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Excerpt of hashtag clusters related to 5 Summer2014 events (full data in additional material).

SAX* parameters: W = 10, ∆ = 1day, τ = 2, δ = 0, 35, |∑| = 2, fenglish > 49
K-means parameters: as in Muntean, Morar, and Moldovan (2012), with K = 73 (average # of clusters in SAX* when fenglish > 49)
SAX* clusters, only English tweetsSAX* clusters, multilingual tweetsSAX* cluster peak-dateBest k-means clusterEvent description
C27 [Freedom, America, GodBlessAmerica, Happy4thofJuly, merica, Happy4th, Merica, HappyIndependenceDay, Murica, fireworks, happy4th, indepenceday, murica, freedom, america] C14 [indepenceday, merica, Happy4th, America, Merica, Happy4thofJuly, Murica, america, fireworks, freedom, murica, happy4th] July 4th [4thOfJuly, 5SOSCANADIANTOUR, 5sosAmnesiaMusicVideo, BestFeelingKapag, Boston, FIR365, GazaUnderAttack, GermanyBattleReady, HappyIndependenceDay, +more unrelated hashtagsIndependence day 
C6 [hollandvsargentina, netherlandsvsargentina, NEDvsARG, NEDARG, ARGvsHOL, ARGvsNED] C53 [VamosArgentina, arg, ARG, Arg, Argentina, Messi, Romero, VAMOSARGENTINAQUESEPUEDE, VamosArgentinaQueSePuede, VamosMessi, argentina, messi, Higuain, WM2014, PenalesJuly 9th [AMAs, AsianAnal, BRA, CFL, CalIMeCam, CoblosNomor1_PrabowoHatta, Friends, HNYTrailerOn15thAugust, HupHollandHup, Knicks +more unrelated hashtagsHolland Argentina (World Cup) 
C19 [prayforgaza, PrayForPalestina, FreePalestine, PrayForGaza, PrayForPalestine, SaveGaza, SavePalestine, HappyHeechulDayC52 [SavePalestine, FreePalestine, Palestinalibre, PrayForGaza, PrayForPalestina, PrayForPalestine, SaveGaza, PalestineVaincra, HappyHeechulDayJuly 9th [5sosLikeSocks, Battleground, CALLMECAM, EUI4LTU, FebruaryWish, FreePalestine, Gemini, IsraelUnderAttack+more unrelated hashtagsGaza war 
C54 [Putin, Russia, MH17, Ukraine, Malaysia, MalaysiaAirlines, prayforMH17, 5DaysFor1D, PrayForMH17, LouisDeservesTheWorld, WeLoveYouLouis, MH370, MalaysianAirlines, PrayforMH17] C88[Putin, Russia, MH17, Ukraine, Malaysia, MalaysiaAirlines, PrayForMH17, MH370, MalaysianAirlines, PrayforMH17, prayforMH17, ukraine, mh17, LouisDeservesTheWorld, WeLoveYouLouis, SmileLouis, reinasdeluiscoronel, LuisCoronelPJ, luiscoronelpj, mejorvestidoluiscoronelJuly 17th [49ers, 5sosRockOutWithYourSocksOutTour, ASG2014, BGC12, DepressingDisney, EminemWembley, GirlProblems, HappyEngagementElounor, MalaysiaAirlines, NYC, NiallsNeymarTattoo, PopAsiaGOT7, PrayForMH17+more unrelated hashtagsMalaysia airplane crash and Ukraine crisis 
C58 [RobinWilliams, sosad, DeadPoetsSociety, MrsDoubtfire, Jumanji, Legend, Robin, legend, RIPRobin, RIPRobinWillams, Rip, riprobinwilliams, RIPRobinWilliams, robinwilliams, RIP, rip, sad] C53 [RIP, Legend, MrsDoubtfire, RIPRobinWilliams, RobinWilliams, legend, robinwilliams, Jumanji, makeuptransformation, rip, RIPRobinWillams, sad, QEPD, RipRobinWilliams, riprobinwilliams, DEP] August 11th [19MillionSalmaniacsOnFB, 1MonthOf1DInPortugal, DownloadDirtyDancerNow, EngvInd, GetToKnowYouOnItunes, JAKEBOYS, JustWaitOnIt, LLWS2014, LetsBeCops, Monday, ProphetMuhammad, RIProbinwilliams+more unrelated hashtagsRobin Williams suicide 
SAX* parameters: W = 10, ∆ = 1day, τ = 2, δ = 0, 35, |∑| = 2, fenglish > 49
K-means parameters: as in Muntean, Morar, and Moldovan (2012), with K = 73 (average # of clusters in SAX* when fenglish > 49)
SAX* clusters, only English tweetsSAX* clusters, multilingual tweetsSAX* cluster peak-dateBest k-means clusterEvent description
C27 [Freedom, America, GodBlessAmerica, Happy4thofJuly, merica, Happy4th, Merica, HappyIndependenceDay, Murica, fireworks, happy4th, indepenceday, murica, freedom, america] C14 [indepenceday, merica, Happy4th, America, Merica, Happy4thofJuly, Murica, america, fireworks, freedom, murica, happy4th] July 4th [4thOfJuly, 5SOSCANADIANTOUR, 5sosAmnesiaMusicVideo, BestFeelingKapag, Boston, FIR365, GazaUnderAttack, GermanyBattleReady, HappyIndependenceDay, +more unrelated hashtagsIndependence day 
C6 [hollandvsargentina, netherlandsvsargentina, NEDvsARG, NEDARG, ARGvsHOL, ARGvsNED] C53 [VamosArgentina, arg, ARG, Arg, Argentina, Messi, Romero, VAMOSARGENTINAQUESEPUEDE, VamosArgentinaQueSePuede, VamosMessi, argentina, messi, Higuain, WM2014, PenalesJuly 9th [AMAs, AsianAnal, BRA, CFL, CalIMeCam, CoblosNomor1_PrabowoHatta, Friends, HNYTrailerOn15thAugust, HupHollandHup, Knicks +more unrelated hashtagsHolland Argentina (World Cup) 
C19 [prayforgaza, PrayForPalestina, FreePalestine, PrayForGaza, PrayForPalestine, SaveGaza, SavePalestine, HappyHeechulDayC52 [SavePalestine, FreePalestine, Palestinalibre, PrayForGaza, PrayForPalestina, PrayForPalestine, SaveGaza, PalestineVaincra, HappyHeechulDayJuly 9th [5sosLikeSocks, Battleground, CALLMECAM, EUI4LTU, FebruaryWish, FreePalestine, Gemini, IsraelUnderAttack+more unrelated hashtagsGaza war 
C54 [Putin, Russia, MH17, Ukraine, Malaysia, MalaysiaAirlines, prayforMH17, 5DaysFor1D, PrayForMH17, LouisDeservesTheWorld, WeLoveYouLouis, MH370, MalaysianAirlines, PrayforMH17] C88[Putin, Russia, MH17, Ukraine, Malaysia, MalaysiaAirlines, PrayForMH17, MH370, MalaysianAirlines, PrayforMH17, prayforMH17, ukraine, mh17, LouisDeservesTheWorld, WeLoveYouLouis, SmileLouis, reinasdeluiscoronel, LuisCoronelPJ, luiscoronelpj, mejorvestidoluiscoronelJuly 17th [49ers, 5sosRockOutWithYourSocksOutTour, ASG2014, BGC12, DepressingDisney, EminemWembley, GirlProblems, HappyEngagementElounor, MalaysiaAirlines, NYC, NiallsNeymarTattoo, PopAsiaGOT7, PrayForMH17+more unrelated hashtagsMalaysia airplane crash and Ukraine crisis 
C58 [RobinWilliams, sosad, DeadPoetsSociety, MrsDoubtfire, Jumanji, Legend, Robin, legend, RIPRobin, RIPRobinWillams, Rip, riprobinwilliams, RIPRobinWilliams, robinwilliams, RIP, rip, sad] C53 [RIP, Legend, MrsDoubtfire, RIPRobinWilliams, RobinWilliams, legend, robinwilliams, Jumanji, makeuptransformation, rip, RIPRobinWillams, sad, QEPD, RipRobinWilliams, riprobinwilliams, DEP] August 11th [19MillionSalmaniacsOnFB, 1MonthOf1DInPortugal, DownloadDirtyDancerNow, EngvInd, GetToKnowYouOnItunes, JAKEBOYS, JustWaitOnIt, LLWS2014, LetsBeCops, Monday, ProphetMuhammad, RIProbinwilliams+more unrelated hashtagsRobin Williams suicide 
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