",
" u'Saudi Arabia': 1,\n",
" u'Senegal': 2,\n",
" u'Serbia': 3,\n",
" u'Singapore': 7,\n",
" u'Slovakia': 4,\n",
" u'Slovenia': 1,\n",
" u'South Africa': 11,\n",
" u'South Korea': 3,\n",
" u'Spain': 62,\n",
" u'Sri Lanka': 1,\n",
" u'Sweden': 9,\n",
" u'Switzerland': 9,\n",
" u'Taiwan': 10,\n",
" u'Thailand': 3,\n",
" u'Togo': 1,\n",
" u'Tunisia': 3,\n",
" u'Turkey': 16,\n",
" u'Uganda': 2,\n",
" u'Ukraine': 12,\n",
" u'United Arab Emirates': 7,\n",
" u'United Kingdom': 94,\n",
" u'United States': 514,\n",
" u'Uruguay': 3,\n",
" u'Venezuela': 14,\n",
" u'Vietnam': 12,\n",
" u'Zimbabwe': 3})"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# how many countries?\n",
"from collections import Counter\n",
"tmp = [x['gps'][0]['address_components'] for x in locations if x['gps'] is not None and len(x['gps'])>0]\n",
"countries = [item['long_name'] for sublist in tmp for item in sublist if item['types'][0] == \"country\"]\n",
"x = Counter(countries)\n",
"print(len(x))\n",
"x"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# save everything to a file\n",
"\n",
"import gzip, cPickle\n",
"with gzip.open('tmp.gz','wb') as f:\n",
" cPickle.dump(locations, f, 2)\n",
"\n",
"# can be loaded as follows\n",
"# with gzip.open('tmp.gz','rb') as f:\n",
"# locations = cPickle.load(f)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Google Map\n",
"\n",
"There are several ways how to create an interactive Google map from GPS coordinates. With the module [gmaps](https://github.com/pbugnion/gmaps), you can do it directly in your Jupyter Notebook."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# reshape data for Google Maps (expected nput: list of tuples)\n",
"gpspos = list()\n",
"for x in locations:\n",
" if x['gps'] is not None and len(x['gps'])>0:\n",
" gpspos.append((x['gps'][0]['geometry']['location']['lat'], x['gps'][0]['geometry']['location']['lng'])) "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
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"text/html": [
"<p>Failed to display Jupyter Widget of type <code>Map</code>.</p>\n",
"<p>\n",
" If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
" that the widgets JavaScript is still loading. If this message persists, it\n",
" likely means that the widgets JavaScript library is either not installed or\n",
" not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
" Widgets Documentation</a> for setup instructions.\n",
"</p>\n",
"<p>\n",
" If you're reading this message in another frontend (for example, a static\n",
" rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
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"Map(configuration={'api_key': u'AIzaSyDO4ir9dc82wYaIanUTaU-yes8M2Rm_1_I'}, data_bounds=[(-11.519860900172983, 179.68690331066716), (74.27440848033562, 148.85513305786338)], layers=(Markers(data_bounds=[(-11.519860900172983, 179.68690331066716), (74.27440848033562, 148.85513305786338)], markers=[Symbol(fill_color=u'green', location=(39.5500507, -105.7820674), scale=2, stroke_color=u'green'), Symbol(fill_color=u'green', location=(-1.2920659, 36.8219462), scale=2, stroke_color=u'green'), Symbol(fill_color=u'green', location=(49.1950602, 16.6068371), scale=2, stroke_color=u'green'), Symbol(fill_color=u'green', location=(30.267153, -97.7430608), scale=2, stroke_color=u'green'), Symbol(fill_color=u'green', location=(-0.023559, 37.906193), scale=2, stroke_color=u'green'), Symbol(fill_color=u'green', location=(43.3623436, -8.4115401), scale=2, stroke_color=u'green'), Symbol(fill_color=u'green', location=(28.394857, 84.12400799999999), scale=2, stroke_color=u'green'), 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"fig = gmaps.Map()\n",
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