In [1]:
import tweepy
from tweepy.streaming import StreamListener
from tweepy import OAuthHandler
from tweepy import Stream
import re
import pandas as pd
from nltk.corpus import stopwords
from nltk import word_tokenize
In [2]:
ckey = 'hfLQl3GrNKn9roojLYgAUXZL5'
csecret = 'H6SmcD6YQlN0rHsgjyK3bCUMa4JC4gZJ1azCdbAkOExIEJwYDR'
atoken = '3178541083-HpQ1Ht9siIYBBBZaJlC0T5Rtdo2LIPi2yBfvjKP'
asecret = 'iynA1ScN3j4Nm3XQwE8VDMQX4fOzlg3v95dqlhv2Kdu4c'
auth = OAuthHandler(ckey, csecret)
auth.set_access_token(atoken, asecret)
api = tweepy.API(auth)
In [46]:
tweet_number = 500
i=0
tweetDF = pd.DataFrame(columns=['screen name','timeStamp','tweet'])
for tweet in tweepy.Cursor(api.search, q="google", lang="en").items(tweet_number):
tweetDF.loc[i] = [tweet.user.screen_name, tweet.created_at,tweet.text]
i+=1
In [47]:
tweetList = tweetDF.tweet.tolist()
tweetList
Out[47]:
[u'RT @corgihomeplan: Enter our #COMPETITION to #WIN a Gourmet Cheese Hamper (T&Cs https://t.co/Jzq4XAtZPz) RT to enter, entrants 18+ https://\u2026',
u'Wellness Talks Highlight Back Health, Elder Fraud, Bereavement https://t.co/ighdpkwTAR',
u'Google releases Android N preview, hello split screen https://t.co/Mq3CUd6W8c',
u'There was a problem with Google: The data that came back for Google was goobered up: XML_ERR_NAME_REQUIRED at l...',
u'RT @neiruq: #promocave Book News Update: The Anatomy Of A Book Launch, From The Food To The Fans https://t.co/Xk8rZvp3zr #books',
u'RT @MichaelForni: RIP @Foursquare (old version). \nHow @dens and @naveen started the Check-in Revolution in 2009\nhttps://t.co/HKDsjPwwRB (vi\u2026',
u'RT @neiruq: #promocave Book News Update: Four Questions for...New National Book Foundation head, Lisa Lucas https://t.co/ozEPMR6tCL #books',
u'Stephanie Linus shares an adorable photo of her son holding her award plaque https://t.co/gt8lWJlxuE',
u'RT @neiruq: #promocave Book News Update: Youth And Family Development Book Drive Kick-Off For Area Students Is Wednesday https://t.co/uFl1d\u2026',
u'WWE Champions To Hit Android & iOS Later This Year https://t.co/aR94OVgCFB #android #game',
u"Google's Android Beta Program is now available for developers https://t.co/sFtp53eLhf",
u"'Pok\xe9mon Go' Release Date, Gameplay & Rumors: New iOS and Android Game Ready for Field ... https://t.co/ASrwQxHmY6 #android #game",
u'Android N to Feature Data Saver Option https://t.co/KwQxsVo51q #android #game',
u'https://t.co/brVLp4doP2 Take Your Time-Sam Hunt lyrics: I do not own this song it belongs... https://t.co/jhWNy9oDcJ https://t.co/brVLp4doP2',
u'Learn to play the theremin with Clara Rockmore! #GoogleDoodle\nhttps://t.co/JAWmfQzLgC',
u"@ssicfo77 How much can Philip Rivers boost Travis Benjamin's fantasy value?: A fourth-round pick out of Miami ... https://t.co/3HDl7RCfFl",
u'Triple-berry Quick Muffin (from All-purpose mix): Great recipe for Triple-berry Quick Muffin (from All-purpose... https://t.co/TFR2HEx7Mj',
u"Sign up now (it's even easier) for Touch A Truck Day! https://t.co/JqcRkPq00K",
u"TheRegister: OCP Summit: Google rocks up to Facebook's DIY-data-center party with six pack of rack blueprints https://t.co/4q9TO99d2Y",
u'AP News - APNewsBreak: Video shows Google self-driving car hit bus - https://t.co/SPd6Bi76s8',
u'Google Launches Android N Developer Preview And Beta Program https://t.co/hm9dOcxI1x',
u"#socialmedia Here's How Social Media Celebrated International Women's Day https://t.co/pWlpB8mZk4",
u"Google's Chrome Music Lab Is Super Addictive https://t.co/DsRW440KC4 #Music #News",
u'#socialmedia How To Avoid 10 Social Media Strategy Missteps https://t.co/EIiW7Eqltf',
u"RT @mjcdebie: Google's AI beats legendary Go player https://t.co/HmfmvfO03W via @Techland",
u'#socialmedia 7 Billion Reasons Why the Future of News Is On Social Media https://t.co/lM0UU8ChED',
u"#socialmedia Luke Hemmings' Girlfriend Arzaylea Speaks Out About Being Hated on Social Media https://t.co/wKnSJVVqmu",
u"#socialmedia Social Media Gone Insane? Shorts App Broadcasts User's Camera Roll To Connections https://t.co/Nb0VvIHgL3",
u'https://t.co/btq1O0ESzA check this out',
u'I flew 236.0 m in #Planica! #sloskiteam #planica2016\n\niOS: https://t.co/x7b28s3afM Android: https://t.co/a4fnk7DJUa https://t.co/TGihCfjO4D',
u'RT @stanleysuen: RT WIRED : Google and Facebook are teaming up to open source the gear behind their empires https://t.co/NTlTIoxcjw',
u'RT @PCMag: Plan Your Vacation With Google Destinations: https://t.co/2h7HcR8M9C https://t.co/kGPyh3gCTU',
u"Why is Google's Go win such a big deal? https://t.co/TBpHPnTjD6",
u'My life has been so devoid of seeing ppl that yesterday I made Kasey give me her new addy so I could stare at the building on Google earth',
u'Google begins massive migrations of their blogs from blogspot to googleblog: https://t.co/EjP5BVh2ey via @rustybrick https://t.co/0pqUGEtT4U',
u'More great photos from Cian Ryan JCT Semifinal vs @clongowes https://t.co/LDtXLEoCc5',
u'Very proud of my brother-in-law!!! :) https://t.co/9goYAheK0s @gambleboise #google',
u'RT @XLNB: "Well actually..." \n*screenshots and tweets the Google search definition of racism* http://t.co/csrb59GSiL',
u'#AdrianPeterson #NFL 2014 R&S {LONGEVITY} Adrian Peterson #81 https://t.co/BBhgllnfjw #Google #Trends',
u'Google Just Gave Android Fans An Unexpected Surprise https://t.co/IRQ5oyqXLr',
u'Google AI Wins First Match Against Korean Go Game Champion https://t.co/uEGEvgp24p via @technology',
u'RT @JoeGavazzi: https://t.co/zGGBEm89sP Dallas Cowboys betting Tony Romo plays every snap: With the start... https://t.co/xqXKnqGnFq https:\u2026',
u'https://t.co/brVLp4doP2 eric church superman: eric church superman. Eric Church. Subscrib... https://t.co/PBSB0gQIVr https://t.co/brVLp4doP2',
u'RT @FaceOffTime: Play our hockey PickEm Challenge. Win $50 Amazon Gift Card. Brought to you by @DailyExcelTip\nhttps://t.co/eJ71fBTuF8 https\u2026',
u'@EmeraldPlayzCP Type in on Google images: Ronnie Coleman. I think you can be like him one day!',
u'Frenchy Morgan Overstaying: https://t.co/vwr3bECuxM',
u'Why studios are hooked on box-office poison like Chris Pine: Back in 1938, an exasperated theater owner named ... https://t.co/nzxm2DPhmH',
u'By erodley Instagram: https://t.co/izg5iEPIyt Location: https://t.co/4BcgKwWML6 #SalemMA https://t.co/umCTtDt11i',
u'Box office scandal exposes China risk: As mainlanders struggle to cope with a slowdown in the economy, box off... https://t.co/rHu2jykVqJ',
u'Google\u2019s new Android Beta Program will allow you to test Preview Builds with OTA Updates https://t.co/xq9DGFjCn9 #ANDROID #XDA #rom #hack',
u'@KolachiWind Good evening if you are addicted to periscope download this free app https://t.co/ZC1zWs6RHC',
u'Holland nonprofit Project 117 fundraising to expand its Haitian school: Project 117, a Holland-based nonprofit... https://t.co/vpoi0hNVQe',
u"Slow Pain - Don't Cry Android App: https://t.co/byMycYn8aR",
u"Who Belongs? the GOP's Anti-Immigrant Race to the Bottom, and the Dominican Example: The vast majority of thes... https://t.co/BQyx1Y7boG",
u'https://t.co/brVLp4doP2 Texans losing Brandon Brooks to the Eagles: Texans losing Brandon... https://t.co/6GYWW0R8mO https://t.co/brVLp4doP2',
u'Available on Google play now! \nTakeez-Lets Eat \n#Wisespoken2 #LetsEat #getitnow https://t.co/vtyaV2dOZn',
u'Category:Outdoor sculptures in Haiti: Pages in category "Outdoor sculptures in Haiti". This category contains ... https://t.co/L4c7M9bpQM',
u'#TBLightning #Bolts After dud at Philly, Lightning plays with intensity against Boston https://t.co/o1zgLjKma0 #SportsRoadhouse',
u'Second Bus MADE IN HAITI Unveiled: Second Bus MADE IN HAITI Unveiled - Haiti Inventions - Here is the second b... https://t.co/RRog4Tujqk',
u'RT @starrynovak: google search: where to find irl friends who stan one direction',
u'RT @Forbes: \u201cThe phone number is the largest social network in the world.\u201d https://t.co/NzfaKhkrlD https://t.co/6W0Tt52END',
u'SRC gets new Fitness and Wellness coordinator https://t.co/fNGUd24KYZ',
u'Google is Offering a 25% Off Discount for Developers who Buy a Pixel C https://t.co/UzefJNFEyz #ANDROID #XDA #rom #hack',
u'Google\u2019s new Android Beta Program will allow you to test Preview Builds with OTA Updates https://t.co/t0begpRMqL',
u'Passing Judgment on Planet Fitness https://t.co/mTGNkyStmA',
u"#TBLightning #Bolts McKenzie: Stamkos 'not even close to deciding' his future https://t.co/2pGWANWx8i #SportsRoadhouse",
u"How consumer health, fitness devices reveal HIPAA's blurry lines https://t.co/ypSGbHQncI",
u'RT @chrissyteigen: yikes. don\'t google "cream pies", google "cream pie recipes"',
u'By courtney1756 Instagram: https://t.co/9qRC0khXhX Location: https://t.co/46XeGgYPlp #SalemMA https://t.co/EQeAW3iHg7',
u'Car of the Year awards recognize auto innovation https://t.co/DUfQfSYxka #AUDI #News',
u"@maybelledraws Oh I don't think they have a mobile version BUT WHO KNOWS it doesn't hurt to google about it :0",
u'Spied! 2017 Audi R8 Spyder Caught in the Buff https://t.co/tous0CIXuo #AUDI #News',
u"Van Gaal: Man Utd win is 'big step in a good direction' - https://t.co/KOpVdCeKNr https://t.co/54dxZWejRd",
u'Google is Offering a 25% Off Discount for Developers who Buy a Pixel C https://t.co/u4lV3mtIx5',
u'#GoBolts After dud at Philly, Lightning plays with intensity against Boston https://t.co/RK3g3vsNaO #SportsRoadhouse',
u"@TaliaArbit almost everything works with Google classroom, the issue is if you're not a GAFE district #edtechbridge",
u'#TonyStewart #NASCAR 2009 Action 1/64 Tony Stewart #14 Office Depot/ Old Spice Chevrolet Impala https://t.co/UC7hhry8zK #Google #Trends',
u'Google hooked 14 robot arms together so they can help each other learn https://t.co/1Kn68Sju7Z #tech https://t.co/kaWghYkGvf',
u"#GoBolts McKenzie: Stamkos 'not even close to deciding' his future https://t.co/wFOauRnAQW #SportsRoadhouse",
u'western sahara algeria: western sahara algeria all info last news scandal picture video clip about western sah... https://t.co/ohSHbN4LW5',
u"Mil: I don't get the Google doodle Me: If only there was a search engine you could use to find out what it means Mil: yes that would be nice",
u'Amazing new Google tool lets you take virtual tour of 25 Brum landmarks - try a few here https://t.co/h7ZjxR6EIH',
u'Google Just Gave Android Fans An Unexpected Surprise https://t.co/a5RwDZJGII #security https://t.co/lRCtX77Gb3',
u'By lanterndreams Instagram: https://t.co/xmqleCq8j4 Location: https://t.co/a1lHku4Iax #SalemMA https://t.co/3B1D2gTbMb',
u"Time for Morocco to Create an Inclusive Quartet to Manage Western Sahara Dossier: Rabat's lack of a strategy t... https://t.co/n8GBbivqgA",
u'#cybersecurity CS calls for law to arrest cyber crime https://t.co/QAzMUfboGa #forensics',
u'Google tradutor \U0001f602\U0001f602\U0001f602',
u'#NFL #MarshawnLynch Topps Huddle MARSHAWN LYNCH White Signature Sig https://t.co/ci7JbbeUcw #Seahawks #Google https://t.co/tnU8DIX0hK',
u'#cybersecurity CS calls for law to arrest cyber crime https://t.co/1AxhqPtmcX #forensics',
u'Um Google is your friend. Not my job to educate you. https://t.co/IBwVpVEK0Y',
u'Google Just Gave Android Fans An Unexpected Surprise https://t.co/hGUoUmpdYj https://t.co/y246iAgnUh',
u'#promocave Book News Update: Kenzo Throws a Jungle Book Party in Paris https://t.co/RkFxPDVUZ7 #books',
u'By monsterbabytalbot Instagram: https://t.co/J2KNxn4t5A Location: https://t.co/mVgfQMLpZr #SalemMA https://t.co/W6zsDkY9T4',
u'\u3010iPhone\u3011https://t.co/7GDCfYQjeH\n\u3010Android\u3011https://t.co/fCsQui3ap9\n#\u7f6a\u3068\u7f70 https://t.co/7GDCfYQjeH https://t.co/uKmjIyD6QI',
u'RT @YourAnonNews: Google is worth over $200 billion and paid 2,3% in taxes last year. How much did you pay?',
u'#promocave Book News Update: The Anatomy Of A Book Launch, From The Food To The Fans https://t.co/Xk8rZvp3zr #books',
u"@JeanetteJing has an entire Google doc of links videos etc on Hillary. She has been nice enough to share. I'd ask her. Not sure how to send",
u"RT @klustout: Computer 1, human 0. Google's DeepMind defeats world Go Champ Lee Sedol in first of five matches in Seoul https://t.co/L4lgtk\u2026",
u'#promocave Book News Update: Four Questions for...New National Book Foundation head, Lisa Lucas https://t.co/ozEPMR6tCL #books',
u'RT @BlackWomen4Bern: CNN never ceases with the games @CNN have staged "man on the street" interviews but google the names of these "strange\u2026',
u'Confidence in safety of tap water is lower among people of color, poll finds: The drinking water crisis in Fli... https://t.co/jIH8r6RsPK',
u'"Alive" by SHIELDS #nowplaying #beats1 https://t.co/k7LKD0Oc1W',
u'#promocave Book News Update: Youth And Family Development Book Drive Kick-Off For Area Students Is Wednesday https://t.co/uFl1dNcer8 #books',
u'By max_kesplin Instagram: https://t.co/Zobp4FZ3IU Location: https://t.co/a1lHku4Iax #SalemMA https://t.co/gnoU12dBq3',
u'RT @lockheimer: Developers: the Android N Preview is here, earlier than ever: https://t.co/GVfagEkmRC #AndroidN',
u'1457560441-Weekly Fantasy Golf App for Android https://t.co/PJqWlsJTjy',
u'Portal-to-portal pay not to mention google adsense: vOYP',
u"IT News: Google rocks up to Facebook's DIY-data-center party with six pack of rack blueprints https://t.co/Yh67vaStJz #vulture",
u"IT News: Google rocks up to Facebook's DIY-data-center party with six pack of rack blueprints https://t.co/RjtVDOZKEi #vulture",
u'[TECHCRUNCH] Google surprises with early preview of Android N https://t.co/1v0AwOpnhR',
u'@_realBabemarli Send it again, Google sends shit to my spam folder sometimes, and then it clears out.',
u'By hecdesigns Instagram: https://t.co/uQpOO66QQx Location: https://t.co/2UYuvveqW3 #SalemMA https://t.co/aRleWysucj',
u'Google starts Android Beta Program for OTA access to dev previews: how to enroll now https://t.co/k9lu1xRf69',
u'Google Docs Introduces Automatic Outline Tool for Quick Document Browsing https://t.co/Q78sx3hkXz',
u"SearchCap: Bing's Search Wave, Mobile Page Speed Insights & Leap Day Google Doodle https://t.co/KH8C1XI25V",
u'Google Hangout Air VAng Vlog #21: New unit, Net/Wall progression & JRFH\n\nhttps://t.co/pBtZ55PReU',
u'Google Docs Introduces Automatic Outline Tool for Quick Document Browsing https://t.co/XIyCAjlQon',
u"@melissa_marcus It's an excellent show. Matt Bomer. Google it though I can't explain it in 140 characters.",
u"RT @nakhon224: #News Thailand's Electricity Generating surges on LNG venture reports: SINGAPORE -- Electricity Generating ral... https://t.\u2026",
u'By vintage_unlimited_ Instagram: https://t.co/XTnjgioGXV Location: https://t.co/Key3LpmD8w #SalemMA https://t.co/l572aLGZes',
u"Revealed: Adolf Hitler's disgusting fetish https://t.co/bnaTwFMJQK",
u"Today's #GoogleDoodle is so good...\nhttps://t.co/Ax3JXUdTLi",
u'I flew 229.7 m in #Planica! #sloskiteam #planica2016\n\niOS: https://t.co/x7b28s3afM Android: https://t.co/a4fnk7DJUa https://t.co/Kelm6zEPu4',
u"I'm playing the @ReflexGamingLtd app, available on Android! https://t.co/79Pokb9XVh",
u"RT @reverbdotcom: Curious about Clara Rockmore, the subject of today's @GoogleDoodles? Read up: https://t.co/7emYVAxYxu https://t.co/F2P7JU\u2026",
u'Record 140 Million U.S. Fliers to Tap Low Fares This Spring https://t.co/lBrdaaukuj #business',
u'Retweeted Google Facts (@GoogleFacts):\n\nAlcohol mimics the effect of insulin and reduces your blood sugar level... https://t.co/t0ZLPqIU6D',
u"Schneider Electric Named One of the World's Most Ethical Companies https://t.co/ewKSGHBxwm #business",
u'Political Science: Visiting Faculty (Comparative Politics): Visiting Faculty Position (... https://t.co/869xqAyiSM https://t.co/Tz6jeCt0Pb',
u'"Shout For Joy" by Paul Wilbur, lyrics and chords are now on MessianicChords: https://t.co/ONO6rnLOn7',
u'VIDEO: Google Self-Driving SUV Sideswipes Bus https://t.co/ARlBMZuQP1',
u"@CarrieJoDowd I've had a similar experience. Sometimes the Google Fu is not on a mom's side",
u'Call or text (321) 225 - 1583 to book non emergency medical rides in Volusia\u2026 https://t.co/actkn6HU6A',
u'By mitchisalive Instagram: https://t.co/Ornims13oq Location: https://t.co/Key3LpmD8w #SalemMA https://t.co/SPcMv2c5aw',
u'John Cooper Clarke - The Day My Pad Went Mad https://t.co/e3jwUAN1Mv #NowPlaying #6music',
u'The accident closely follows a big win for Google\U0001f642\U0001f447\U0001f3fb\n\nhttps://t.co/45r9Pi8gko',
u'#Android N Developer Preview is Out for Use: Surprise! Today Google\u2026 https://t.co/VD3FhxXphq follow @lovesatya',
u"...but to be honest, it's also a special treat for me and my love of watching poll data come in and auto-generated google piecharts change",
u'By ameliaclara Instagram: https://t.co/LxOIghRUdE Location: https://t.co/a1lHku4Iax #SalemMA https://t.co/EzsUXRVnCZ',
u"RT @JoeGavazzi: https://t.co/zGGBEm89sP Cavanaugh's Dallas Cowboys NFL Draft Targets: I wrote something u... https://t.co/58or2pYnjB https:\u2026",
u'#3D #Science what Enneagram group are you in? Visualize it in VR, ISTJ= https://t.co/fJ0zP85BZL https://t.co/130VZAMrkS',
u'[Rant/opinion] Seriously? The quicker the industry ditches Oculus Rift, Vive et al. in favor of Google Cardboa... https://t.co/3L90CTkbpc',
u'ASUS Google Nexus 7 16GB + carrying case *BUNDLE* https://t.co/FRwznAa9Dl #nexus #googlenexus',
u'@CartridgeSave #WIN this Samsung Laser Printer! RT to win by 11.59pm on 14th March. Ts&Cs: https://t.co/rR8MPa8tkd #competition',
u'By kan.del_salem Instagram: https://t.co/zqcdrZP1Cf Location: https://t.co/XrlRGSICL3 #SalemMA https://t.co/rG5syljxYP',
u"google: HybridInvest Let's see if we can help. Please follow us so we can share next steps through DM",
u'RT @RegalCommunity: Have a friend looking for a team?\n\nHave them sign up for Regal here -----> https://t.co/TmAVl7x6t1',
u'[Rant/opinion] Seriously? The quicker the industry ditches Oculus Rift, Vive et al. in favor of Google Cardboa... https://t.co/nhaX4PuWJ2',
u'#Humanrightslaw - BC legal groups set up hotline to help victimized Muslims https://t.co/mAjODNqi4R',
u"google: AgentDjaye Let's see if we can help. Please follow us so we can share next steps through DM",
u"RT @FazeyBaby: why ya mf just don't let her rest? the news is on google..the radio station confirmed it..she not faking her death. https://\u2026",
u'#Humanrightslaw - Earls restaurants change dress code in wake of CBC report on sexism concern https://t.co/qmQ2cdc3cT',
u'RT @ylecun: Pretty big news. https://t.co/yGzPZezxLo',
u'google: RT BillieJeanKing: #OneDayIWill achieve equal rights and opportunities for all. Share your aspiration usin\u2026 https://t.co/zoTtkdHjTx',
u'Shuffling my Mike playlist. Get some! https://t.co/jWVYlqGgwR',
u"@chadpardoe If you've filled out my sign-up form (https://t.co/lksbnppZuc) you should get an invite soon.",
u'By jenniferlynn_ Instagram: https://t.co/ZZKYqr3gcX Location: https://t.co/a1lHku4Iax #SalemMA https://t.co/yNbA7mZiTY',
u'RT @JoeGavazzi: https://t.co/zGGBEm89sP Mario Williams agrees to two-year deal with Dolphins: ... land hi... https://t.co/xy04APmOLf https:\u2026',
u"RT @jonmikesav8: Unbelievable!!! You type in 'Gobshites' in Google Maps and look what comes up!!! \U0001f602 \nIt's true try it!! \U0001f602 https://t.co/hoqF\u2026",
u'RT @CartridgeSave: #WIN this Samsung Laser Printer! RT to win by 11.59pm on 14th March. Ts&Cs: https://t.co/WoE6ivOj9P #competition https:/\u2026',
u'Why Is Google Building a Secret Giant Experimental Radio Transmitter in the Desert? \n#CloseEncounters3rdKind \nhttps://t.co/HnVjAwacV3',
u'google is skynet',
u"go onto Google and type in 'https://t.co/9eR7ln0I7E'",
u'Discount can be obtained by going to https://t.co/CDDhNWtouJ :3 https://t.co/jzlFbQqsQw',
u"Here's how much smarter Google search results have become using artificial intelligence https://t.co/nuqNvrVOec",
u'By mizmadden Instagram: https://t.co/jn0Fv31A73 Location: https://t.co/l3fqoK6Pkr #SalemMA https://t.co/e2G2lVyORH',
u'@nohablaMEXICANA lmao google searches can be OD sometimes I take em with a grain of salt',
u'Consumer trends: Google starts home-delivery service for fresh produce https://t.co/tlUIp4G6cq',
u'"Google Hires 4chan Creator Moot" https://t.co/WPcrT5Zo6v',
u'By stanleywotring Instagram: https://t.co/OH9qDmEDSG Location: https://t.co/bpapgTPMro #SalemMA https://t.co/vtJvmcGgMe',
u'By swamp.snacks Instagram: https://t.co/vdhBErn4OG Location: https://t.co/a1lHkumj25 #SalemMA https://t.co/ptnp3f7usQ',
u'RT @Imsurbhidutta: Food Fury for Android! Share Your Favorite Food Snaps & Recipes! Create Grocery Lists & Plan Meals! https://t.co/Gs5Rp0C\u2026',
u'RT @chrissyteigen: yikes. don\'t google "cream pies", google "cream pie recipes"',
u'RT @verge: Google hooked 14 robot arms together so they can help each other learn https://t.co/HCZ6nC0uRd https://t.co/kv57cr4YXD',
u'RT @DocRoss7: @rizzlemyhizzle @Lunie95 maybe give epitome a Google lol',
u'RT @g_educator: Become the Google Expert your school needs! https://t.co/6dTkq3vdVl #macul16 #googleEDU https://t.co/bQSwJf8bXs',
u'Google Launches Android N Developer Preview And Beta\xa0Program https://t.co/Ku1yqtLTgX',
u'Google turns search into your personal travel agent - cnet #news #tech #science https://t.co/czRLGvDJTS https://t.co/1XPxXPAbw1',
u'#opensource strikes again. Google and Facebook Team Up to Open Source the Gear Behind Their Empires https://t.co/Qvt9SnFzzQ via @WIRED',
u'Motor Vehicle Accident | 6900 N STEMMONS FWY NB (N STEMMONS ACRD NB/JOHN W CARPENTER FWY NB) | https://t.co/wwTB05QGBY | EN47 | 470050 | 15:',
u'Imagine this! https://t.co/Omfit9gBjJ',
u'.@killer_kitsch @geek_hour Adorably identified as "Ghostbusters Building" on Google Maps! https://t.co/gLyiYWsHMB',
u'Me? Write?: The teacher had in those days what was considered a progressive approach in that all that was requ... https://t.co/vXi72d9bnN',
u'Google Surprises Everyone With Release of Android N Preview After Images Leak: For a brief moment, Ars Technic... https://t.co/TfidzZdNS0',
u'By kmizola Instagram: https://t.co/tDKUsHPFjx Location: https://t.co/WSfCLRHyF6 #SalemMA https://t.co/KeaNscYP5v',
u'Google must understqnd your mobile and desktop sites are the same, or the ,esults will be skewed. (Google Webmasters)',
u'RT @Forbes: \u201cThe phone number is the largest social network in the world.\u201d https://t.co/NzfaKhkrlD https://t.co/6W0Tt52END',
u"@BonzoBeckett U aren't getting it & I don't have time. If u want 2 know ? women get upset abt this stuff Google is ur friend. & my TL! Ciao",
u'Welcome On NjoyHit40 From French Riviera. Take Us Anywhere Phone App on Google Play Apple Store Windows Store Blackberry Store.',
u'Available for purchase now on Google play!! Takeez Feat. Bobby Sessions-Stokely Carmichael\u2026 https://t.co/b69yrG5plm',
u'Here\u2019s a video of the least interesting self-driving car accident ever https://t.co/psgDbJEA24 #NewsSuite https://t.co/Emtp8V5lHC',
u'Google joins Facebook\u2019s Open Compute Project, will donate rack design https://t.co/p50d2yonLe',
u'RT @YourAnonNews: Google is worth over $200 billion and paid 2,3% in taxes last year. How much did you pay?',
u"Thanks, William O'Callahan, for your excellent review on Google https://t.co/p9HBmszbke",
u"If you're on Google+, follow Bassman's Rockfile https://t.co/CRmanHrzG4",
u"Google's AI Has Won Its First Match Against\xa0Go World Champion Lee Sedol https://t.co/7xG9xhjHxN",
u"Forbes Now: Noose Tightens Around Brazil's Political Leadership. https://t.co/c4w2QYOZmC",
u'News: Pimicikamak declares state of emergency to deal with suicide crisis - CBC.ca https://t.co/e3C27SBOms #TrutherBot #Bot',
u'#automobile Porsche Macan four-cylinder confirmed for US: Porsche Macan four-cylinder confirmed ... https://t.co/T8gbo2C8qL #Porsche #911',
u'RT @darren_mccowan: The Ultimate Guide to Writing top google ranked Blog Posts. https://t.co/xRr0wS4eFg via neil patel #blog https://t.co/O\u2026',
u'Artificial intelligence is moving faster than many thought possible. What this means:\nhttps://t.co/hhAkbmET9H',
u'2 remaining jail escapees arrested in San Francisco, showed no major resistance, police say - Los Angeles Times https://t.co/n5pzNSl6vV',
u'RT @verge: Google hooked 14 robot arms together so they can help each other learn https://t.co/HCZ6nC0uRd https://t.co/kv57cr4YXD',
u'Interesting. Google displaying highlight reel on its search results page. Courtesy of @NBCSportsSoccer. https://t.co/V2KeA0hDJd',
u'DID YOU KNOW: Google Photos new editing tools: https://t.co/vXzL2X8Fd5 ##+.',
u'Sorry to those on a phone - the link is a terribly awesome, 15 year old flash site. Just bask in the google search:\n\nhttps://t.co/uZJlfTyPdP',
u'RT @vivodi_harry: I typed "PERFECTION" into Google Maps and I found different ways to come to you @LaurenJauregui',
u'Google Docs Introduces Automatic Outline Tool for Quick Document Browsing: https://t.co/YHrCEh9Yie',
u'RT @skarritt: Internet Marketing Services Help Small Businesses Grow In 2016 While Conferences Help ... https://t.co/yZndKkjdeR #marketing',
u"American Airlines' mobile site lands in middle of the index: ... home page, known as the start render time, sa... https://t.co/sCGtSM0Uhc",
u'Package Wars: FedEx, Amazon both planning new delivery operations - Dayton Business Journal: Package Wars: Fed... https://t.co/HAbxsYXXRY',
u'Carry out residence cellular transmitter in re yours dreams! sort high meet rare only land thy google pendulum ...',
u"RT @HouseCracka: @debigodsey Go to google type Neil Bush Ted Cruz and read the stories.... they are funneling Jeb's cash to Cruz now.",
u"Watch Google's self-driving car hit a bus - CNET https://t.co/hPGuOvlQIh #technology",
u'RT @corgihomeplan: Still time to enter our #COMPETITION to #WIN a Gourmet Cheese Hamper (T&Cs https://t.co/Jzq4XAtZPz) RT to enter! https:/\u2026',
u'Chinese Man News: Top suspect unravels gun shop heist plot https://t.co/hnboDi04Wl',
u"You can install Android N as an OTA update:\nhttps://t.co/iZtVUzzQ7C\n\nI wouldn't recommend it on your main device. But damn RIP @geekygecko",
u'Man gets funny letter from neighbours over loud sex https://t.co/55wOui5JxU',
u"John Goodman Won't Tell TODAY How Much Weight He's Lost \u2014 But Says It's Enough To Make ... https://t.co/gcnX2zqLKB #weightloss",
u'Links now work in Moments allowing you to explore Google-AMP-powered content within the Twitter app.\U0001f4e1\U0001f4f2\U0001f44d https://t.co/gCDDMZl9lw',
u'John Goodman Shuns Scales During Weightloss https://t.co/Oa22ckyx6Y #weightloss',
u'Put your #podcast in the Google Search results https://t.co/Yku6bI3AQS Improve your SEO with low-cost transcription https://t.co/2fXp4fKYhY',
u'RT @HilbraesDogs: Some of our doggies awaiting homes #adoptdontshop #rescue #dogs 01952 541254 TF6 6QJ Telford https://t.co/bNLsezUij3 http\u2026',
u'Hard-Core Travel Survival Tips From Robert Young Pelton: I recently wrote an article that featured some great ... https://t.co/PGtiGzzGbq',
u'Hayden Panettiere Flaunts 40 Pound Weight Loss: Recovers From Postpartum Depression https://t.co/mnclBWr1tD #weightloss',
u'The Ultimate List: 50 Of The Best Survival Tips and Tricks for the Outdoors: Knowing the environment is essent... https://t.co/m9vGWirQ2e',
u'@Zach_CMK None but when Google joins the party you freak out when you get to play with them',
u'RT @LamettaMPS: Improved Trash support and folder colors in the Google Drive for iOS app https://t.co/VjtkWy8OqL #googledrive',
u'RT @detroitnews: Video shows Google self-driving car hit bus https://t.co/fxOUFv7KJX https://t.co/Q1vyGw4LTJ',
u'Hard-Core Travel Survival Tips From Robert Young Pelton: I recently wrote an article that featured some great ... https://t.co/CsKkZOpHlW',
u"RT @Tanya_USA: This Is Jeff Gundlach's Favorite (& Scariest) Chart https://t.co/Gb9CYkUOPy https://t.co/CwMHE8wsrr",
u'RT @seobookmarks: Promote & Bost Your URL TO my 30 million Facebook and Google Groups members only https://t.co/hLeBXSD9WI #SEO #SMM',
u'The Ultimate List: 50 Of The Best Survival Tips and Tricks for the Outdoors: Knowing the environment is essent... https://t.co/FW2nGu4mHZ',
u'Setups: EUR/USD, USD/JPY, GBP/USD, USD/CHF, AUD/USD - Barclays: The following are the latest technical setups ... https://t.co/GANlxr3XLf',
u'Once hailed as a renewable alternative to oil, energy from trees faces a dismal future. Low oil and gas prices... https://t.co/wo2T6jxM8m',
u'RT @tycoonewsEARTH: Historic Pictures | This is the damage caused to a SUV by a Google Car. The 1st such accident https://t.co/3TMaNF8Syg',
u'Google used these 2 riddles to spot the super smart in interviews. Can you solve them? Find more Fun at \u2026 https://t.co/gBWGenWH25',
u'Hahaha jack using google translate to flirt with a girl from Venezuela',
u"Why is Google's Go win such a big deal? https://t.co/nstk1bcNe5 via @verge",
u'Hard-Core Travel Survival Tips From Robert Young Pelton: I recently wrote an article that featured some great ... https://t.co/R8N64SJuBN',
u'Verily developing "connectivity bridge" HW for hospital & #RPM to collect medical & #wearable device data https://t.co/ABU3Nzudam',
u'The Ultimate List: 50 Of The Best Survival Tips and Tricks for the Outdoors: Knowing the environment is essent... https://t.co/KDvf76FICH',
u'RT @YourAnonNews: Google is worth over $200 billion and paid 2,3% in taxes last year. How much did you pay?',
u'RT @britishmuseum: This penny from 1903 is stamped with the suffragette slogan \u2018votes for women\u2019 #IWD2016 https://t.co/0Fmdc3zQ4f https://t\u2026',
u'Hard-Core Travel Survival Tips From Robert Young Pelton: I recently wrote an article that featured some great ... https://t.co/W6YusqGgS1',
u'The Ultimate List: 50 Of The Best Survival Tips and Tricks for the Outdoors: Knowing the environment is essent... https://t.co/vuPozNiXth',
u'WeWork, the Communal Office Startup, Raises New Financing https://t.co/b2talAHs3x',
u'Google Docs Introduces Automatic Outline Tool for Quick Document Browsing https://t.co/GAiEH5qSTn',
u'Set sail March 13 with a Sundays at Two adventure https://t.co/JQZGgP7Won',
u'RT @techfactorg: #Google takes on #travel #booking with it\u2019s own #trip #planning system #Destinations VS #expedia #tripadvisor https://t.co\u2026',
u'RT @g_educator: Register for a Google Certification Academy! https://t.co/CuShclyyrk #gEducator #macul16 https://t.co/AgjVTV1eg0',
u'London is more Islamic than most cities in Muslim countries https://t.co/aT1FGeah4H via https://t.co/ba429lYppV',
u'@JMoVS Never tried it, but any process that gets you Google Play store onto Kindle Fire should work',
u'RT @Imsurbhidutta: Food Fury for Android! Share Your Favorite Food Snaps & Recipes! Create Grocery Lists & Plan Meals! https://t.co/Gs5Rp0C\u2026',
u'RT @googlenewslab: Want to learn to use @Google Fusion Tables? Check out this #newslablesson: https://t.co/PRhgp5ZC1w https://t.co/K2vUcAyk\u2026',
u'Democratic committee chairs reduced in House - Jackson Clarion Ledger https://t.co/mQ4e0UFKpV',
u"'#GAYCATION' #Flips Script on Travel #Shows... https://t.co/x1iqKvaJ8G",
u'In case you were wondering about Google today.\nClara Rockmore: A virtuoso who inspired Led Zeppelin & the Stones\nhttps://t.co/29xcs4SH9m',
u'03/09 16:52 / 7828 Stephenson Rd, AP https://t.co/Wag0n62ObR / Service Call (53A5) / T15 / 086S / FFE8 CFE6',
u'RT @frontstreetseo: RIP Google PageRank score: A retrospective on how it ruined the web\nhttps://t.co/lYEXPYERmJ #SEO #LocalSEO #Growthhacke\u2026',
u"RT @bhostyy: Tiffany's Snapchat update https://t.co/HOa67ZDUr6 https://t.co/6en7nFyIc6",
u'\u201cThe phone number is the largest social network in the world.\u201d https://t.co/pCPLslgRvL via @Forbes #socialmedia #SecretSauce',
u'Making money online for beginners google without investment https://t.co/uzq5Vx2Smc #makemoneyonline',
u'Back In Jail Again for Spreading Hope and prosperity! Come hang out!\nhttps://t.co/HsfS0JtYYk https://t.co/nVyxjRANt4',
u'Impeached Female Ondo speaker reinstated https://t.co/hkuwRgSc8l',
u'Xender: File Transfer, Sharing - Android Apps on Google Play https://t.co/aH28NB4rLJ',
u"RT @FazeyBaby: why ya mf just don't let her rest? the news is on google..the radio station confirmed it..she not faking her death. https://\u2026",
u"Google's DeepMind defeats legendary Go player Lee Se-dol in historic victory \n\nhttps://t.co/CwPphe9Pkh via @verge\n\n- exciting times!",
u'Google hooked 14 robot arms together so they can help each other learn >> https://t.co/BettNTjP4e',
u'#RADIO #00s #juice Now Playing #Hate it or love it #50 Cent - The Game #APPS Apple https://t.co/k1uhaZuELD Google https://t.co/XH4r85E1no',
u'https://t.co/pQqfIv9fcn my new love',
u'What Is the True Cost of Building and Managing a WordPress Website?\u2026 #socialmedia https://t.co/imRtPt7IdW https://t.co/NAMhYBxKM1',
u'RT @ChocoLatte_2H: "\ub2ec\ub9de\uc774\uaf43(Primrose)" #\uc740\ud601 #Eunhyuk Goods Indonesia Group Order\nD&E Onlineshop @DNE_Shop \u261e https://t.co/RYPPlfd1W4 https://t.c\u2026',
u'Be one of our 7M+ users! Play Trucker Parking 3D! $TAPM\n\niOS https://t.co/RQVnxPAMKp\nGPlay https://t.co/Yo1VKxDUtz https://t.co/TB0dfspNlw',
u'@belac_nosnevets @nflnetwork Google Darrelle Revis for that example.',
u'Suggest Topics for UX Events & Gatherings in Los Angeles! https://t.co/6jWEH7gXUr https://t.co/8XMmdFeUqk',
u"@churlishmeg and there's a bus that does pizza sort of behind the high street you'll need to google it / ask for directions.",
u'A.I. Program From Google Beats Human World Champ In Game Of Go : The Two-Way : NPR https://t.co/UD2BQpvXy8',
u'RT @duerrs1881: #WIN a Baking Essentials Kit! RT by 11.59pm on 9th March to enter. T&Cs: https://t.co/ihQiRMRfVp #competition https://t.co/\u2026',
u'jamaica: Miss Jamaica, Dr Sanneta Myrie visits east Africa: KINGSTON, Jamaica - Dr Sanneta Myrie, Miss Jamaica Wor\u2026 https://t.co/u5wr9qyLMx',
u'RT @corgihomeplan: Still time to enter our #COMPETITION to #WIN a Gourmet Cheese Hamper (T&Cs https://t.co/Jzq4XAtZPz) RT to enter! https:/\u2026',
u'Want a chance to NAME the 1st Edina wrestling tournament? Fill out this form w/ your ideas...winner gets a prize!!\n\nhttps://t.co/7VH05tEovf',
u'<b>cfs</b>: Australian scientists make breakthrough in Chronic Fatigue Syndrome testing (abc\u2026 https://t.co/ryUcFHxJHk',
u'How Three Google Design Partners Solve Big Problems https://t.co/RAdUlak0OL',
u'RT @CTNewsBuzz: European Weather Model Upgraded Today https://t.co/HSeALdGq7p',
u"RT @shanley: ICYMI, I wrote about Google hiring the 4chan founder and why it's not OK https://t.co/ovbWwqr5y2",
u'Android N brings split screen multi-tasking. https://t.co/fUvBscmZ7L https://t.co/EVgUNz2mey',
u'Google joins Open Compute Project to drive standards in IT infrastructure https://t.co/Hb183wh4Vk',
u'Google hooked 14 robot arms together so they can help each other learn https://t.co/0nWQ4rYvzs #tech #news #RT',
u'@dakami @chriseng is this relevant? O.P.P. https://t.co/UZgt4n0kAP',
u'@thedavidcook Learn to play the theremin with Clara Rockmore! #GoogleDoodle\nhttps://t.co/PRaSrDvq1x',
u"Google is selling the Pixel C for $375 to anyone who says they're a developer https://t.co/sLFyMSCXvM #tech #news #RT",
u"@lmendersby @pottscharlie we talked about how the engineering discipline has 'failure studies' as a sub-field, yes? If not...Google hangout?",
u'RT @PopSci: Google\u2019s AlphaGo A.I. defeated the world champion of Go last night https://t.co/5FovO2Qz7C https://t.co/bBiNvGEbTW',
u'RT @FxsignalOnline: Euro to US Dollar (EUR/USD) Exchange Rate Forecast: Sentiment for Safe-Haven Currencies ... https://t.co/Fnt2DkGmlu',
u"when a 'fb famous' girl fakes her pregnancy using photos of positive tests from google images hahahahahahahah ok",
u"Civic Tech Products, Industry Optimism on Display at Boston Showcase: Esten's company was one of 11 civic and ... https://t.co/xx87qd86Ze",
u'RT @RabbitMQ: RabbitMQ 3.6.2 Milestone 1 is released, includes management plugin scalability improvements https://t.co/bH9rqVJqIV',
u'In a Google Hangout with Samara Hayley Steele, who is in LA, discussing LARP. #RHMS320 #lcgendersymp',
u'Just snap receipts to make money & win real prizes #sweepstakes #realPrizes #Shopprize\nhttps://t.co/CwlItQupYP https://t.co/wdyudbUPav',
u'Back to the Beis - tomorrow at 12:30 PM with #RavSobolofskyShlita ! https://t.co/mwm1F5nsHE https://t.co/TNIy42vQng',
u"Come on dad I'm ready to go to work, what's the hold up.. https://t.co/wid0MjB9Xr https://t.co/wqt2kZvAUZ",
u"RT @jonmikesav8: Unbelievable!!! You type in 'Gobshites' in Google Maps and look what comes up!!! \U0001f602 \nIt's true try it!! \U0001f602 https://t.co/hoqF\u2026",
u'Video shows Google self-driving car hit bus https://t.co/wg5iHpYDr6',
u'The Google of China Says Robots Will Take Your Job https://t.co/QfqSeMs1ME #tech business #bullandbear',
u"RT @kenboyer2: @Varightone1 No, not at all. Google him, look for his videos, look for 'Finding your Purpose'. They are all good. He just ma\u2026",
u'RT @sundarpichai: Like #AlphaGo\u2019s big win, AI will help us tackle complex challenges we previously thought impossible.https://t.co/ykXVJfFM\u2026',
u'Google Releases New Travel Guides for Mobile Only https://t.co/upvy2NsMA8 #tech business #bullandbear',
u'Remind your clients keep the newest version of DueyDialer. https://t.co/9ZlvUp78ez #DueyDialer #DuiLawyers #DUI',
u'Take two minutes to Google Neil Bush. https://t.co/8iyEj44zVP',
u"It's fascinating that we all have tailored search engines associated with our Google accounts, like yours recommends things mine wouldn't.",
u'Google News: The Cities With The Most Billionaires - Forbes https://t.co/pWlz7tm6tw',
u'Hidden Escape 2 https://t.co/BC0hMnmDPo',
u'THIS ARTICLE HAS BEEN PULLED FROM FORBES. Thank the lord for Google Web cache :) #feelthebern #therevolution... https://t.co/0XMeuWnwDP',
u'Google hooked 14 robot arms together so they can help each other learn #tech https://t.co/oYQcwkJICG',
u'RT @360DegreePics: 360\xb0 VIEW\u21b4\nhttps://t.co/iqsAeoQjz0 https://t.co/J0rXpZS7iw',
u'New post: "Bitcoin Ransomware Education \u2013 Synolock" https://t.co/kCM2gzimxx',
u'Obese women in Canada make less money than non-obese women: study: WATCH: By looking at body mass index, resea... https://t.co/xYhO6uj3t2',
u'Study finds short men, fat women make less money: CNN reports that a study in the British Medical Journal foun... https://t.co/DvH5aiixxC',
u'RT @NiagaraFalls: Niagara Falls is the most searched City by Canadians on Google! https://t.co/afApQHiAJi @jimdiodati',
u'Should newspapers make money off of mugshot galleries?: They make a vital point: Journalists rely on arrest re... https://t.co/1bBV0wV9f7',
u'Idk who Clara Rockmore is but her game on google is fun',
u'Google hooked 14 robot arms together so they can help each other learn https://t.co/BYBlQWMd5R',
u'Prediction:\n \n@google\'s #AlphaGo scheduled to "fight" @IBMWatson.\n \nThey actually come to an agreement mid-match -> https://t.co/IUgBQYVUdg',
u'RT @googleanalytics: How to Track Google Spreadsheet Views with Google Analytics https://t.co/lE1UfiomKp via @labnol https://t.co/WRNTPwBG2t',
u'Sacha Baron Cohen: \'Hollywood would be too scared to make Borat today\': "I make my films for myself, for frien... https://t.co/5nrr4MhADB',
u'Clara Rockmore, theremin master, put electronic music on the map https://t.co/Pzp0T7EQbb via @voxdotcom',
u'Google Releases New Travel Guides for Mobile\xa0Only https://t.co/nkc3v1RnCw',
u'#tech Google Just Gave Android Fans An Unexpected Surprise: Android fans typically have to wait until late spr... https://t.co/fBbjdaeqan',
u'#tech Google Just Gave Android Fans An Unexpected Surprise: Android fans typically have to wait until late spr... https://t.co/OVMIc1s2IC',
u"RT @JHabashy15: Google ain't Neva lie https://t.co/oAK5ksToOZ",
u'Google Just Gave Android Fans An Unexpected Surprise: Android fans typically have to wait until late spring to... https://t.co/zPfcEaGXGT',
u"This Decorative 'Smart Pin' Is The Wearable We Need Now https://t.co/gZBhuNZuqu #wearable",
u'Google Just Gave Android Fans An Unexpected Surprise: Android fans typically have to wait until late spring to... https://t.co/IshEbXuGVg',
u'Check out Trap Nig**z by Boyz N Da Hood - https://t.co/tGc3NLMnD1',
u'RT @zolty26: Android Beta Program #AndroidN \nhttps://t.co/vk9T30b994',
u'Well this would be fantastic and I hope it happens... https://t.co/6gn131i4sS',
u'RT @verge: Google hooked 14 robot arms together so they can help each other learn https://t.co/HCZ6nC0uRd https://t.co/kv57cr4YXD',
u"3 Leaks in Your Digital Marketing Budget You'll Want to Plug Today https://t.co/Xyd4XK0r62",
u'Google surprises with early preview of Android N https://t.co/sgRXfd822z via @techcrunch',
u'google say clara ROCKmore',
u"sdtimes: Google's #AlphaGo defeats the worldwide champion of Go, Lee Se-dol: https://t.co/kWbiWDJ68u",
u'Google joins the Open Compute Project https://t.co/ZrEjtoITns via @techcrunch #Google #OpenComputeProject https://t.co/Q6TTKaWsh8',
u'I flew 250.7 m in #Planica! #sloskiteam #planica2016\n\niOS: https://t.co/x7b28s3afM Android: https://t.co/a4fnk7DJUa https://t.co/sTci7D8hsw',
u'Email Needs Endless Management. Follow These 4 Simple Rules to Boost Your Productivity. https://t.co/TnY4CKxDZP',
u'Google Docs Introduces Automatic Outline Tool for Quick Document Browsing https://t.co/8MomUXkxdE',
u'Magic Submitter: Watch how magic submitter pushes you to the top of Google sends you\u2026 https://t.co/PTN2vAW4DT',
u'Deleteshift technews Google Docs now lets you quickly jump between headings: Google Docs\u2026 https://t.co/sGzZRxjx4p',
u"RT @digg: Watch Google's self-driving car turn directly into a bus: https://t.co/wevpSDyBPS",
u'Google Docs Introduces Automatic Outline Tool for Quick Document Browsing https://t.co/iPknSPT9n8',
u'SearchCap: Google PageRank dead, Google Travel expands, Bing period table & more\u2026 https://t.co/dyk6RyZ4sk #SEO',
u'Google SEO & Social Media Marketing News https://t.co/HklcGtzZmx #SEO #socialmedia #internet #web #news #mktg \u2026 https://t.co/7yTAktwMeV',
u'Trap Nig**z - Boyz N Da Hood https://t.co/5aXHLxdEWL',
u'RT @mobicyberdev: Get this terrific newly release game app #Mzansi 4sure now in stores for both #Android https://t.co/j1cg55Uwid https://t.\u2026',
u'News: Horrified Investigators Find Unresponsive Legislative Body In Capitol Building https://t.co/ityOVTR8JB',
u'Popeye Google Doodle: Popeye The Sailor Man https://t.co/bYG7HNYSMm #Google #internet #art \u2026 https://t.co/7yTAktwMeV',
u'Google marks new artificial intelligence (AI) milestone',
u'Lowry Google Doodle - Matchstalk Men and Matchstalk Cats and Dogs https://t.co/OUSs5K22mn #Google #Lowry #art https://t.co/io2I8PAmyT',
u'RT @EB_Asbr: @finneyk @VanJones68 THIS is why So many Americans find Hillary dishonest. Stop lying to our faces as if Google & factcheck do\u2026',
u'Estonia saw a threat to its constitutional order from Russia: The information Department of Estonia, subordina... https://t.co/AowpTzf1FS',
u"RT @officialdaddymo: Some of you absolutely REFUSE to take your L's in peace. We don't need a history lesson. We have google. Just go and h\u2026",
u'Why Estonia Is Letting Entrepreneurs Become \u201cE-Residents\u201d: Why Estonia Is Letting Entrepreneurs Become \u201cE-Resi... https://t.co/kxc1lh2Vlp',
u'Would your company benefit from a tailored #Google & #SocialMedia seminar? 0161 432 7268 \u2026 https://t.co/7yTAktwMeV',
u'The Guardian view on UK drug laws: high time to challenge a failing prohibition https://t.co/iuLtSYZzU5',
u'Would your company benefit from a tailored #Google & #SocialMedia seminar? 0161 432 7268 https://t.co/C0l4ehOQ69 \u2026 https://t.co/7yTAktwMeV',
u'US may raise shale production over rallying oil prices \u2013 The Guardian https://t.co/qVCDuD9LwX',
u'Game Box Art Recreated With Cute Japanese Stock Art https://t.co/D3yWX455X4 https://t.co/FQCDrthJXr',
u'@murdocking_ i thought it was a book series but google tells me its something w trc so ull be glad to hear i didnt go looking for spoilers',
u'RT @Imsurbhidutta: Linechecker for Android! Get real time updates about the length of lines at clubs & bars near you! https://t.co/300NgkTf\u2026',
u'Google Docs Introduces Automatic Outline Tool for Quick Document Browsing https://t.co/58VEVWMLJ9',
u"I'm now a D-List+ celebrity in Kim Kardashian: Hollywood. You can be famous too by playing on Android! https://t.co/S4TLig0zKz",
u"Cubs see self-awareness as key to Javier Baez's development https://t.co/PnTvKkhRXT",
u'RT @wiretapped: bad news today: Integer overflow vulnerability in libotr https://t.co/I79E9ZqIOL & Linux netfilter memory corruption https:\u2026',
u'Sports Business Minute: Cubs, Olivet Nazarene announce parternship https://t.co/TISMJ6mZgw',
u'Google hooked 14 robot arms together so they can help each other learn https://t.co/IoaGzn0r29 https://t.co/QQsIj4Bldv',
u'Instant Analysis: Intel Acquires Replay Technologies: Chip giant Intel (NASDAQ:INTC) has announced that it has... https://t.co/cZh1NwKav6',
u'@mangelrogel Busca Deadporo en google.',
u'Google Docs Introduces Automatic Outline Tool for Quick Document Browsing https://t.co/sloiHmOTcb #Mustread',
u"@HyruleStorm and the last thing im going to say is that all of the arguments I've seen are disproven by quick google searches",
u'RT @wiretapped: bad news today: Integer overflow vulnerability in libotr https://t.co/I79E9ZqIOL & Linux netfilter memory corruption https:\u2026',
u"@macdredre @NikoWavy Google it it's just a bunch of cells pretty much",
u'RT @Tech4Learning: Glad to see Google giving more support to ePub format! \nhttps://t.co/gJkQ0ze6kV (Students publishing ePubs with T4L tool\u2026',
u'RT @hadleyjf: #Edcamp Organizers! Join our Facebook Group: https://t.co/Pzh8yOL1oC',
u'"Google joins the Open Compute Project" #tech https://t.co/YwzpV4Ut6a',
u'RT @Forbes: \u201cThe phone number is the largest social network in the world.\u201d https://t.co/NzfaKhkrlD https://t.co/6W0Tt52END',
u'@TPSHomicide Ironic when I google homicide victims in the city lately, they seem to have a long criminal past. (and mugshots on your site)',
u"RT @mikedennison: Judge's order denying MT Rep. Wittich's motion to dismiss charges in dark-money camp-fi case: https://t.co/K9YzpuolTA #mt\u2026",
u'RT @XboxWrld: Ori And The Blind Forest: Definitive Edition Makes A Great Game Even Better https://t.co/ElW7UrYhXF https://t.co/WDNiutCvWu',
u'#lubbock Lubbock Woman Recovering After Uterus Transplant Failed https://t.co/2S2t99oOsm',
u'Live updates: Rangers continue spring training play, square off vs. Cincinnati Reds https://t.co/1aY8XVyGSm',
u'#lubbock Other Views: Obama should meet dissidents https://t.co/2uOfeU7W55',
u'Tell your friends! You can see the schedule of classes for the rest of March on your phone! https://t.co/uH7AiR5CZo',
u'Google is Offering a 25% Off Discount for Developers who Buy a Pixel C https://t.co/SJE3FlJpvM @infoSMG',
u"Don't forget to download our #mhealth physician organizer for Android #HealthMedTech https://t.co/huHkO3MFe9 https://t.co/gNslwYBnsm",
u'RT @Imsurbhidutta: Food Fury for Android! Share Your Favorite Food Snaps & Recipes! Create Grocery Lists & Plan Meals! https://t.co/Gs5Rp0C\u2026',
u'1 user just unfollowed me! via @FollowerPlusApp https://t.co/p1X2oim3w8',
u'I flew 212.1 m in #Planica! #sloskiteam #planica2016\n\niOS: https://t.co/x7b28s3afM Android: https://t.co/a4fnk7DJUa https://t.co/98PERN7GWO',
u'The Google of China Says Robots Will Take Your Job https://t.co/8MHLMgSvzB | https://t.co/2cUA6NA95V https://t.co/P6qUpEMdJ7',
u'RT @silvio_dante7: @elyogui83 @Yogi_Mike88 had to google thag dude again,found that gem...it was meant to be found.',
u'RT @AutoGuide: Watch a Google Self-Driving Car Cause an Accident by Hitting a Bus - https://t.co/IUvdR5lKTP https://t.co/5VJiypXp5J',
u'Free networking for young adults under 30! https://t.co/yNfRpzxUGt Online Registration: https://t.co/z3odMSg5pZ',
u'@twoveganvoices @AineCarlin I must start using this book!!! Have it a while and forgot about it! Google searches are my cookbooks nowadays!',
u'Google Releases New Travel Guides for Mobile Only https://t.co/dX1FQw7XDC | https://t.co/2cUA6NA95V https://t.co/V0adoxbfLr',
u'@Tiametmarduk Maybe you should scroll down a bit more when using google images ;) https://t.co/gtwIrR7fGa',
u'Google https://t.co/T6D8UelcJw',
u"RT @shanley: ICYMI, I wrote about Google hiring the 4chan founder and why it's not OK https://t.co/ovbWwqr5y2",
u'Alleged DSS invasion: Activist cautions House, Ekiti assembly https://t.co/QdAJVKz2bC',
u'80322 signatures: Include expressive arts subjects in the Ebacc https://t.co/BComRyStfk',
u"I may be late to the party on this one, but today's Google Doodle is just exceptional...",
u'RT @corgihomeplan: Enter our #COMPETITION to #WIN a Gourmet Cheese Hamper (T&Cs https://t.co/Jzq4XAtZPz) RT to enter, entrants 18+ https://\u2026',
u'Google, Uber, and Lyft reps headed to Washington to testify before Congress about the safety of self-driving cars: https://t.co/i1lENoqfp9',
u'sunny health and fitness sf-b901 pro indoor cycling bike: sunny health and fitness sf-b901 pro indoor cycling ... https://t.co/l7m0fVnhSh',
u'A Horse Of A Different Color #horses #animals #photography #JanieUnknownWriter #farmanimals\n https://t.co/CaGR8OiJR0',
u'\u201cThe phone number is the largest social network in the world.\u201d https://t.co/RUoIQmChTW https://t.co/AAou9s5AU7',
u'Why my WordPress site got de-indexed from Google? What can I do to fix it? https://t.co/VwSD9TRsgi via @wpbeginner',
u'RT @ValaAfshar: Before @google, people would ask librarians questions.\n\n\u2014New York Public Library (@nypl) v @paul1kirby #WorldBookDay https:\u2026',
u'RT @Forbes: \u201cThe phone number is the largest social network in the world.\u201d https://t.co/NzfaKhkrlD https://t.co/6W0Tt52END',
u'RT @guardian: Google self-driving car caught on video colliding with bus https://t.co/Py8Q3ArEG5',
u'Google Docs now lets you quickly jump between headings https://t.co/NxaQyE3BAO | https://t.co/U7TTDQtWDN https://t.co/HyH8U4rIls',
u'RT @NBCNews: Congress will hear from head of Google self-driving cars https://t.co/OMsoU9NjdJ https://t.co/BynltBDScz',
u"why ya mf just don't let her rest? the news is on google..the radio station confirmed it..she not faking her death. https://t.co/FJ9SnOd6e1",
u'What Does Your Google Pagerank Mean? https://t.co/DCvvVE3S4F by @redfusionmedia #google #pagerank https://t.co/uq3c1KNgYw',
u'WHY DOES GOOGLE DOCS AUTO CAPITALIZE NOW, THIS COMPLETELY CHANGES MY NOTE-TAKING EXPERIENCE I HATE THIS',
u'Google\u2019s AI Is About to Battle a Go Champion\u2014But This Is No Game - https://t.co/fg3drgxbAb via @WIRED',
u'Google hooked 14 robot arms together so they can help each other learn https://t.co/ttftKe4qY7 https://t.co/z7ZHpbN7gi',
u"RT @SpiritAniMoose: @vah0603 @AmyBLama i'm a computer geek but never think to use google...lol. Guess I could, but then I'd b scared what \u2026",
u'#Google Docs Introduces Automatic Outline Tool for Quick Document Browsing\n#HowTo #Tech\nhttps://t.co/QhXGWoIrmo',
u"@AlgiesLand I've already voted for Hillary by mail so peddle your garbage elsewhere. Nothing came up on Google BTW.",
u'RT @YourAnonNews: Google is worth over $200 billion and paid 2,3% in taxes last year. How much did you pay?',
u'Really?..I stil dont tink so..Last tym i was active in Europe ws last week.Last time dey were.hhmm...*GOOGLE SEARCH* https://t.co/vlir5TXjRK',
u'Learn to play the theremin with Clara Rockmore! #GoogleDoodle\nhttps://t.co/4P0jPAaKSL',
u'RT @corgihomeplan: Enter our #COMPETITION to #WIN a Gourmet Cheese Hamper (T&Cs https://t.co/Jzq4XAtZPz) RT to enter, entrants 18+ https://\u2026',
u"@nt__305 In Kentucky, AT&T Looks To Slow Google Fiber's Expansion: In Louisville, Ky., a fight is brewing betw... https://t.co/OGqKbFe0mm",
u"NerdWallet's Best Credit Cards for Use With Apple Pay https://t.co/6AV6NiWXZY",
u"Can't even search images on google without seeing spolers tho omg.",
u'#Google surprises with early preview of #Android\xa0N https://t.co/sMG42wwMUL Multiwindow support, Notification enhancements, Data Saver & More',
u"@dbongino Tell them that Obama attended Robert Byrd's funeral and let them google him. Then watch their heads explode..",
u'RT @SonarQube: SonarQube 5.4 is just released! New \u201cCode\u201d page, new \u201cMy Account\u201d space, \u2026 Enjoy! \nhttps://t.co/xr3nHgG7Cz',
u'RT @AtosMiraclesfb: @CandleWaxStar @StanAnon @morton_wendy Well done, Wendy! Bloody incurably sick/disabled taking \xa330 a week from Google e\u2026',
u'Google: Lauren Spierer is not connected to Justin Wagers, ex-wife says - Indianapolis Star\u2026 https://t.co/MKCOIignHQ',
u'Google: A short list of local unsolved murders - The Journal News | https://t.co/ZGbdrtNBwf: The Journal\u2026 https://t.co/jDd86eGLCU',
u'Google: Judge refuses to unseal warrants in Lauren Spierer case - WDRB: WDRB Judge refuses\u2026 https://t.co/704ehgOqi8',
u'Google: Community members, search volunteers respond to Spierer developments - Indiana Daily\u2026 https://t.co/7wJcoKZAti',
u'RT @YourAnonNews: Google is worth over $200 billion and paid 2,3% in taxes last year. How much did you pay?',
u'My professor tried to explain "halation" by looking it up on Google images but he got a bunch of anime pictures as a result.',
u'Google: Spierer-related search warrants sealed \u2014 for now - The Herald-Times (subscription\u2026 https://t.co/VdtCiBjqBF',
u'Night for Hope raises over $30000 in Albany https://t.co/ALNkwySuNZ',
u'Tridimensional Chess Set from Franklin Mint: Star Trek News - Want to play tridimensional chess like Ki... https://t.co/CqsgxzraVa #Chess',
u'Diet \u2013 Ask Lovecraft https://t.co/H0wYhFR8wp',
u'Zacks Rating on Church & Dwight Company https://t.co/e5HCHJDwrf',
u'RT @sundarpichai: Like #AlphaGo\u2019s big win, AI will help us tackle complex challenges we previously thought impossible.https://t.co/ykXVJfFM\u2026',
u'@CJ_Powell google the guys who reported it... all very credible.',
u'RT @britishmuseum: This lion acted as a guardian figure for a temple built by the pharaoh Amenhotep III https://t.co/UXYjgBbARD https://t.c\u2026',
u'RT @KUTnathan: I put the temporary event permits for #SXSW on a map. https://t.co/CuBn47Nina',
u"Blog Post: Google's Android Beta Program is now available for developers - https://t.co/SWDXPLaw9a",
u'Google is Offering a 25% Off Discount for Developers who Buy a Pixel C https://t.co/bQEwlq4Dyb',
u"Central Division responding to '40 - Other' at 6000 blk N Central Serv Nb | Beat 141 | https://t.co/Y8cH8O2GjX | 15:48",
u'Amazing Weight Loss Diet from Cardiologists \u2013 Lose 10 Pounds in Just 5 Days! https://t.co/rnW1jp9G1W',
u'Diet \u2013 Ask Lovecraft https://t.co/NICkLmONDt',
u"Criminals in Bangladesh heist likely studied bank's inner workings https://t.co/jQ6PLCQGzA",
u'How Do Athletes Find Their Way To Modern Pentathlon, A Sport Made Up Of Five Sports? - https://t.co/emBWRNbGnD https://t.co/zhfAoon0Ak',
u"Central Division responding to '40 - Other' at 5100 blk Bryan St | Beat 145 | https://t.co/PqmwkdlPmx | 15:49",
u"via @regvulture Google rocks up to Facebook's DIY-data-center party with six pack of rack\u2026 https://t.co/JBMKwIlLbU #latest #technews",
u'Hallelujah: Azealia Banks Deletes Twitter! Will It Be For Good, Though? https://t.co/HtfPnKOkI0',
u"Google rocks up to Facebook's DIY-data-center party with six pack of rack blueprints https://t.co/qxI0IhHKdc #IEEE #IEEEGreen",
u'White House Asserts Iran Missile Launch Proves Why Nuke Deal Was So Important https://t.co/wZx1wLQsy3',
u'Submissions in PAID Websites: PRbuzz, SBWire, MyPRGenie, Pressdoc and + more free sites https://t.co/XWAup4GMie https://t.co/m1h6Jk2GUC',
u'Rossi says relationship with Marquez \u201ccan never be recovered\u201d https://t.co/uR12PnYjgo',
u'4chan Founder Chris Poole Gets A Job At Google https://t.co/z9u1neXiVx #Technology #4Chan #chrispoole https://t.co/oKyOvf49jg',
u'#Google launches one-stop #Holiday planner for mobile phones https://t.co/0jstHuUsD3',
u'Worn and Signed #MotoGP https://t.co/qyIMlzubxW',
u'Amazing Weight Loss Diet from Cardiologists \u2013 Lose 10 Pounds in Just 5 Days! https://t.co/BGNFMK5LEO',
u'Hillary Clinton Calls for Iran Sanctions After Missile Tests https://t.co/a3CTnYimcv',
u'Latest Jobs in Nigeria Today at GTBank,Access Bank Halliburton, Maersk, Nestle etc https://t.co/jCs2jqeAwv APP= https://t.co/thfjNZyKTd',
u'#virginia Prosecutor: No Charges Warranted in Virginia Beach Police Shooting https://t.co/FpAeIOJwOR',
u'Google is Offering a 25% Off Discount for Developers who Buy a Pixel C https://t.co/zCRUZT5DYb',
u"#irvine UC Davis coach likes Big West women's tourney format https://t.co/qhT4I30HxT",
u'Williams named Outstanding Youth https://t.co/NCVXklBgTd #stockton',
u'Google is Offering a 25% Off Discount for Developers who Buy a Pixel C https://t.co/7KjI9ksuQS',
u'Google:Better for climate: Good governance or green sex? - Bulletin of the Atomic Scientists https://t.co/Jj9II28kAN',
u'Iran test-fires new round of ballistic missiles https://t.co/hxf2PiveMq',
u'#virginia Prosecutor rules shooting deaths of 2 people by Virginia Beach police were justified; no charges to ... https://t.co/3iLEFVOauK',
u'Unbelievable! Chris Kamara Helps Launch https://t.co/fnItgirZnS Footy Flight Finder https://t.co/Ca7brNwybT #lowcost #jet2',
u'Saul Rodriguez grows welding and trucking outfit https://t.co/vZjrWcsYhV #stockton',
u'#virginia Virginia Beach libraries offer coding classes https://t.co/O6XEAokWmP',
u'Google:Better for climate: Good governance or green sex? - Bulletin of the Atomic Scientists https://t.co/2xYpDM5Toj',
u'Google is Offering a 25% Off Discount for Developers who Buy a Pixel C https://t.co/nHVx11K9lA',
u'RT @koookeith: 2pm central chopshop radio #kjamz105 kjamz app on itunes or google play @AndraDayMusic @Zendaya @Tyga @TRAEABN https://t.co/\u2026',
u'#providence #ri Mourners pay respect for former first lady Nancy Reagan https://t.co/gHRBujXXfx',
u'One Geek is interested in this Sangha: Dharma Overground, Kenneth Folk Dharma, Spirit Rock Meditation Center, Insig\u2026 https://t.co/qtlLpy3rFL',
u'21 youth take horsemanship clinic https://t.co/8zbCrWK7mp #stockton',
u'El Dorado deputy arrested for DUI for third time since December https://t.co/foGFddWObD',
u'Unbelievable! Chris Kamara Helps Launch https://t.co/fnItgirZnS Footy Flight Finder https://t.co/Ex3jGkkSIl #lowcost #jet2',
u"Google rocks up to Facebook's DIY-data-center party with six pack of rack blueprints https://t.co/IMdpDxnUeQ",
u'Sony: PlayStation VR "Has to Be Affordable," Games to Range From $10 - $60 https://t.co/H1XyYzVAhQ',
u"Rhinegeist remakes 'Downtown' into song about craft beer, Cincy and facial hair https://t.co/e1fSJImJxp #craft",
u'"The phone number is the largest social network in the world.\u201d https://t.co/kdEDqxUjQf',
u'https://t.co/aTDUrVZ1JQ B.o.B. Gets Political In New Scotty ATL Video, Scotty Continues \u201cNo Hand\u2026 https://t.co/PHtI4AF0UJ #hiphop #interview',
u'#providence #ri Western leaders head urges change in endangered species plan https://t.co/yyqK8FqsaF',
u'Escuder comments on DA race https://t.co/taDnugas5q #stockton']
In [48]:
def remove(RE,text):
ag = re.compile(RE, re.VERBOSE | re.I)
return ag.sub(r'',text)
In [49]:
words = set()
with open('OnlineDictionary.txt') as f:
for line in f:
words.add(line.strip())
solutions = {}
def find_words(instring):
if instring in words:
return [instring]
if instring in solutions:
return solutions[instring]
best_solution = None
for i in range(1, len(instring) - 1):
part1 = find_words(instring[:i])
part2 = find_words(instring[i:])
if part1 is None or part2 is None:
continue
solution = part1 + part2
if best_solution is None or len(solution) < len(best_solution):
best_solution = solution
solutions[instring] = best_solution
return best_solution
def check_unsplited_word(text):
splited_sentence=[]
for w in text.split():
if w not in words:
result = find_words(w)
if result is not None:
splited = ' '.join(result)
splited_sentence.append(splited)
else:
splited_sentence.append(w)
else:
splited_sentence.append(w)
return ' '.join(splited_sentence)
In [50]:
rem={}
rem[1]='(http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+]|[!*\(\),]|(?:%[0-9a-fA-F][0-9a-fA-F]))+)'
rem[2]='(\<(/?[^>]+)>)'
rem[3]='(\*)'
rem[4]='(\[)'
rem[5]='(\')'
rem[6]='(\.+)'
rem[7]='(\/)'
rem[8]='(\')'
rem[9]='(\,)'
rem[10]='(\#)'
rem[11]='(\:)'
rem[12]='(\?)'
rem[13]='(\@)'
rem[14]='(\-+)'
rem[15]='(\')'
rem[16]='(\?)'
rem[17]='(\%)'
rem[18]='(\$)'
rem[19]='(\!)'
rem[20]='(\~)'
rem[21]='(\))'
rem[22]='(\()'
rem[23]='(\")'
rem[24]='(\&)'
rem[25]='(\|)'
rem[26]='(\+)'
rem[27]='(\{)'
rem[28]='(\})'
rem[29]='(\;)'
rem[30]='(\^)'
rem[31]='(\=+)'
rem[32]='(\_+)'
rem[33]='(\+?)'
rem[34]='(\<)'
rem[35]='(\>)'
rem[36]='(\")'
rem[37]='(\])'
In [51]:
CleanTweets = []
for i in range(len(tweetList)):
t = tweetList[i]
for v in rem.values():
t = remove(v,t)
t1 = re.sub(r'[^\x00-\x7f]',r' ',t)
t2 = t1.lower()
t3 = [i for i in t2.split() if i not in stopwords.words('english')] # remove stop words
t4 = ' '.join(t3)
t5 = ''.join([i for i in t4 if not i.isdigit()]) # remove dingital number
t6 = re.sub(r'\\+','',t5)
t7 = re.sub(r'rt','',t6) # remove tag RT
t77 = t7.encode('ascii','ignore') # convert unicode to ascii
t8 = check_unsplited_word(t77) # separate words without space
t9 = re.sub(r'\s{2,}',' ',t8) # remove more than two white spaces
t10 = t9.strip() # remove head/tail white space
t11 = "\n".join([ll.rstrip() for ll in t10.splitlines() if ll.strip()]) # remove blank line
CleanTweets.append(t11)
CleanTweets
Out[51]:
['corgi home plan enter competition win gourmet cheese hamper tamp cs enter entrants https', 'wellness talks highlight back health elder fraud bereavement', 'go ogle releases android n preview hello split screen', 'problem go ogle data came back go ogle goo be red xmlerrnamerequired l', 'neiruq pro mo cave book news update anatomy book launch food fans books', 'michaelforni rip foursquare old version dens nave en staed check in revolution vi', 'neiruq pro mo cave book news update four questions for new national book foundation head lisa lucas books', 'stephanie linus shares adorable photo son holding award plaque', 'neiruq pro mo cave book news update youth family development book drive kickoff area students wednesday', 'wwe champions hit android amp ios later year android game', 'go ogles android beta program available developers', 'pok mon go release date game play amp rumors new ios android game ready field android game', 'android n feature data saver option android game', 'take time sam hunt lyrics song belongs', 'learn play theremin clara rock more go ogle doodle', 'ssicfo much philip rivers boost travis ben jam ins fantasy value fouhround pick miami', 'triple berry quick muffin all purpose mix great recipe triple berry quick muffin all purpose', 'sign even easier touch truck day', 'the register ocp summit go ogle rocks face books diydatacenter pay six pack rack blueprints', 'ap news apnewsbreak video shows go ogle self driving car hit bus', 'go ogle launches android n developer preview beta program', 'social media heres social media celebrated international womens day', 'go ogles chrome music lab super addictive music news', 'social media avoid social media strategy missteps', 'mjcdebie go ogles ai beats legendary go player via tech land', 'social media billion reasons future news social media', 'social media luke hemmings girlfriend arzaylea speaks hated social media', 'social media social media gone insane sh os app broadcasts users camera roll connections', 'check', 'flew m planica sloskiteam planica ios android', 'stanleysuen wired go ogle face book teaming open source gear behind empires', 'pc mag plan vacation go ogle destinations', 'go ogles go win big deal', 'life devoid seeing ppl yesterday made kasey give new addy could stare building go ogle eah', 'go ogle begins massive migrations blogs blogspot googleblog via rusty brick', 'great photos cian ryan jct semifinal vs clongowes', 'proud broth erin law gamble boise go ogle', 'xlnb well actually screen shots tweets go ogle search definition racism', 'adrianpeterson nfl ramps longevity adrian peter son go ogle trends', 'go ogle gave android fans unexpected surprise', 'go ogle ai wins first match korean go game champion via technology', 'joegavazzi dallas cowboys betting tony romo plays every snap sta https', 'eric church superman eric church superman eric church subs crib', 'face off time play hockey pickem challenge win amazon gift card brought daily excel tip https', 'emeraldplayzcp type go ogle images ronnie co leman think like one day', 'frenchy morgan overstaying', 'studios hooked box office poison like chris pine back exasperated theater owner named', 'erodley in stag ram location sa lemma', 'box office scandal exposes china risk mainlanders struggle cope slowdown economy box', 'go ogle new android beta program allow test preview builds ota updates android xda rom hack', 'kola chi wind good evening addicted periscope download free app', 'holland nonprofit project fund raising expand haitian school project holland based nonprofit', 'slow pain dont cry android app', 'belongs gops anti immigrant race bottom dominican example vast majority th es', 'texans losing bran don brooks eagles texans losing bran don', 'available go ogle play takeezlets eat wise spoken let seat get it now', 'category outdoor sculptures haiti pages category outdoor sculptures haiti category contains', 'tblightning bolts dud philly lightning plays intensity boston sp os roadhouse', 'second bus made haiti unveiled second bus made haiti unveiled haiti inventions second b', 'starrynovak go ogle search find irl friends st an one direction', 'forbes phone number largest social network world', 'src gets new fitness wellness coordinator', 'go ogle offering discount developers buy pixel c android xda rom hack', 'go ogle new android beta program allow test preview builds ota updates', 'passing judgment planet fitness', 'tblightning bolts mckenzie stamkos even close deciding future sp os roadhouse', 'consumer health fitness devices reveal hi pa as blurry lines', 'chrissyteigen yikes dont go ogle cream pies go ogle cream pie recipes', 'couney in stag ram location sa lemma', 'car year awards recognize auto innovation audi news', 'may belle draws oh dont think mobile version knows doesnt hu go ogle', 'spied audi r spy der caught buff audi news', 'van ga al man utd win big step good direction', 'go ogle offering discount developers buy pixel c', 'go bolts dud philly lightning plays intensity boston sp os roadhouse', 'taliaarbit almost everything works go ogle classroom issue you re gafe district edtechbridge', 'tonystewa na scar action tony stewa office depot old spice chevrolet impala go ogle trends', 'go ogle hooked robot arms together help learn tech', 'go bolts mckenzie stamkos even close deciding future sp os roadhouse', 'western sahara algeria western sahara algeria info last news scandal picture video clip western sah', 'mil dont get go ogle doodle search engine could use find means mil yes would nice', 'amazing new go ogle tool lets take viual tour brum landmarks try', 'go ogle gave android fans unexpected surprise security', 'lantern dreams in stag ram location sa lemma', 'time morocco create inclusive qua et manage western sahara dossier rabats lack strategy', 'cybersecurity cs calls law arrest cyber crime forensics', 'go ogle tradutor', 'nfl mar shawn lynch topps huddle mar shawn lynch white signature sig sea hawks go ogle', 'cybersecurity cs calls law arrest cyber crime forensics', 'um go ogle friend job educate', 'go ogle gave android fans unexpected surprise', 'pro mo cave book news update kenzo throws jungle book pay paris books', 'monsterbabytalbot in stag ram location sa lemma', 'iphone android', 'your anon news go ogle woh billion paid taxes last year much pay', 'pro mo cave book news update anatomy book launch food fans books', 'jeanettejing entire go ogle doc links videos etc hillary nice enough share id ask sure send', 'kl us tout computer human go ogles deep mind defeats world go champ lee sedol first five matches seoul', 'pro mo cave book news update four questions for new national book foundation head lisa lucas books', 'black women be rn cnn never ceases games cnn staged man street interviews go ogle names strange', 'confidence safety tap water lower among people color poll finds drinking water crisis fli', 'alive shields now playing beats', 'pro mo cave book news update youth family development book drive kickoff area students wednesday books', 'maxkesplin in stag ram location sa lemma', 'lockheimer developers android n preview earlier ever androidn', 'weekly fantasy golf app android', 'po alto po al pay mention go ogle ad sense voyp', 'news go ogle rocks face books diydatacenter pay six pack rack blueprints vulture', 'news go ogle rocks face books diydatacenter pay six pack rack blueprints vulture', 'tech crunch go ogle surprises early preview android n', 'realbabemarli send go ogle sends shit sp am folder sometimes clears', 'hecdesigns in stag ram location sa lemma', 'go ogle st as android beta program ota access dev previews enroll', 'go ogle docs introduces automatic outline tool quick document browsing', 'search cap bings search wave mobile page speed insights amp leap day go ogle doodle', 'go ogle hangout air vang vlog new unit net wall progression amp jrfh', 'go ogle docs introduces automatic outline tool quick document browsing', 'melissamarcus excellent show matt bomer go ogle though cant explain characters', 'nakhon news thai lands electricity generating surges lng venture rep os singapore electricity generating ral', 'vintage unlimited in stag ram location sa lemma', 'revealed adolf hitlers disgusting fetish', 'todays go ogle doodle good', 'flew m planica sloskiteam planica ios android', 'im playing reflexgamingltd app available android', 'reverb dot com curious clara rock more subject todays go ogle doodles read', 'record million us fliers tap low fares spring business', 're tweeted go ogle facts go ogle facts alcohol mimics effect insulin reduces blood sugar level', 'schneider electric named one worlds ethical companies business', 'political science visiting faculty comparative politics visiting faculty position', 'shout joy paul wilbur lyrics chords messianic chords', 'video go ogle self driving suv sideswipes bus', 'carriejodowd ive similar experience sometimes go ogle fu moms side', 'call text book non emergency medical rides volusia', 'mitchisalive in stag ram location sa lemma', 'john cooper clarke day pad went mad now playing music', 'accident closely follows big win go ogle', 'android n developer preview use surprise today go ogle follow lovesatya', 'honest also special treat love watching poll data come auto generated go ogle piechas change', 'ameliaclara in stag ram location sa lemma', 'joegavazzi ca va na ughs dallas cowboys nfl draft targets wrote something u https', 'd science en ne a gram group visualize vr istj', 'rant opinion seriously quicker industry ditches oculus rift vive et al favor go ogle card boa', 'as us go ogle nexus gb carrying case bundle nexus go ogle nexus', 'ca ridge save win sam sung laser printer win pm th march tsampcs competition', 'kandelsalem in stag ram location sa lemma', 'go ogle hybrid invest lets see help please follow us share next steps dm', 'regal community friend looking team sign regal gt', 'rant opinion seriously quicker industry ditches oculus rift vive et al favor go ogle card boa', 'human right slaw bc legal groups set hotline help victimized muslims', 'go ogle agentdjaye lets see help please follow us share next steps dm', 'fazeybaby ya mf dont let rest news go ogle the radio station confirmed it she faking death https', 'human right slaw earls restaurants change dress code wake cbc re po sexism concern', 'ylecun pretty big news', 'go ogle billie jean king onedayiwill achieve equal rights oppounities share aspiration us in', 'shuffling mike play list get', 'chad par doe youve filled sign up form get invite soon', 'jenniferlynn in stag ram location sa lemma', 'joegavazzi mario williams agrees two year deal dolphins land hi https', 'jonmikesav unbelievable type gob shit es go ogle maps look comes true try', 'ca ridge save win sam sung laser printer win pm th march tsampcs competition https', 'go ogle building secret giant experimental radio transmitter de se close encounters rd kind', 'go ogle sky net', 'go onto go ogle type', 'discount obtained going', 'heres much smaer go ogle search results become using aificial intelligence', 'mizmadden in stag ram location sa lemma', 'nohablamexicana lmao go ogle searches od sometimes take em grain salt', 'consumer trends go ogle st as home delivery service fresh produce', 'go ogle hires chan creator moot', 'stanleywotring in stag ram location sa lemma', 'swamp snacks in stag ram location sa lemma', 'imsurbhidutta food fury android share favorite food snaps amp recipes create grocery lists amp plan meals', 'chrissyteigen yikes dont go ogle cream pies go ogle cream pie recipes', 'verge go ogle hooked robot arms together help learn', 'do cross rizzlemyhizzle lunie maybe give epitome go ogle lol', 'geducator become go ogle expe school needs macul googleedu', 'go ogle launches android n developer preview beta program', 'go ogle turns search personal travel agent cnet news tech science', 'open source strikes go ogle face book team open source gear behind empires via wired', 'motor vehicle accident n stem mons fwy nb n stem mons ac rd nbjohn w carpenter fwy nb en', 'imagine', 'killer kitsch geek hour adorably identified ghost busters building go ogle maps', 'write teacher days considered progressive approach requ', 'go ogle surprises everyone release android n preview images leak brief moment ars technic', 'kmizola in stag ram location sa lemma', 'go ogle must understqnd mobile desktop sites esults skewed go ogle web masters', 'forbes phone number largest social network world', 'bonzobeckett u a rent getting amp dont time u want know women get upset abt stuff go ogle ur friend amp tl ciao', 'welcome njoyhit french riviera take us anywhere phone app go ogle play apple store windows store blackberry store', 'available purchase go ogle play takeez feat bobby sessionsstokely car michael', 'video least interesting self driving car accident ever news suite', 'go ogle joins face book open compute project donate rack design', 'your anon news go ogle woh billion paid taxes last year much pay', 'thanks william ocallahan excellent review go ogle', 'you re go ogle follow bass mans rock file', 'go ogles ai won first match go world champion lee sedol', 'forbes noose tightens around brazils political leadership', 'news pimicikamak declares state emergency deal suicide crisis cbcca trutherbot bot', 'automobile porsche ma can four cylinder confirmed us porsche ma can four cylinder confirmed porsche', 'darrenmccowan ultimate guide writing top go ogle ranked blog posts via neil pat el blog', 'aificial intelligence moving faster many thought possible means', 'remaining jail escapees arrested san francisco showed major resistance police say los angeles times', 'verge go ogle hooked robot arms together help learn', 'interesting go ogle displaying highlight reel search results page couesy nbcspossoccer', 'know go ogle photos new editing tools', 'sorry phone link terribly awesome year old flash site bask go ogle search', 'vivodiharry typed perfection go ogle maps found different ways come laurenjauregui', 'go ogle docs introduces automatic outline tool quick document browsing', 'skarritt inter net marketing services help small businesses grow conferences help marketing', 'american airlines mobile site lands middle index home page known sta render time sa', 'package wars fed ex amazon planning new delivery operations dayton business journal package wars fed', 'carry residence cellular transmitter re dreams so high meet rare land thy go ogle pendulum', 'housecracka debigodsey go go ogle type neil bush ted cruz read stories funneling jebs cash cruz', 'watch go ogles self driving car hit bus cnet technology', 'corgi home plan still time enter competition win gourmet cheese hamper tamp cs enter https', 'chinese man news top suspect unravels gun shop heist plot', 'install android n ota update wouldnt recommend main device damn rip geekygecko', 'man gets funny letter neighbours loud sex', 'john goodman wont tell today much weight hes lost says enough make weight loss', 'links work moments allowing explore go ogle amp powered content within twitter app', 'john goodman shuns scales weight loss weight loss', 'put pod cast go ogle search results improve seo low cost transcription', 'hilbraesdogs doggies awaiting homes adoptdontshop rescue dogs tf qj telford http', 'hardcore travel survival tips robe young pelt on recently wrote aicle featured great', 'hay den pa net ti ere flaunts pound weight loss recovers postpaum depression weight loss', 'ultimate list best survival tips tricks outdoors knowing environment es sent', 'zachcmk none go ogle joins pay freak get play', 'la met tamps improved trash sup po folder colors go ogle drive ios app go ogle drive', 'detroit news video shows go ogle self driving car hit bus', 'hardcore travel survival tips robe young pelt on recently wrote aicle featured great', 'tanyausa jeff gundlachs favorite amp scariest cha', 'seobookmarks promote amp bost url million face book go ogle groups members seo smm', 'ultimate list best survival tips tricks outdoors knowing environment es sent', 'setups eurusd usdjpy gbpusd usdchf audusd bar clays following latest technical setups', 'hailed renewable alternative oil energy trees faces dismal future low oil gas prices', 'tycoonewseah historic pictures damage caused suv go ogle car st accident', 'go ogle used riddles spot super sma interviews solve find fun', 'hah aha jack using go ogle translate fli girl venezuela', 'go ogles go win big deal via verge', 'hardcore travel survival tips robe young pelt on recently wrote aicle featured great', 'verily developing connectivity bridge hw hospital amp rpm collect medical amp wearable device data', 'ultimate list best survival tips tricks outdoors knowing environment es sent', 'your anon news go ogle woh billion paid taxes last year much pay', 'british museum penny stamped suffragette slogan votes women iwd', 'hardcore travel survival tips robe young pelt on recently wrote aicle featured great', 'ultimate list best survival tips tricks outdoors knowing environment es sent', 'we work communal office st a up raises new financing', 'go ogle docs introduces automatic outline tool quick document browsing', 'set sail march sundays two adventure', 'techfactorg go ogle takes travel booking trip planning system destinations vs expedia trip advisor', 'geducator register go ogle ceification academy geducator macul', 'london islamic cities muslim countries via', 'jmovs never tried process gets go ogle play store onto kindle fire work', 'imsurbhidutta food fury android share favorite food snaps amp recipes create grocery lists amp plan meals', 'go ogle new slab want learn use go ogle fusion tables check new slab lesson', 'democratic committee chairs reduced house jackson clarion ledger', 'gay cation flips script travel shows', 'case wondering go ogle today clara rock more viuoso inspired led zeppelin amp stones', 'stephen son rd ap service call a t s ffe cfe', 'frontstreetseo rip go ogle page rank score retrospective ruined web seo localseo growthhacke', 'bhostyy tiffanys snap chat update', 'phone number largest social network world via forbes social media secret sauce', 'making money on line beginners go ogle without investment make money on line', 'back jail spreading hope prosperity come hang', 'impeached female on do speaker reinstated', 'xender file transfer sharing android apps go ogle play', 'fazeybaby ya mf dont let rest news go ogle the radio station confirmed it she faking death https', 'go ogles deep mind defeats legendary go player lee sedol historic victory via verge exciting times', 'go ogle hooked robot arms together help learn gtgt', 'radio s juice playing hate love cent game apps apple go ogle', 'new love', 'true cost building managing word press web site social media', 'chocolatteh primrose eunhyuk goods indonesia group order dampe on line shop dneshop', 'one m users play trucker parking d tapm ios gplay', 'be lac nos ne vets nflnetwork go ogle darrelle rev is example', 'suggest topics ux events amp gatherings los angeles', 'churlish meg theres bus pizza so behind high street you ll need go ogle ask directions', 'ai program go ogle beats human world champ game go two way npr', 'duerrs win baking essentials kit pm th march enter tamp cs competition', 'jamaica miss jamaica dr sanneta myrie visits east africa kings ton jamaica dr sanneta myrie miss jamaica wor', 'corgi home plan still time enter competition win gourmet cheese hamper tamp cs enter https', 'want chance name st edina wrestling tournament fill form w ideas winner gets prize', 'ltbgtcfsltbgt australian scientists make breakthrough chronic fatigue syndrome testing abc', 'three go ogle design paners solve big problems', 'ct news buzz european weather model upgraded today', 'sh an ley icymi wrote go ogle hiring chan founder ok', 'android n brings split screen multitasking', 'go ogle joins open compute project drive standards infrastructure', 'go ogle hooked robot arms together help learn tech news', 'dakami chriseng relevant opp', 'the david cook learn play theremin clara rock more go ogle doodle', 'go ogle selling pixel c anyone says they re developer tech news', 'lmendersby pottscharlie talked engineering discipline failure studies sub field yes not go ogle hangout', 'pop sci go ogle alpha go ai defeated world champion go last night', 'fxsignalonline euro us dollar eurusd exchange rate forecast sentiment safe haven currencies', 'fb famous girl fakes pregnancy using photos positive tests go ogle images hah aha hah aha hah ok', 'civic tech products industry optimism display boston showcase es tens company one civic', 'rabbitmq rabbitmq milestone released includes management plug in sc al ability improvements', 'go ogle hangout samara hay ley steele la discussing larp rh ms lcgendersymp', 'snap receipts make money amp win real prizes sweepstakes real prizes shop prize', 'back be is tomorrow pm ravsobolofskyshlita', 'come dad im ready go work whats hold', 'jonmikesav unbelievable type gob shit es go ogle maps look comes true try', 'video shows go ogle self driving car hit bus', 'go ogle china says robots take job tech business bull and bear', 'kenboyer va right one go ogle look videos look finding purpose good ma', 'sundarpichai like alpha go big win ai help us tackle complex challenges previously thought impossible', 'go ogle releases new travel guides mobile tech business bull and bear', 'remind clients keep newest version dueydialer dueydialer duilawyers dui', 'take two minutes go ogle neil bush', 'fascinating tailored search engines associated go ogle accounts like recommends things mine wouldnt', 'go ogle news cities billionaires forbes', 'hidden escape', 'aicle pulled forbes thank lord go ogle web cache feel the be rn the revolution', 'go ogle hooked robot arms together help learn tech', 'degree pics view', 'new post bit coin ransom ware education synolock', 'obese women canada make less money non obese women study watch looking body mass index re sea', 'study finds sho men fat women make less money cnn rep os study british medical journal foun', 'niagara falls niagara falls searched city canadians go ogle jimdiodati', 'newspapers make money mug shot galleries make vital point journalists rely arrest re', 'idk clara rock more game go ogle fun', 'go ogle hooked robot arms together help learn', 'prediction go ogles alpha go scheduled fight ibm watson actually come agreement mid match gt', 'googleanalytics track go ogle spreadsheet views go ogle analytics via labnol', 'sac ha baron cohen hollywood would scared make borat today make films frien', 'clara rock more theremin master put electronic music map via vox dot com', 'go ogle releases new travel guides mobile', 'tech go ogle gave android fans unexpected surprise android fans typically wait late spr', 'tech go ogle gave android fans unexpected surprise android fans typically wait late spr', 'jhabashy go ogle a int ne va lie', 'go ogle gave android fans unexpected surprise android fans typically wait late spring', 'decorative sma pin wearable need wearable', 'go ogle gave android fans unexpected surprise android fans typically wait late spring', 'check trap nigz boyz n da hood', 'zolty android beta program androidn', 'well would fantastic hope happens', 'verge go ogle hooked robot arms together help learn', 'leaks digital marketing budget you ll want plug today', 'go ogle surprises early preview android n via tech crunch', 'go ogle say clara rock more', 'sd times go ogles alpha go defeats worldwide champion go lee sedol', 'go ogle joins open compute project via tech crunch go ogle open compute project', 'flew m planica sloskiteam planica ios android', 'email needs endless management follow simple rules boost productivity', 'go ogle docs introduces automatic outline tool quick document browsing', 'magic submitter watch magic submitter pushes top go ogle sends', 'delete shift tech news go ogle docs lets quickly jump headings go ogle docs', 'digg watch go ogles self driving car turn directly bus', 'go ogle docs introduces automatic outline tool quick document browsing', 'search cap go ogle page rank dead go ogle travel expands bing period table amp seo', 'go ogle seo amp social media marketing news seo social media inter net web news mktg', 'trap nigz boyz n da hood', 'mobicyberdev get terrific newly release game app mzansi sure stores android', 'news horrified investigators find unresponsive legislative body capitol building', 'popeye go ogle doodle popeye sailor man go ogle inter net a', 'go ogle marks new aificial intelligence ai milestone', 'lo wry go ogle doodle match stalk men match stalk cats dogs go ogle lo wry a', 'ebasbr finneyk van jones many americans find hillary dishonest stop lying faces go ogle amp fact check', 'estonia saw threat constitutional order russia information depament estonia subordina', 'official daddy mo absolutely refuse take ls peace dont need history lesson go ogle go h', 'estonia letting entrepreneurs become ere si dents estonia letting entrepreneurs become ere si', 'would company benefit tailored go ogle amp social media seminar', 'guardian view uk drug laws high time challenge failing prohibition', 'would company benefit tailored go ogle amp social media seminar', 'us may raise shale production rallying oil prices guardian', 'game box a recreated cute japanese stock a', 'murdocking thought book series go ogle tells something w trc ull glad hear didnt go looking spoilers', 'imsurbhidutta line checker android get real time updates length lines clubs amp bars near', 'go ogle docs introduces automatic outline tool quick document browsing', 'im dlist celebrity kim kardashian hollywood famous playing android', 'cubs see self awareness key javier baezs development', 'wiretapped bad news today integer overflow vulnerability libotr amp linux net filter memory corruption https', 'sp os business minute cubs olivet nazarene announce pa erns hip', 'go ogle hooked robot arms together help learn', 'instant analysis intel acquires replay technologies chip giant intel nasdaqintc announced', 'mangelrogel bus ca deadporo en go ogle', 'go ogle docs introduces automatic outline tool quick document browsing must read', 'hyrulestorm last thing im going say arguments ive seen disproven quick go ogle searches', 'wiretapped bad news today integer overflow vulnerability libotr amp linux net filter memory corruption https', 'ma cd red re nikowavy go ogle bunch cells pretty much', 'tech learning glad see go ogle giving sup po epub format students publishing epubs tl tool', 'hadleyjf edcamp organizers join face book group', 'go ogle joins open compute project tech', 'forbes phone number largest social network world', 'tpshomicide ironic go ogle homicide victims city lately seem long criminal past mug shots site', 'mike dennis on judges order denying mt rep wittichs motion dismiss charges dark money campfi case mt', 'xboxwrld ori blind forest definitive edition makes great game even better', 'lubbock lubbock woman recovering uterus transplant failed', 'live updates rangers continue spring training play square vs cincinnati reds', 'lubbock views ob ama meet dissidents', 'tell friends see schedule classes rest march phone', 'go ogle offering discount developers buy pixel c infos mg', 'dont forget download mhealth physician organizer android healthmedtech', 'imsurbhidutta food fury android share favorite food snaps amp recipes create grocery lists amp plan meals', 'user un followed via follower plus app', 'flew m planica sloskiteam planica ios android', 'go ogle china says robots take job', 'silviodante elyogui yogi mike go ogle thag dude again found gem it meant found', 'auto guide watch go ogle self driving car cause accident hitting bus', 'free networking young adults on line registration', 'two vegan voices ai ne carl in must sta using book forgot go ogle searches cookbooks nowadays', 'go ogle releases new travel guides mobile', 'tiametmarduk maybe scroll bit using go ogle images', 'go ogle', 'sh an ley icymi wrote go ogle hiring chan founder ok', 'alleged dss invasion activist cautions house ekiti assembly', 'signatures include expressive as subjects ebacc', 'may late pay one todays go ogle doodle exceptional', 'corgi home plan enter competition win gourmet cheese hamper tamp cs enter entrants https', 'go ogle uber lyft reps headed washington testify congress safety self driving cars', 'sunny health fitness sfb pro indoor cycling bike sunny health fitness sfb pro indoor cycling', 'horse different color horses animals photography janieunknownwriter farm animals', 'phone number largest social network world', 'word press site got de indexed go ogle fix via wpbeginner', 'valaafshar go ogle people would ask librarians questions new york public library ny pl v paulkirby world book day https', 'forbes phone number largest social network world', 'guardian go ogle self driving car caught video colliding bus', 'go ogle docs lets quickly jump headings', 'nbcnews congress hear head go ogle self driving cars', 'ya mf dont let rest news go ogle the radio station confirmed it she faking death', 'go ogle page rank mean red fusion media go ogle page rank', 'go ogle docs auto capitalize completely changes note taking experience hate', 'go ogle ai battle go champion game via wired', 'go ogle hooked robot arms together help learn', 'spiritanimoose vah amyblama im computer geek never think use googlelol guess could id b scared', 'go ogle docs introduces automatic outline tool quick document browsing how to tech', 'algiesland ive already voted hillary mail peddle garbage elsewhere nothing came go ogle btw', 'your anon news go ogle woh billion paid taxes last year much pay', 'reallyi stil dont tink so last tym active europe ws last week last time dey werehhmmgoogle search', 'learn play theremin clara rock more go ogle doodle', 'corgi home plan enter competition win gourmet cheese hamper tamp cs enter entrants https', 'nt kentucky atampt looks slow go ogle fibers expansion louisville ky fight brewing betw', 'nerd wallets best credit cards use apple pay', 'cant even search images go ogle without seeing spolers tho omg', 'go ogle surprises early preview android n multi window sup po notification enhancements data saver amp', 'dbongino tell ob ama attended robe byrds funeral let go ogle watch heads explode', 'sonarqube sonarqube released new code page new account space enjoy', 'atosmiraclesfb candle wax star st an anon moonwendy well done wendy bloody incurably sick disabled taking week go ogle e', 'go ogle lauren spierer connected jus tin wagers ex wife says indianapolis star', 'go ogle sho list local unsolved murders journal news journal', 'go ogle judge refuses unseal warrants lauren spierer case wdrb wdrb judge refuses', 'go ogle community members search volunteers respond spierer developments indiana daily', 'your anon news go ogle woh billion paid taxes last year much pay', 'professor tried explain ha la ti on looking go ogle images got bunch anime pictures result', 'go ogle spier err elated search warrants sealed herald times subscription', 'night hope raises albany', 'tridimensional chess set franklin mint star trek news want play tridimensional chess like ki chess', 'diet ask love craft', 'zacks rating church amp dwight company', 'sundarpichai like alpha go big win ai help us tackle complex challenges previously thought impossible', 'cjpowell go ogle guys repoed credible', 'british museum lion acted guardian figure temple built pharaoh amenhotep iii', 'kutnathan put temporary event permits sxsw map', 'blog post go ogles android beta program available developers', 'go ogle offering discount developers buy pixel c', 'central division responding blk n central serv nb beat', 'amazing weight loss diet cardiologists lose pounds days', 'diet ask love craft', 'criminals ban glade sh heist likely studied banks inner workings', 'athletes find way modern pentathlon spo made five sp os', 'central division responding blk bryan st beat', 'via reg vulture go ogle rocks face books diydatacenter pay six pack rack latest tech news', 'hallelujah azealia banks deletes twitter good though', 'go ogle rocks face books diydatacenter pay six pack rack blueprints ieee ieee green', 'white house asses iran missile launch proves nuke deal impoant', 'submissions paid web sites prbuzz sbwire myprgenie press doc free sites', 'rossi says relationship marquez never recovered', 'chan founder chris po ole gets job go ogle technology chan chrispoole', 'go ogle launches on estop holiday planner mobile phones', 'worn signed motogp', 'amazing weight loss diet cardiologists lose pounds days', 'hillary cl in ton calls iran sanctions missile tests', 'latest jobs nigeria today gtbankaccess bank hallibuon maersk nestle etc app', 'virginia prosecutor charges warranted virginia beach police shooting', 'go ogle offering discount developers buy pixel c', 'irvine uc davis coach likes big west womens tourney format', 'williams named outstanding youth stock ton', 'go ogle offering discount developers buy pixel c', 'go ogle better climate good governance green sex bulletin atomic scientists', 'iran test fires new round ballistic missiles', 'virginia prosecutor rules shooting deaths people virginia beach police justified charges', 'unbelievable chris kamara helps launch footy flight finder low cost jet', 'saul rodriguez grows welding trucking outfit stock ton', 'virginia virginia beach libraries offer coding classes', 'go ogle better climate good governance green sex bulletin atomic scientists', 'go ogle offering discount developers buy pixel c', 'koookeith pm central chop shop radio kjamz kjamz app it un es go ogle play and rad ay music zendaya tyga traeabn', 'providence ri mourners pay respect former first lady nancy reagan', 'one geek interested sangha dharma over ground ken ne th folk dharma spirit rock meditation center insig', 'youth take horsemanship clinic stock ton', 'el dorado deputy arrested dui third time since december', 'unbelievable chris kamara helps launch footy flight finder low cost jet', 'go ogle rocks face books diydatacenter pay six pack rack blueprints', 'so ny play station vr affordable games range', 'rhinegeist remakes downtown song craft beer cincy facial hair craft', 'phone number largest social network world', 'bob gets political new scotty atl video scotty continues hand hip hop interview', 'providence ri western leaders head urges change endangered species plan', 'escuder comments da race stock ton']
In [52]:
wordList = set([])
for tweet in CleanTweets:
for word in tweet.split(' '):
wordList.add(word)
newData = pd.DataFrame(columns=wordList)
for tweet in CleanTweets:
newData.loc[tweet] = [0]*len(newData.columns)
for word in tweet.split(' '):
newData.ix[tweet, word] += 1
newData
Out[52]:
| todays | ciao | cian | saver | foun | four | hate | localseo | votes | chinese | ... | friends | dolphins | searches | shuns | amp | kardashian | blogs | searched | ameliaclara | expands | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| corgi home plan enter competition win gourmet cheese hamper tamp cs enter entrants https | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| wellness talks highlight back health elder fraud bereavement | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| go ogle releases android n preview hello split screen | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| problem go ogle data came back go ogle goo be red xmlerrnamerequired l | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| neiruq pro mo cave book news update anatomy book launch food fans books | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| michaelforni rip foursquare old version dens nave en staed check in revolution vi | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| neiruq pro mo cave book news update four questions for new national book foundation head lisa lucas books | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| stephanie linus shares adorable photo son holding award plaque | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| neiruq pro mo cave book news update youth family development book drive kickoff area students wednesday | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| wwe champions hit android amp ios later year android game | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| go ogles android beta program available developers | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| pok mon go release date game play amp rumors new ios android game ready field android game | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| android n feature data saver option android game | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| take time sam hunt lyrics song belongs | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| learn play theremin clara rock more go ogle doodle | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| ssicfo much philip rivers boost travis ben jam ins fantasy value fouhround pick miami | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| triple berry quick muffin all purpose mix great recipe triple berry quick muffin all purpose | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| sign even easier touch truck day | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| the register ocp summit go ogle rocks face books diydatacenter pay six pack rack blueprints | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| ap news apnewsbreak video shows go ogle self driving car hit bus | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| go ogle launches android n developer preview beta program | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| social media heres social media celebrated international womens day | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| go ogles chrome music lab super addictive music news | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| social media avoid social media strategy missteps | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| mjcdebie go ogles ai beats legendary go player via tech land | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| social media billion reasons future news social media | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| social media luke hemmings girlfriend arzaylea speaks hated social media | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| social media social media gone insane sh os app broadcasts users camera roll connections | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| check | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| flew m planica sloskiteam planica ios android | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| hallelujah azealia banks deletes twitter good though | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| go ogle rocks face books diydatacenter pay six pack rack blueprints ieee ieee green | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| white house asses iran missile launch proves nuke deal impoant | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| submissions paid web sites prbuzz sbwire myprgenie press doc free sites | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| rossi says relationship marquez never recovered | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| chan founder chris po ole gets job go ogle technology chan chrispoole | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| go ogle launches on estop holiday planner mobile phones | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| worn signed motogp | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| hillary cl in ton calls iran sanctions missile tests | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| latest jobs nigeria today gtbankaccess bank hallibuon maersk nestle etc app | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| virginia prosecutor charges warranted virginia beach police shooting | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| irvine uc davis coach likes big west womens tourney format | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| williams named outstanding youth stock ton | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| go ogle better climate good governance green sex bulletin atomic scientists | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| iran test fires new round ballistic missiles | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| virginia prosecutor rules shooting deaths people virginia beach police justified charges | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| unbelievable chris kamara helps launch footy flight finder low cost jet | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| saul rodriguez grows welding trucking outfit stock ton | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| virginia virginia beach libraries offer coding classes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| koookeith pm central chop shop radio kjamz kjamz app it un es go ogle play and rad ay music zendaya tyga traeabn | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| providence ri mourners pay respect former first lady nancy reagan | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| one geek interested sangha dharma over ground ken ne th folk dharma spirit rock meditation center insig | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| youth take horsemanship clinic stock ton | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| el dorado deputy arrested dui third time since december | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| go ogle rocks face books diydatacenter pay six pack rack blueprints | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| so ny play station vr affordable games range | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| rhinegeist remakes downtown song craft beer cincy facial hair craft | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| bob gets political new scotty atl video scotty continues hand hip hop interview | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| providence ri western leaders head urges change endangered species plan | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| escuder comments da race stock ton | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
443 rows × 2272 columns
In [53]:
newData.drop(newData.columns[0],axis=1) # If clean not perfect, use this step to drop extra white space
Out[53]:
| ciao | cian | saver | foun | four | hate | localseo | votes | chinese | paris | ... | friends | dolphins | searches | shuns | amp | kardashian | blogs | searched | ameliaclara | expands | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| corgi home plan enter competition win gourmet cheese hamper tamp cs enter entrants https | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| wellness talks highlight back health elder fraud bereavement | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| go ogle releases android n preview hello split screen | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| problem go ogle data came back go ogle goo be red xmlerrnamerequired l | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| neiruq pro mo cave book news update anatomy book launch food fans books | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| michaelforni rip foursquare old version dens nave en staed check in revolution vi | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| neiruq pro mo cave book news update four questions for new national book foundation head lisa lucas books | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| stephanie linus shares adorable photo son holding award plaque | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| neiruq pro mo cave book news update youth family development book drive kickoff area students wednesday | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| wwe champions hit android amp ios later year android game | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| go ogles android beta program available developers | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| pok mon go release date game play amp rumors new ios android game ready field android game | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| android n feature data saver option android game | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| take time sam hunt lyrics song belongs | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| learn play theremin clara rock more go ogle doodle | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| ssicfo much philip rivers boost travis ben jam ins fantasy value fouhround pick miami | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| triple berry quick muffin all purpose mix great recipe triple berry quick muffin all purpose | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| sign even easier touch truck day | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| the register ocp summit go ogle rocks face books diydatacenter pay six pack rack blueprints | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| ap news apnewsbreak video shows go ogle self driving car hit bus | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| go ogle launches android n developer preview beta program | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| social media heres social media celebrated international womens day | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| go ogles chrome music lab super addictive music news | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| social media avoid social media strategy missteps | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| mjcdebie go ogles ai beats legendary go player via tech land | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| social media billion reasons future news social media | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| social media luke hemmings girlfriend arzaylea speaks hated social media | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| social media social media gone insane sh os app broadcasts users camera roll connections | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| check | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| flew m planica sloskiteam planica ios android | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| hallelujah azealia banks deletes twitter good though | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| go ogle rocks face books diydatacenter pay six pack rack blueprints ieee ieee green | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| white house asses iran missile launch proves nuke deal impoant | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| submissions paid web sites prbuzz sbwire myprgenie press doc free sites | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| rossi says relationship marquez never recovered | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| chan founder chris po ole gets job go ogle technology chan chrispoole | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| go ogle launches on estop holiday planner mobile phones | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| worn signed motogp | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| hillary cl in ton calls iran sanctions missile tests | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| latest jobs nigeria today gtbankaccess bank hallibuon maersk nestle etc app | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| virginia prosecutor charges warranted virginia beach police shooting | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| irvine uc davis coach likes big west womens tourney format | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| williams named outstanding youth stock ton | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| go ogle better climate good governance green sex bulletin atomic scientists | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| iran test fires new round ballistic missiles | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| virginia prosecutor rules shooting deaths people virginia beach police justified charges | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| unbelievable chris kamara helps launch footy flight finder low cost jet | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| saul rodriguez grows welding trucking outfit stock ton | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| virginia virginia beach libraries offer coding classes | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| koookeith pm central chop shop radio kjamz kjamz app it un es go ogle play and rad ay music zendaya tyga traeabn | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| providence ri mourners pay respect former first lady nancy reagan | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| one geek interested sangha dharma over ground ken ne th folk dharma spirit rock meditation center insig | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| youth take horsemanship clinic stock ton | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| el dorado deputy arrested dui third time since december | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| go ogle rocks face books diydatacenter pay six pack rack blueprints | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| so ny play station vr affordable games range | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| rhinegeist remakes downtown song craft beer cincy facial hair craft | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| bob gets political new scotty atl video scotty continues hand hip hop interview | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| providence ri western leaders head urges change endangered species plan | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| escuder comments da race stock ton | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
443 rows × 2271 columns
In [54]:
newDF = newData.div(newData.sum(axis = 1),axis = 0)
(sample_row, sample_col) = newDF.shape # record the sample siz
print 'sample row is ', sample_row
print 'sample column is ', sample_col
sample row is 443 sample column is 2272
In [55]:
data = newDF.as_matrix()
In [56]:
from sklearn.metrics import euclidean_distances
from sklearn.cluster import KMeans
from scipy.spatial import distance
import numpy as np
from matplotlib import pyplot as plt
In [57]:
def compute_bic(kmeans,X):
centers = [kmeans.cluster_centers_]
labels = kmeans.labels_
m = kmeans.n_clusters
n = np.bincount(labels)
N, d = X.shape
cl_var=(1.0/(N-m)/d)*sum([sum(distance.cdist(X[np.where(labels==i)],[centers[0][i]],'euclidean')**2) for i in range(m)])
const_term = 0.5 * m * np.log(N) * (d+1)
BIC = np.sum([n[i] * np.log(n[i]) -
n[i] * np.log(N) -
((n[i] * d) / 2) * np.log(2*np.pi*cl_var) -
((n[i] - 1) * d/ 2) for i in range(m)]) - const_term
return(BIC)
In [58]:
def find_k(n_start, n_end):
bics = []
kmc =[]
for n_clusters in range(n_start,n_end):
kmeans = KMeans(n_clusters=n_clusters)
kmc.append(kmeans)
kmeans.fit(data)
labels = kmeans.labels_
centroids = kmeans.cluster_centers_
clusters = {}
for i,d in enumerate(kmeans.labels_):
if d not in clusters:
clusters[d] = []
clusters[d].append(data[i])
bic = compute_bic(kmeans, data)
bics.append(bic)
return bics, kmc[np.argmin(bics)], kmc
In [61]:
n_start = 2
n_end = sample_row
bics, kmin, kme = find_k(n_start, n_end)
print 'Exact K for minimum BIC at ',kmin.n_clusters
Exact K for minimum BIC at 361
In [62]:
%matplotlib inline
plt.plot(range(n_start,n_end),bics)
plt.ylabel("BIC")
plt.xlabel("k number")
plt.title("BIC for K-means clusters' behaviour")
plt.show()
In [63]:
for i in range(kmin.n_clusters):
tw = newData.iloc[np.where(kmin.labels_==i)].sum().sort_values(inplace=False,ascending=False)
print '---------------------------------'
print 'FOR CLUSTER ',i
print tw[:5]
--------------------------------- FOR CLUSTER 0 go 2 program 2 ogles 2 developers 2 available 2 dtype: float64 --------------------------------- FOR CLUSTER 1 amp 3 u 2 ogle 2 go 2 hillary 1 dtype: float64 --------------------------------- FOR CLUSTER 2 sa 15 ram 15 location 15 in 15 stag 15 dtype: float64 --------------------------------- FOR CLUSTER 3 go 1 ogle 1 expands 0 killer 0 wont 0 dtype: float64 --------------------------------- FOR CLUSTER 4 learn 2 doodle 2 ogle 2 go 2 more 2 dtype: float64 --------------------------------- FOR CLUSTER 5 book 4 lisa 2 foundation 2 pro 2 new 2 dtype: float64 --------------------------------- FOR CLUSTER 6 imagine 1 warranted 0 blueprints 0 wont 0 nos 0 dtype: float64 --------------------------------- FOR CLUSTER 7 go 2 beats 1 ogles 1 tech 1 land 1 dtype: float64 --------------------------------- FOR CLUSTER 8 go 2 ogle 2 data 1 back 1 goo 1 dtype: float64 --------------------------------- FOR CLUSTER 9 would 1 benefit 1 seminar 1 social 1 company 1 dtype: float64 --------------------------------- FOR CLUSTER 10 rack 5 pack 5 books 5 go 5 diydatacenter 5 dtype: float64 --------------------------------- FOR CLUSTER 11 ogles 2 self 2 car 2 bus 2 driving 2 dtype: float64 --------------------------------- FOR CLUSTER 12 fans 6 android 6 ogle 4 go 4 gave 4 dtype: float64 --------------------------------- FOR CLUSTER 13 diet 1 craft 1 love 1 ask 1 outline 0 dtype: float64 --------------------------------- FOR CLUSTER 14 hah 4 aha 3 girl 2 ogle 2 using 2 dtype: float64 --------------------------------- FOR CLUSTER 15 check 1 expands 0 broadcasts 0 blueprints 0 wont 0 dtype: float64 --------------------------------- FOR CLUSTER 16 social 2 sauce 1 forbes 1 largest 1 via 1 dtype: float64 --------------------------------- FOR CLUSTER 17 trap 2 da 2 nigz 2 n 2 hood 2 dtype: float64 --------------------------------- FOR CLUSTER 18 help 2 dm 2 lets 2 ogle 2 see 2 dtype: float64 --------------------------------- FOR CLUSTER 19 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336 viual 1 try 1 lets 1 brum 1 take 1 dtype: float64 --------------------------------- FOR CLUSTER 337 go 2 mid 1 prediction 1 ibm 1 actually 1 dtype: float64 --------------------------------- FOR CLUSTER 338 mobile 1 version 1 go 1 ogle 1 draws 1 dtype: float64 --------------------------------- FOR CLUSTER 339 go 1 seat 1 eat 1 takeezlets 1 spoken 1 dtype: float64 --------------------------------- FOR CLUSTER 340 unit 1 ogle 1 wall 1 go 1 net 1 dtype: float64 --------------------------------- FOR CLUSTER 341 funeral 1 byrds 1 go 1 let 1 explode 1 dtype: float64 --------------------------------- FOR CLUSTER 342 the 2 forbes 1 go 1 pulled 1 ogle 1 dtype: float64 --------------------------------- FOR CLUSTER 343 trip 2 vs 1 takes 1 destinations 1 ogle 1 dtype: float64 --------------------------------- FOR CLUSTER 344 self 1 interesting 1 accident 1 news 1 video 1 dtype: float64 --------------------------------- FOR CLUSTER 345 po 1 see 1 learning 1 giving 1 ogle 1 dtype: float64 --------------------------------- FOR CLUSTER 346 giant 1 transmitter 1 experimental 1 kind 1 go 1 dtype: float64 --------------------------------- FOR CLUSTER 347 cnet 1 personal 1 science 1 tech 1 go 1 dtype: float64 --------------------------------- FOR CLUSTER 348 todays 1 curious 1 go 1 more 1 ogle 1 dtype: float64 --------------------------------- FOR CLUSTER 349 near 1 line 1 updates 1 real 1 checker 1 dtype: float64 --------------------------------- FOR CLUSTER 350 study 2 medical 1 money 1 women 1 make 1 dtype: float64 --------------------------------- FOR CLUSTER 351 could 1 yesterday 1 building 1 seeing 1 eah 1 dtype: float64 --------------------------------- FOR CLUSTER 352 mil 2 yes 1 dont 1 could 1 use 1 dtype: float64 --------------------------------- FOR CLUSTER 353 wendy 1 bloody 1 go 1 ogle 1 anon 1 dtype: float64 --------------------------------- FOR CLUSTER 354 twitter 1 links 1 content 1 moments 1 amp 1 dtype: float64 --------------------------------- FOR CLUSTER 355 et 1 oculus 1 favor 1 card 1 ogle 1 dtype: float64 --------------------------------- FOR CLUSTER 356 go 5 world 2 ai 2 ogle 2 human 1 dtype: float64 --------------------------------- FOR CLUSTER 357 page 1 reel 1 interesting 1 go 1 ogle 1 dtype: float64 --------------------------------- FOR CLUSTER 358 ll 1 need 1 high 1 pizza 1 ogle 1 dtype: float64 --------------------------------- FOR CLUSTER 359 book 1 nowadays 1 ogle 1 sta 1 using 1 dtype: float64 --------------------------------- FOR CLUSTER 360 enter 1 kit 1 baking 1 duerrs 1 win 1 dtype: float64
In [64]:
from scipy.misc import imread
from wordcloud import WordCloud
from wordcloud import WordCloud, STOPWORDS
In [65]:
def wordcloud_plot(tex):
wordcloud = WordCloud(
stopwords=STOPWORDS,
background_color='white',
width=1500,
height=1100,
mask=twitter_mask
).generate(tex)
plt.figure()
plt.imshow(wordcloud)
plt.axis("off")
twitter_mask = imread('twitter_mask.png', flatten=True)
for i in range(kmin.n_clusters):
twe = newData.iloc[np.where(kmin.labels_==i)].index.tolist()[0]
wordcloud_plot(twe)
C:\Users\yxs44\Anaconda2\lib\site-packages\matplotlib\pyplot.py:516: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). max_open_warning, RuntimeWarning)
In [ ]: