In [15]:
import twitter
# XXX: Go to http://dev.twitter.com/apps/new to create an app and get values
# for these credentials, which you'll need to provide in place of these
# empty string values that are defined as placeholders.
# See https://dev.twitter.com/docs/auth/oauth for more information
# on Twitter's OAuth implementation.
CONSUMER_KEY = ''
CONSUMER_SECRET =''
OAUTH_TOKEN = '-'
OAUTH_TOKEN_SECRET = ''
auth = twitter.oauth.OAuth(OAUTH_TOKEN, OAUTH_TOKEN_SECRET,
CONSUMER_KEY, CONSUMER_SECRET)
twitter_api = twitter.Twitter(auth=auth)
# Nothing to see by displaying twitter_api except that it's now a
# defined variable
print twitter_api
<twitter.api.Twitter object at 0x7fb8102a1490>
In [16]:
# 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
RUS_WOE_ID = 2122265
# 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)
rus_trends = twitter_api.trends.place(_id=RUS_WOE_ID)
print world_trends
print
print us_trends
[{u'created_at': u'2017-02-20T18:26:47Z', u'trends': [{u'url': u'http://twitter.com/search?q=%23PresidentsDay', u'query': u'%23PresidentsDay', u'tweet_volume': 254261, u'name': u'#PresidentsDay', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23%D8%A7%D9%84%D8%AA%D8%B9%D8%A7%D9%88%D9%86_%D9%84%D9%88%D9%83%D9%88%D9%85%D9%88%D8%AA%D9%8A%D9%81', u'query': u'%23%D8%A7%D9%84%D8%AA%D8%B9%D8%A7%D9%88%D9%86_%D9%84%D9%88%D9%83%D9%88%D9%85%D9%88%D8%AA%D9%8A%D9%81', u'tweet_volume': 71455, u'name': u'#\u0627\u0644\u062a\u0639\u0627\u0648\u0646_\u0644\u0648\u0643\u0648\u0645\u0648\u062a\u064a\u0641', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23NationalLoveYourPetDay', u'query': u'%23NationalLoveYourPetDay', u'tweet_volume': 26213, u'name': u'#NationalLoveYourPetDay', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23WatchLoveOnVevo', u'query': u'%23WatchLoveOnVevo', u'tweet_volume': 15678, u'name': u'#WatchLoveOnVevo', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23DiaInternacionalDelGato', u'query': u'%23DiaInternacionalDelGato', u'tweet_volume': 28526, u'name': u'#DiaInternacionalDelGato', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Steve+Hewlett%22', u'query': u'%22Steve+Hewlett%22', u'tweet_volume': None, u'name': u'Steve Hewlett', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Vitaly+Churkin%22', u'query': u'%22Vitaly+Churkin%22', u'tweet_volume': 18852, u'name': u'Vitaly Churkin', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Kurt+Cobain%22', u'query': u'%22Kurt+Cobain%22', u'tweet_volume': 85342, u'name': u'Kurt Cobain', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=Ally', u'query': u'Ally', u'tweet_volume': 66058, u'name': u'Ally', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=Colmenares', u'query': u'Colmenares', u'tweet_volume': 22768, u'name': u'Colmenares', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=CEDAE', u'query': u'CEDAE', u'tweet_volume': None, u'name': u'CEDAE', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22%ED%83%90%EB%9D%BC+%ED%8F%AC%EC%A7%80%EC%85%98%22', u'query': u'%22%ED%83%90%EB%9D%BC+%ED%8F%AC%EC%A7%80%EC%85%98%22', u'tweet_volume': None, u'name': u'\ud0d0\ub77c \ud3ec\uc9c0\uc158', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23SophiaAbrah%C3%A3oNoV%C3%ADdeoShow', u'query': u'%23SophiaAbrah%C3%A3oNoV%C3%ADdeoShow', u'tweet_volume': 16066, u'name': u'#SophiaAbrah\xe3oNoV\xeddeoShow', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23%D8%A7%D9%88%D9%82%D9%81%D9%88%D8%A7_%D8%AD%D9%85%D8%A7%D9%82%D8%A7%D8%AA_%D9%87%D9%8A%D9%8A%D9%87_%D8%A7%D9%84%D8%AA%D8%B1%D9%81%D9%8A%D9%87', u'query': u'%23%D8%A7%D9%88%D9%82%D9%81%D9%88%D8%A7_%D8%AD%D9%85%D8%A7%D9%82%D8%A7%D8%AA_%D9%87%D9%8A%D9%8A%D9%87_%D8%A7%D9%84%D8%AA%D8%B1%D9%81%D9%8A%D9%87', u'tweet_volume': 19515, u'name': u'#\u0627\u0648\u0642\u0641\u0648\u0627_\u062d\u0645\u0627\u0642\u0627\u062a_\u0647\u064a\u064a\u0647_\u0627\u0644\u062a\u0631\u0641\u064a\u0647', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23%D8%A7%D9%84%D8%A8%D9%8A%D8%AA_%D8%A7%D9%84%D9%87%D9%84%D8%A7%D9%84%D9%8A_%D9%8A%D8%BA%D9%84%D9%8A', u'query': u'%23%D8%A7%D9%84%D8%A8%D9%8A%D8%AA_%D8%A7%D9%84%D9%87%D9%84%D8%A7%D9%84%D9%8A_%D9%8A%D8%BA%D9%84%D9%8A', u'tweet_volume': None, u'name': u'#\u0627\u0644\u0628\u064a\u062a_\u0627\u0644\u0647\u0644\u0627\u0644\u064a_\u064a\u063a\u0644\u064a', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23FelizLunes', u'query': u'%23FelizLunes', u'tweet_volume': 49998, u'name': u'#FelizLunes', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23VidalEnDDM', u'query': u'%23VidalEnDDM', u'tweet_volume': None, u'name': u'#VidalEnDDM', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23StrandedBae', u'query': u'%23StrandedBae', u'tweet_volume': 82936, u'name': u'#StrandedBae', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23LQvIU', u'query': u'%23LQvIU', u'tweet_volume': None, u'name': u'#LQvIU', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23%D0%BF%D1%83%D1%81%D1%82%D1%8C%D0%B3%D0%BE%D0%B2%D0%BE%D1%80%D1%8F%D1%82', u'query': u'%23%D0%BF%D1%83%D1%81%D1%82%D1%8C%D0%B3%D0%BE%D0%B2%D0%BE%D1%80%D1%8F%D1%82', u'tweet_volume': 11384, u'name': u'#\u043f\u0443\u0441\u0442\u044c\u0433\u043e\u0432\u043e\u0440\u044f\u0442', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23DontSleepOnSeokJin', u'query': u'%23DontSleepOnSeokJin', u'tweet_volume': 11858, u'name': u'#DontSleepOnSeokJin', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23DitesLeABaba', u'query': u'%23DitesLeABaba', u'tweet_volume': None, u'name': u'#DitesLeABaba', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23FamilyDay', u'query': u'%23FamilyDay', u'tweet_volume': 12008, u'name': u'#FamilyDay', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23HappyWendyDay', u'query': u'%23HappyWendyDay', u'tweet_volume': 97734, u'name': u'#HappyWendyDay', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23tagdelyoutuberJs', u'query': u'%23tagdelyoutuberJs', u'tweet_volume': None, u'name': u'#tagdelyoutuberJs', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23BTSBrokeBangtansRecordParty', u'query': u'%23BTSBrokeBangtansRecordParty', u'tweet_volume': 13178, u'name': u'#BTSBrokeBangtansRecordParty', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23EVETvatanaSahip%C3%87%C4%B1k%C4%B1yoruz', u'query': u'%23EVETvatanaSahip%C3%87%C4%B1k%C4%B1yoruz', u'tweet_volume': 19689, u'name': u'#EVETvatanaSahip\xc7\u0131k\u0131yoruz', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23%D9%85%D8%AD%D8%A7%D9%83%D9%85%D9%87_%D8%B9%D8%A8%D8%AF%D8%A7%D9%84%D8%B1%D8%AD%D9%85%D9%86_%D8%A7%D9%84%D9%85%D8%B7%D9%8A%D8%B1%D9%8A', u'query': u'%23%D9%85%D8%AD%D8%A7%D9%83%D9%85%D9%87_%D8%B9%D8%A8%D8%AF%D8%A7%D9%84%D8%B1%D8%AD%D9%85%D9%86_%D8%A7%D9%84%D9%85%D8%B7%D9%8A%D8%B1%D9%8A', u'tweet_volume': 17122, u'name': u'#\u0645\u062d\u0627\u0643\u0645\u0647_\u0639\u0628\u062f\u0627\u0644\u0631\u062d\u0645\u0646_\u0627\u0644\u0645\u0637\u064a\u0631\u064a', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23%E3%81%93%E3%81%AE%E3%82%BF%E3%82%B0%E3%82%92%E8%A6%8B%E3%81%9F%E3%82%89%E6%80%96%E3%81%84%E3%82%82%E3%81%AE%E3%82%92%E3%81%B2%E3%81%A8%E3%81%A4%E3%81%82%E3%81%92%E3%82%8B', u'query': u'%23%E3%81%93%E3%81%AE%E3%82%BF%E3%82%B0%E3%82%92%E8%A6%8B%E3%81%9F%E3%82%89%E6%80%96%E3%81%84%E3%82%82%E3%81%AE%E3%82%92%E3%81%B2%E3%81%A8%E3%81%A4%E3%81%82%E3%81%92%E3%82%8B', u'tweet_volume': 11125, u'name': u'#\u3053\u306e\u30bf\u30b0\u3092\u898b\u305f\u3089\u6016\u3044\u3082\u306e\u3092\u3072\u3068\u3064\u3042\u3052\u308b', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23%D8%A7%D9%84%D8%A7%D9%87%D9%84%D9%8A_%D8%A7%D9%84%D8%A7%D8%B3%D8%AA%D9%82%D9%84%D8%A7%D9%84', u'query': u'%23%D8%A7%D9%84%D8%A7%D9%87%D9%84%D9%8A_%D8%A7%D9%84%D8%A7%D8%B3%D8%AA%D9%82%D9%84%D8%A7%D9%84', u'tweet_volume': None, u'name': u'#\u0627\u0644\u0627\u0647\u0644\u064a_\u0627\u0644\u0627\u0633\u062a\u0642\u0644\u0627\u0644', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23lagerhuis', u'query': u'%23lagerhuis', u'tweet_volume': None, u'name': u'#lagerhuis', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23SiMiVidaFueraUnaPelicula', u'query': u'%23SiMiVidaFueraUnaPelicula', u'tweet_volume': None, u'name': u'#SiMiVidaFueraUnaPelicula', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23TheyHiredMeAnyway', u'query': u'%23TheyHiredMeAnyway', u'tweet_volume': None, u'name': u'#TheyHiredMeAnyway', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23VATANi%C3%A7inHAYIR', u'query': u'%23VATANi%C3%A7inHAYIR', u'tweet_volume': None, u'name': u'#VATANi\xe7inHAYIR', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23%E3%81%84%E3%81%8B%E3%81%AE%E3%81%8A%E3%81%99%E3%81%97%E3%81%A7%E3%81%A9%E3%82%93%E3%81%AA%E4%BA%BA%E9%96%93%E3%81%8B%E3%83%90%E3%83%AC%E3%82%8B', u'query': u'%23%E3%81%84%E3%81%8B%E3%81%AE%E3%81%8A%E3%81%99%E3%81%97%E3%81%A7%E3%81%A9%E3%82%93%E3%81%AA%E4%BA%BA%E9%96%93%E3%81%8B%E3%83%90%E3%83%AC%E3%82%8B', u'tweet_volume': None, u'name': u'#\u3044\u304b\u306e\u304a\u3059\u3057\u3067\u3069\u3093\u306a\u4eba\u9593\u304b\u30d0\u30ec\u308b', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%2320FRevolucionZamorista', u'query': u'%2320FRevolucionZamorista', u'tweet_volume': 10931, u'name': u'#20FRevolucionZamorista', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23SegundaDetremuraSDV', u'query': u'%23SegundaDetremuraSDV', u'tweet_volume': 14964, u'name': u'#SegundaDetremuraSDV', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23kimkazanacak', u'query': u'%23kimkazanacak', u'tweet_volume': 18866, u'name': u'#kimkazanacak', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23SametBurakSar%C4%B1ya%C3%96zg%C3%BCrl%C3%BCk', u'query': u'%23SametBurakSar%C4%B1ya%C3%96zg%C3%BCrl%C3%BCk', u'tweet_volume': None, u'name': u'#SametBurakSar\u0131ya\xd6zg\xfcrl\xfck', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23stoptrump', u'query': u'%23stoptrump', u'tweet_volume': None, u'name': u'#stoptrump', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23Eurogroup', u'query': u'%23Eurogroup', u'tweet_volume': None, u'name': u'#Eurogroup', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23CosasQueEnamoran', u'query': u'%23CosasQueEnamoran', u'tweet_volume': None, u'name': u'#CosasQueEnamoran', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23SweetSchmovies', u'query': u'%23SweetSchmovies', u'tweet_volume': None, u'name': u'#SweetSchmovies', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23%ED%83%90%EB%9D%BC%EB%B0%B0_%EA%B1%B0%EC%A7%93%EB%A7%90_%EB%8C%80%ED%9A%8C', u'query': u'%23%ED%83%90%EB%9D%BC%EB%B0%B0_%EA%B1%B0%EC%A7%93%EB%A7%90_%EB%8C%80%ED%9A%8C', u'tweet_volume': None, u'name': u'#\ud0d0\ub77c\ubc30_\uac70\uc9d3\ub9d0_\ub300\ud68c', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23%D8%B5%D9%88%D8%B1%D9%87_%D8%B6%D9%8A%D8%B9%D8%AA_%D8%A7%D8%B3%D8%B1%D9%87', u'query': u'%23%D8%B5%D9%88%D8%B1%D9%87_%D8%B6%D9%8A%D8%B9%D8%AA_%D8%A7%D8%B3%D8%B1%D9%87', u'tweet_volume': None, u'name': u'#\u0635\u0648\u0631\u0647_\u0636\u064a\u0639\u062a_\u0627\u0633\u0631\u0647', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23%D9%85%D9%82%D8%A7%D8%B7%D8%B9%D9%87_%D8%B4%D8%B9%D9%8A%D8%A8_%D9%88%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D8%AC%D9%87', u'query': u'%23%D9%85%D9%82%D8%A7%D8%B7%D8%B9%D9%87_%D8%B4%D8%B9%D9%8A%D8%A8_%D9%88%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D8%AC%D9%87', u'tweet_volume': None, u'name': u'#\u0645\u0642\u0627\u0637\u0639\u0647_\u0634\u0639\u064a\u0628_\u0648\u0628\u0631\u0646\u0627\u0645\u062c\u0647', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23%D8%A7%D9%84%D9%82%D9%84%D8%A8_%D9%85%D9%86_%D8%A8%D8%B9%D8%AF%D9%83', u'query': u'%23%D8%A7%D9%84%D9%82%D9%84%D8%A8_%D9%85%D9%86_%D8%A8%D8%B9%D8%AF%D9%83', u'tweet_volume': None, u'name': u'#\u0627\u0644\u0642\u0644\u0628_\u0645\u0646_\u0628\u0639\u062f\u0643', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23%D0%A7%D1%83%D1%80%D0%BA%D0%B8%D0%BD', u'query': u'%23%D0%A7%D1%83%D1%80%D0%BA%D0%B8%D0%BD', u'tweet_volume': None, u'name': u'#\u0427\u0443\u0440\u043a\u0438\u043d', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23WawancaraCalonBesan', u'query': u'%23WawancaraCalonBesan', u'tweet_volume': None, u'name': u'#WawancaraCalonBesan', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23MeuSuperPoderEh', u'query': u'%23MeuSuperPoderEh', u'tweet_volume': 16993, u'name': u'#MeuSuperPoderEh', u'promoted_content': None}], u'as_of': u'2017-02-20T18:32:17Z', u'locations': [{u'woeid': 1, u'name': u'Worldwide'}]}]
[{u'created_at': u'2017-02-20T18:26:47Z', u'trends': [{u'url': u'http://twitter.com/search?q=%23PresidentsDay', u'query': u'%23PresidentsDay', u'tweet_volume': 254261, u'name': u'#PresidentsDay', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23NationalLoveYourPetDay', u'query': u'%23NationalLoveYourPetDay', u'tweet_volume': 26213, u'name': u'#NationalLoveYourPetDay', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23mondaymotivation', u'query': u'%23mondaymotivation', u'tweet_volume': 116212, u'name': u'#mondaymotivation', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23StrandedBae', u'query': u'%23StrandedBae', u'tweet_volume': 82936, u'name': u'#StrandedBae', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Vitaly+Churkin%22', u'query': u'%22Vitaly+Churkin%22', u'tweet_volume': 18852, u'name': u'Vitaly Churkin', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23TheyHiredMeAnyway', u'query': u'%23TheyHiredMeAnyway', u'tweet_volume': None, u'name': u'#TheyHiredMeAnyway', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Kurt+Cobain%22', u'query': u'%22Kurt+Cobain%22', u'tweet_volume': 85342, u'name': u'Kurt Cobain', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Donald+Trump+and+Russia%22', u'query': u'%22Donald+Trump+and+Russia%22', u'tweet_volume': None, u'name': u'Donald Trump and Russia', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22AP+Poll%22', u'query': u'%22AP+Poll%22', u'tweet_volume': None, u'name': u'AP Poll', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Player+of+the+Week%22', u'query': u'%22Player+of+the+Week%22', u'tweet_volume': None, u'name': u'Player of the Week', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Matt+Barnes%22', u'query': u'%22Matt+Barnes%22', u'tweet_volume': None, u'name': u'Matt Barnes', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22AP+Top+25%22', u'query': u'%22AP+Top+25%22', u'tweet_volume': None, u'name': u'AP Top 25', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=Nebula', u'query': u'Nebula', u'tweet_volume': None, u'name': u'Nebula', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Horizon+Zero+Dawn%22', u'query': u'%22Horizon+Zero+Dawn%22', u'tweet_volume': 30874, u'name': u'Horizon Zero Dawn', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22British+Parliament%22', u'query': u'%22British+Parliament%22', u'tweet_volume': None, u'name': u'British Parliament', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Snapchat+Spectacles%22', u'query': u'%22Snapchat+Spectacles%22', u'tweet_volume': None, u'name': u'Snapchat Spectacles', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Russian+Ambassador+to+the+UN%22', u'query': u'%22Russian+Ambassador+to+the+UN%22', u'tweet_volume': None, u'name': u'Russian Ambassador to the UN', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Daisy+Ridley%22', u'query': u'%22Daisy+Ridley%22', u'tweet_volume': None, u'name': u'Daisy Ridley', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=Brussels', u'query': u'Brussels', u'tweet_volume': 19441, u'name': u'Brussels', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Freshman+of+the+Week%22', u'query': u'%22Freshman+of+the+Week%22', u'tweet_volume': None, u'name': u'Freshman of the Week', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Diamond+Dallas+Page%22', u'query': u'%22Diamond+Dallas+Page%22', u'tweet_volume': None, u'name': u'Diamond Dallas Page', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=Malmo', u'query': u'Malmo', u'tweet_volume': 20874, u'name': u'Malmo', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=UBIQ', u'query': u'UBIQ', u'tweet_volume': None, u'name': u'UBIQ', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Julius+Thomas%22', u'query': u'%22Julius+Thomas%22', u'tweet_volume': None, u'name': u'Julius Thomas', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22John+Glenn%22', u'query': u'%22John+Glenn%22', u'tweet_volume': None, u'name': u'John Glenn', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Jack+Black%22', u'query': u'%22Jack+Black%22', u'tweet_volume': None, u'name': u'Jack Black', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22Brad+Bates%22', u'query': u'%22Brad+Bates%22', u'tweet_volume': None, u'name': u'Brad Bates', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22iOS+10.3%22', u'query': u'%22iOS+10.3%22', u'tweet_volume': None, u'name': u'iOS 10.3', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%22The+Predator%22', u'query': u'%22The+Predator%22', u'tweet_volume': None, u'name': u'The Predator', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23MusicMonday', u'query': u'%23MusicMonday', u'tweet_volume': None, u'name': u'#MusicMonday', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23SweetSchmovies', u'query': u'%23SweetSchmovies', u'tweet_volume': None, u'name': u'#SweetSchmovies', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23WhatILearnedAtTheGym', u'query': u'%23WhatILearnedAtTheGym', u'tweet_volume': None, u'name': u'#WhatILearnedAtTheGym', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23CPAC', u'query': u'%23CPAC', u'tweet_volume': 15503, u'name': u'#CPAC', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23OscarsWeNeed', u'query': u'%23OscarsWeNeed', u'tweet_volume': None, u'name': u'#OscarsWeNeed', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23Outnumbered', u'query': u'%23Outnumbered', u'tweet_volume': None, u'name': u'#Outnumbered', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23HappyBirthdayRihanna', u'query': u'%23HappyBirthdayRihanna', u'tweet_volume': 91222, u'name': u'#HappyBirthdayRihanna', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23phxstartupweek', u'query': u'%23phxstartupweek', u'tweet_volume': None, u'name': u'#phxstartupweek', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23ObamaDay', u'query': u'%23ObamaDay', u'tweet_volume': None, u'name': u'#ObamaDay', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23MeatlessMonday', u'query': u'%23MeatlessMonday', u'tweet_volume': None, u'name': u'#MeatlessMonday', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23RootsPicnic', u'query': u'%23RootsPicnic', u'tweet_volume': None, u'name': u'#RootsPicnic', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23SB106', u'query': u'%23SB106', u'tweet_volume': None, u'name': u'#SB106', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23swhpn17', u'query': u'%23swhpn17', u'tweet_volume': None, u'name': u'#swhpn17', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23CousinsTrade', u'query': u'%23CousinsTrade', u'tweet_volume': None, u'name': u'#CousinsTrade', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23AnselAdams', u'query': u'%23AnselAdams', u'tweet_volume': None, u'name': u'#AnselAdams', u'promoted_content': None}, {u'url': u'http://twitter.com/search?q=%23MTGAKH', u'query': u'%23MTGAKH', u'tweet_volume': None, u'name': u'#MTGAKH', u'promoted_content': None}], u'as_of': u'2017-02-20T18:32:17Z', u'locations': [{u'woeid': 23424977, u'name': u'United States'}]}]
In [17]:
dir()
Out[17]:
['CONSUMER_KEY',
'CONSUMER_SECRET',
'Counter',
'In',
'OAUTH_TOKEN',
'OAUTH_TOKEN_SECRET',
'Out',
'PrettyTable',
'RUS_WOE_ID',
'US_WOE_ID',
'WORLD_WOE_ID',
'_',
'_3',
'_7',
'__',
'___',
'__builtin__',
'__builtins__',
'__doc__',
'__name__',
'__package__',
'_dh',
'_i',
'_i1',
'_i10',
'_i11',
'_i12',
'_i13',
'_i14',
'_i15',
'_i16',
'_i17',
'_i2',
'_i3',
'_i4',
'_i5',
'_i6',
'_i7',
'_i8',
'_i9',
'_ih',
'_ii',
'_iii',
'_oh',
'_sh',
'auth',
'average_words',
'c',
'common_trends',
'count',
'data',
'e',
'exit',
'get_ipython',
'hashtag',
'hashtags',
'item',
'json',
'kv',
'label',
'lexical_diversity',
'max_num',
'pt',
'q',
'quit',
'retweets',
'row',
'rus_trends',
'rus_trends_set',
'screen_names',
'search_results',
'status',
'status_texts',
'statuses',
't',
'trend',
'twitter',
'twitter_api',
'unquote',
'us_trends',
'us_trends_set',
'user_mention',
'w',
'words',
'world_trends',
'world_trends_set']
In [18]:
import json
print json.dumps(world_trends, indent=1)
print
print json.dumps(us_trends, indent=1)
print
print json.dumps(rus_trends, indent=1)
[
{
"created_at": "2017-02-20T18:26:47Z",
"trends": [
{
"url": "http://twitter.com/search?q=%23PresidentsDay",
"query": "%23PresidentsDay",
"tweet_volume": 254261,
"name": "#PresidentsDay",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23%D8%A7%D9%84%D8%AA%D8%B9%D8%A7%D9%88%D9%86_%D9%84%D9%88%D9%83%D9%88%D9%85%D9%88%D8%AA%D9%8A%D9%81",
"query": "%23%D8%A7%D9%84%D8%AA%D8%B9%D8%A7%D9%88%D9%86_%D9%84%D9%88%D9%83%D9%88%D9%85%D9%88%D8%AA%D9%8A%D9%81",
"tweet_volume": 71455,
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"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23NationalLoveYourPetDay",
"query": "%23NationalLoveYourPetDay",
"tweet_volume": 26213,
"name": "#NationalLoveYourPetDay",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23WatchLoveOnVevo",
"query": "%23WatchLoveOnVevo",
"tweet_volume": 15678,
"name": "#WatchLoveOnVevo",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23DiaInternacionalDelGato",
"query": "%23DiaInternacionalDelGato",
"tweet_volume": 28526,
"name": "#DiaInternacionalDelGato",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%22Steve+Hewlett%22",
"query": "%22Steve+Hewlett%22",
"tweet_volume": null,
"name": "Steve Hewlett",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%22Vitaly+Churkin%22",
"query": "%22Vitaly+Churkin%22",
"tweet_volume": 18852,
"name": "Vitaly Churkin",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%22Kurt+Cobain%22",
"query": "%22Kurt+Cobain%22",
"tweet_volume": 85342,
"name": "Kurt Cobain",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=Ally",
"query": "Ally",
"tweet_volume": 66058,
"name": "Ally",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=Colmenares",
"query": "Colmenares",
"tweet_volume": 22768,
"name": "Colmenares",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=CEDAE",
"query": "CEDAE",
"tweet_volume": null,
"name": "CEDAE",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%22%ED%83%90%EB%9D%BC+%ED%8F%AC%EC%A7%80%EC%85%98%22",
"query": "%22%ED%83%90%EB%9D%BC+%ED%8F%AC%EC%A7%80%EC%85%98%22",
"tweet_volume": null,
"name": "\ud0d0\ub77c \ud3ec\uc9c0\uc158",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23SophiaAbrah%C3%A3oNoV%C3%ADdeoShow",
"query": "%23SophiaAbrah%C3%A3oNoV%C3%ADdeoShow",
"tweet_volume": 16066,
"name": "#SophiaAbrah\u00e3oNoV\u00eddeoShow",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23%D8%A7%D9%88%D9%82%D9%81%D9%88%D8%A7_%D8%AD%D9%85%D8%A7%D9%82%D8%A7%D8%AA_%D9%87%D9%8A%D9%8A%D9%87_%D8%A7%D9%84%D8%AA%D8%B1%D9%81%D9%8A%D9%87",
"query": "%23%D8%A7%D9%88%D9%82%D9%81%D9%88%D8%A7_%D8%AD%D9%85%D8%A7%D9%82%D8%A7%D8%AA_%D9%87%D9%8A%D9%8A%D9%87_%D8%A7%D9%84%D8%AA%D8%B1%D9%81%D9%8A%D9%87",
"tweet_volume": 19515,
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"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23%D8%A7%D9%84%D8%A8%D9%8A%D8%AA_%D8%A7%D9%84%D9%87%D9%84%D8%A7%D9%84%D9%8A_%D9%8A%D8%BA%D9%84%D9%8A",
"query": "%23%D8%A7%D9%84%D8%A8%D9%8A%D8%AA_%D8%A7%D9%84%D9%87%D9%84%D8%A7%D9%84%D9%8A_%D9%8A%D8%BA%D9%84%D9%8A",
"tweet_volume": null,
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"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23FelizLunes",
"query": "%23FelizLunes",
"tweet_volume": 49998,
"name": "#FelizLunes",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23VidalEnDDM",
"query": "%23VidalEnDDM",
"tweet_volume": null,
"name": "#VidalEnDDM",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23StrandedBae",
"query": "%23StrandedBae",
"tweet_volume": 82936,
"name": "#StrandedBae",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23LQvIU",
"query": "%23LQvIU",
"tweet_volume": null,
"name": "#LQvIU",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23%D0%BF%D1%83%D1%81%D1%82%D1%8C%D0%B3%D0%BE%D0%B2%D0%BE%D1%80%D1%8F%D1%82",
"query": "%23%D0%BF%D1%83%D1%81%D1%82%D1%8C%D0%B3%D0%BE%D0%B2%D0%BE%D1%80%D1%8F%D1%82",
"tweet_volume": 11384,
"name": "#\u043f\u0443\u0441\u0442\u044c\u0433\u043e\u0432\u043e\u0440\u044f\u0442",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23DontSleepOnSeokJin",
"query": "%23DontSleepOnSeokJin",
"tweet_volume": 11858,
"name": "#DontSleepOnSeokJin",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23DitesLeABaba",
"query": "%23DitesLeABaba",
"tweet_volume": null,
"name": "#DitesLeABaba",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23FamilyDay",
"query": "%23FamilyDay",
"tweet_volume": 12008,
"name": "#FamilyDay",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23HappyWendyDay",
"query": "%23HappyWendyDay",
"tweet_volume": 97734,
"name": "#HappyWendyDay",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23tagdelyoutuberJs",
"query": "%23tagdelyoutuberJs",
"tweet_volume": null,
"name": "#tagdelyoutuberJs",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23BTSBrokeBangtansRecordParty",
"query": "%23BTSBrokeBangtansRecordParty",
"tweet_volume": 13178,
"name": "#BTSBrokeBangtansRecordParty",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23EVETvatanaSahip%C3%87%C4%B1k%C4%B1yoruz",
"query": "%23EVETvatanaSahip%C3%87%C4%B1k%C4%B1yoruz",
"tweet_volume": 19689,
"name": "#EVETvatanaSahip\u00c7\u0131k\u0131yoruz",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23%D9%85%D8%AD%D8%A7%D9%83%D9%85%D9%87_%D8%B9%D8%A8%D8%AF%D8%A7%D9%84%D8%B1%D8%AD%D9%85%D9%86_%D8%A7%D9%84%D9%85%D8%B7%D9%8A%D8%B1%D9%8A",
"query": "%23%D9%85%D8%AD%D8%A7%D9%83%D9%85%D9%87_%D8%B9%D8%A8%D8%AF%D8%A7%D9%84%D8%B1%D8%AD%D9%85%D9%86_%D8%A7%D9%84%D9%85%D8%B7%D9%8A%D8%B1%D9%8A",
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"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23%E3%81%93%E3%81%AE%E3%82%BF%E3%82%B0%E3%82%92%E8%A6%8B%E3%81%9F%E3%82%89%E6%80%96%E3%81%84%E3%82%82%E3%81%AE%E3%82%92%E3%81%B2%E3%81%A8%E3%81%A4%E3%81%82%E3%81%92%E3%82%8B",
"query": "%23%E3%81%93%E3%81%AE%E3%82%BF%E3%82%B0%E3%82%92%E8%A6%8B%E3%81%9F%E3%82%89%E6%80%96%E3%81%84%E3%82%82%E3%81%AE%E3%82%92%E3%81%B2%E3%81%A8%E3%81%A4%E3%81%82%E3%81%92%E3%82%8B",
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"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23%D8%A7%D9%84%D8%A7%D9%87%D9%84%D9%8A_%D8%A7%D9%84%D8%A7%D8%B3%D8%AA%D9%82%D9%84%D8%A7%D9%84",
"query": "%23%D8%A7%D9%84%D8%A7%D9%87%D9%84%D9%8A_%D8%A7%D9%84%D8%A7%D8%B3%D8%AA%D9%82%D9%84%D8%A7%D9%84",
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"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23lagerhuis",
"query": "%23lagerhuis",
"tweet_volume": null,
"name": "#lagerhuis",
"promoted_content": null
},
{
"url": "http://twitter.com/search?q=%23SiMiVidaFueraUnaPelicula",
"query": "%23SiMiVidaFueraUnaPelicula",
"tweet_volume": null,
"name": "#SiMiVidaFueraUnaPelicula",
"promoted_content": null
},
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"locations": [
{
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}
]
}
]
In [19]:
world_trends_set = set([trend['name']
for trend in world_trends[0]['trends']])
us_trends_set = set([trend['name']
for trend in us_trends[0]['trends']])
rus_trends_set = set([trend['name']
for trend in rus_trends[0]['trends']])
common_trends = world_trends_set.intersection(us_trends_set, rus_trends_set)
print common_trends
common_trends = world_trends_set.intersection(us_trends_set)
print common_trends
common_trends = world_trends_set.intersection(rus_trends_set)
print common_trends
set([u'Vitaly Churkin'])
set([u'#PresidentsDay', u'#NationalLoveYourPetDay', u'Kurt Cobain', u'Vitaly Churkin', u'#StrandedBae', u'#TheyHiredMeAnyway', u'#SweetSchmovies'])
set([u'#\u043f\u0443\u0441\u0442\u044c\u0433\u043e\u0432\u043e\u0440\u044f\u0442', u'Vitaly Churkin'])
In [20]:
# Import unquote to prevent url encoding errors in next_results
from urllib import unquote
# XXX: Set this variable to a trending topic,
# or anything else for that matter. The example query below
# was a trending topic when this content was being developed
# and is used throughout the remainder of this chapter.
q = '#success'
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']
# Iterate through 5 more batches of results by following the cursor
for _ in range(5):
print "Length of statuses", len(statuses)
try:
next_results = search_results['search_metadata']['next_results']
except KeyError, e: # No more results when next_results doesn't exist
break
# Create a dictionary from next_results, which has the following form:
# ?max_id=313519052523986943&q=NCAA&include_entities=1
kwargs = dict([ kv.split('=') for kv in unquote(next_results[1:]).split("&") ])
search_results = twitter_api.search.tweets(**kwargs)
statuses += search_results['statuses']
# Show one sample search result by slicing the list...
print json.dumps(statuses[0], indent=1)
Length of statuses 100
Length of statuses 200
Length of statuses 300
Length of statuses 395
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"contributors": null,
"truncated": false,
"text": "RT @theRealKiyosaki: #richdad #knowledge #success #entrepreneur #financialeducation https://t.co/fOtF50rl7M",
"is_quote_status": false,
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"id": 833746049860763649,
"favorite_count": 0,
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{
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"indices": [
3,
19
],
"id_str": "29856819",
"screen_name": "theRealKiyosaki",
"name": "Robert T. Kiyosaki"
}
],
"hashtags": [
{
"indices": [
21,
29
],
"text": "richdad"
},
{
"indices": [
30,
40
],
"text": "knowledge"
},
{
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41,
49
],
"text": "success"
},
{
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50,
63
],
"text": "entrepreneur"
},
{
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64,
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],
"text": "financialeducation"
}
],
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},
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}
},
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84,
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],
"type": "photo",
"id": 832706645893353472,
"media_url": "http://pbs.twimg.com/media/C45eSFaUkAAm7tN.jpg"
}
]
},
"retweeted": false,
"coordinates": null,
"source": "<a href=\"http://twitter.com\" rel=\"nofollow\">Twitter Web Client</a>",
"in_reply_to_screen_name": null,
"in_reply_to_user_id": null,
"retweet_count": 178,
"id_str": "833746049860763649",
"favorited": false,
"retweeted_status": {
"contributors": null,
"truncated": false,
"text": "#richdad #knowledge #success #entrepreneur #financialeducation https://t.co/fOtF50rl7M",
"is_quote_status": false,
"in_reply_to_status_id": null,
"id": 833662491469115393,
"favorite_count": 285,
"entities": {
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"hashtags": [
{
"indices": [
0,
8
],
"text": "richdad"
},
{
"indices": [
9,
19
],
"text": "knowledge"
},
{
"indices": [
20,
28
],
"text": "success"
},
{
"indices": [
29,
42
],
"text": "entrepreneur"
},
{
"indices": [
43,
62
],
"text": "financialeducation"
}
],
"urls": [],
"media": [
{
"expanded_url": "https://twitter.com/theRealKiyosaki/status/833662491469115393/photo/1",
"display_url": "pic.twitter.com/fOtF50rl7M",
"url": "https://t.co/fOtF50rl7M",
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],
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"id": 832706645893353472,
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}
]
},
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"coordinates": null,
"source": "<a href=\"https://about.twitter.com/products/tweetdeck\" rel=\"nofollow\">TweetDeck</a>",
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{
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"indices": [
0,
22
],
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"display_url": "richdad.com"
}
]
},
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}
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},
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}
]
},
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}
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"verified": false,
"translator_type": "none",
"profile_text_color": "333333",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/761691803137343488/C9hArLNo_normal.jpg",
"profile_sidebar_fill_color": "DDEEF6",
"entities": {
"description": {
"urls": []
}
},
"followers_count": 52,
"profile_sidebar_border_color": "C0DEED",
"id_str": "100407449",
"profile_background_color": "C0DEED",
"listed_count": 3,
"is_translation_enabled": false,
"utc_offset": -21600,
"statuses_count": 310,
"description": "",
"friends_count": 54,
"location": "",
"profile_link_color": "1DA1F2",
"profile_image_url": "http://pbs.twimg.com/profile_images/761691803137343488/C9hArLNo_normal.jpg",
"following": false,
"geo_enabled": true,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/100407449/1451451500",
"profile_background_image_url": "http://abs.twimg.com/images/themes/theme1/bg.png",
"screen_name": "kanalerik",
"lang": "en",
"profile_background_tile": false,
"favourites_count": 17,
"name": "erik gonzalez",
"notifications": false,
"url": null,
"created_at": "Wed Dec 30 04:49:38 +0000 2009",
"contributors_enabled": false,
"time_zone": "Mexico City",
"protected": false,
"default_profile": true,
"is_translator": false
},
"geo": null,
"in_reply_to_user_id_str": null,
"possibly_sensitive": false,
"lang": "und",
"created_at": "Mon Feb 20 18:32:03 +0000 2017",
"in_reply_to_status_id_str": null,
"place": null,
"extended_entities": {
"media": [
{
"source_user_id": 29856819,
"source_status_id_str": "833662491469115393",
"expanded_url": "https://twitter.com/theRealKiyosaki/status/833662491469115393/photo/1",
"display_url": "pic.twitter.com/fOtF50rl7M",
"url": "https://t.co/fOtF50rl7M",
"media_url_https": "https://pbs.twimg.com/media/C45eSFaUkAAm7tN.jpg",
"source_user_id_str": "29856819",
"source_status_id": 833662491469115393,
"id_str": "832706645893353472",
"sizes": {
"small": {
"h": 432,
"resize": "fit",
"w": 680
},
"large": {
"h": 800,
"resize": "fit",
"w": 1260
},
"medium": {
"h": 762,
"resize": "fit",
"w": 1200
},
"thumb": {
"h": 150,
"resize": "crop",
"w": 150
}
},
"indices": [
84,
107
],
"type": "photo",
"id": 832706645893353472,
"media_url": "http://pbs.twimg.com/media/C45eSFaUkAAm7tN.jpg"
}
]
},
"metadata": {
"iso_language_code": "und",
"result_type": "recent"
}
}
In [21]:
type(statuses)
Out[21]:
list
In [22]:
# get the most retweeted tweet
max_num = 0
for status in statuses:
if status['retweet_count'] > max_num:
max_num = status['retweet_count']
print max_num
249
In [23]:
status_texts = [ status['text'] for status in statuses ]
screen_names = [ user_mention['screen_name']
for status in statuses
for user_mention in status['entities']['user_mentions'] ]
hashtags = [ hashtag['text']
for status in statuses
for hashtag in status['entities']['hashtags'] ]
# Compute a collection of all words from all tweets
words = [ w
for t in status_texts
for w in t.split() ]
# Explore the first 5 items for each...
print json.dumps(status_texts[0:5], indent=1)
print json.dumps(screen_names[0:5], indent=1)
print json.dumps(hashtags[0:5], indent=1)
print json.dumps(words[0:5], indent=1)
[
"RT @theRealKiyosaki: #richdad #knowledge #success #entrepreneur #financialeducation https://t.co/fOtF50rl7M",
"#Creative and #innovative ways to reward and measure #success - Frank Contrepois https://t.co/nBljmn7HNu #savetime https://t.co/0JW7lzfpja",
"Until you change your thinking you will always recycle your experiences. #mondaymotivation #motivation #success\u2026 https://t.co/DlWwvJwerM",
"RT @VeganYogaDude: This! Do this! And have a great week\n#mondaymotivation #Startup #Success #MakeYourOwnLane #defstar5 #mpgvip #inspiration\u2026",
"RT @LoriMoreno: Your Choices Now = Your Future\nChoose Wisely & Intentionally \n@LoriMoreno #success #quote\nhttps://t.co/Sc0aTzGwox https://t\u2026"
]
[
"theRealKiyosaki",
"VeganYogaDude",
"LoriMoreno",
"LoriMoreno",
"JonAlsup"
]
[
"richdad",
"knowledge",
"success",
"entrepreneur",
"financialeducation"
]
[
"RT",
"@theRealKiyosaki:",
"#richdad",
"#knowledge",
"#success"
]
In [24]:
from collections import Counter
for item in [words, screen_names, hashtags]:
c = Counter(item)
print c.most_common()[:10] # top 10
print
[(u'#success', 246), (u'RT', 142), (u'to', 123), (u'#Success', 109), (u'you', 84), (u'the', 83), (u'is', 68), (u'a', 57), (u'#motivation', 55), (u'#quote', 53)]
[(u'marshawright', 14), (u'LoriMoreno', 14), (u'Deep_nepalinfo', 13), (u'VeganYogaDude', 9), (u'ChrisPercival_', 8), (u'TheZigZiglar', 5), (u'_GarethG', 4), (u'NorthStarMarket', 4), (u'GeorgeGEdwards', 4), (u'SavvyCleaner', 3)]
[(u'success', 260), (u'Success', 114), (u'motivation', 63), (u'quote', 53), (u'entrepreneur', 32), (u'Entrepreneur', 30), (u'defstar5', 29), (u'Startup', 28), (u'MakeYourOwnLane', 25), (u'mpgvip', 25)]
In [25]:
print json.dumps(screen_names, indent=1)
[
"theRealKiyosaki",
"VeganYogaDude",
"LoriMoreno",
"LoriMoreno",
"JonAlsup",
"luannnovotny",
"VeganYogaDude",
"TheZigZiglar",
"ActionComplete",
"jeansergegagnon",
"VeroDePrycker",
"DrPriceMitchell",
"Jonwestenberg",
"Entrepreneur",
"VeganYogaDude",
"First_Global",
"marshawright",
"gede_prama",
"JaniceKobelsky",
"marshawright",
"wmharris101",
"RyanGlass4reals",
"marshawright",
"ebookfriendly",
"Forbes",
"RyanGlass4reals",
"marshawright",
"CoachBrettBlair",
"tinybuddha",
"GeorgeGEdwards",
"TheFrugalennial",
"ericries",
"ActionComplete",
"GeorgeGEdwards",
"drudgeheadlines",
"LoriMoreno",
"LoriMoreno",
"VeganYogaDude",
"robertoglezcano",
"ChrisPercival_",
"ChrisPercival_",
"GeorgeGEdwards",
"LightStalking",
"GeorgeGEdwards",
"ChrisPercival_",
"TheZigZiglar",
"marshawright",
"ChrisPercival_",
"A631St4n13y",
"marshawright",
"DonaDeane",
"marshawright",
"sarbolifecoach",
"NorthStarMarket",
"marshawright",
"Inc",
"bigskyrise",
"cindyannhealer",
"BrettRoryThomas",
"FrugalFitEbooks",
"Arnaud3J",
"ChrisPercival_",
"marshawright",
"StefanHeineken",
"lovenregards",
"Qualtrics",
"j_ramos23",
"GrantCardone",
"mamoonline101",
"donadosays",
"Amiltone_",
"ChrisPercival_",
"ChrisPercival_",
"tinybuddha",
"Deep_nepalinfo",
"CoastalDeb",
"NightingaleEarl",
"ChrisPercival_",
"joshelledge",
"Deep_nepalinfo",
"Deep_nepalinfo",
"Anvesh_Marri",
"LoriMoreno",
"LoriMoreno",
"theRealKiyosaki",
"Deep_nepalinfo",
"Deep_nepalinfo",
"naichicarpeso",
"lulusync",
"gamechangerszim",
"VeganYogaDude",
"Mazars_UK",
"gamechangerszim",
"joshelledge",
"Deep_nepalinfo",
"Deep_nepalinfo",
"LeadToday",
"HaroldSinnott",
"LeadToday",
"MicheleRuiz01",
"LoriMoreno",
"LoriMoreno",
"CompeteEveryDay",
"HPYoungVoices",
"_drudgereport_",
"Russper",
"Deep_nepalinfo",
"Deep_nepalinfo",
"VeganYogaDude",
"ElisaBBennett",
"_GarethG",
"AurorasaCoach",
"TheZigZiglar",
"milindrunning",
"DerekLidow",
"HarvardBiz",
"danspena",
"inc5000",
"ahhensel",
"marshawright",
"_GarethG",
"_GarethG",
"marshawright",
"bigskyrise",
"Deep_nepalinfo",
"_GarethG",
"Deep_nepalinfo",
"TheDaveKirby",
"OfficialJimRohn",
"DCTheState",
"nikproffitt",
"SteveGutzler",
"LoriMoreno",
"LoriMoreno",
"GBGunderson",
"PatriciaMavinyu",
"Deep_nepalinfo",
"InspirEmerge",
"Deep_nepalinfo",
"1andreacallahan",
"TheDennisWagner",
"BeltwayPundit",
"PatriciaMavinyu",
"devinetaylor",
"marshawright",
"ilovefairchoice",
"LoriMoreno",
"LoriMoreno",
"SavvyHustlers",
"marshawright",
"LoriMoreno",
"Ironmanjack",
"SteveGutzler",
"marshawright",
"SavvyHustlers",
"CompeteEveryDay",
"DaviesWriter",
"SavvyHustlers",
"Ziko_3D",
"Inc",
"addmefastwwwim",
"TheZigZiglar",
"QueenBDivine",
"nowyvr",
"nickwriteastory",
"TheChampsView",
"charlesjo",
"paleofuture",
"Gizmodo",
"ssgslack",
"romeabout",
"VeganYogaDude",
"COUTSIFROMWEST",
"VeganYogaDude",
"addmefastwwwim",
"LoriMoreno",
"cheri_shapley",
"TechGeekRebel",
"ericomuro",
"VeganYogaDude",
"NorthStarMarket",
"mlmtips_edu",
"SavvyCleaner",
"TheArtofCharm",
"SavvyCleaner",
"gajo4all",
"SeffSaid",
"GriffIzMe",
"TheZigZiglar",
"5onlife",
"Bailey_Boutique",
"StartGrowthHack",
"CoachBrettBlair",
"Plansmith",
"darren_flow",
"asalesguy",
"TheArtofCharm",
"SavvyCleaner",
"PorcelliSuzanne",
"KariJoys",
"TheDennisWagner",
"NorthStarMarket",
"NorthStarMarket"
]
In [26]:
from prettytable import PrettyTable
for label, data in (('Word', words),
('Screen Name', screen_names),
('Hashtag', hashtags)):
pt = PrettyTable(field_names=[label, 'Count'])
c = Counter(data)
[ pt.add_row(kv) for kv in c.most_common()[:10] ]
pt.align[label], pt.align['Count'] = 'l', 'r' # Set column alignment
print pt
+-------------+-------+
| Word | Count |
+-------------+-------+
| #success | 246 |
| RT | 142 |
| to | 123 |
| #Success | 109 |
| you | 84 |
| the | 83 |
| is | 68 |
| a | 57 |
| #motivation | 55 |
| #quote | 53 |
+-------------+-------+
+-----------------+-------+
| Screen Name | Count |
+-----------------+-------+
| marshawright | 14 |
| LoriMoreno | 14 |
| Deep_nepalinfo | 13 |
| VeganYogaDude | 9 |
| ChrisPercival_ | 8 |
| TheZigZiglar | 5 |
| _GarethG | 4 |
| NorthStarMarket | 4 |
| GeorgeGEdwards | 4 |
| SavvyCleaner | 3 |
+-----------------+-------+
+-----------------+-------+
| Hashtag | Count |
+-----------------+-------+
| success | 260 |
| Success | 114 |
| motivation | 63 |
| quote | 53 |
| entrepreneur | 32 |
| Entrepreneur | 30 |
| defstar5 | 29 |
| Startup | 28 |
| MakeYourOwnLane | 25 |
| mpgvip | 25 |
+-----------------+-------+
In [27]:
# A function for computing lexical diversity
def lexical_diversity(tokens):
return 1.0*len(set(tokens))/len(tokens)
# A function for computing the average number of words per tweet
def average_words(statuses):
total_words = sum([ len(s.split()) for s in statuses ])
return 1.0*total_words/len(statuses)
print lexical_diversity(words)
print lexical_diversity(screen_names)
print lexical_diversity(hashtags)
print average_words(status_texts)
0.403192934783
0.576354679803
0.274011299435
14.9063291139
In [30]:
retweets = [
# Store out a tuple of these three values ...
(status['retweet_count'],
status['retweeted_status']['user']['screen_name'],
status['text'],
status['retweeted_status']['id']
)
# ... for each status ...
for status in statuses
# ... so long as the status meets this condition.
if status.has_key('retweeted_status')
]
# Slice off the first 5 from the sorted results and display each item in the tuple
pt = PrettyTable(field_names=['Count', 'Screen Name', 'Text', 'id'])
[ pt.add_row(row) for row in sorted(retweets, reverse=True)[:5] ]
pt.max_width['Text'] = 50
pt.align= 'l'
print pt
+-------+---------------+----------------------------------------------------+--------------------+
| Count | Screen Name | Text | id |
+-------+---------------+----------------------------------------------------+--------------------+
| 249 | VeganYogaDude | RT @VeganYogaDude: This! Do this! And have a great | 833667112648466436 |
| | | week | |
| | | #mondaymotivation #Startup #Success | |
| | | #MakeYourOwnLane #defstar5 #mpgvip #inspiration… | |
| 249 | VeganYogaDude | RT @VeganYogaDude: This! Do this! And have a great | 833667112648466436 |
| | | week | |
| | | #mondaymotivation #Startup #Success | |
| | | #MakeYourOwnLane #defstar5 #mpgvip #inspiration… | |
| 249 | VeganYogaDude | RT @VeganYogaDude: This! Do this! And have a great | 833667112648466436 |
| | | week | |
| | | #mondaymotivation #Startup #Success | |
| | | #MakeYourOwnLane #defstar5 #mpgvip #inspiration… | |
| 249 | VeganYogaDude | RT @VeganYogaDude: This! Do this! And have a great | 833667112648466436 |
| | | week | |
| | | #mondaymotivation #Startup #Success | |
| | | #MakeYourOwnLane #defstar5 #mpgvip #inspiration… | |
| 249 | VeganYogaDude | RT @VeganYogaDude: This! Do this! And have a great | 833667112648466436 |
| | | week | |
| | | #mondaymotivation #Startup #Success | |
| | | #MakeYourOwnLane #defstar5 #mpgvip #inspiration… | |
+-------+---------------+----------------------------------------------------+--------------------+
In [31]:
# Get the original tweet id for a tweet from its retweeted_status node
# and insert it here in place of the sample value that is provided
# from the text of the book
_retweets = twitter_api.statuses.retweets(id=833667112648466436)
print [r['user']['screen_name'] for r in _retweets]
[u'WatchEm_FoldUp', u'yung_580', u'collinsturner47', u'WALKIN_ZAN', u'LoveLightOn', u'DanGlover1', u'AvonUKBeABoss', u'GemiiFromDaBx', u'readershealth', u'JehovahWord777', u'eangels1064', u'jassit5', u'DebraKAdamsMA', u'friendlyWendyB', u'DianaLucia_NS', u'AlphaDeltaHC', u'ShySheppy', u'Psycc0daSpartan', u'marytennant0814', u'NatashaRaynerz']
In [39]:
%matplotlib inline
import matplotlib
import numpy as np
import matplotlib.pyplot as plt
word_counts = sorted(Counter(words).values(), reverse=True)
plt.loglog(word_counts)
plt.ylabel("Freq")
plt.xlabel("Word Rank")
Out[39]:
<matplotlib.text.Text at 0x7fb7e66fd390>
In [40]:
for label, data in (('Words', words),
('Screen Names', screen_names),
('Hashtags', hashtags)):
# Build a frequency map for each set of data
# and plot the values
c = Counter(data)
plt.hist(c.values())
# Add a title and y-label ...
plt.title(label)
plt.ylabel("Number of items in bin")
plt.xlabel("Bins (number of times an item appeared)")
# ... and display as a new figure
plt.figure()
<matplotlib.figure.Figure at 0x7fb7e633d110>
In [53]:
# Using underscores while unpacking values in
# a tuple is idiomatic for discarding them
counts = []
for status in statuses:
counts.append(status['retweet_count'])
#counts = [count for count, _, _ in retweets]
plt.hist(counts)
plt.title("Retweets with 0")
plt.xlabel('Bins (number of times retweeted)')
plt.ylabel('Number of tweets in bin')
Out[53]:
<matplotlib.text.Text at 0x7fb7e5f5e4d0>
In [56]:
counts = []
for status in statuses:
if status['retweet_count'] > 0:
counts.append(status['retweet_count'])
plt.hist(counts)
plt.title("Retweets with 0")
plt.xlabel('Bins (number of times retweeted)')
plt.ylabel('Number of tweets in bin')
Out[56]:
<matplotlib.text.Text at 0x7fb7e6024fd0>
Note: This histogram gives you an idea of how many times tweets are retweeted with the x-axis defining partitions for tweets that have been retweeted some number of times and the y-axis telling you how many tweets fell into each bin. For example, a y-axis value of 5 for the "15-20 bin" on the x-axis means that there were 5 tweets that were retweeted between 15 and 20 times.
Here's another variation that transforms the data using the (automatically imported from numpy) log function in order to improve the resolution of the plot.
In [65]:
# Using underscores while unpacking values in
# a tuple is idiomatic for discarding them
counts = []
for status in statuses:
if status['retweet_count'] > 0:
counts.append(math.log(status['retweet_count']))
# Taking the log of the *data values* themselves can
# often provide quick and valuable insight into the
# underlying distribution as well. Try it back on
# Example 13 and see if it helps.
plt.hist((counts))
plt.title("Retweets")
plt.xlabel('Log[Bins (number of times retweeted)]')
plt.ylabel('Log[Number of tweets in bin]')
print log(counts)
---------------------------------------------------------------------------
NameError Traceback (most recent call last)
<ipython-input-65-be11203e74e1> in <module>()
17 plt.ylabel('Log[Number of tweets in bin]')
18
---> 19 print log(counts)
NameError: name 'log' is not defined
In [ ]:
Content source: Diyago/Machine-Learning-scripts
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