Exploring Controversy on Twitter


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Date Hashtag Random walk
2015-09-08 thebieberfeverisback 0.141132652455
2015-09-07 fraser 0.199263925805
2015-07-10 weforgiveyouariana 0.136668674639
2015-09-13 nygvsdal -0.00676546707344
2015-07-07 cancelyourengagementzayn 0.0566733116139
2015-07-20 growingupwithglasses 0.197302594579
2015-09-08 selfieformadison 0.000705020204546
2015-07-16 chattanooga 0.0965020186919
2015-07-16 ppshoutyourstory 0.037087441964
2015-08-18 thecrushsong 0.00952094096374
2015-09-18 allforlove 0.115061230131
2015-07-22 usmnt 0.102760183415
2015-08-02 otrapittsburgh 0.139329763064
2015-07-22 apmas 0.0305501619916
2015-08-29 checry 0.278556834671
2015-09-19 eldebat6 0.229109563859
2015-07-20 growingupgoofy 0.165372258601
2015-07-22 rowysoconcord 0.0507635725116
2015-08-14 cancelwendywilliamsshow 0.0881727400776
2015-09-13 bears 0.00873194962652
2015-08-04 xboxgamescom 0.131042254385
2015-08-20 weloveyoumichael 0.0976662859457
2015-06-30 whoisburningblackchurches 0.107988806045
2015-07-19 rowysochulavista 0.0725336342742
2015-07-18 rowysovegas 0.145848072426
2015-07-04 americanproblemsnight 0.0465009012254
2015-08-29 michaeljackson 0.127599850426
2015-06-26 tunisia 0.241756731157
2015-08-23 pequenosgigantes 0.0556051265412
2015-08-06 aaronsnewvideo -0.00520893132418
2015-08-15 d23expo 0.0478675372799
2015-08-14 d23expo 0.149780676861
2015-09-06 justindrakebieberloveyou 0.22152392966
2015-09-13 balvsden 0.11269045122
2015-09-07 bigliesyoutellyourself 0.340389873325
2015-08-28 buywhatdoyoumeantomorrow 0.0633236125843
2015-07-21 explainearthtospacealiens 0.0570316290521
2015-09-11 remember911 0.133331579112
2015-06-29 whereareunowmusicvideotoday 0.121515432613
2015-07-10 ohnoharry 0.10661040563
2015-07-27 3yearsoffifthharmony 0.0560950870241
2015-08-27 otracleveland 0.0890645044355
2015-09-12 fandomawards 0.172594871446
2015-08-19 worldphotographyday 0.182036862772
2015-09-07 whymediahidesupport4bapuji 0.00171336614919
2015-09-17 shareacoke 0.0948043762948
2015-08-05 otrametlife 0.128636941749
2015-09-17 msg2comingtomorrow 0.0247920974175
2015-09-19 mtvfanwarsharmonizers 0.0524957080772
2015-09-04 porfra 0.129411467963
2015-09-11 vtep 0.0743258794742
2015-06-27 daretobeyou -0.00207535121328
2015-07-20 theopen 0.0292272756713
2015-08-29 rowysohershey 0.11011771823
2015-08-17 17ağustos1999 0.184523860129
2015-07-20 teenwolf 0.0545321067876
2015-07-15 5onthewall 0.052282275174
2015-07-04 fourthofjuly 0.348250015825
2015-07-01 internationaljokeday 0.195038076029
2015-08-21 secretstory 0.182614511309
2015-09-19 iheartshawnmendes 0.0202763236573
2015-08-06 hiroshima 0.104989511326
2015-09-11 modibestpm 0.0174063164785
2015-09-14 leelinforpm -0.00295271749734
2015-09-11 911anniversary 0.279567616772
2015-08-27 jetblackheart 0.120316284757
2015-08-01 yorkshireday 0.0198996120889
2015-09-09 soteu 0.0999768734438
2015-09-03 mrrobot 0.00322590675186
2015-09-10 sameoldlove 0.1872167211
2015-08-22 weloveyoumisha 0.203991826109
2015-08-26 happybdaydylanfrombrazil 0.0748311763876
2015-08-05 nationalunderwearday 0.248722437693
2015-09-13 rowysowestpalm 0.117317989897
2015-08-28 cozinhadameninaburra6 -0.00983762584202
2015-09-04 flashbackfriday -0.0276978811071
2015-08-24 arsenal 0.226218529876
2015-07-29 windows10 0.108427344433
2015-08-15 civilwar 0.0762656207034
2015-08-29 twcvmaconcert 0.0229697908762
2015-07-10 whitegirlsdoitbetter 0.10560988698
2015-08-20 msg2teaser 0.0530118626976
2015-08-19 siirtte8Şehidimizvar 0.276478007002
2015-08-18 applemusicfestival 0.266317473382
2015-08-14 avlmun 0.0794469719314
2015-08-11 robinwilliams 0.131688468058
2015-07-25 respectforcarter 0.148400981578
2015-09-03 wild 0.0068204264457
2015-07-18 ufcglasgow 0.0290379884613
2015-07-19 growingupwithsiblings 0.131156881869
2015-09-15 dwts 0.0552349986333
2015-08-25 videocarlosnostalgia 0.0100641075153
2015-08-22 na122 0.0281276896377
2015-08-25 capitalonecup 0.0902279375561
2015-06-29 mondaymotivation 0.263655440743
2015-08-11 whyiwouldmakeagreatpresident 0.098228825103
2015-07-10 votemoose 0.0161526773639
2015-09-12 arsenal 0.234238447578
2015-08-29 happybirthdayliamfrombrazil 0.146243279931
2015-09-12 h96bvb 0.025991300805
2015-07-16 growingupadirectioner 0.145083220829
2015-08-21 5sosonhits1 0.142133618824
2015-08-24 happybirthdayrupertgrint 0.262995700924
2015-08-26 happybirthdaydylanobrien 0.167130163267
2015-08-09 womensday 0.0863934500459
2015-08-14 aaronsnewvideo 0.0091865740933
2015-08-31 jackuwhereareunow 0.0959288925832
2015-09-11 ge2015 0.0674712884656
2015-09-01 mtvscream 0.0302505168721
2015-09-08 jackandjacknobrasil 0.0410440192961
2015-09-10 rowysoraleigh 0.0586447358448
2015-09-07 getweirdalbumtracklist 0.0932926852843
2015-07-19 liamappreciationday 0.0738814531549
2015-09-10 ahshotel 0.31101562351
2015-08-08 coys 0.163615819462
2015-08-26 askbelieber 0.0312731367443
2015-08-24 merkelschweigt 0.310020505866
2015-09-10 allforlove8days 0.0027567473403
2015-08-08 ufcnashville 0.0717199977298
2015-07-13 1gottago 0.167140136664
2015-09-13 seahawks -0.00520518442596
2015-08-29 nufcvafc 0.140392698144
2015-07-01 liesivetoldmyparents 0.0558842141129
2015-08-21 prayforkorea 0.102310147077
2015-09-18 istandwithpp 0.0976164785303
2015-08-26 guncontrol 0.208324479315
2015-08-07 ifhumansactedlikedogs -0.00257514836396
2015-08-21 aldubagainstallodds 0.00641887475316
2015-08-19 ftii 0.0544768039358
2015-09-08 engvswi -0.0044958902978
2015-07-18 arianarespectlouis 0.0968486719686
2015-09-01 corinthians105anos 0.0192418745335
2015-09-15 mcfc 0.0579840837563
2015-09-18 buyconfidentonitunesnow 0.00610914506185
2015-07-19 berniesoblack 0.175475653369
2015-09-14 lavozkids2 0.137416500612
2015-07-27 teamcarter 0.143752290733
2015-07-11 otrasantaclara 0.284008034857
2015-07-24 first50europe -0.00273009544642
2015-09-07 msg2songs 0.000477790094422
2015-08-18 goodforyouvma 0.267417493721
2015-09-10 pokemongo 0.106888888889
2015-06-28 betawards2015 0.18161154451
2015-06-29 askeljames 0.120571042694
2015-09-17 otwolmostapprovedkiss 0.00459870046673
2015-08-08 thankyouforexisting 0.0924644820737
2015-08-24 ohnothesun 0.178763686396
2015-09-08 21yearsofdallas 0.187341732058
2015-09-13 intermilan 0.208676672483
2015-09-15 wakeuppreorder 0.0962899603756
2015-09-10 wspd15 0.215442846329
2015-08-02 dragmedrops 0.162792460806
2015-09-19 mciwhu 0.0704482859147
2015-09-10 maropeng 0.0786202278773
2015-09-12 corbyn 0.118491883424
2015-08-05 nashsnewvideo 0.0379714577872
2015-09-02 freddiegray 0.0680296267229
2015-07-07 letsseetherestonshots 0.0419975991898
2015-08-23 feartwd 0.289239643651
2015-06-28 hollywoodchoice 0.000916200379288
2015-07-03 nothingmoreamericanthan 0.126477739527
2015-08-03 ovofest 0.168110002756
2015-09-17 happybdaypm 0.0166323525273
2015-08-23 lavnyc -0.0798334258205
2015-07-20 turnoffs 0.11562241424
2015-08-06 compton -0.000252648430953
2015-08-24 aldubtuloyangforever -0.00498166348834
2015-07-02 100dayssincezaynleft 0.0114358126437
2015-09-17 allforlove9hours 0.0301660829285
2015-07-21 rowysoirvine 0.0715760805257
2015-07-22 sharknado3 0.144952654254
2015-07-11 camcomethrough 0.0113009437525
2015-09-15 wewantrammandir 0.0368846839435
2015-08-28 harrypotter -0.0131945551583
2015-08-19 aldubnotalduh -0.0368501560481
2015-08-13 pappusoduffer 0.0199390046671
2015-08-31 turc 0.0666758599027
2015-09-14 tiff15 0.106314536736
2015-07-20 niallappreciationday 0.0764948812383
2015-07-21 niallappreciationday 0.220827561596
2015-09-02 5heuropeanannouncement 0.033497790177
2015-09-17 thenewbokenscene 0.142870454493
2015-07-23 thankyou1dfor 0.251939364792
2015-08-31 ashtonisworthit 0.0601604447429
2015-08-01 saturdaynightonline 0.196180603336
2015-09-14 sheskindahotlive 0.0974983675084
2015-07-02 buydirtyworkonitunes 0.0368655424867
2015-08-03 ifanythingschooltaughtme 0.1206903705
2015-08-14 orop 0.0631671855104
2015-09-19 sabadodeganarseguidores 0.103973159631
2015-07-28 watchstitchesacoustic 0.017674713247
2015-07-14 growingupblack 0.10148742131
2015-07-13 2yearswithoutcory 0.0427494235022
2015-08-01 facetimemeseb 0.0146226669908
2015-07-01 canadaday 0.173840032089
2015-08-14 teog 0.0583741774301
2015-09-06 eurobasket2015 0.215433873576
2015-08-01 otraindianapolis 0.223077230546
2015-08-08 saturdaynightonline 0.0193381348356
2015-07-22 ificouldtalktogod 0.286841607547
2015-09-01 iknowwhatyoudidonitunes 0.00785403396036
2015-07-22 spectre 0.180828957619
2015-08-31 demiyouareenough 0.0427794309173
2015-08-24 afcvlfc 0.0253805911209
2015-08-14 teenagedirtbagonthesetlist 0.088075243254
2015-08-24 teenwolf 0.0135776741788
2015-08-25 teenwolf 0.0160995684853
2015-07-01 buycoolforthesummeronitunes 0.206170745642
2015-09-18 nashsnewvideo 0.0265195200169
2015-08-02 jaihelpuswerehorny 0.130701911403
2015-09-17 gala2gh16 0.0619608351651
2015-09-02 doitright 0.0373780742339
2015-08-29 xfactor 0.19556364397
2015-09-13 gala1gh16 0.0588369032543
2015-08-20 rememberingrajiv 0.0880065640436
2015-08-28 dominion 0.3909597451
2015-08-29 ema2015 0.00216909354722
2015-09-07 pechinoexpress 0.0485790835938
2015-09-17 aldubonemoreday 0.0308296702423
2015-08-26 1mioformelina 0.00297931213601
2015-08-13 verybritishproblems 0.0383702245974
2015-08-29 lilweezyanafest 0.0276270923068
2015-09-09 inbound15 0.194529944542
2015-09-17 quierensacardelaireac5n 0.066473736332
2015-09-14 ikonismytype 0.288139289344
2015-08-19 sharehumanity 0.319672222245
2015-09-08 theperfectgirl 0.000295902839843
2015-09-13 voteforteamslayes 0.0395580890421
2015-09-15 voteforteamslayes 0.011235972752
2015-06-27 romeoplaystitches 0.0670261005023
2015-09-13 coys 0.0468459849229
2015-08-26 venezuelaexigerespeto 0.0739711395742
2015-07-16 growingupspoiled 0.167403195228
2015-07-13 weloverubyroseonshots 0.0305305480768
2015-09-19 cfcvafc 0.0527844260292
2015-08-31 congrats5sos 0.0549319700736
2015-08-25 otramilwaukee 0.0328238870389
2015-09-01 projectjaspar -0.0103966684883
2015-08-21 aldubkeepthefaith 0.0129352398737
2015-08-13 thenextgalaxy 0.190979082299
2015-08-22 nufc 0.0272127121231
2015-08-22 absaprem -0.00555934679121
2015-08-27 buywhatdoyoumeantomorrow 0.15041682727
2015-08-18 reİsiyedirmeyiz 0.0774519429459
2015-07-16 emmys 0.207451614745
2015-08-08 otrabaltimore 0.0903645001377
2015-09-03 aaronsnewvideo -0.0206453522795
2015-08-17 shawnaccesslive 0.011945229266
2015-09-09 dmdandmmfor100millions 0.0862886902316
2015-07-17 zaynappreciationday 0.150671158637
2015-08-27 bieberisback 0.230434097089
2015-09-09 keynote 0.0840771123872
2015-08-05 deadpool 0.168519341569
2015-08-17 modiindubai 0.128452267375
2015-08-26 gujarat4peace 0.0807714194817
2015-07-29 realmusic 0.262660221848
2015-08-27 uefabestplayer 0.0619095265811
2015-07-18 zaynappreciationday 0.236145160733
2015-08-22 tsgfcb 0.118805306158
2015-08-28 janoskianstonumber1 0.000527697097448
2015-06-30 uswnt 0.0443551854415
2015-09-04 gerpol 0.0255884761408
2015-08-07 straightoutta 0.404955446968
2015-07-20 iheart5sos 0.0310726922191
2015-07-21 iheart5sos 0.0374860633162
2015-09-12 lizquenatsmb2015 -0.0255004391668
2015-09-04 rocaopaynonelenewsingleby1d 0.0350718487493
2015-09-09 psydignidad 0.0631915133666
2015-07-20 liamappreciationday -0.00299417904064
2015-07-19 myunpopularblackopinion 0.0682927416105
2015-09-04 getwellsoondinah 0.00914370811616
2015-09-01 dodgers 0.00824578268456
2015-07-29 samdubose 0.0892219132612
2015-07-15 primeday 0.105725533914
2015-08-24 certifiedlive 0.0559309015886
2015-09-13 valleyfire 0.0429752640356
2015-07-14 harrybecareful 0.140168920608
2015-08-18 discomfacts 0.000911228689006
2015-08-15 spjairplay 0.0230046347234
2015-07-30 congratsmamawhitesides 0.0332671353159
2015-09-10 5sosannouncement 0.075001761343
2015-08-22 dragmedownvevorecord 0.0751579108626
2015-06-25 nbadraft 0.288899418978
2015-07-18 mandeladay 0.13725285417
2015-09-04 niallbrazilloveyou 0.0644531150966
2015-08-23 chelsea 0.101111143859
2015-08-18 aldubyoulola 0.00571595900813
2015-08-03 shazamtop205sosreveal -0.000599117701198
2015-09-11 eastonfleek 0.0780880773362
2015-09-10 cizreunderattack 0.0832946921357
2015-08-04 respectliam 0.115721600166
2015-07-17 sheskindahot 0.044938145032
2015-06-26 urbanoutfittersbelike 0.119909436563
2015-09-13 motogp 0.0951389321557
2015-09-01 rowysojonesbeach 0.114665213881
2015-07-21 vmas 0.109426988284
2015-07-17 worldemojiday 0.418216037019
2015-08-26 d5comingsoon 0.262892211724
2015-07-04 dontjudgechallenge 0.177166168979
2015-09-19 pulimostlikedindiantrailer -0.00109647070567
2015-08-07 jonvoyage 0.166017950226
2015-09-08 psybringiton -0.00932094447902
2015-07-25 favpichayes 0.020634823163
2015-09-17 itspastillastime 0.00962629531602
2015-08-15 christiancover 0.0287833439147
2015-08-19 descriminalizastf 0.0171741577661
2015-06-25 6yearswithoutmichaeljackson 0.160825622691
2015-08-18 otracolumbus 0.154331640349
2015-08-22 askheyviolet -0.00975798758193
2015-07-09 5onthewall 0.164215551156
2015-07-25 ufcchicago 0.0419964012159
2015-06-29 rowysoperth 0.0347940141605
2015-08-15 throughthefireep 0.00498829141347
2015-08-13 flyawaywithsmallzy 0.170629622088
2015-07-30 anotherboy 0.0441930807479
2015-09-10 zaynwearealwayshere 0.200984750906
2015-07-28 knockknocklive 0.0217858365072
2015-08-28 badlands 0.0818786741509
2015-09-06 emabiggestfansarianagrande 0.0404845835683
2015-09-14 allforlove4days -0.00288533906646
2015-08-24 badlands 0.0129934653291
2015-07-27 frantasticmonday 0.0259624183646
2015-08-07 theworstpartofdepressionis 0.0454671725123
2015-06-30 howtokeepyourgirlhappy 0.278851055893
2015-09-17 burkinafaso 0.115683657356
2015-07-15 justinbiebercomebackto1d 0.14938761775
2015-08-29 baleiasnoprogramadojo 0.0309965670701
2015-09-04 dragmedownpromo 0.0262803234501
2015-09-09 gbbo 0.120151161149
2015-08-14 5hmonster 0.0791389197188
2015-09-18 buyconfidentonitunes 0.0482618646536
2015-09-19 biharwithrg 0.0285930306555
2015-07-11 ufc189 0.0717817778021
2015-07-27 teenwolf 0.0218732782977
2015-09-02 gbbo 0.0638468822139
2015-08-22 munnew 0.104047165308
2015-07-14 todayskidswillneverknow 0.150003480444
2015-07-13 todayskidswillneverknow 0.057658040507
2015-08-26 nationaldogday 0.309272982394
2015-07-19 wwebattleground 0.148230601276
2015-08-15 perrieappreciationday 0.0958712200094
2015-08-23 hdn2308 0.0326230889611
2015-08-17 بناء_معبد_هندوسي_في_ابوظبي 0.18198009652
2015-08-06 ashes2015 0.201488016357
2015-07-07 6yearsofonetime 0.162134327304
2015-08-23 hot100fest 0.557409693706
2015-08-15 bvbbmg 0.0314000177952
2015-09-11 thinkitup 0.0643526404511
2015-09-10 cizredesivilhalkkatlediliyor 0.0890652052731
2015-09-19 fraita 0.110102134222
2015-08-24 fearthewalkingdead 0.0698204037098
2015-08-04 congratslouis 0.116555218467
2015-09-12 otragillette 0.11097671865
2015-09-06 ufc191 0.099654564681
2015-09-01 parivartanrally 0.141835294938
2015-08-23 psyunanghalik 0.00934527142502
2015-08-26 janoskiansuntolduntrue 0.186536282509
2015-09-02 missionaryterror 0.0701984148703
2015-09-18 buytilithappenstoyouonitunes 0.0978574758005
2015-08-23 onedirection 0.125172239103
2015-09-12 happybirthdaypaulwalker 0.0579454315208
2015-07-27 facetimemenash 0.0087624765382
2015-08-27 bvbodd -0.0176374630054
2015-08-21 الاهلي_التعاون 0.251294946242
2015-08-29 idsmustgo 0.0142383508358
2015-06-25 coolforthesummer 0.170638961053
2015-09-07 dragmedownpower 0.402391305004
2015-09-10 worldsuicidepreventionday 0.286876788021
2015-07-27 buybeatonitunes -0.024714483404
2015-08-18 teenwolf 0.0366347493927
2015-08-22 protestpp 0.165039603198
2015-09-01 otraphilly 0.18029969323
2015-08-07 camerondallasphotoshoot 0.113888880496
2015-09-11 congratslouis 0.121742067097
2015-08-17 afcb 0.199528913476
2015-09-10 quintadevideonovo -0.000497417661502
2015-07-30 nashsnewvideo 0.0144444496653
2015-09-12 kathnielat9thstarmagicball 0.0122799190493
2015-08-06 vra50 0.193486355869
2015-09-03 bieberonfallon 0.106319576561
2015-09-03 weloveyoucamila 0.0414557501719
2015-08-17 teenwolf 0.107387709383
2015-07-20 cuba 0.190608617874
2015-07-15 growingupugly 0.0449826709422
2015-08-24 heidenau 0.0852462060181
2015-09-18 badaber 0.0305049547192
2015-08-14 avfc 0.107588887729
2015-09-02 zaynfeatnickiminaj 0.0925978541443
2015-07-13 whcoa 0.0230863299365
2015-08-22 heidenau 0.0164357748033
2015-06-29 nashsnewvideo 0.019144380992
2015-09-18 rockinrio 0.0890857865145
2015-09-19 irevcan 0.216798519803
2015-09-02 masterchefbr 0.0427362532707
2015-07-14 ohnolouis 0.248254762627
2015-08-31 freemyhomiecalum 0.0502709433554
2015-09-19 rsavjpn 0.133222169068
2015-09-06 happybirthdaydinahdime 0.0558816187058
2015-09-14 auspol 0.0177416786112
2015-08-23 antinationalcongress 0.112813849242
2015-07-24 zayniscomingbackonjuly26 0.100863551869
2015-09-18 rockinrionomultishow 0.103677565027
2015-08-29 otradetroit 0.079910051228
2015-08-03 cleanpowerplan 0.0546474754158
2015-09-14 missamerica 0.211472154712
2015-08-02 windows10_400 0.235703980344
2015-07-10 5yearssincelouisaudition 0.176786819547
2015-07-07 happybirthdayally 0.161270276257
2015-06-25 wearereadyforlarry 0.108794746256
2015-07-17 labourpainsimulator -0.0136354213677
2015-08-15 1989toursantaclara 0.0824708147792
2015-09-04 rowysocamden 0.0515494452603
2015-07-17 eidmubarak 0.186148994369
2015-09-07 rowysovabeach 0.0645940282871
2015-07-09 ayemamusicvideo -0.00109558984362
2015-07-28 cecilthelion 0.0471010547757
2015-07-24 lafayetteshooting 0.169192397983
2015-08-28 watchrumbaonanahivevo 0.0876723322537
2015-06-26 usavchn 0.0314873423528
2015-08-25 ask5sos 0.0161834255333
2015-08-26 ask5sos -0.0322674386717
2015-09-11 september11 0.256706541768
2015-07-26 hungariangp 0.0419742520225
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