In [68]:
# standard library:
import os
from pprint import pprint
# other modules:
import matplotlib.pyplot as plt
import pandas as pd
import twitter
import yaml
from pymongo import MongoClient
In [69]:
credentials = yaml.load(open(os.path.expanduser('~/api_cred.yml')))
auth = twitter.oauth.OAuth(credentials['ACCESS_TOKEN'],
credentials['ACCESS_TOKEN_SECRET'],
credentials['API_KEY'],
credentials['API_SECRET'])
twitter_api = twitter.Twitter(auth=auth)
In [70]:
# The Yahoo! Where On Earth ID for the entire world is 1.
# See https://dev.twitter.com/docs/api/1.1/get/trends/place and
# http://developer.yahoo.com/geo/geoplanet/
WORLD_WOE_ID = 1
US_WOE_ID = 23424977
# Prefix ID with the underscore for query string parameterization.
# Without the underscore, the twitter package appends the ID value
# to the URL itself as a special case keyword argument.
world_trends = twitter_api.trends.place(_id=WORLD_WOE_ID)
us_trends = twitter_api.trends.place(_id=US_WOE_ID)
pprint(world_trends)
[{u'as_of': u'2014-04-29T03:44:30Z',
u'created_at': u'2014-04-29T03:38:25Z',
u'locations': [{u'name': u'Worldwide', u'woeid': 1}],
u'trends': [{u'name': u'#RuinAMovieQuote',
u'promoted_content': None,
u'query': u'%23RuinAMovieQuote',
u'url': u'http://twitter.com/search?q=%23RuinAMovieQuote'},
{u'name': u'#VolvioMarcelo',
u'promoted_content': None,
u'query': u'%23VolvioMarcelo',
u'url': u'http://twitter.com/search?q=%23VolvioMarcelo'},
{u'name': u'#BuyOrdinaryOniTunes',
u'promoted_content': None,
u'query': u'%23BuyOrdinaryOniTunes',
u'url': u'http://twitter.com/search?q=%23BuyOrdinaryOniTunes'},
{u'name': u'#FansDeAvBrasil',
u'promoted_content': None,
u'query': u'%23FansDeAvBrasil',
u'url': u'http://twitter.com/search?q=%23FansDeAvBrasil'},
{u'name': u'#SosReChapableSi',
u'promoted_content': None,
u'query': u'%23SosReChapableSi',
u'url': u'http://twitter.com/search?q=%23SosReChapableSi'},
{u'name': u'Kenzo Sayang Shani Indira',
u'promoted_content': None,
u'query': u'%22Kenzo+Sayang+Shani+Indira%22',
u'url': u'http://twitter.com/search?q=%22Kenzo+Sayang+Shani+Indira%22'},
{u'name': u'Timone Pumba and Scar',
u'promoted_content': None,
u'query': u'%22Timone+Pumba+and+Scar%22',
u'url': u'http://twitter.com/search?q=%22Timone+Pumba+and+Scar%22'},
{u'name': u'Zayn Is An Angel',
u'promoted_content': None,
u'query': u'%22Zayn+Is+An+Angel%22',
u'url': u'http://twitter.com/search?q=%22Zayn+Is+An+Angel%22'},
{u'name': u'Bye Obama',
u'promoted_content': None,
u'query': u'%22Bye+Obama%22',
u'url': u'http://twitter.com/search?q=%22Bye+Obama%22'},
{u'name': u'Taylor Mays',
u'promoted_content': None,
u'query': u'%22Taylor+Mays%22',
u'url': u'http://twitter.com/search?q=%22Taylor+Mays%22'}]}]
In [71]:
pprint(us_trends)
[{u'as_of': u'2014-04-29T03:44:31Z',
u'created_at': u'2014-04-29T03:42:45Z',
u'locations': [{u'name': u'United States', u'woeid': 23424977}],
u'trends': [{u'name': u'#RuinAMovieQuote',
u'promoted_content': None,
u'query': u'%23RuinAMovieQuote',
u'url': u'http://twitter.com/search?q=%23RuinAMovieQuote'},
{u'name': u'#BuyOrdinaryOniTunes',
u'promoted_content': None,
u'query': u'%23BuyOrdinaryOniTunes',
u'url': u'http://twitter.com/search?q=%23BuyOrdinaryOniTunes'},
{u'name': u'#DWTSShirtOff',
u'promoted_content': None,
u'query': u'%23DWTSShirtOff',
u'url': u'http://twitter.com/search?q=%23DWTSShirtOff'},
{u'name': u'#LifeofTy',
u'promoted_content': None,
u'query': u'%23LifeofTy',
u'url': u'http://twitter.com/search?q=%23LifeofTy'},
{u'name': u'#bbwlareunion',
u'promoted_content': None,
u'query': u'%23bbwlareunion',
u'url': u'http://twitter.com/search?q=%23bbwlareunion'},
{u'name': u'Timone Pumba and Scar',
u'promoted_content': None,
u'query': u'%22Timone+Pumba+and+Scar%22',
u'url': u'http://twitter.com/search?q=%22Timone+Pumba+and+Scar%22'},
{u'name': u'LeBron vs the Bobcats',
u'promoted_content': None,
u'query': u'%22LeBron+vs+the+Bobcats%22',
u'url': u'http://twitter.com/search?q=%22LeBron+vs+the+Bobcats%22'},
{u'name': u'5TH CHEER ATHLETICS CHEETAHS',
u'promoted_content': None,
u'query': u'%225TH+CHEER+ATHLETICS+CHEETAHS%22',
u'url': u'http://twitter.com/search?q=%225TH+CHEER+ATHLETICS+CHEETAHS%22'},
{u'name': u'Patrick Roy',
u'promoted_content': None,
u'query': u'%22Patrick+Roy%22',
u'url': u'http://twitter.com/search?q=%22Patrick+Roy%22'},
{u'name': u'Dejuan Blair',
u'promoted_content': None,
u'query': u'%22Dejuan+Blair%22',
u'url': u'http://twitter.com/search?q=%22Dejuan+Blair%22'}]}]
In [72]:
world_trends_set = set([trend['name'] for trends in world_trends
for trend in trends['trends']])
us_trends_set = set([trend['name'] for trends in us_trends
for trend in trends['trends']])
world_trends_set.intersection(us_trends_set)
Out[72]:
{u'#BuyOrdinaryOniTunes', u'#RuinAMovieQuote', u'Timone Pumba and Scar'}
In [74]:
q = world_trends[0]['trends'][0]['name']
count = 100
# See https://dev.twitter.com/docs/api/1.1/get/search/tweets
search_results = twitter_api.search.tweets(q=q, count=count)
statuses = search_results['statuses']
In [75]:
len(statuses)
Out[75]:
98
In [76]:
pprint(statuses)
[{u'contributors': None,
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u'symbols': [],
u'urls': [],
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u'indices': [79, 88],
u'name': u'@midnight',
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u'favorite_count': 0,
u'favorited': False,
u'geo': None,
u'id': 460987878726983680,
u'id_str': u'460987878726983680',
u'in_reply_to_screen_name': None,
u'in_reply_to_status_id': None,
u'in_reply_to_status_id_str': None,
u'in_reply_to_user_id': None,
u'in_reply_to_user_id_str': None,
u'lang': u'en',
u'metadata': {u'iso_language_code': u'en', u'result_type': u'recent'},
u'place': None,
u'retweet_count': 0,
u'retweeted': False,
u'source': u'web',
u'text': u"Surely you can't be serious.\nStop fucking calling me Shirley! #RuinAMovieQuote @midnight",
u'truncated': False,
u'user': {u'contributors_enabled': False,
u'created_at': u'Wed Sep 17 03:31:13 +0000 2008',
u'default_profile': False,
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u'following': False,
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u'geo_enabled': True,
u'id': 16323151,
u'id_str': u'16323151',
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u'is_translator': False,
u'lang': u'en',
u'listed_count': 3,
u'location': u'',
u'name': u'Philip Johnson',
u'notifications': False,
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u'verified': False}},
{u'contributors': None,
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u'created_at': u'Tue Apr 29 03:44:09 +0000 2014',
u'entities': {u'hashtags': [{u'indices': [63, 79],
u'text': u'ruinamoviequote'}],
u'symbols': [],
u'urls': [],
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u'id_str': u'1418745782',
u'indices': [80, 89],
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u'id': 460987878726586368,
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u'in_reply_to_status_id': None,
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u'in_reply_to_user_id_str': None,
u'lang': u'en',
u'metadata': {u'iso_language_code': u'en', u'result_type': u'recent'},
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u'retweet_count': 0,
u'retweeted': False,
u'source': u'web',
u'text': u"These aren't the Droids you're looking for...try the Galaxy S4 #ruinamoviequote @midnight",
u'truncated': False,
u'user': {u'contributors_enabled': False,
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u'follow_request_sent': False,
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u'id': 2231020207,
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u'is_translator': False,
u'lang': u'en',
u'listed_count': 1,
u'location': u'in my own little world',
u'name': u'Aron Pollack',
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u'retweet_count': 0,
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u'source': u'web',
u'text': u'I Feel The Need. The Need For Speed II: Cruise Control! #RuinAMovieQuote @midnight',
u'truncated': False,
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u'created_at': u'Wed Feb 05 04:34:05 +0000 2014',
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u'text': u"Steve Walsh, I've a feeling you're not in Kansas anymore. #RuinAMovieQuote @midnight",
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In [41]:
search_results['search_metadata'].get('next_results')
Out[41]:
u'?max_id=460953021023666176&q=%23IfICalledACoach&count=100&include_entities=1'
In [42]:
if 'next_results' in search_results['search_metadata']:
next_results = search_results['search_metadata']['next_results']
kwargs = dict([ kv.split('=') for kv in next_results[1:].split("&") ])
search_results = twitter_api.search.tweets(**kwargs)
statuses += search_results['statuses']
len(statuses)
Out[42]:
200
from the command line:
$ mkdir -p data/db
$ mongod --dbpath data/db
In [43]:
c = MongoClient()
In [44]:
db = c.twitter
In [45]:
statuses_ids = db.tweets.insert(statuses)
statuses_ids[:5]
Out[45]:
[ObjectId('535effc85c92ebafda6b2346'),
ObjectId('535effc85c92ebafda6b2347'),
ObjectId('535effc85c92ebafda6b2348'),
ObjectId('535effc85c92ebafda6b2349'),
ObjectId('535effc85c92ebafda6b234a')]
ObjectId is a 12-byte BSON type, constructed using:
In MongoDB, documents stored in a collection require a unique _id field that acts as a primary key. Because ObjectIds are small, most likely unique, and fast to generate, MongoDB uses ObjectIds as the default value for the _id field if the _id field is not specified.
Using ObjectIds for the _id field provides the following additional benefits:
.generation_time property in pymongo. _id field that stores ObjectId values is roughly equivalent to sorting by insertion time.
In [46]:
c.database_names()
Out[46]:
[u'local', u'twitter']
In [47]:
db = c.twitter
db.collection_names()
Out[47]:
[u'system.indexes', u'tweets', u'us', u'canada']
In [48]:
db.tweets.find_one()
Out[48]:
{u'_id': ObjectId('535881025c92eb3899543650'),
u'contributors': None,
u'coordinates': None,
u'created_at': u'Thu Apr 24 02:58:40 +0000 2014',
u'entities': {u'hashtags': [{u'indices': [38, 56],
u'text': u'4DaysUntilProblem'}],
u'symbols': [],
u'urls': [],
u'user_mentions': [{u'id': 34507480,
u'id_str': u'34507480',
u'indices': [0, 13],
u'name': u'Ariana Grande',
u'screen_name': u'ArianaGrande'}]},
u'favorite_count': 0,
u'favorited': False,
u'geo': None,
u'id': 459164493495681024L,
u'id_str': u'459164493495681024',
u'in_reply_to_screen_name': u'ArianaGrande',
u'in_reply_to_status_id': None,
u'in_reply_to_status_id_str': None,
u'in_reply_to_user_id': 34507480,
u'in_reply_to_user_id_str': u'34507480',
u'lang': u'en',
u'metadata': {u'iso_language_code': u'en', u'result_type': u'recent'},
u'place': None,
u'retweet_count': 0,
u'retweeted': False,
u'source': u'web',
u'text': u"@ArianaGrande I'M SOOO EXCITED FOR #4DaysUntilProblem !! PLEASE ARI FOLLOW ME .\n.\n.\n.\n.\n.\n.\n..\n.\n.\n.\n.\n.\n.\n.\n.\n..\n.\n.\n.",
u'truncated': False,
u'user': {u'contributors_enabled': False,
u'created_at': u'Sat Apr 05 16:24:34 +0000 2014',
u'default_profile': False,
u'default_profile_image': False,
u'description': u'',
u'entities': {u'description': {u'urls': []}},
u'favourites_count': 151,
u'follow_request_sent': False,
u'followers_count': 964,
u'following': False,
u'friends_count': 847,
u'geo_enabled': False,
u'id': 2429143602L,
u'id_str': u'2429143602',
u'is_translation_enabled': False,
u'is_translator': False,
u'lang': u'en',
u'listed_count': 0,
u'location': u'',
u'name': u'FOLLOW ME ARIANA',
u'notifications': False,
u'profile_background_color': u'FFFFFF',
u'profile_background_image_url': u'http://pbs.twimg.com/profile_background_images/459140585731813377/JI4Oqnqq.png',
u'profile_background_image_url_https': u'https://pbs.twimg.com/profile_background_images/459140585731813377/JI4Oqnqq.png',
u'profile_background_tile': True,
u'profile_banner_url': u'https://pbs.twimg.com/profile_banners/2429143602/1398301466',
u'profile_image_url': u'http://pbs.twimg.com/profile_images/459158946851196929/frN59YYU_normal.png',
u'profile_image_url_https': u'https://pbs.twimg.com/profile_images/459158946851196929/frN59YYU_normal.png',
u'profile_link_color': u'C4C0C2',
u'profile_sidebar_border_color': u'FFFFFF',
u'profile_sidebar_fill_color': u'DDEEF6',
u'profile_text_color': u'333333',
u'profile_use_background_image': True,
u'protected': False,
u'screen_name': u'jdbfIops',
u'statuses_count': 2987,
u'time_zone': u'Brasilia',
u'url': None,
u'utc_offset': -10800,
u'verified': False}}
Notice the _id included in the document along with the values we already saw before.
Now that we have our data in MongoDB, we can use some of it's search functionality. For example:
In [49]:
popular_tweets = db.tweets.find({'retweet_count': {"$gte": 3}})
popular_tweets.count()
Out[49]:
348
In [50]:
pd.DataFrame(list(db.tweets.find(fields=['created_at', 'retweet_count', 'favorite_count'])))
Out[50]:
_id
created_at
favorite_count
retweet_count
0
535881025c92eb3899543650
Thu Apr 24 02:58:40 +0000 2014
0
0
1
535881025c92eb3899543651
Thu Apr 24 02:58:40 +0000 2014
0
1
2
535881025c92eb3899543652
Thu Apr 24 02:58:40 +0000 2014
0
0
3
535881025c92eb3899543653
Thu Apr 24 02:58:40 +0000 2014
0
0
4
535881025c92eb3899543654
Thu Apr 24 02:58:40 +0000 2014
0
0
5
535881025c92eb3899543655
Thu Apr 24 02:58:40 +0000 2014
1
0
6
535881025c92eb3899543656
Thu Apr 24 02:58:40 +0000 2014
0
1
7
535881025c92eb3899543657
Thu Apr 24 02:58:40 +0000 2014
0
3494
8
535881025c92eb3899543658
Thu Apr 24 02:58:40 +0000 2014
0
0
9
535881025c92eb3899543659
Thu Apr 24 02:58:39 +0000 2014
0
0
10
535881025c92eb389954365c
Thu Apr 24 02:58:39 +0000 2014
0
0
11
535881025c92eb389954365a
Thu Apr 24 02:58:39 +0000 2014
0
3
12
535881025c92eb389954365b
Thu Apr 24 02:58:39 +0000 2014
0
3494
13
535881025c92eb389954365d
Thu Apr 24 02:58:38 +0000 2014
0
0
14
535881025c92eb389954365e
Thu Apr 24 02:58:38 +0000 2014
0
0
15
535881025c92eb389954365f
Thu Apr 24 02:58:38 +0000 2014
0
0
16
535881025c92eb3899543660
Thu Apr 24 02:58:38 +0000 2014
0
0
17
535881025c92eb3899543661
Thu Apr 24 02:58:38 +0000 2014
0
2
18
535881025c92eb3899543662
Thu Apr 24 02:58:37 +0000 2014
0
3494
19
535881025c92eb3899543663
Thu Apr 24 02:58:37 +0000 2014
0
3494
20
535881025c92eb3899543664
Thu Apr 24 02:58:37 +0000 2014
0
0
21
535881025c92eb3899543665
Thu Apr 24 02:58:37 +0000 2014
0
1
22
535881025c92eb3899543666
Thu Apr 24 02:58:37 +0000 2014
0
3
23
535881025c92eb3899543667
Thu Apr 24 02:58:37 +0000 2014
0
0
24
535881025c92eb3899543668
Thu Apr 24 02:58:37 +0000 2014
0
0
25
535881025c92eb3899543669
Thu Apr 24 02:58:37 +0000 2014
0
3494
26
535881025c92eb389954366a
Thu Apr 24 02:58:36 +0000 2014
0
3494
27
535881025c92eb389954366b
Thu Apr 24 02:58:36 +0000 2014
0
0
28
535881025c92eb389954366c
Thu Apr 24 02:58:36 +0000 2014
0
0
29
535881025c92eb389954366d
Thu Apr 24 02:58:36 +0000 2014
0
3494
30
535881025c92eb389954366e
Thu Apr 24 02:58:35 +0000 2014
0
0
31
535881025c92eb389954366f
Thu Apr 24 02:58:35 +0000 2014
0
0
32
535881025c92eb3899543670
Thu Apr 24 02:58:35 +0000 2014
0
1
33
535881025c92eb3899543671
Thu Apr 24 02:58:35 +0000 2014
0
0
34
535881025c92eb3899543672
Thu Apr 24 02:58:35 +0000 2014
0
0
35
535881025c92eb3899543673
Thu Apr 24 02:58:35 +0000 2014
0
0
36
535881025c92eb3899543674
Thu Apr 24 02:58:35 +0000 2014
0
6
37
535881025c92eb3899543675
Thu Apr 24 02:58:35 +0000 2014
0
3494
38
535881025c92eb3899543676
Thu Apr 24 02:58:34 +0000 2014
0
0
39
535881025c92eb3899543677
Thu Apr 24 02:58:34 +0000 2014
0
0
40
535881025c92eb3899543678
Thu Apr 24 02:58:34 +0000 2014
0
1
41
535881025c92eb3899543679
Thu Apr 24 02:58:33 +0000 2014
0
0
42
535881025c92eb389954367a
Thu Apr 24 02:58:33 +0000 2014
0
3494
43
535881025c92eb389954367b
Thu Apr 24 02:58:33 +0000 2014
0
3494
44
535881025c92eb389954367c
Thu Apr 24 02:58:33 +0000 2014
0
0
45
535881025c92eb389954367d
Thu Apr 24 02:58:33 +0000 2014
0
1
46
535881025c92eb389954367e
Thu Apr 24 02:58:33 +0000 2014
0
3494
47
535881025c92eb389954367f
Thu Apr 24 02:58:33 +0000 2014
0
0
48
535881025c92eb3899543684
Thu Apr 24 02:58:32 +0000 2014
0
0
49
535881025c92eb3899543680
Thu Apr 24 02:58:33 +0000 2014
0
0
50
535881025c92eb3899543681
Thu Apr 24 02:58:33 +0000 2014
0
3494
51
535881025c92eb3899543682
Thu Apr 24 02:58:32 +0000 2014
0
3494
52
535881025c92eb3899543683
Thu Apr 24 02:58:32 +0000 2014
0
1
53
535881025c92eb3899543685
Thu Apr 24 02:58:31 +0000 2014
0
0
54
535881025c92eb3899543686
Thu Apr 24 02:58:31 +0000 2014
0
3494
55
535881025c92eb3899543687
Thu Apr 24 02:58:31 +0000 2014
0
0
56
535881025c92eb3899543688
Thu Apr 24 02:58:31 +0000 2014
0
3494
57
535881025c92eb3899543689
Thu Apr 24 02:58:31 +0000 2014
0
3494
58
535881025c92eb389954368a
Thu Apr 24 02:58:30 +0000 2014
0
1
59
535881025c92eb389954368b
Thu Apr 24 02:58:30 +0000 2014
0
0
...
...
...
...
899 rows × 4 columns
In [51]:
retweet_favorites = pd.DataFrame(list(db.tweets.find(fields=['created_at','retweet_count','favorite_count'])))
retweet_favorites.head()
Out[51]:
_id
created_at
favorite_count
retweet_count
0
535881025c92eb3899543650
Thu Apr 24 02:58:40 +0000 2014
0
0
1
535881025c92eb3899543651
Thu Apr 24 02:58:40 +0000 2014
0
1
2
535881025c92eb3899543652
Thu Apr 24 02:58:40 +0000 2014
0
0
3
535881025c92eb3899543653
Thu Apr 24 02:58:40 +0000 2014
0
0
4
535881025c92eb3899543654
Thu Apr 24 02:58:40 +0000 2014
0
0
5 rows × 4 columns
.describe() is a useful method to get the gist of our data.
In [52]:
retweet_favorites.describe()
Out[52]:
favorite_count
retweet_count
count
899.000000
899.000000
mean
0.076752
283.728587
std
0.571896
873.707257
min
0.000000
0.000000
25%
0.000000
0.000000
50%
0.000000
1.000000
75%
0.000000
27.000000
max
8.000000
3950.000000
8 rows × 2 columns
However, when applied to a DataFrame, it only describes numeric columns.
In [53]:
retweet_favorites.dtypes
Out[53]:
_id object
created_at object
favorite_count int64
retweet_count int64
dtype: object
.describe() can be called on individual columns (i.e. Series), even if they are not numeric.
In [54]:
retweet_favorites.created_at.describe()
Out[54]:
count 899
unique 239
top Tue Apr 29 00:32:36 +0000 2014
freq 24
Name: created_at, dtype: object
However, in this case created_at is being treated as a string, which is not very helpful. We can fix that with pandas.to_datetime:
In [55]:
retweet_favorites.created_at.map(pd.to_datetime).describe()
Out[55]:
count 899
unique 239
first 2014-04-24 02:58:02
last 2014-04-29 01:26:16
top 2014-04-29 00:32:36
freq 24
Name: created_at, dtype: object
Not all that interesting though, since all of these tweets were collected within a couple seconds of each other.
Mongo allows us to access subfields directly.
In [56]:
mentions_followers = list(db.tweets.find(fields=['entities.user_mentions', 'user.followers_count']))
pd.DataFrame(mentions_followers).head()
Out[56]:
_id
entities
user
0
535881025c92eb3899543650
{u'user_mentions': [{u'indices': [0, 13], u'sc...
{u'followers_count': 964}
1
535881025c92eb3899543651
{u'user_mentions': [{u'indices': [3, 18], u'sc...
{u'followers_count': 200}
2
535881025c92eb3899543652
{u'user_mentions': [{u'indices': [0, 13], u'sc...
{u'followers_count': 6}
3
535881025c92eb3899543653
{u'user_mentions': [{u'indices': [0, 13], u'sc...
{u'followers_count': 242}
4
535881025c92eb3899543654
{u'user_mentions': [{u'indices': [11, 24], u's...
{u'followers_count': 3301}
5 rows × 3 columns
Pandas doesn't know how to parse the sub-documents however, so we must tell it explicitly:
In [57]:
mentions_followers_df = pd.DataFrame({'user_mentions': len(tweet['entities']['user_mentions']),
'followers_count': tweet['user'].get('followers_count')} for tweet in mentions_followers)
mentions_followers_df.head()
Out[57]:
followers_count
user_mentions
0
964
1
1
200
2
2
6
2
3
242
1
4
3301
1
5 rows × 2 columns
Perhaps user_mentions and followers_count are correlated?
In [58]:
%matplotlib inline
plt.scatter(mentions_followers_df.user_mentions, mentions_followers_df.followers_count)
mentions_followers_df.corr()
Out[58]:
followers_count
user_mentions
followers_count
1.000000
-0.049517
user_mentions
-0.049517
1.000000
2 rows × 2 columns
Perhaps not.
Raise two fingers if you understand the material well.
Raise one finger if you understand this material OK.
Now, 1 find a 2 and sit next to them. While you work through this exercise, only 1's can type.
The Yahoo! Where On Earth ID of Canada is 23424775.
Use it to find Twitter trends in Canada and compare it to US trends. What's the difference between them?
canada collection. us collections. follower_count?
In [59]:
CA_WOE_ID = 23424775
canada_trends = twitter_api.trends.place(_id=CA_WOE_ID)
In [64]:
ca_trends_set = set([trend['name'] for trends in canada_trends
for trend in trends['trends']])
ca_only_trend_set = ca_trends_set.difference(us_trends_set)
us_only_trend_set = us_trends_set.difference(ca_trends_set)
ca_results = list()
ca_only_trends_list = list(ca_trends_set)
for trend in enumerate(ca_only_trends_list):
q = str(trend)
count = 100
search_results = twitter_api.search.tweets(q=q, count=count)
statuses = search_results['statuses']
if len(statuses) > 0:
ca_results.extend(statuses)
us_results = list()
us_only_trends_list = list(us_trends_set)
for trend in enumerate(us_only_trends_list):
q = str(trend)
count = 100
search_results = twitter_api.search.tweets(q=q, count=count)
statuses = search_results['statuses']
if len(statuses) > 0:
us_results.extend(statuses)
if len(ca_results) > 0:
ca_statuses = db.canada.insert(ca_results)
if len(us_results) > 0:
us_statuses = db.us.insert(us_results)
most_followers = list(db.tweets.find(fields=['user.followers_count', 'user.name']))
most_followers_df = pd.DataFrame({'user_name': tweet['user'].get('name'), 'followers_count': tweet['user'].get('followers_count')} for tweet in most_followers)
most_followers_df.sort('followers_count', ascending=False)
# See https://dev.twitter.com/docs/api/1.1/get/search/tweets
set([u'#DWTSShirtOff',
u'#Malkin',
u'#VoiceTop10',
u'#hatty',
u'Damien Sandow',
u'Mike Scott',
u'Vitale',
u"Who's in New York"])
set([u'#BillionaireUndone',
u'#FastFirebirds',
u'#OnTheRunTour',
u'#colorless',
u'Best Kourtney Kardashian',
u'German Suplex',
u'Meryl & Maks',
u'Tom and Jordan'])
Trend: (0, u'Mike Scott')
Trend: (1, u'Last JOX')
Trend: (2, u'#VoiceTop10')
Trend: (3, u'#DWTSShirtOff')
Trend: (4, u'Damien Sandow')
Trend: (5, u'#IfICalledACoach')
Trend: (6, u"Who's in New York")
Trend: (7, u'#Malkin')
Trend: (8, u'#hatty')
Trend: (9, u'Vitale')
14
Trend: (0, u'Last JOX')
Trend: (1, u'#BillionaireUndone')
Trend: (2, u'Best Kourtney Kardashian')
Trend: (3, u'German Suplex')
Trend: (4, u'#IfICalledACoach')
Trend: (5, u'#colorless')
Trend: (6, u'#FastFirebirds')
Trend: (7, u'#OnTheRunTour')
Trend: (8, u'Tom and Jordan')
Trend: (9, u'Meryl & Maks')
3
Out[64]:
followers_count
user_name
142
214075
None
125
214075
None
329
60540
None
101
58673
None
195
49822
None
175
46773
None
123
44067
None
618
38975
None
140
30360
None
177
30360
None
153
30360
None
120
30360
None
71
30356
None
93
30356
None
5
30356
None
98
29263
None
78
24618
None
332
22600
None
148
22356
None
436
20863
None
570
18860
None
20
18490
None
146
18371
None
312
16836
None
381
15108
None
109
15040
None
513
14815
None
58
13303
None
449
12160
None
558
12102
None
560
11373
None
133
11369
None
73
11017
None
166
10100
None
671
8354
None
691
8345
None
150
8323
None
191
8185
None
17
7951
None
637
7927
None
47
7853
None
162
7317
None
82
7271
None
315
7120
None
91
7054
None
485
7051
None
135
6755
None
517
6560
None
659
6148
None
686
6148
None
669
6148
None
15
5875
None
14
5645
None
126
5645
None
559
5638
None
66
5630
None
619
5557
None
179
5538
None
32
5536
None
77
5536
None
...
...
899 rows × 2 columns
In [ ]:
retweeted_us_tweets = list(db.us.find({'retweet_count': {"$gte": 0}})
print(len(retweeted__us_tweets))
retweeted_ca_tweets =
Further exercises:
Content source: hijoumake/DAT6_tt
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