id sid tid token lemma pos work_fo2sjxybtvhovo3ljrsijpt4pi 1 1 Quantifying quantify VBG work_fo2sjxybtvhovo3ljrsijpt4pi 1 2 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 1 3 effect effect NN work_fo2sjxybtvhovo3ljrsijpt4pi 1 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 1 5 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 1 6 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 1 7 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 1 8 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 1 9 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 1 10 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 1 11 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 1 12 Submitted submit VBN work_fo2sjxybtvhovo3ljrsijpt4pi 1 13 19 19 CD work_fo2sjxybtvhovo3ljrsijpt4pi 1 14 June June NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 15 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 1 16 Accepted accept VBD work_fo2sjxybtvhovo3ljrsijpt4pi 1 17 15 15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 1 18 September September NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 19 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 1 20 Published publish VBD work_fo2sjxybtvhovo3ljrsijpt4pi 1 21 30 30 CD work_fo2sjxybtvhovo3ljrsijpt4pi 1 22 September September NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 23 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 1 24 Corresponding Corresponding NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 25 author author NN work_fo2sjxybtvhovo3ljrsijpt4pi 1 26 Emilio Emilio NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 27 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 28 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 1 29 ferrarae@isi.edu ferrarae@isi.edu NNS work_fo2sjxybtvhovo3ljrsijpt4pi 1 30 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 1 31 emilio.ferrara@gmail.com emilio.ferrara@gmail.com ADD work_fo2sjxybtvhovo3ljrsijpt4pi 1 32 Academic academic JJ work_fo2sjxybtvhovo3ljrsijpt4pi 1 33 editor editor NN work_fo2sjxybtvhovo3ljrsijpt4pi 1 34 Ciro Ciro NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 35 Cattuto Cattuto NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 36 Additional Additional NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 37 Information Information NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 38 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 1 39 Declarations declaration NNS work_fo2sjxybtvhovo3ljrsijpt4pi 1 40 can can MD work_fo2sjxybtvhovo3ljrsijpt4pi 1 41 be be VB work_fo2sjxybtvhovo3ljrsijpt4pi 1 42 found find VBN work_fo2sjxybtvhovo3ljrsijpt4pi 1 43 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 1 44 page page NN work_fo2sjxybtvhovo3ljrsijpt4pi 1 45 11 11 CD work_fo2sjxybtvhovo3ljrsijpt4pi 1 46 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 47 10.7717 10.7717 CD work_fo2sjxybtvhovo3ljrsijpt4pi 1 48 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 1 49 peerj peerj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 50 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 1 51 cs.26 cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 52 Copyright Copyright NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 53 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 1 54 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 55 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 1 56 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 57 Distributed distribute VBN work_fo2sjxybtvhovo3ljrsijpt4pi 1 58 under under IN work_fo2sjxybtvhovo3ljrsijpt4pi 1 59 Creative Creative NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 60 Commons Commons NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 61 CC CC NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 62 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 1 63 BY BY NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 64 4.0 4.0 CD work_fo2sjxybtvhovo3ljrsijpt4pi 1 65 OPEN open JJ work_fo2sjxybtvhovo3ljrsijpt4pi 1 66 ACCESS access NN work_fo2sjxybtvhovo3ljrsijpt4pi 1 67 Quantifying quantify VBG work_fo2sjxybtvhovo3ljrsijpt4pi 1 68 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 1 69 effect effect NN work_fo2sjxybtvhovo3ljrsijpt4pi 1 70 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 1 71 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 1 72 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 1 73 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 1 74 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 1 75 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 1 76 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 1 77 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 1 78 Emilio Emilio NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 79 Ferrara1 Ferrara1 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 80 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 1 81 2 2 CD work_fo2sjxybtvhovo3ljrsijpt4pi 1 82 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 1 83 Zeyao Zeyao NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 84 Yang1 Yang1 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 85 1 1 CD work_fo2sjxybtvhovo3ljrsijpt4pi 1 86 Information Information NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 87 Sciences Sciences NNPS work_fo2sjxybtvhovo3ljrsijpt4pi 1 88 Institute Institute NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 89 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 1 90 University University NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 91 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 1 92 Southern Southern NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 93 California California NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 94 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 1 95 Marina Marina NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 96 Del Del NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 97 Rey Rey NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 98 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 1 99 CA CA NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 100 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 1 101 United United NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 102 States States NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 103 2 2 CD work_fo2sjxybtvhovo3ljrsijpt4pi 1 104 School School NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 105 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 1 106 Informatics Informatics NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 107 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 1 108 Computing Computing NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 109 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 1 110 Indiana Indiana NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 111 University University NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 112 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 1 113 Bloomington Bloomington NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 114 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 1 115 IN IN NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 116 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 1 117 United United NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 118 States States NNP work_fo2sjxybtvhovo3ljrsijpt4pi 1 119 ABSTRACT abstract JJ work_fo2sjxybtvhovo3ljrsijpt4pi 1 120 Social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 1 121 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 1 122 has have VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 1 123 become become VBN work_fo2sjxybtvhovo3ljrsijpt4pi 1 124 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 1 125 main main JJ work_fo2sjxybtvhovo3ljrsijpt4pi 1 126 vehicle vehicle NN work_fo2sjxybtvhovo3ljrsijpt4pi 1 127 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 1 128 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 1 129 production production NN work_fo2sjxybtvhovo3ljrsijpt4pi 1 130 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 1 131 consumption consumption NN work_fo2sjxybtvhovo3ljrsijpt4pi 1 132 online online RB work_fo2sjxybtvhovo3ljrsijpt4pi 1 133 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 2 1 Millions million NNS work_fo2sjxybtvhovo3ljrsijpt4pi 2 2 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 2 3 users user NNS work_fo2sjxybtvhovo3ljrsijpt4pi 2 4 every every DT work_fo2sjxybtvhovo3ljrsijpt4pi 2 5 day day NN work_fo2sjxybtvhovo3ljrsijpt4pi 2 6 log log VB work_fo2sjxybtvhovo3ljrsijpt4pi 2 7 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 2 8 their -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 2 9 Facebook Facebook NNP work_fo2sjxybtvhovo3ljrsijpt4pi 2 10 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 2 11 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 2 12 accounts account VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 2 13 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 2 14 get get VB work_fo2sjxybtvhovo3ljrsijpt4pi 2 15 updates update NNS work_fo2sjxybtvhovo3ljrsijpt4pi 2 16 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 2 17 news news NN work_fo2sjxybtvhovo3ljrsijpt4pi 2 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 2 19 read read VBN work_fo2sjxybtvhovo3ljrsijpt4pi 2 20 about about IN work_fo2sjxybtvhovo3ljrsijpt4pi 2 21 their -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 2 22 topics topic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 2 23 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 2 24 interest interest NN work_fo2sjxybtvhovo3ljrsijpt4pi 2 25 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 2 26 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 2 27 become become VBP work_fo2sjxybtvhovo3ljrsijpt4pi 2 28 exposed expose VBN work_fo2sjxybtvhovo3ljrsijpt4pi 2 29 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 2 30 new new JJ work_fo2sjxybtvhovo3ljrsijpt4pi 2 31 opportunities opportunity NNS work_fo2sjxybtvhovo3ljrsijpt4pi 2 32 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 2 33 interactions interaction NNS work_fo2sjxybtvhovo3ljrsijpt4pi 2 34 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 3 1 Although although IN work_fo2sjxybtvhovo3ljrsijpt4pi 3 2 recent recent JJ work_fo2sjxybtvhovo3ljrsijpt4pi 3 3 studies study NNS work_fo2sjxybtvhovo3ljrsijpt4pi 3 4 suggest suggest VBP work_fo2sjxybtvhovo3ljrsijpt4pi 3 5 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 3 6 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 3 7 contents content NNS work_fo2sjxybtvhovo3ljrsijpt4pi 3 8 users user NNS work_fo2sjxybtvhovo3ljrsijpt4pi 3 9 produce produce VBP work_fo2sjxybtvhovo3ljrsijpt4pi 3 10 will will MD work_fo2sjxybtvhovo3ljrsijpt4pi 3 11 affect affect VB work_fo2sjxybtvhovo3ljrsijpt4pi 3 12 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 3 13 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 3 14 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 3 15 their -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 3 16 readers reader NNS work_fo2sjxybtvhovo3ljrsijpt4pi 3 17 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 3 18 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 3 19 still still RB work_fo2sjxybtvhovo3ljrsijpt4pi 3 20 lack lack VBP work_fo2sjxybtvhovo3ljrsijpt4pi 3 21 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 3 22 rigorous rigorous JJ work_fo2sjxybtvhovo3ljrsijpt4pi 3 23 understanding understanding NN work_fo2sjxybtvhovo3ljrsijpt4pi 3 24 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 3 25 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 3 26 role role NN work_fo2sjxybtvhovo3ljrsijpt4pi 3 27 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 3 28 effects effect NNS work_fo2sjxybtvhovo3ljrsijpt4pi 3 29 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 3 30 contents content NNS work_fo2sjxybtvhovo3ljrsijpt4pi 3 31 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 3 32 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 3 33 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 3 34 dynamics dynamic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 3 35 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 3 36 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 3 37 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 3 38 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 4 1 This this DT work_fo2sjxybtvhovo3ljrsijpt4pi 4 2 work work NN work_fo2sjxybtvhovo3ljrsijpt4pi 4 3 aims aim VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 4 4 at at IN work_fo2sjxybtvhovo3ljrsijpt4pi 4 5 quantifying quantify VBG work_fo2sjxybtvhovo3ljrsijpt4pi 4 6 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 4 7 effect effect NN work_fo2sjxybtvhovo3ljrsijpt4pi 4 8 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 4 9 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 4 10 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 4 11 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 4 12 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 4 13 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 4 14 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 4 15 understand understand VB work_fo2sjxybtvhovo3ljrsijpt4pi 4 16 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 4 17 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 4 18 i i NN work_fo2sjxybtvhovo3ljrsijpt4pi 4 19 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 4 20 whether whether IN work_fo2sjxybtvhovo3ljrsijpt4pi 4 21 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 4 22 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 4 23 spread spread VBP work_fo2sjxybtvhovo3ljrsijpt4pi 4 24 faster fast RBR work_fo2sjxybtvhovo3ljrsijpt4pi 4 25 and/or and/or CC work_fo2sjxybtvhovo3ljrsijpt4pi 4 26 broader broad JJR work_fo2sjxybtvhovo3ljrsijpt4pi 4 27 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 4 28 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 4 29 ones one NNS work_fo2sjxybtvhovo3ljrsijpt4pi 4 30 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 4 31 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 4 32 vice vice NN work_fo2sjxybtvhovo3ljrsijpt4pi 4 33 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 4 34 versa versa JJ work_fo2sjxybtvhovo3ljrsijpt4pi 4 35 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 4 36 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 4 37 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 4 38 ii ii NNP work_fo2sjxybtvhovo3ljrsijpt4pi 4 39 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 4 40 what what WDT work_fo2sjxybtvhovo3ljrsijpt4pi 4 41 kind kind NN work_fo2sjxybtvhovo3ljrsijpt4pi 4 42 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 4 43 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 4 44 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 4 45 more more RBR work_fo2sjxybtvhovo3ljrsijpt4pi 4 46 typical typical JJ work_fo2sjxybtvhovo3ljrsijpt4pi 4 47 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 4 48 popular popular JJ work_fo2sjxybtvhovo3ljrsijpt4pi 4 49 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 4 50 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 4 51 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 4 52 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 4 53 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 4 54 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 4 55 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 4 56 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 4 57 iii iii NN work_fo2sjxybtvhovo3ljrsijpt4pi 4 58 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 4 59 what what WDT work_fo2sjxybtvhovo3ljrsijpt4pi 4 60 type type NN work_fo2sjxybtvhovo3ljrsijpt4pi 4 61 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 4 62 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 4 63 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 4 64 expressed express VBN work_fo2sjxybtvhovo3ljrsijpt4pi 4 65 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 4 66 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 4 67 characterized characterize VBN work_fo2sjxybtvhovo3ljrsijpt4pi 4 68 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 4 69 different different JJ work_fo2sjxybtvhovo3ljrsijpt4pi 4 70 temporal temporal JJ work_fo2sjxybtvhovo3ljrsijpt4pi 4 71 dynamics dynamic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 4 72 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 5 1 Our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 5 2 findings finding NNS work_fo2sjxybtvhovo3ljrsijpt4pi 5 3 show show VBP work_fo2sjxybtvhovo3ljrsijpt4pi 5 4 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 5 5 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 5 6 at at IN work_fo2sjxybtvhovo3ljrsijpt4pi 5 7 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 5 8 level level NN work_fo2sjxybtvhovo3ljrsijpt4pi 5 9 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 5 10 contents content NNS work_fo2sjxybtvhovo3ljrsijpt4pi 5 11 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 5 12 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 5 13 messages message NNS work_fo2sjxybtvhovo3ljrsijpt4pi 5 14 spread spread VBP work_fo2sjxybtvhovo3ljrsijpt4pi 5 15 faster fast RBR work_fo2sjxybtvhovo3ljrsijpt4pi 5 16 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 5 17 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 5 18 ones one NNS work_fo2sjxybtvhovo3ljrsijpt4pi 5 19 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 5 20 but but CC work_fo2sjxybtvhovo3ljrsijpt4pi 5 21 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 5 22 ones one NNS work_fo2sjxybtvhovo3ljrsijpt4pi 5 23 reach reach VBP work_fo2sjxybtvhovo3ljrsijpt4pi 5 24 larger large JJR work_fo2sjxybtvhovo3ljrsijpt4pi 5 25 audiences audience NNS work_fo2sjxybtvhovo3ljrsijpt4pi 5 26 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 5 27 suggesting suggest VBG work_fo2sjxybtvhovo3ljrsijpt4pi 5 28 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 5 29 people people NNS work_fo2sjxybtvhovo3ljrsijpt4pi 5 30 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 5 31 more more RBR work_fo2sjxybtvhovo3ljrsijpt4pi 5 32 inclined inclined JJ work_fo2sjxybtvhovo3ljrsijpt4pi 5 33 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 5 34 share share VB work_fo2sjxybtvhovo3ljrsijpt4pi 5 35 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 5 36 favorite favorite VB work_fo2sjxybtvhovo3ljrsijpt4pi 5 37 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 5 38 contents content NNS work_fo2sjxybtvhovo3ljrsijpt4pi 5 39 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 5 40 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 5 41 so so RB work_fo2sjxybtvhovo3ljrsijpt4pi 5 42 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 5 43 called call VBN work_fo2sjxybtvhovo3ljrsijpt4pi 5 44 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 5 45 bias bias NN work_fo2sjxybtvhovo3ljrsijpt4pi 5 46 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 6 1 As as IN work_fo2sjxybtvhovo3ljrsijpt4pi 6 2 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 6 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 6 4 entire entire JJ work_fo2sjxybtvhovo3ljrsijpt4pi 6 5 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 6 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 6 7 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 6 8 highlight highlight VBP work_fo2sjxybtvhovo3ljrsijpt4pi 6 9 how how WRB work_fo2sjxybtvhovo3ljrsijpt4pi 6 10 different different JJ work_fo2sjxybtvhovo3ljrsijpt4pi 6 11 temporal temporal JJ work_fo2sjxybtvhovo3ljrsijpt4pi 6 12 dynamics dynamic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 6 13 exhibit exhibit VBP work_fo2sjxybtvhovo3ljrsijpt4pi 6 14 different different JJ work_fo2sjxybtvhovo3ljrsijpt4pi 6 15 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 6 16 patterns pattern NNS work_fo2sjxybtvhovo3ljrsijpt4pi 6 17 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 6 18 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 6 19 example example NN work_fo2sjxybtvhovo3ljrsijpt4pi 6 20 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 6 21 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 6 22 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 6 23 builds build VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 6 24 up up RP work_fo2sjxybtvhovo3ljrsijpt4pi 6 25 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 6 26 highly highly RB work_fo2sjxybtvhovo3ljrsijpt4pi 6 27 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 6 28 anticipated anticipate VBN work_fo2sjxybtvhovo3ljrsijpt4pi 6 29 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 6 30 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 6 31 while while IN work_fo2sjxybtvhovo3ljrsijpt4pi 6 32 unexpected unexpected JJ work_fo2sjxybtvhovo3ljrsijpt4pi 6 33 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 6 34 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 6 35 mainly mainly RB work_fo2sjxybtvhovo3ljrsijpt4pi 6 36 characterized characterize VBN work_fo2sjxybtvhovo3ljrsijpt4pi 6 37 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 6 38 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 6 39 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 6 40 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 7 1 Our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 7 2 contribution contribution NN work_fo2sjxybtvhovo3ljrsijpt4pi 7 3 represents represent VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 7 4 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 7 5 step step NN work_fo2sjxybtvhovo3ljrsijpt4pi 7 6 forward forward RB work_fo2sjxybtvhovo3ljrsijpt4pi 7 7 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 7 8 understand understand VB work_fo2sjxybtvhovo3ljrsijpt4pi 7 9 how how WRB work_fo2sjxybtvhovo3ljrsijpt4pi 7 10 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 7 11 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 7 12 expressed express VBN work_fo2sjxybtvhovo3ljrsijpt4pi 7 13 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 7 14 short short JJ work_fo2sjxybtvhovo3ljrsijpt4pi 7 15 texts text NNS work_fo2sjxybtvhovo3ljrsijpt4pi 7 16 correlate correlate JJ work_fo2sjxybtvhovo3ljrsijpt4pi 7 17 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 7 18 their -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 7 19 spreading spreading NN work_fo2sjxybtvhovo3ljrsijpt4pi 7 20 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 7 21 online online JJ work_fo2sjxybtvhovo3ljrsijpt4pi 7 22 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 7 23 ecosystems ecosystem NNS work_fo2sjxybtvhovo3ljrsijpt4pi 7 24 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 7 25 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 7 26 may may MD work_fo2sjxybtvhovo3ljrsijpt4pi 7 27 help help VB work_fo2sjxybtvhovo3ljrsijpt4pi 7 28 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 7 29 craft craft VB work_fo2sjxybtvhovo3ljrsijpt4pi 7 30 effective effective JJ work_fo2sjxybtvhovo3ljrsijpt4pi 7 31 policies policy NNS work_fo2sjxybtvhovo3ljrsijpt4pi 7 32 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 7 33 strategies strategy NNS work_fo2sjxybtvhovo3ljrsijpt4pi 7 34 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 7 35 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 7 36 generation generation NN work_fo2sjxybtvhovo3ljrsijpt4pi 7 37 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 7 38 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 7 39 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 8 1 Subjects Subjects NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 2 Data Data NNPS work_fo2sjxybtvhovo3ljrsijpt4pi 8 3 Mining Mining NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 4 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 8 5 Machine Machine NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 6 Learning Learning NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 8 Data Data NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 9 Science Science NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 10 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 11 Network Network NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 12 Science Science NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 13 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 8 14 Online Online NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 15 Social Social NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 16 Networks Networks NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 17 Keywords Keywords NNPS work_fo2sjxybtvhovo3ljrsijpt4pi 8 18 Computational computational JJ work_fo2sjxybtvhovo3ljrsijpt4pi 8 19 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 8 20 science science NN work_fo2sjxybtvhovo3ljrsijpt4pi 8 21 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 22 Social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 8 23 networks network NNS work_fo2sjxybtvhovo3ljrsijpt4pi 8 24 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 25 Social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 8 26 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 8 27 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 28 Sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 8 29 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 8 30 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 31 Information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 8 32 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 8 33 INTRODUCTION INTRODUCTION VBD work_fo2sjxybtvhovo3ljrsijpt4pi 8 34 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 8 35 emerging emerge VBG work_fo2sjxybtvhovo3ljrsijpt4pi 8 36 field field NN work_fo2sjxybtvhovo3ljrsijpt4pi 8 37 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 8 38 computational computational JJ work_fo2sjxybtvhovo3ljrsijpt4pi 8 39 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 8 40 science science NN work_fo2sjxybtvhovo3ljrsijpt4pi 8 41 has have VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 8 42 been be VBN work_fo2sjxybtvhovo3ljrsijpt4pi 8 43 focusing focus VBG work_fo2sjxybtvhovo3ljrsijpt4pi 8 44 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 8 45 studying study VBG work_fo2sjxybtvhovo3ljrsijpt4pi 8 46 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 8 47 characteristics characteristic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 8 48 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 8 49 techno techno NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 50 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 8 51 social social NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 52 systems system NNS work_fo2sjxybtvhovo3ljrsijpt4pi 8 53 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 8 54 Lazer Lazer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 55 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 56 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 57 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 58 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 59 2009 2009 CD work_fo2sjxybtvhovo3ljrsijpt4pi 8 60 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 8 61 Vespignani Vespignani NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 62 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 63 2009 2009 CD work_fo2sjxybtvhovo3ljrsijpt4pi 8 64 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 8 65 Kaplan Kaplan NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 66 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 8 67 Haenlein Haenlein NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 68 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 69 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 8 70 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 8 71 Asur Asur NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 72 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 8 73 Huberman Huberman NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 74 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 75 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 8 76 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 8 77 Cheng Cheng NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 78 et et FW work_fo2sjxybtvhovo3ljrsijpt4pi 8 79 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 80 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 81 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 82 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 8 83 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 8 84 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 8 85 understand understand VB work_fo2sjxybtvhovo3ljrsijpt4pi 8 86 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 8 87 effects effect NNS work_fo2sjxybtvhovo3ljrsijpt4pi 8 88 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 8 89 technologically technologically RB work_fo2sjxybtvhovo3ljrsijpt4pi 8 90 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 8 91 mediated mediate VBN work_fo2sjxybtvhovo3ljrsijpt4pi 8 92 communication communication NN work_fo2sjxybtvhovo3ljrsijpt4pi 8 93 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 8 94 our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 8 95 society society NN work_fo2sjxybtvhovo3ljrsijpt4pi 8 96 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 8 97 Gilbert Gilbert NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 98 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 8 99 Karahalios Karahalios NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 100 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 101 2009 2009 CD work_fo2sjxybtvhovo3ljrsijpt4pi 8 102 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 8 103 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 104 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 105 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 8 106 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 8 107 Tang Tang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 108 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 109 Lou Lou NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 110 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 8 111 Kleinberg Kleinberg NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 112 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 113 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 8 114 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 8 115 De De NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 116 Meo Meo NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 117 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 118 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 119 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 120 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 121 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 8 122 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 8 123 Backstrom Backstrom NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 124 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 8 125 Kleinberg Kleinberg NNP work_fo2sjxybtvhovo3ljrsijpt4pi 8 126 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 8 127 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 8 128 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 8 129 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 9 1 Research research NN work_fo2sjxybtvhovo3ljrsijpt4pi 9 2 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 9 3 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 9 4 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 9 5 focused focus VBD work_fo2sjxybtvhovo3ljrsijpt4pi 9 6 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 9 7 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 9 8 complex complex JJ work_fo2sjxybtvhovo3ljrsijpt4pi 9 9 dynamics dynamic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 9 10 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 9 11 characterize characterize VBP work_fo2sjxybtvhovo3ljrsijpt4pi 9 12 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 9 13 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 9 14 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 9 15 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 9 16 Java Java NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 17 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 18 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 19 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 20 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 9 21 2007 2007 CD work_fo2sjxybtvhovo3ljrsijpt4pi 9 22 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 9 23 Huberman Huberman NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 24 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 9 25 Romero Romero NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 26 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 9 27 Wu Wu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 28 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 9 29 2009 2009 CD work_fo2sjxybtvhovo3ljrsijpt4pi 9 30 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 9 31 Bakshy Bakshy NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 32 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 33 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 34 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 35 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 9 36 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 9 37 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 9 38 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 39 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 40 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 41 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 42 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 9 43 2013a 2013a CD work_fo2sjxybtvhovo3ljrsijpt4pi 9 44 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 9 45 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 9 46 understand understand VB work_fo2sjxybtvhovo3ljrsijpt4pi 9 47 their -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 9 48 role role NN work_fo2sjxybtvhovo3ljrsijpt4pi 9 49 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 9 50 central central JJ work_fo2sjxybtvhovo3ljrsijpt4pi 9 51 fora fora NN work_fo2sjxybtvhovo3ljrsijpt4pi 9 52 How how WRB work_fo2sjxybtvhovo3ljrsijpt4pi 9 53 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 9 54 cite cite VB work_fo2sjxybtvhovo3ljrsijpt4pi 9 55 this this DT work_fo2sjxybtvhovo3ljrsijpt4pi 9 56 article article NN work_fo2sjxybtvhovo3ljrsijpt4pi 9 57 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 58 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 9 59 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 9 60 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 9 61 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 9 62 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 9 63 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 9 64 Quantifying quantify VBG work_fo2sjxybtvhovo3ljrsijpt4pi 9 65 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 9 66 effect effect NN work_fo2sjxybtvhovo3ljrsijpt4pi 9 67 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 9 68 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 9 69 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 9 70 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 9 71 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 9 72 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 9 73 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 9 74 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 9 75 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 10 1 PeerJ PeerJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 10 2 Comput comput NN work_fo2sjxybtvhovo3ljrsijpt4pi 10 3 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 11 1 Sci Sci NNP work_fo2sjxybtvhovo3ljrsijpt4pi 11 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 12 1 1 1 LS work_fo2sjxybtvhovo3ljrsijpt4pi 12 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 12 3 e26 e26 NN work_fo2sjxybtvhovo3ljrsijpt4pi 12 4 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 12 5 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 6 10.7717 10.7717 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 7 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 12 8 peerj peerj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 9 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 12 10 cs.26 cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 11 mailto:ferrarae@isi.edu mailto:ferrarae@isi.edu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 12 mailto:emilio.ferrara@gmail.com mailto:emilio.ferrara@gmail.com ADD work_fo2sjxybtvhovo3ljrsijpt4pi 12 13 https://peerj.com/academic-boards/editors/ https://peerj.com/academic-boards/editors/ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 14 https://peerj.com/academic-boards/editors/ https://peerj.com/academic-boards/editors/ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 15 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 16 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 17 http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/ -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 12 18 http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/ FW work_fo2sjxybtvhovo3ljrsijpt4pi 12 19 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 20 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 VB work_fo2sjxybtvhovo3ljrsijpt4pi 12 21 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 12 22 debate debate VB work_fo2sjxybtvhovo3ljrsijpt4pi 12 23 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 12 24 issues issue NNS work_fo2sjxybtvhovo3ljrsijpt4pi 12 25 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 12 26 Conover Conover NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 27 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 28 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 29 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 30 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 31 2013b 2013b CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 32 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 12 33 Conover Conover NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 34 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 35 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 36 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 37 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 38 2013a 2013a CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 39 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 12 40 Varol Varol NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 41 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 42 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 43 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 44 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 45 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 46 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 12 47 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 48 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 12 49 leverage leverage VB work_fo2sjxybtvhovo3ljrsijpt4pi 12 50 their -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 12 51 ability ability NN work_fo2sjxybtvhovo3ljrsijpt4pi 12 52 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 12 53 enhance enhance VB work_fo2sjxybtvhovo3ljrsijpt4pi 12 54 situational situational JJ work_fo2sjxybtvhovo3ljrsijpt4pi 12 55 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 56 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 12 57 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 58 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 12 59 political political JJ work_fo2sjxybtvhovo3ljrsijpt4pi 12 60 awareness awareness NN work_fo2sjxybtvhovo3ljrsijpt4pi 12 61 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 12 62 Sakaki Sakaki NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 63 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 64 Okazaki Okazaki NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 65 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 12 66 Matsuo Matsuo NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 67 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 68 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 69 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 12 70 Centola Centola NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 71 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 72 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 73 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 12 74 Centola Centola NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 75 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 76 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 77 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 12 78 Bond Bond NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 79 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 80 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 81 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 82 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 83 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 84 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 12 85 Ratkiewicz Ratkiewicz NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 86 et et FW work_fo2sjxybtvhovo3ljrsijpt4pi 12 87 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 88 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 89 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 90 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 91 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 12 92 Metaxas Metaxas NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 93 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 12 94 Mustafaraj Mustafaraj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 95 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 96 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 97 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 12 98 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 99 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 100 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 101 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 102 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 103 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 104 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 12 105 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 106 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 12 107 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 12 108 study study VB work_fo2sjxybtvhovo3ljrsijpt4pi 12 109 susceptibility susceptibility NN work_fo2sjxybtvhovo3ljrsijpt4pi 12 110 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 12 111 influence influence NN work_fo2sjxybtvhovo3ljrsijpt4pi 12 112 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 12 113 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 12 114 contagion contagion NN work_fo2sjxybtvhovo3ljrsijpt4pi 12 115 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 12 116 Aral Aral NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 117 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 118 Muchnik Muchnik NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 119 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 12 120 Sundararajan Sundararajan NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 121 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 122 2009 2009 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 123 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 12 124 Aral Aral NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 125 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 12 126 Walker Walker NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 127 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 128 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 129 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 12 130 Myers Myers NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 131 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 132 Zhu Zhu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 133 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 12 134 Leskovec Leskovec NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 135 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 136 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 137 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 12 138 Anderson Anderson NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 139 et et FW work_fo2sjxybtvhovo3ljrsijpt4pi 12 140 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 141 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 142 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 143 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 144 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 12 145 Lerman Lerman NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 146 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 12 147 Ghosh Ghosh NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 148 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 149 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 150 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 12 151 Ugander Ugander NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 152 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 153 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 154 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 155 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 156 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 157 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 12 158 Weng Weng NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 159 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 12 160 Menczer Menczer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 161 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 162 2013 2013 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 163 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 12 164 Weng Weng NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 165 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 166 Menczer Menczer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 167 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 12 168 Ahn Ahn NNP work_fo2sjxybtvhovo3ljrsijpt4pi 12 169 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 12 170 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 12 171 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 12 172 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 13 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 13 2 amount amount NN work_fo2sjxybtvhovo3ljrsijpt4pi 13 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 13 4 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 13 5 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 13 6 generated generate VBD work_fo2sjxybtvhovo3ljrsijpt4pi 13 7 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 13 8 shared share VBD work_fo2sjxybtvhovo3ljrsijpt4pi 13 9 through through IN work_fo2sjxybtvhovo3ljrsijpt4pi 13 10 online online JJ work_fo2sjxybtvhovo3ljrsijpt4pi 13 11 platforms platform NNS work_fo2sjxybtvhovo3ljrsijpt4pi 13 12 like like IN work_fo2sjxybtvhovo3ljrsijpt4pi 13 13 Facebook Facebook NNP work_fo2sjxybtvhovo3ljrsijpt4pi 13 14 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 13 15 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 13 16 yields yield NNS work_fo2sjxybtvhovo3ljrsijpt4pi 13 17 unprecedented unprecedented JJ work_fo2sjxybtvhovo3ljrsijpt4pi 13 18 opportunities opportunity NNS work_fo2sjxybtvhovo3ljrsijpt4pi 13 19 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 13 20 millions million NNS work_fo2sjxybtvhovo3ljrsijpt4pi 13 21 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 13 22 individuals individual NNS work_fo2sjxybtvhovo3ljrsijpt4pi 13 23 every every DT work_fo2sjxybtvhovo3ljrsijpt4pi 13 24 day day NN work_fo2sjxybtvhovo3ljrsijpt4pi 13 25 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 13 26 Kwak Kwak NNP work_fo2sjxybtvhovo3ljrsijpt4pi 13 27 et et FW work_fo2sjxybtvhovo3ljrsijpt4pi 13 28 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 13 29 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 13 30 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 13 31 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 13 32 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 13 33 Gomez Gomez NNP work_fo2sjxybtvhovo3ljrsijpt4pi 13 34 Rodriguez Rodriguez NNP work_fo2sjxybtvhovo3ljrsijpt4pi 13 35 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 13 36 Leskovec Leskovec NNP work_fo2sjxybtvhovo3ljrsijpt4pi 13 37 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 13 38 Schölkopf Schölkopf NNP work_fo2sjxybtvhovo3ljrsijpt4pi 13 39 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 13 40 2013 2013 CD work_fo2sjxybtvhovo3ljrsijpt4pi 13 41 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 13 42 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 13 43 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 13 44 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 13 45 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 13 46 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 13 47 2013b 2013b CD work_fo2sjxybtvhovo3ljrsijpt4pi 13 48 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 13 49 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 14 1 Yet yet CC work_fo2sjxybtvhovo3ljrsijpt4pi 14 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 14 3 how how WRB work_fo2sjxybtvhovo3ljrsijpt4pi 14 4 understanding understanding NN work_fo2sjxybtvhovo3ljrsijpt4pi 14 5 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 14 6 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 14 7 role role NN work_fo2sjxybtvhovo3ljrsijpt4pi 14 8 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 14 9 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 14 10 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 14 11 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 14 12 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 14 13 conveyed convey VBN work_fo2sjxybtvhovo3ljrsijpt4pi 14 14 through through IN work_fo2sjxybtvhovo3ljrsijpt4pi 14 15 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 14 16 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 14 17 produced produce VBN work_fo2sjxybtvhovo3ljrsijpt4pi 14 18 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 14 19 consumed consume VBN work_fo2sjxybtvhovo3ljrsijpt4pi 14 20 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 14 21 these these DT work_fo2sjxybtvhovo3ljrsijpt4pi 14 22 platforms platform NNS work_fo2sjxybtvhovo3ljrsijpt4pi 14 23 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 14 24 shallow shallow JJ work_fo2sjxybtvhovo3ljrsijpt4pi 14 25 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 15 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 15 2 this this DT work_fo2sjxybtvhovo3ljrsijpt4pi 15 3 work work NN work_fo2sjxybtvhovo3ljrsijpt4pi 15 4 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 15 5 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 15 6 concerned concern VBN work_fo2sjxybtvhovo3ljrsijpt4pi 15 7 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 15 8 particular particular JJ work_fo2sjxybtvhovo3ljrsijpt4pi 15 9 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 15 10 quantifying quantify VBG work_fo2sjxybtvhovo3ljrsijpt4pi 15 11 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 15 12 effect effect NN work_fo2sjxybtvhovo3ljrsijpt4pi 15 13 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 15 14 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 15 15 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 15 16 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 15 17 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 15 18 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 15 19 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 15 20 networks network NNS work_fo2sjxybtvhovo3ljrsijpt4pi 15 21 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 16 1 Although although IN work_fo2sjxybtvhovo3ljrsijpt4pi 16 2 recent recent JJ work_fo2sjxybtvhovo3ljrsijpt4pi 16 3 studies study NNS work_fo2sjxybtvhovo3ljrsijpt4pi 16 4 suggest suggest VBP work_fo2sjxybtvhovo3ljrsijpt4pi 16 5 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 16 6 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 16 7 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 16 8 passed pass VBN work_fo2sjxybtvhovo3ljrsijpt4pi 16 9 via via IN work_fo2sjxybtvhovo3ljrsijpt4pi 16 10 online online JJ work_fo2sjxybtvhovo3ljrsijpt4pi 16 11 interactions interaction NNS work_fo2sjxybtvhovo3ljrsijpt4pi 16 12 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 16 13 Harris Harris NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 14 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 16 15 Paradice Paradice NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 16 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 17 2007 2007 CD work_fo2sjxybtvhovo3ljrsijpt4pi 16 18 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 16 19 Mei Mei NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 20 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 21 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 22 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 23 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 24 2007 2007 CD work_fo2sjxybtvhovo3ljrsijpt4pi 16 25 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 16 26 Golder Golder NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 27 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 16 28 Macy Macy NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 29 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 30 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 16 31 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 16 32 Choudhury Choudhury NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 33 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 34 Counts Counts NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 35 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 16 36 Gamon Gamon NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 37 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 38 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 16 39 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 16 40 Kramer Kramer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 41 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 42 Guillory Guillory NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 43 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 16 44 Hancock Hancock NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 45 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 46 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 16 47 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 16 48 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 49 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 16 50 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 51 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 52 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 16 53 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 16 54 Beasley Beasley NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 55 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 16 56 Mason Mason NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 57 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 58 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 16 59 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 16 60 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 61 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 16 62 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 16 63 many many JJ work_fo2sjxybtvhovo3ljrsijpt4pi 16 64 characteristics characteristic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 16 65 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 16 66 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 16 67 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 16 68 may may MD work_fo2sjxybtvhovo3ljrsijpt4pi 16 69 affect affect VB work_fo2sjxybtvhovo3ljrsijpt4pi 16 70 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 16 71 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 16 72 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 16 73 e.g. e.g. RB work_fo2sjxybtvhovo3ljrsijpt4pi 16 74 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 75 language language NN work_fo2sjxybtvhovo3ljrsijpt4pi 16 76 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 16 77 related relate VBN work_fo2sjxybtvhovo3ljrsijpt4pi 16 78 features feature NNS work_fo2sjxybtvhovo3ljrsijpt4pi 16 79 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 16 80 Nagarajan Nagarajan NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 81 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 82 Purohit Purohit NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 83 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 16 84 Sheth Sheth NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 85 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 86 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 16 87 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 16 88 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 89 hashtag hashtag NN work_fo2sjxybtvhovo3ljrsijpt4pi 16 90 inclusion inclusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 16 91 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 16 92 Suh Suh NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 93 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 94 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 95 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 96 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 97 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 16 98 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 16 99 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 100 network network NN work_fo2sjxybtvhovo3ljrsijpt4pi 16 101 structure structure NN work_fo2sjxybtvhovo3ljrsijpt4pi 16 102 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 16 103 Recuero Recuero NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 104 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 105 Araujo Araujo NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 106 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 16 107 Zago Zago NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 108 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 109 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 16 110 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 16 111 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 112 user user NN work_fo2sjxybtvhovo3ljrsijpt4pi 16 113 metadata metadata NN work_fo2sjxybtvhovo3ljrsijpt4pi 16 114 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 16 115 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 116 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 117 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 118 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 16 119 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 120 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 16 121 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 16 122 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 16 123 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 16 124 little little JJ work_fo2sjxybtvhovo3ljrsijpt4pi 16 125 work work NN work_fo2sjxybtvhovo3ljrsijpt4pi 16 126 has have VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 16 127 been be VBN work_fo2sjxybtvhovo3ljrsijpt4pi 16 128 devoted devote VBN work_fo2sjxybtvhovo3ljrsijpt4pi 16 129 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 16 130 quantifying quantify VBG work_fo2sjxybtvhovo3ljrsijpt4pi 16 131 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 16 132 extent extent NN work_fo2sjxybtvhovo3ljrsijpt4pi 16 133 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 16 134 which which WDT work_fo2sjxybtvhovo3ljrsijpt4pi 16 135 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 16 136 drives drive VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 16 137 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 16 138 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 16 139 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 16 140 online online JJ work_fo2sjxybtvhovo3ljrsijpt4pi 16 141 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 16 142 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 16 143 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 17 1 Some some DT work_fo2sjxybtvhovo3ljrsijpt4pi 17 2 studies study NNS work_fo2sjxybtvhovo3ljrsijpt4pi 17 3 sug- sug- RB work_fo2sjxybtvhovo3ljrsijpt4pi 17 4 gested geste VBD work_fo2sjxybtvhovo3ljrsijpt4pi 17 5 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 17 6 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 17 7 conveying convey VBG work_fo2sjxybtvhovo3ljrsijpt4pi 17 8 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 17 9 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 17 10 could could MD work_fo2sjxybtvhovo3ljrsijpt4pi 17 11 acquire acquire VB work_fo2sjxybtvhovo3ljrsijpt4pi 17 12 more more JJR work_fo2sjxybtvhovo3ljrsijpt4pi 17 13 attention attention NN work_fo2sjxybtvhovo3ljrsijpt4pi 17 14 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 17 15 Kissler Kissler NNP work_fo2sjxybtvhovo3ljrsijpt4pi 17 16 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 17 17 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 17 18 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 17 19 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 17 20 2007 2007 CD work_fo2sjxybtvhovo3ljrsijpt4pi 17 21 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 17 22 Bayer Bayer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 17 23 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 17 24 Sommer Sommer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 17 25 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 17 26 Schacht Schacht NNP work_fo2sjxybtvhovo3ljrsijpt4pi 17 27 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 17 28 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 17 29 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 17 30 Stieglitz Stieglitz NNP work_fo2sjxybtvhovo3ljrsijpt4pi 17 31 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 17 32 Dang Dang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 17 33 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 17 34 Xuan Xuan NNP work_fo2sjxybtvhovo3ljrsijpt4pi 17 35 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 17 36 2013 2013 CD work_fo2sjxybtvhovo3ljrsijpt4pi 17 37 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 17 38 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 17 39 trigger trigger VB work_fo2sjxybtvhovo3ljrsijpt4pi 17 40 higher high JJR work_fo2sjxybtvhovo3ljrsijpt4pi 17 41 levels level NNS work_fo2sjxybtvhovo3ljrsijpt4pi 17 42 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 17 43 arousal arousal NN work_fo2sjxybtvhovo3ljrsijpt4pi 17 44 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 17 45 Berger Berger NNP work_fo2sjxybtvhovo3ljrsijpt4pi 17 46 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 17 47 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 17 48 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 17 49 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 17 50 which which WDT work_fo2sjxybtvhovo3ljrsijpt4pi 17 51 can can MD work_fo2sjxybtvhovo3ljrsijpt4pi 17 52 further far RBR work_fo2sjxybtvhovo3ljrsijpt4pi 17 53 affect affect VB work_fo2sjxybtvhovo3ljrsijpt4pi 17 54 feedback feedback NN work_fo2sjxybtvhovo3ljrsijpt4pi 17 55 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 17 56 reciprocity reciprocity NN work_fo2sjxybtvhovo3ljrsijpt4pi 17 57 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 17 58 Dang- Dang- NNP work_fo2sjxybtvhovo3ljrsijpt4pi 17 59 Xuan Xuan NNP work_fo2sjxybtvhovo3ljrsijpt4pi 17 60 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 17 61 Stieglitz Stieglitz NNP work_fo2sjxybtvhovo3ljrsijpt4pi 17 62 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 17 63 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 17 64 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 17 65 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 17 66 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 17 67 sharing sharing NN work_fo2sjxybtvhovo3ljrsijpt4pi 17 68 behavior behavior NN work_fo2sjxybtvhovo3ljrsijpt4pi 17 69 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 17 70 Berger Berger NNP work_fo2sjxybtvhovo3ljrsijpt4pi 17 71 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 17 72 Milkman Milkman NNP work_fo2sjxybtvhovo3ljrsijpt4pi 17 73 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 17 74 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 17 75 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 17 76 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 18 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 18 2 this this DT work_fo2sjxybtvhovo3ljrsijpt4pi 18 3 study study NN work_fo2sjxybtvhovo3ljrsijpt4pi 18 4 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 18 5 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 18 6 take take VBP work_fo2sjxybtvhovo3ljrsijpt4pi 18 7 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 18 8 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 18 9 scenario scenario NN work_fo2sjxybtvhovo3ljrsijpt4pi 18 10 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 18 11 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 18 12 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 18 13 explore explore VBP work_fo2sjxybtvhovo3ljrsijpt4pi 18 14 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 18 15 complex complex JJ work_fo2sjxybtvhovo3ljrsijpt4pi 18 16 dynamics dynamic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 18 17 intertwining intertwine VBG work_fo2sjxybtvhovo3ljrsijpt4pi 18 18 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 18 19 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 18 20 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 18 21 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 18 22 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 19 1 We -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 19 2 start start VBP work_fo2sjxybtvhovo3ljrsijpt4pi 19 3 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 19 4 focusing focus VBG work_fo2sjxybtvhovo3ljrsijpt4pi 19 5 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 19 6 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 19 7 spreading spread VBG work_fo2sjxybtvhovo3ljrsijpt4pi 19 8 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 19 9 exploring explore VBG work_fo2sjxybtvhovo3ljrsijpt4pi 19 10 what what WDT work_fo2sjxybtvhovo3ljrsijpt4pi 19 11 effects effect NNS work_fo2sjxybtvhovo3ljrsijpt4pi 19 12 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 19 13 has have VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 19 14 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 19 15 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 19 16 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 19 17 speed speed NN work_fo2sjxybtvhovo3ljrsijpt4pi 19 18 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 19 19 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 19 20 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 19 21 popularity popularity NN work_fo2sjxybtvhovo3ljrsijpt4pi 19 22 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 20 1 We -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 20 2 then then RB work_fo2sjxybtvhovo3ljrsijpt4pi 20 3 shift shift VBP work_fo2sjxybtvhovo3ljrsijpt4pi 20 4 our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 20 5 attention attention NN work_fo2sjxybtvhovo3ljrsijpt4pi 20 6 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 20 7 entire entire JJ work_fo2sjxybtvhovo3ljrsijpt4pi 20 8 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 20 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 20 10 categorizing categorize VBG work_fo2sjxybtvhovo3ljrsijpt4pi 20 11 them -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 20 12 into into IN work_fo2sjxybtvhovo3ljrsijpt4pi 20 13 different different JJ work_fo2sjxybtvhovo3ljrsijpt4pi 20 14 classes class NNS work_fo2sjxybtvhovo3ljrsijpt4pi 20 15 depending depend VBG work_fo2sjxybtvhovo3ljrsijpt4pi 20 16 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 20 17 their -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 20 18 temporal temporal JJ work_fo2sjxybtvhovo3ljrsijpt4pi 20 19 evolution evolution NN work_fo2sjxybtvhovo3ljrsijpt4pi 20 20 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 20 21 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 20 22 highlight highlight VBP work_fo2sjxybtvhovo3ljrsijpt4pi 20 23 how how WRB work_fo2sjxybtvhovo3ljrsijpt4pi 20 24 different different JJ work_fo2sjxybtvhovo3ljrsijpt4pi 20 25 types type NNS work_fo2sjxybtvhovo3ljrsijpt4pi 20 26 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 20 27 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 20 28 dynamics dynamic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 20 29 exhibit exhibit VBP work_fo2sjxybtvhovo3ljrsijpt4pi 20 30 different different JJ work_fo2sjxybtvhovo3ljrsijpt4pi 20 31 types type NNS work_fo2sjxybtvhovo3ljrsijpt4pi 20 32 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 20 33 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 20 34 evolution evolution NN work_fo2sjxybtvhovo3ljrsijpt4pi 20 35 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 21 1 Our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 21 2 study study NN work_fo2sjxybtvhovo3ljrsijpt4pi 21 3 timely timely JJ work_fo2sjxybtvhovo3ljrsijpt4pi 21 4 furthers further NNS work_fo2sjxybtvhovo3ljrsijpt4pi 21 5 our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 21 6 understanding understanding NN work_fo2sjxybtvhovo3ljrsijpt4pi 21 7 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 21 8 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 21 9 intricate intricate JJ work_fo2sjxybtvhovo3ljrsijpt4pi 21 10 dynamics dynamic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 21 11 intertwining intertwine VBG work_fo2sjxybtvhovo3ljrsijpt4pi 21 12 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 21 13 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 21 14 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 21 15 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 21 16 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 21 17 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 21 18 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 21 19 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 22 1 MATERIALS material NNS work_fo2sjxybtvhovo3ljrsijpt4pi 22 2 AND and CC work_fo2sjxybtvhovo3ljrsijpt4pi 22 3 METHODS methods JJ work_fo2sjxybtvhovo3ljrsijpt4pi 22 4 Sentiment Sentiment NNP work_fo2sjxybtvhovo3ljrsijpt4pi 22 5 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 22 6 Sentiment Sentiment NNP work_fo2sjxybtvhovo3ljrsijpt4pi 22 7 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 22 8 was be VBD work_fo2sjxybtvhovo3ljrsijpt4pi 22 9 proven prove VBN work_fo2sjxybtvhovo3ljrsijpt4pi 22 10 an an DT work_fo2sjxybtvhovo3ljrsijpt4pi 22 11 effective effective JJ work_fo2sjxybtvhovo3ljrsijpt4pi 22 12 tool tool NN work_fo2sjxybtvhovo3ljrsijpt4pi 22 13 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 22 14 analyze analyze VB work_fo2sjxybtvhovo3ljrsijpt4pi 22 15 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 22 16 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 22 17 streams stream NNS work_fo2sjxybtvhovo3ljrsijpt4pi 22 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 22 19 especially especially RB work_fo2sjxybtvhovo3ljrsijpt4pi 22 20 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 22 21 predictive predictive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 22 22 purposes purpose NNS work_fo2sjxybtvhovo3ljrsijpt4pi 22 23 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 22 24 Pang Pang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 22 25 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 22 26 Lee Lee NNP work_fo2sjxybtvhovo3ljrsijpt4pi 22 27 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 22 28 2008 2008 CD work_fo2sjxybtvhovo3ljrsijpt4pi 22 29 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 22 30 Bollen Bollen NNP work_fo2sjxybtvhovo3ljrsijpt4pi 22 31 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 22 32 Mao Mao NNP work_fo2sjxybtvhovo3ljrsijpt4pi 22 33 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 22 34 Zeng Zeng NNP work_fo2sjxybtvhovo3ljrsijpt4pi 22 35 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 22 36 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 22 37 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 22 38 Bollen Bollen NNP work_fo2sjxybtvhovo3ljrsijpt4pi 22 39 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 22 40 Mao Mao NNP work_fo2sjxybtvhovo3ljrsijpt4pi 22 41 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 22 42 Pepe Pepe NNP work_fo2sjxybtvhovo3ljrsijpt4pi 22 43 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 22 44 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 22 45 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 22 46 Le Le NNP work_fo2sjxybtvhovo3ljrsijpt4pi 22 47 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 22 48 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 22 49 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 22 50 Flammini Flammini NNP work_fo2sjxybtvhovo3ljrsijpt4pi 22 51 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 22 52 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 22 53 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 22 54 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 23 1 A a DT work_fo2sjxybtvhovo3ljrsijpt4pi 23 2 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 23 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 23 4 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 23 5 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 23 6 methods method NNS work_fo2sjxybtvhovo3ljrsijpt4pi 23 7 have have VBP work_fo2sjxybtvhovo3ljrsijpt4pi 23 8 been be VBN work_fo2sjxybtvhovo3ljrsijpt4pi 23 9 proposed propose VBN work_fo2sjxybtvhovo3ljrsijpt4pi 23 10 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 23 11 date date NN work_fo2sjxybtvhovo3ljrsijpt4pi 23 12 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 23 13 capture capture VB work_fo2sjxybtvhovo3ljrsijpt4pi 23 14 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 23 15 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 23 16 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 23 17 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 23 18 some some DT work_fo2sjxybtvhovo3ljrsijpt4pi 23 19 have have VBP work_fo2sjxybtvhovo3ljrsijpt4pi 23 20 been be VBN work_fo2sjxybtvhovo3ljrsijpt4pi 23 21 specifically specifically RB work_fo2sjxybtvhovo3ljrsijpt4pi 23 22 designed design VBN work_fo2sjxybtvhovo3ljrsijpt4pi 23 23 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 23 24 short short JJ work_fo2sjxybtvhovo3ljrsijpt4pi 23 25 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 23 26 informal informal JJ work_fo2sjxybtvhovo3ljrsijpt4pi 23 27 texts text NNS work_fo2sjxybtvhovo3ljrsijpt4pi 23 28 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 23 29 Akkaya Akkaya NNP work_fo2sjxybtvhovo3ljrsijpt4pi 23 30 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 23 31 Wiebe Wiebe NNP work_fo2sjxybtvhovo3ljrsijpt4pi 23 32 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 23 33 Mihalcea Mihalcea NNP work_fo2sjxybtvhovo3ljrsijpt4pi 23 34 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 23 35 2009 2009 CD work_fo2sjxybtvhovo3ljrsijpt4pi 23 36 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 23 37 Paltoglou Paltoglou NNP work_fo2sjxybtvhovo3ljrsijpt4pi 23 38 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 23 39 Thelwall Thelwall NNP work_fo2sjxybtvhovo3ljrsijpt4pi 23 40 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 23 41 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 23 42 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 23 43 Hutto Hutto NNP work_fo2sjxybtvhovo3ljrsijpt4pi 23 44 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 23 45 Gilbert Gilbert NNP work_fo2sjxybtvhovo3ljrsijpt4pi 23 46 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 23 47 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 23 48 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 23 49 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 24 1 To to TO work_fo2sjxybtvhovo3ljrsijpt4pi 24 2 attach attach VB work_fo2sjxybtvhovo3ljrsijpt4pi 24 3 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 24 4 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 24 5 score score NN work_fo2sjxybtvhovo3ljrsijpt4pi 24 6 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 24 7 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 24 8 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 24 9 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 24 10 our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 24 11 dataset dataset NN work_fo2sjxybtvhovo3ljrsijpt4pi 24 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 24 13 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 24 14 here here RB work_fo2sjxybtvhovo3ljrsijpt4pi 24 15 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 24 16 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 24 17 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 24 18 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 24 19 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 24 20 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 24 21 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 24 22 PeerJ PeerJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 24 23 Comput Comput NNP work_fo2sjxybtvhovo3ljrsijpt4pi 24 24 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 25 1 Sci Sci NNP work_fo2sjxybtvhovo3ljrsijpt4pi 25 2 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 25 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 25 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 25 5 10.7717 10.7717 CD work_fo2sjxybtvhovo3ljrsijpt4pi 25 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 25 7 peerj peerj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 25 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 25 9 cs.26 cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 25 10 2/15 2/15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 25 11 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NNS work_fo2sjxybtvhovo3ljrsijpt4pi 25 12 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 25 13 adopt adopt VB work_fo2sjxybtvhovo3ljrsijpt4pi 25 14 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 25 15 SentiStrength SentiStrength NNP work_fo2sjxybtvhovo3ljrsijpt4pi 25 16 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 25 17 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 25 18 promising promising JJ work_fo2sjxybtvhovo3ljrsijpt4pi 25 19 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 25 20 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 25 21 algorithm algorithm NN work_fo2sjxybtvhovo3ljrsijpt4pi 25 22 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 25 23 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 25 24 if if IN work_fo2sjxybtvhovo3ljrsijpt4pi 25 25 compared compare VBN work_fo2sjxybtvhovo3ljrsijpt4pi 25 26 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 25 27 other other JJ work_fo2sjxybtvhovo3ljrsijpt4pi 25 28 tools tool NNS work_fo2sjxybtvhovo3ljrsijpt4pi 25 29 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 25 30 provides provide VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 25 31 several several JJ work_fo2sjxybtvhovo3ljrsijpt4pi 25 32 advantages advantage NNS work_fo2sjxybtvhovo3ljrsijpt4pi 25 33 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 25 34 first first RB work_fo2sjxybtvhovo3ljrsijpt4pi 25 35 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 25 36 it -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 25 37 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 25 38 optimized optimize VBN work_fo2sjxybtvhovo3ljrsijpt4pi 25 39 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 25 40 annotate annotate VB work_fo2sjxybtvhovo3ljrsijpt4pi 25 41 short short JJ work_fo2sjxybtvhovo3ljrsijpt4pi 25 42 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 25 43 informal informal JJ work_fo2sjxybtvhovo3ljrsijpt4pi 25 44 texts text NNS work_fo2sjxybtvhovo3ljrsijpt4pi 25 45 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 25 46 like like IN work_fo2sjxybtvhovo3ljrsijpt4pi 25 47 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 25 48 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 25 49 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 25 50 contain contain NN work_fo2sjxybtvhovo3ljrsijpt4pi 25 51 abbreviations abbreviation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 25 52 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 25 53 slang slang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 25 54 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 25 55 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 25 56 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 25 57 like like JJ work_fo2sjxybtvhovo3ljrsijpt4pi 25 58 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 26 1 SentiStrength SentiStrength NNP work_fo2sjxybtvhovo3ljrsijpt4pi 26 2 also also RB work_fo2sjxybtvhovo3ljrsijpt4pi 26 3 employs employ VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 26 4 additional additional JJ work_fo2sjxybtvhovo3ljrsijpt4pi 26 5 linguistic linguistic JJ work_fo2sjxybtvhovo3ljrsijpt4pi 26 6 rules rule NNS work_fo2sjxybtvhovo3ljrsijpt4pi 26 7 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 26 8 negations negation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 26 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 26 10 amplifications amplification NNS work_fo2sjxybtvhovo3ljrsijpt4pi 26 11 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 26 12 booster booster NN work_fo2sjxybtvhovo3ljrsijpt4pi 26 13 words word NNS work_fo2sjxybtvhovo3ljrsijpt4pi 26 14 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 26 15 emoticons emoticon NNS work_fo2sjxybtvhovo3ljrsijpt4pi 26 16 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 26 17 spelling spelling NN work_fo2sjxybtvhovo3ljrsijpt4pi 26 18 corrections correction NNS work_fo2sjxybtvhovo3ljrsijpt4pi 26 19 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 26 20 etc etc FW work_fo2sjxybtvhovo3ljrsijpt4pi 26 21 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 27 1 Research research NN work_fo2sjxybtvhovo3ljrsijpt4pi 27 2 applications application NNS work_fo2sjxybtvhovo3ljrsijpt4pi 27 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 27 4 SentiStrength SentiStrength NNP work_fo2sjxybtvhovo3ljrsijpt4pi 27 5 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 27 6 MySpace MySpace NNP work_fo2sjxybtvhovo3ljrsijpt4pi 27 7 data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 27 8 found find VBD work_fo2sjxybtvhovo3ljrsijpt4pi 27 9 it -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 27 10 particularly particularly RB work_fo2sjxybtvhovo3ljrsijpt4pi 27 11 effective effective JJ work_fo2sjxybtvhovo3ljrsijpt4pi 27 12 at at IN work_fo2sjxybtvhovo3ljrsijpt4pi 27 13 capturing capture VBG work_fo2sjxybtvhovo3ljrsijpt4pi 27 14 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 27 15 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 27 16 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 27 17 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 27 18 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 27 19 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 27 20 respectively respectively RB work_fo2sjxybtvhovo3ljrsijpt4pi 27 21 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 27 22 60.6 60.6 CD work_fo2sjxybtvhovo3ljrsijpt4pi 27 23 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 27 24 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 27 25 72.8 72.8 CD work_fo2sjxybtvhovo3ljrsijpt4pi 27 26 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 27 27 accuracy accuracy NN work_fo2sjxybtvhovo3ljrsijpt4pi 27 28 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 27 29 Thelwall Thelwall NNP work_fo2sjxybtvhovo3ljrsijpt4pi 27 30 et et FW work_fo2sjxybtvhovo3ljrsijpt4pi 27 31 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 27 32 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 27 33 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 27 34 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 27 35 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 27 36 Thelwall Thelwall NNP work_fo2sjxybtvhovo3ljrsijpt4pi 27 37 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 27 38 Buckley Buckley NNP work_fo2sjxybtvhovo3ljrsijpt4pi 27 39 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 27 40 Paltoglou Paltoglou NNP work_fo2sjxybtvhovo3ljrsijpt4pi 27 41 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 27 42 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 27 43 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 27 44 Stieglitz Stieglitz NNP work_fo2sjxybtvhovo3ljrsijpt4pi 27 45 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 27 46 Dang Dang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 27 47 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 27 48 Xuan Xuan NNP work_fo2sjxybtvhovo3ljrsijpt4pi 27 49 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 27 50 2013 2013 CD work_fo2sjxybtvhovo3ljrsijpt4pi 27 51 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 27 52 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 28 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 28 2 algorithm algorithm NNP work_fo2sjxybtvhovo3ljrsijpt4pi 28 3 assigns assign VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 28 4 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 28 5 each each DT work_fo2sjxybtvhovo3ljrsijpt4pi 28 6 tweet tweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 28 7 t t NNP work_fo2sjxybtvhovo3ljrsijpt4pi 28 8 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 28 9 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 28 10 S+(t s+(t NN work_fo2sjxybtvhovo3ljrsijpt4pi 28 11 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 28 12 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 28 13 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 28 14 S−(t S−(t , work_fo2sjxybtvhovo3ljrsijpt4pi 28 15 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 28 16 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 28 17 score score NN work_fo2sjxybtvhovo3ljrsijpt4pi 28 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 28 19 both both DT work_fo2sjxybtvhovo3ljrsijpt4pi 28 20 ranging range VBG work_fo2sjxybtvhovo3ljrsijpt4pi 28 21 between between IN work_fo2sjxybtvhovo3ljrsijpt4pi 28 22 1 1 CD work_fo2sjxybtvhovo3ljrsijpt4pi 28 23 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 28 24 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 28 25 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 28 26 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 28 27 5 5 CD work_fo2sjxybtvhovo3ljrsijpt4pi 28 28 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 28 29 strongly strongly RB work_fo2sjxybtvhovo3ljrsijpt4pi 28 30 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 28 31 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 28 32 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 28 33 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 28 34 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 29 1 Starting start VBG work_fo2sjxybtvhovo3ljrsijpt4pi 29 2 from from IN work_fo2sjxybtvhovo3ljrsijpt4pi 29 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 29 4 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 29 5 scores score NNS work_fo2sjxybtvhovo3ljrsijpt4pi 29 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 29 7 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 29 8 capture capture VBP work_fo2sjxybtvhovo3ljrsijpt4pi 29 9 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 29 10 polarity polarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 29 11 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 29 12 each each DT work_fo2sjxybtvhovo3ljrsijpt4pi 29 13 tweet tweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 29 14 t t NN work_fo2sjxybtvhovo3ljrsijpt4pi 29 15 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 29 16 one one CD work_fo2sjxybtvhovo3ljrsijpt4pi 29 17 single single JJ work_fo2sjxybtvhovo3ljrsijpt4pi 29 18 measure measure NN work_fo2sjxybtvhovo3ljrsijpt4pi 29 19 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 29 20 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 29 21 polarity polarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 29 22 score score NN work_fo2sjxybtvhovo3ljrsijpt4pi 29 23 S(t S(t NNP work_fo2sjxybtvhovo3ljrsijpt4pi 29 24 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 29 25 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 29 26 defined define VBN work_fo2sjxybtvhovo3ljrsijpt4pi 29 27 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 29 28 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 29 29 difference difference NN work_fo2sjxybtvhovo3ljrsijpt4pi 29 30 between between IN work_fo2sjxybtvhovo3ljrsijpt4pi 29 31 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 29 32 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 29 33 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 29 34 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 29 35 scores score NNS work_fo2sjxybtvhovo3ljrsijpt4pi 29 36 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 29 37 S(t s(t ADD work_fo2sjxybtvhovo3ljrsijpt4pi 29 38 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 29 39 = = NFP work_fo2sjxybtvhovo3ljrsijpt4pi 29 40 S+(t s+(t XX work_fo2sjxybtvhovo3ljrsijpt4pi 29 41 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 29 42 − − NNP work_fo2sjxybtvhovo3ljrsijpt4pi 29 43 S−(t S−(t , work_fo2sjxybtvhovo3ljrsijpt4pi 29 44 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 29 45 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 30 1 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 30 2 1 1 LS work_fo2sjxybtvhovo3ljrsijpt4pi 30 3 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 30 4 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 30 5 above above RB work_fo2sjxybtvhovo3ljrsijpt4pi 30 6 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 30 7 defined define VBN work_fo2sjxybtvhovo3ljrsijpt4pi 30 8 score score NN work_fo2sjxybtvhovo3ljrsijpt4pi 30 9 ranges range VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 30 10 between between IN work_fo2sjxybtvhovo3ljrsijpt4pi 30 11 −4 −4 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 30 12 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 30 13 +4 +4 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 30 14 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 31 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 31 2 former former JJ work_fo2sjxybtvhovo3ljrsijpt4pi 31 3 score score NN work_fo2sjxybtvhovo3ljrsijpt4pi 31 4 indicates indicate VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 31 5 an an DT work_fo2sjxybtvhovo3ljrsijpt4pi 31 6 extremely extremely RB work_fo2sjxybtvhovo3ljrsijpt4pi 31 7 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 31 8 tweet tweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 31 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 31 10 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 31 11 occurs occur VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 31 12 when when WRB work_fo2sjxybtvhovo3ljrsijpt4pi 31 13 S+(t s+(t NN work_fo2sjxybtvhovo3ljrsijpt4pi 31 14 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 31 15 = = NFP work_fo2sjxybtvhovo3ljrsijpt4pi 31 16 1 1 CD work_fo2sjxybtvhovo3ljrsijpt4pi 31 17 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 31 18 S−(t S−(t , work_fo2sjxybtvhovo3ljrsijpt4pi 31 19 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 31 20 = = SYM work_fo2sjxybtvhovo3ljrsijpt4pi 31 21 5 5 CD work_fo2sjxybtvhovo3ljrsijpt4pi 31 22 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 32 1 Vice Vice NNP work_fo2sjxybtvhovo3ljrsijpt4pi 32 2 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 32 3 versa versa NNP work_fo2sjxybtvhovo3ljrsijpt4pi 32 4 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 32 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 32 6 latter latter JJ work_fo2sjxybtvhovo3ljrsijpt4pi 32 7 identifies identify VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 32 8 an an DT work_fo2sjxybtvhovo3ljrsijpt4pi 32 9 extremely extremely RB work_fo2sjxybtvhovo3ljrsijpt4pi 32 10 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 32 11 tweet tweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 32 12 labeled label VBN work_fo2sjxybtvhovo3ljrsijpt4pi 32 13 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 32 14 S+(t S+(t NNP work_fo2sjxybtvhovo3ljrsijpt4pi 32 15 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 32 16 = = NFP work_fo2sjxybtvhovo3ljrsijpt4pi 32 17 5 5 CD work_fo2sjxybtvhovo3ljrsijpt4pi 32 18 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 32 19 S−(t S−(t , work_fo2sjxybtvhovo3ljrsijpt4pi 32 20 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 32 21 = = NFP work_fo2sjxybtvhovo3ljrsijpt4pi 32 22 1 1 CD work_fo2sjxybtvhovo3ljrsijpt4pi 32 23 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 33 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 33 2 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 33 3 case case NN work_fo2sjxybtvhovo3ljrsijpt4pi 33 4 S+(t s+(t NN work_fo2sjxybtvhovo3ljrsijpt4pi 33 5 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 33 6 = = NFP work_fo2sjxybtvhovo3ljrsijpt4pi 33 7 S−(t)—positive s−(t)—positive VB work_fo2sjxybtvhovo3ljrsijpt4pi 33 8 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 33 9 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 33 10 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 33 11 scores score NNS work_fo2sjxybtvhovo3ljrsijpt4pi 33 12 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 33 13 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 33 14 tweet tweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 33 15 t t NN work_fo2sjxybtvhovo3ljrsijpt4pi 33 16 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 33 17 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 33 18 same same JJ work_fo2sjxybtvhovo3ljrsijpt4pi 33 19 — — : work_fo2sjxybtvhovo3ljrsijpt4pi 33 20 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 33 21 polarity polarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 33 22 S(t s(t NN work_fo2sjxybtvhovo3ljrsijpt4pi 33 23 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 33 24 = = NFP work_fo2sjxybtvhovo3ljrsijpt4pi 33 25 0 0 CD work_fo2sjxybtvhovo3ljrsijpt4pi 33 26 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 33 27 tweet tweet NNP work_fo2sjxybtvhovo3ljrsijpt4pi 33 28 t t NNP work_fo2sjxybtvhovo3ljrsijpt4pi 33 29 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 33 30 considered consider VBN work_fo2sjxybtvhovo3ljrsijpt4pi 33 31 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 33 32 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 33 33 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 34 1 We -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 34 2 decided decide VBD work_fo2sjxybtvhovo3ljrsijpt4pi 34 3 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 34 4 focus focus VB work_fo2sjxybtvhovo3ljrsijpt4pi 34 5 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 34 6 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 34 7 polarity polarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 34 8 score score NN work_fo2sjxybtvhovo3ljrsijpt4pi 34 9 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 34 10 rather rather RB work_fo2sjxybtvhovo3ljrsijpt4pi 34 11 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 34 12 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 34 13 two two CD work_fo2sjxybtvhovo3ljrsijpt4pi 34 14 dimensions dimension NNS work_fo2sjxybtvhovo3ljrsijpt4pi 34 15 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 34 16 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 34 17 separately separately RB work_fo2sjxybtvhovo3ljrsijpt4pi 34 18 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 34 19 because because IN work_fo2sjxybtvhovo3ljrsijpt4pi 34 20 previous previous JJ work_fo2sjxybtvhovo3ljrsijpt4pi 34 21 studies study NNS work_fo2sjxybtvhovo3ljrsijpt4pi 34 22 highlighted highlight VBD work_fo2sjxybtvhovo3ljrsijpt4pi 34 23 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 34 24 fact fact NN work_fo2sjxybtvhovo3ljrsijpt4pi 34 25 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 34 26 measuring measure VBG work_fo2sjxybtvhovo3ljrsijpt4pi 34 27 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 34 28 overall overall JJ work_fo2sjxybtvhovo3ljrsijpt4pi 34 29 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 34 30 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 34 31 easier easy JJR work_fo2sjxybtvhovo3ljrsijpt4pi 34 32 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 34 33 more more RBR work_fo2sjxybtvhovo3ljrsijpt4pi 34 34 accurate accurate JJ work_fo2sjxybtvhovo3ljrsijpt4pi 34 35 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 34 36 trying try VBG work_fo2sjxybtvhovo3ljrsijpt4pi 34 37 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 34 38 capture capture VB work_fo2sjxybtvhovo3ljrsijpt4pi 34 39 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 34 40 intensity intensity NN work_fo2sjxybtvhovo3ljrsijpt4pi 34 41 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 34 42 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 34 43 — — : work_fo2sjxybtvhovo3ljrsijpt4pi 34 44 this this DT work_fo2sjxybtvhovo3ljrsijpt4pi 34 45 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 34 46 especially especially RB work_fo2sjxybtvhovo3ljrsijpt4pi 34 47 true true JJ work_fo2sjxybtvhovo3ljrsijpt4pi 34 48 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 34 49 short short JJ work_fo2sjxybtvhovo3ljrsijpt4pi 34 50 texts text NNS work_fo2sjxybtvhovo3ljrsijpt4pi 34 51 like like IN work_fo2sjxybtvhovo3ljrsijpt4pi 34 52 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 34 53 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 34 54 due due IN work_fo2sjxybtvhovo3ljrsijpt4pi 34 55 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 34 56 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 34 57 paucity paucity NN work_fo2sjxybtvhovo3ljrsijpt4pi 34 58 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 34 59 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 34 60 conveyed convey VBN work_fo2sjxybtvhovo3ljrsijpt4pi 34 61 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 34 62 up up IN work_fo2sjxybtvhovo3ljrsijpt4pi 34 63 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 34 64 140 140 CD work_fo2sjxybtvhovo3ljrsijpt4pi 34 65 characters character NNS work_fo2sjxybtvhovo3ljrsijpt4pi 34 66 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 34 67 Thelwall Thelwall NNP work_fo2sjxybtvhovo3ljrsijpt4pi 34 68 et et FW work_fo2sjxybtvhovo3ljrsijpt4pi 34 69 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 34 70 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 34 71 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 34 72 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 34 73 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 34 74 Thelwall Thelwall NNP work_fo2sjxybtvhovo3ljrsijpt4pi 34 75 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 34 76 Buckley Buckley NNP work_fo2sjxybtvhovo3ljrsijpt4pi 34 77 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 34 78 Paltoglou Paltoglou NNP work_fo2sjxybtvhovo3ljrsijpt4pi 34 79 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 34 80 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 34 81 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 34 82 Stieglitz Stieglitz NNP work_fo2sjxybtvhovo3ljrsijpt4pi 34 83 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 34 84 Dang Dang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 34 85 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 34 86 Xuan Xuan NNP work_fo2sjxybtvhovo3ljrsijpt4pi 34 87 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 34 88 2013 2013 CD work_fo2sjxybtvhovo3ljrsijpt4pi 34 89 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 34 90 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 34 91 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 34 92 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 34 93 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 34 94 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 34 95 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 34 96 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 35 1 Data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 35 2 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 35 3 dataset dataset NN work_fo2sjxybtvhovo3ljrsijpt4pi 35 4 adopted adopt VBN work_fo2sjxybtvhovo3ljrsijpt4pi 35 5 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 35 6 this this DT work_fo2sjxybtvhovo3ljrsijpt4pi 35 7 study study NN work_fo2sjxybtvhovo3ljrsijpt4pi 35 8 contains contain VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 35 9 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 35 10 sample sample NN work_fo2sjxybtvhovo3ljrsijpt4pi 35 11 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 35 12 all all DT work_fo2sjxybtvhovo3ljrsijpt4pi 35 13 public public JJ work_fo2sjxybtvhovo3ljrsijpt4pi 35 14 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 35 15 produced produce VBN work_fo2sjxybtvhovo3ljrsijpt4pi 35 16 during during IN work_fo2sjxybtvhovo3ljrsijpt4pi 35 17 September September NNP work_fo2sjxybtvhovo3ljrsijpt4pi 35 18 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 35 19 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 36 1 From from IN work_fo2sjxybtvhovo3ljrsijpt4pi 36 2 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 36 3 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 36 4 gardenhose gardenhose NN work_fo2sjxybtvhovo3ljrsijpt4pi 36 5 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 36 6 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 36 7 roughly roughly RB work_fo2sjxybtvhovo3ljrsijpt4pi 36 8 10 10 CD work_fo2sjxybtvhovo3ljrsijpt4pi 36 9 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 36 10 sample sample NN work_fo2sjxybtvhovo3ljrsijpt4pi 36 11 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 36 12 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 36 13 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 36 14 stream stream NN work_fo2sjxybtvhovo3ljrsijpt4pi 36 15 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 36 16 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 36 17 process process VBP work_fo2sjxybtvhovo3ljrsijpt4pi 36 18 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 36 19 store store NN work_fo2sjxybtvhovo3ljrsijpt4pi 36 20 at at IN work_fo2sjxybtvhovo3ljrsijpt4pi 36 21 Indiana Indiana NNP work_fo2sjxybtvhovo3ljrsijpt4pi 36 22 University University NNP work_fo2sjxybtvhovo3ljrsijpt4pi 36 23 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 36 24 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 36 25 extracted extract VBD work_fo2sjxybtvhovo3ljrsijpt4pi 36 26 all all DT work_fo2sjxybtvhovo3ljrsijpt4pi 36 27 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 36 28 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 36 29 English English NNP work_fo2sjxybtvhovo3ljrsijpt4pi 36 30 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 36 31 do do VBP work_fo2sjxybtvhovo3ljrsijpt4pi 36 32 not not RB work_fo2sjxybtvhovo3ljrsijpt4pi 36 33 contain contain VB work_fo2sjxybtvhovo3ljrsijpt4pi 36 34 URLs url NNS work_fo2sjxybtvhovo3ljrsijpt4pi 36 35 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 36 36 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 36 37 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 36 38 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 36 39 photos photo NNS work_fo2sjxybtvhovo3ljrsijpt4pi 36 40 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 36 41 videos video NNS work_fo2sjxybtvhovo3ljrsijpt4pi 36 42 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 36 43 etc etc FW work_fo2sjxybtvhovo3ljrsijpt4pi 36 44 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 36 45 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 37 1 produced produce VBN work_fo2sjxybtvhovo3ljrsijpt4pi 37 2 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 37 3 that that DT work_fo2sjxybtvhovo3ljrsijpt4pi 37 4 month month NN work_fo2sjxybtvhovo3ljrsijpt4pi 37 5 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 38 1 This this DT work_fo2sjxybtvhovo3ljrsijpt4pi 38 2 choice choice NN work_fo2sjxybtvhovo3ljrsijpt4pi 38 3 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 38 4 dictated dictate VBN work_fo2sjxybtvhovo3ljrsijpt4pi 38 5 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 38 6 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 38 7 fact fact NN work_fo2sjxybtvhovo3ljrsijpt4pi 38 8 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 38 9 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 38 10 can can MD work_fo2sjxybtvhovo3ljrsijpt4pi 38 11 hardly hardly RB work_fo2sjxybtvhovo3ljrsijpt4pi 38 12 computationally computationally RB work_fo2sjxybtvhovo3ljrsijpt4pi 38 13 capture capture VB work_fo2sjxybtvhovo3ljrsijpt4pi 38 14 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 38 15 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 38 16 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 38 17 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 38 18 conveyed convey VBN work_fo2sjxybtvhovo3ljrsijpt4pi 38 19 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 38 20 multimedia multimedia NNS work_fo2sjxybtvhovo3ljrsijpt4pi 38 21 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 38 22 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 38 23 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 38 24 processing processing NN work_fo2sjxybtvhovo3ljrsijpt4pi 38 25 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 38 26 from from IN work_fo2sjxybtvhovo3ljrsijpt4pi 38 27 external external JJ work_fo2sjxybtvhovo3ljrsijpt4pi 38 28 resources resource NNS work_fo2sjxybtvhovo3ljrsijpt4pi 38 29 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 38 30 such such JJ work_fo2sjxybtvhovo3ljrsijpt4pi 38 31 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 38 32 webpages webpage NNS work_fo2sjxybtvhovo3ljrsijpt4pi 38 33 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 38 34 etc etc FW work_fo2sjxybtvhovo3ljrsijpt4pi 38 35 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 38 36 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 39 1 would would MD work_fo2sjxybtvhovo3ljrsijpt4pi 39 2 be be VB work_fo2sjxybtvhovo3ljrsijpt4pi 39 3 computationally computationally RB work_fo2sjxybtvhovo3ljrsijpt4pi 39 4 hard hard JJ work_fo2sjxybtvhovo3ljrsijpt4pi 39 5 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 40 1 This this DT work_fo2sjxybtvhovo3ljrsijpt4pi 40 2 dataset dataset NN work_fo2sjxybtvhovo3ljrsijpt4pi 40 3 comprises comprise VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 40 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 40 5 19,766,112 19,766,112 CD work_fo2sjxybtvhovo3ljrsijpt4pi 40 6 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 40 7 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 40 8 more more JJR work_fo2sjxybtvhovo3ljrsijpt4pi 40 9 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 40 10 six six CD work_fo2sjxybtvhovo3ljrsijpt4pi 40 11 times time NNS work_fo2sjxybtvhovo3ljrsijpt4pi 40 12 larger large JJR work_fo2sjxybtvhovo3ljrsijpt4pi 40 13 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 40 14 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 40 15 Facebook Facebook NNP work_fo2sjxybtvhovo3ljrsijpt4pi 40 16 experiment experiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 40 17 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 40 18 Kramer Kramer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 40 19 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 40 20 Guillory Guillory NNP work_fo2sjxybtvhovo3ljrsijpt4pi 40 21 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 40 22 Hancock Hancock NNP work_fo2sjxybtvhovo3ljrsijpt4pi 40 23 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 40 24 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 40 25 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 40 26 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 40 27 produced produce VBN work_fo2sjxybtvhovo3ljrsijpt4pi 40 28 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 40 29 8,130,481 8,130,481 CD work_fo2sjxybtvhovo3ljrsijpt4pi 40 30 distinct distinct JJ work_fo2sjxybtvhovo3ljrsijpt4pi 40 31 users user NNS work_fo2sjxybtvhovo3ljrsijpt4pi 40 32 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 41 1 All all DT work_fo2sjxybtvhovo3ljrsijpt4pi 41 2 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 41 3 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 41 4 processed process VBN work_fo2sjxybtvhovo3ljrsijpt4pi 41 5 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 41 6 SentiStrength SentiStrength NNP work_fo2sjxybtvhovo3ljrsijpt4pi 41 7 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 41 8 attached attach VBN work_fo2sjxybtvhovo3ljrsijpt4pi 41 9 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 41 10 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 41 11 scores score NNS work_fo2sjxybtvhovo3ljrsijpt4pi 41 12 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 41 13 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 41 14 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 41 15 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 41 16 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 41 17 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 41 18 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 41 19 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 41 20 polarity polarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 41 21 score score NN work_fo2sjxybtvhovo3ljrsijpt4pi 41 22 calculated calculate VBN work_fo2sjxybtvhovo3ljrsijpt4pi 41 23 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 41 24 described describe VBN work_fo2sjxybtvhovo3ljrsijpt4pi 41 25 before before RB work_fo2sjxybtvhovo3ljrsijpt4pi 41 26 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 42 1 We -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 42 2 identify identify VBP work_fo2sjxybtvhovo3ljrsijpt4pi 42 3 three three CD work_fo2sjxybtvhovo3ljrsijpt4pi 42 4 classes class NNS work_fo2sjxybtvhovo3ljrsijpt4pi 42 5 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 42 6 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 42 7 ’ ’ POS work_fo2sjxybtvhovo3ljrsijpt4pi 42 8 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 42 9 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 42 10 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 42 11 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 42 12 polarity polarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 42 13 score score NN work_fo2sjxybtvhovo3ljrsijpt4pi 42 14 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 42 15 ≤ ≤ JJ work_fo2sjxybtvhovo3ljrsijpt4pi 42 16 −1 −1 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 42 17 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 42 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 42 19 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 42 20 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 42 21 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 42 22 = = SYM work_fo2sjxybtvhovo3ljrsijpt4pi 42 23 0 0 CD work_fo2sjxybtvhovo3ljrsijpt4pi 42 24 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 42 25 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 42 26 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 42 27 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 42 28 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 42 29 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 42 30 ≥ ≥ CD work_fo2sjxybtvhovo3ljrsijpt4pi 42 31 1 1 CD work_fo2sjxybtvhovo3ljrsijpt4pi 42 32 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 42 33 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 43 1 Negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 43 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 43 3 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 43 4 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 43 5 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 43 6 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 43 7 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 43 8 account account VBP work_fo2sjxybtvhovo3ljrsijpt4pi 43 9 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 43 10 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 43 11 respectively respectively RB work_fo2sjxybtvhovo3ljrsijpt4pi 43 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 43 13 21.59 21.59 CD work_fo2sjxybtvhovo3ljrsijpt4pi 43 14 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 43 15 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 43 16 42.46 42.46 CD work_fo2sjxybtvhovo3ljrsijpt4pi 43 17 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 43 18 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 43 19 35.95 35.95 CD work_fo2sjxybtvhovo3ljrsijpt4pi 43 20 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 43 21 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 43 22 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 43 23 total total NN work_fo2sjxybtvhovo3ljrsijpt4pi 43 24 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 44 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 44 2 distribution distribution NN work_fo2sjxybtvhovo3ljrsijpt4pi 44 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 44 4 polarity polarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 44 5 scores score NNS work_fo2sjxybtvhovo3ljrsijpt4pi 44 6 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 44 7 captured capture VBN work_fo2sjxybtvhovo3ljrsijpt4pi 44 8 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 44 9 Fig Fig NNP work_fo2sjxybtvhovo3ljrsijpt4pi 44 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 45 1 1 1 LS work_fo2sjxybtvhovo3ljrsijpt4pi 45 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 45 3 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 45 4 can can MD work_fo2sjxybtvhovo3ljrsijpt4pi 45 5 see see VB work_fo2sjxybtvhovo3ljrsijpt4pi 45 6 it -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 45 7 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 45 8 peaked peak VBN work_fo2sjxybtvhovo3ljrsijpt4pi 45 9 around around IN work_fo2sjxybtvhovo3ljrsijpt4pi 45 10 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 45 11 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 45 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 45 13 accounting account VBG work_fo2sjxybtvhovo3ljrsijpt4pi 45 14 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 45 15 over over IN work_fo2sjxybtvhovo3ljrsijpt4pi 45 16 two two CD work_fo2sjxybtvhovo3ljrsijpt4pi 45 17 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 45 18 fifths fifth NNS work_fo2sjxybtvhovo3ljrsijpt4pi 45 19 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 45 20 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 45 21 total total NN work_fo2sjxybtvhovo3ljrsijpt4pi 45 22 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 45 23 while while IN work_fo2sjxybtvhovo3ljrsijpt4pi 45 24 overall overall RB work_fo2sjxybtvhovo3ljrsijpt4pi 45 25 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 45 26 distribution distribution NN work_fo2sjxybtvhovo3ljrsijpt4pi 45 27 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 45 28 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 45 29 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 45 30 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 45 31 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 45 32 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 45 33 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 45 34 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 45 35 PeerJ PeerJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 45 36 Comput Comput NNP work_fo2sjxybtvhovo3ljrsijpt4pi 45 37 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 46 1 Sci Sci NNP work_fo2sjxybtvhovo3ljrsijpt4pi 46 2 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 46 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 46 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 46 5 10.7717 10.7717 CD work_fo2sjxybtvhovo3ljrsijpt4pi 46 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 46 7 peerj peerj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 46 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 46 9 cs.26 cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 46 10 3/15 3/15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 46 11 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NNS work_fo2sjxybtvhovo3ljrsijpt4pi 46 12 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 46 13 Figure Figure NNP work_fo2sjxybtvhovo3ljrsijpt4pi 46 14 1 1 CD work_fo2sjxybtvhovo3ljrsijpt4pi 46 15 Distribution distribution NN work_fo2sjxybtvhovo3ljrsijpt4pi 46 16 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 46 17 polarity polarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 46 18 scores score NNS work_fo2sjxybtvhovo3ljrsijpt4pi 46 19 computed compute VBD work_fo2sjxybtvhovo3ljrsijpt4pi 46 20 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 46 21 our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 46 22 dataset dataset NN work_fo2sjxybtvhovo3ljrsijpt4pi 46 23 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 47 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 47 2 polarity polarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 47 3 score score NN work_fo2sjxybtvhovo3ljrsijpt4pi 47 4 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 47 5 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 47 6 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 47 7 dif- dif- JJ work_fo2sjxybtvhovo3ljrsijpt4pi 47 8 ference ference NN work_fo2sjxybtvhovo3ljrsijpt4pi 47 9 between between IN work_fo2sjxybtvhovo3ljrsijpt4pi 47 10 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 47 11 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 47 12 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 47 13 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 47 14 scores score NNS work_fo2sjxybtvhovo3ljrsijpt4pi 47 15 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 47 16 calculated calculate VBN work_fo2sjxybtvhovo3ljrsijpt4pi 47 17 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 47 18 SentiStrength SentiStrength NNP work_fo2sjxybtvhovo3ljrsijpt4pi 47 19 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 48 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 48 2 dataset dataset NN work_fo2sjxybtvhovo3ljrsijpt4pi 48 3 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 48 4 N n NN work_fo2sjxybtvhovo3ljrsijpt4pi 48 5 = = SYM work_fo2sjxybtvhovo3ljrsijpt4pi 48 6 19,766,112 19,766,112 CD work_fo2sjxybtvhovo3ljrsijpt4pi 48 7 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 48 8 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 48 9 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 48 10 M M NNP work_fo2sjxybtvhovo3ljrsijpt4pi 48 11 = = SYM work_fo2sjxybtvhovo3ljrsijpt4pi 48 12 8,130,481 8,130,481 CD work_fo2sjxybtvhovo3ljrsijpt4pi 48 13 different different JJ work_fo2sjxybtvhovo3ljrsijpt4pi 48 14 users user NNS work_fo2sjxybtvhovo3ljrsijpt4pi 48 15 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 48 16 contains contain VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 48 17 42.46 42.46 CD work_fo2sjxybtvhovo3ljrsijpt4pi 48 18 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 48 19 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 48 20 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 48 21 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 48 22 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 48 23 = = SYM work_fo2sjxybtvhovo3ljrsijpt4pi 48 24 0 0 CD work_fo2sjxybtvhovo3ljrsijpt4pi 48 25 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 48 26 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 48 27 35.95 35.95 CD work_fo2sjxybtvhovo3ljrsijpt4pi 48 28 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 48 29 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 48 30 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 48 31 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 48 32 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 48 33 ≥ ≥ CD work_fo2sjxybtvhovo3ljrsijpt4pi 48 34 1 1 CD work_fo2sjxybtvhovo3ljrsijpt4pi 48 35 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 48 36 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 48 37 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 48 38 21.59 21.59 CD work_fo2sjxybtvhovo3ljrsijpt4pi 48 39 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 48 40 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 48 41 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 48 42 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 48 43 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 48 44 ≤ ≤ JJ work_fo2sjxybtvhovo3ljrsijpt4pi 48 45 −1 −1 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 48 46 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 48 47 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 48 48 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 48 49 respectively respectively RB work_fo2sjxybtvhovo3ljrsijpt4pi 48 50 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 49 1 slightly slightly RB work_fo2sjxybtvhovo3ljrsijpt4pi 49 2 skewed skewed JJ work_fo2sjxybtvhovo3ljrsijpt4pi 49 3 toward toward IN work_fo2sjxybtvhovo3ljrsijpt4pi 49 4 positiveness positiveness NN work_fo2sjxybtvhovo3ljrsijpt4pi 49 5 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 50 1 We -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 50 2 can can MD work_fo2sjxybtvhovo3ljrsijpt4pi 50 3 also also RB work_fo2sjxybtvhovo3ljrsijpt4pi 50 4 observe observe VB work_fo2sjxybtvhovo3ljrsijpt4pi 50 5 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 50 6 extreme extreme JJ work_fo2sjxybtvhovo3ljrsijpt4pi 50 7 values value NNS work_fo2sjxybtvhovo3ljrsijpt4pi 50 8 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 50 9 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 50 10 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 50 11 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 50 12 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 50 13 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 50 14 comparably comparably RB work_fo2sjxybtvhovo3ljrsijpt4pi 50 15 represented represent VBN work_fo2sjxybtvhovo3ljrsijpt4pi 50 16 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 50 17 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 50 18 example example NN work_fo2sjxybtvhovo3ljrsijpt4pi 50 19 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 50 20 there there EX work_fo2sjxybtvhovo3ljrsijpt4pi 50 21 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 50 22 slightly slightly RB work_fo2sjxybtvhovo3ljrsijpt4pi 50 23 above above IN work_fo2sjxybtvhovo3ljrsijpt4pi 50 24 446 446 CD work_fo2sjxybtvhovo3ljrsijpt4pi 50 25 thousand thousand CD work_fo2sjxybtvhovo3ljrsijpt4pi 50 26 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 50 27 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 50 28 polarity polarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 50 29 score score NN work_fo2sjxybtvhovo3ljrsijpt4pi 50 30 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 50 31 = = SYM work_fo2sjxybtvhovo3ljrsijpt4pi 50 32 +3 +3 XX work_fo2sjxybtvhovo3ljrsijpt4pi 50 33 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 50 34 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 50 35 about about IN work_fo2sjxybtvhovo3ljrsijpt4pi 50 36 592 592 CD work_fo2sjxybtvhovo3ljrsijpt4pi 50 37 thousands thousand NNS work_fo2sjxybtvhovo3ljrsijpt4pi 50 38 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 50 39 opposite opposite JJ work_fo2sjxybtvhovo3ljrsijpt4pi 50 40 polarity polarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 50 41 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 50 42 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 50 43 = = SYM work_fo2sjxybtvhovo3ljrsijpt4pi 50 44 −3 −3 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 50 45 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 51 1 RESULTS results VB work_fo2sjxybtvhovo3ljrsijpt4pi 51 2 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 51 3 role role NN work_fo2sjxybtvhovo3ljrsijpt4pi 51 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 51 5 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 51 6 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 51 7 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 51 8 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 51 9 Here here RB work_fo2sjxybtvhovo3ljrsijpt4pi 51 10 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 51 11 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 51 12 concerned concern VBN work_fo2sjxybtvhovo3ljrsijpt4pi 51 13 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 51 14 studying study VBG work_fo2sjxybtvhovo3ljrsijpt4pi 51 15 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 51 16 relation relation NN work_fo2sjxybtvhovo3ljrsijpt4pi 51 17 between between IN work_fo2sjxybtvhovo3ljrsijpt4pi 51 18 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 51 19 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 51 20 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 51 21 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 51 22 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 51 23 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 52 1 Figure figure NN work_fo2sjxybtvhovo3ljrsijpt4pi 52 2 2 2 CD work_fo2sjxybtvhovo3ljrsijpt4pi 52 3 shows show VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 52 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 52 5 effect effect NN work_fo2sjxybtvhovo3ljrsijpt4pi 52 6 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 52 7 content content JJ work_fo2sjxybtvhovo3ljrsijpt4pi 52 8 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 52 9 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 52 10 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 52 11 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 52 12 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 52 13 dynamics dynamic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 52 14 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 52 15 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 52 16 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 52 17 popularity popularity NN work_fo2sjxybtvhovo3ljrsijpt4pi 52 18 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 53 1 We -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 53 2 measure measure VBP work_fo2sjxybtvhovo3ljrsijpt4pi 53 3 three three CD work_fo2sjxybtvhovo3ljrsijpt4pi 53 4 aspects aspect NNS work_fo2sjxybtvhovo3ljrsijpt4pi 53 5 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 53 6 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 53 7 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 53 8 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 53 9 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 53 10 function function NN work_fo2sjxybtvhovo3ljrsijpt4pi 53 11 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 53 12 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 53 13 polarity polarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 53 14 scores score NNS work_fo2sjxybtvhovo3ljrsijpt4pi 53 15 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 53 16 Fig fig NN work_fo2sjxybtvhovo3ljrsijpt4pi 53 17 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 54 1 2A 2A NNP work_fo2sjxybtvhovo3ljrsijpt4pi 54 2 shows show VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 54 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 54 4 average average JJ work_fo2sjxybtvhovo3ljrsijpt4pi 54 5 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 54 6 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 54 7 retweets retweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 54 8 collected collect VBN work_fo2sjxybtvhovo3ljrsijpt4pi 54 9 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 54 10 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 54 11 original original JJ work_fo2sjxybtvhovo3ljrsijpt4pi 54 12 posts post NNS work_fo2sjxybtvhovo3ljrsijpt4pi 54 13 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 54 14 function function NN work_fo2sjxybtvhovo3ljrsijpt4pi 54 15 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 54 16 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 54 17 polarity polarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 54 18 expressed express VBN work_fo2sjxybtvhovo3ljrsijpt4pi 54 19 therein therein RB work_fo2sjxybtvhovo3ljrsijpt4pi 54 20 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 54 21 similarly similarly RB work_fo2sjxybtvhovo3ljrsijpt4pi 54 22 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 54 23 Fig Fig NNP work_fo2sjxybtvhovo3ljrsijpt4pi 54 24 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 55 1 2B 2B NNP work_fo2sjxybtvhovo3ljrsijpt4pi 55 2 shows show VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 55 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 55 4 average average JJ work_fo2sjxybtvhovo3ljrsijpt4pi 55 5 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 55 6 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 55 7 times time NNS work_fo2sjxybtvhovo3ljrsijpt4pi 55 8 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 55 9 original original JJ work_fo2sjxybtvhovo3ljrsijpt4pi 55 10 tweet tweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 55 11 has have VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 55 12 been be VBN work_fo2sjxybtvhovo3ljrsijpt4pi 55 13 favorited favorite VBN work_fo2sjxybtvhovo3ljrsijpt4pi 55 14 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 55 15 Fig Fig NNP work_fo2sjxybtvhovo3ljrsijpt4pi 55 16 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 56 1 2C 2C NNP work_fo2sjxybtvhovo3ljrsijpt4pi 56 2 illustrates illustrate VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 56 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 56 4 speed speed NN work_fo2sjxybtvhovo3ljrsijpt4pi 56 5 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 56 6 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 56 7 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 56 8 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 56 9 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 56 10 reflected reflect VBN work_fo2sjxybtvhovo3ljrsijpt4pi 56 11 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 56 12 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 56 13 average average JJ work_fo2sjxybtvhovo3ljrsijpt4pi 56 14 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 56 15 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 56 16 seconds second NNS work_fo2sjxybtvhovo3ljrsijpt4pi 56 17 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 56 18 occur occur VBP work_fo2sjxybtvhovo3ljrsijpt4pi 56 19 between between IN work_fo2sjxybtvhovo3ljrsijpt4pi 56 20 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 56 21 original original JJ work_fo2sjxybtvhovo3ljrsijpt4pi 56 22 tweet tweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 56 23 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 56 24 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 56 25 first first JJ work_fo2sjxybtvhovo3ljrsijpt4pi 56 26 retweet retweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 56 27 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 57 1 Both both DT work_fo2sjxybtvhovo3ljrsijpt4pi 57 2 Figs Figs NNPS work_fo2sjxybtvhovo3ljrsijpt4pi 57 3 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 58 1 2A 2A NNP work_fo2sjxybtvhovo3ljrsijpt4pi 58 2 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 58 3 2C 2C NNP work_fo2sjxybtvhovo3ljrsijpt4pi 58 4 focus focus VBP work_fo2sjxybtvhovo3ljrsijpt4pi 58 5 only only RB work_fo2sjxybtvhovo3ljrsijpt4pi 58 6 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 58 7 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 58 8 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 58 9 have have VBP work_fo2sjxybtvhovo3ljrsijpt4pi 58 10 been be VBN work_fo2sjxybtvhovo3ljrsijpt4pi 58 11 retweeted retweete VBN work_fo2sjxybtvhovo3ljrsijpt4pi 58 12 at at IN work_fo2sjxybtvhovo3ljrsijpt4pi 58 13 least least JJS work_fo2sjxybtvhovo3ljrsijpt4pi 58 14 once once RB work_fo2sjxybtvhovo3ljrsijpt4pi 58 15 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 59 1 Figure figure NN work_fo2sjxybtvhovo3ljrsijpt4pi 59 2 2B 2b NN work_fo2sjxybtvhovo3ljrsijpt4pi 59 3 considers consider VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 59 4 only only RB work_fo2sjxybtvhovo3ljrsijpt4pi 59 5 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 59 6 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 59 7 have have VBP work_fo2sjxybtvhovo3ljrsijpt4pi 59 8 been be VBN work_fo2sjxybtvhovo3ljrsijpt4pi 59 9 favorited favorite VBN work_fo2sjxybtvhovo3ljrsijpt4pi 59 10 at at IN work_fo2sjxybtvhovo3ljrsijpt4pi 59 11 least least JJS work_fo2sjxybtvhovo3ljrsijpt4pi 59 12 once once RB work_fo2sjxybtvhovo3ljrsijpt4pi 59 13 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 60 1 Note note VB work_fo2sjxybtvhovo3ljrsijpt4pi 60 2 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 60 3 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 60 4 large large JJ work_fo2sjxybtvhovo3ljrsijpt4pi 60 5 fraction fraction NN work_fo2sjxybtvhovo3ljrsijpt4pi 60 6 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 60 7 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 60 8 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 60 9 never never RB work_fo2sjxybtvhovo3ljrsijpt4pi 60 10 retweeted retweete VBN work_fo2sjxybtvhovo3ljrsijpt4pi 60 11 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 60 12 79.01 79.01 CD work_fo2sjxybtvhovo3ljrsijpt4pi 60 13 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 60 14 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 60 15 our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 60 16 dataset dataset NN work_fo2sjxybtvhovo3ljrsijpt4pi 60 17 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 60 18 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 60 19 favorited favorite VBN work_fo2sjxybtvhovo3ljrsijpt4pi 60 20 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 60 21 87.68 87.68 CD work_fo2sjxybtvhovo3ljrsijpt4pi 60 22 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 60 23 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 60 24 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 60 25 Fig fig NN work_fo2sjxybtvhovo3ljrsijpt4pi 60 26 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 61 1 2A 2A NNP work_fo2sjxybtvhovo3ljrsijpt4pi 61 2 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 61 3 based base VBN work_fo2sjxybtvhovo3ljrsijpt4pi 61 4 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 61 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 61 6 4,147,519 4,147,519 CD work_fo2sjxybtvhovo3ljrsijpt4pi 61 7 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 61 8 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 61 9 have have VBP work_fo2sjxybtvhovo3ljrsijpt4pi 61 10 been be VBN work_fo2sjxybtvhovo3ljrsijpt4pi 61 11 retweeted retweete VBN work_fo2sjxybtvhovo3ljrsijpt4pi 61 12 at at IN work_fo2sjxybtvhovo3ljrsijpt4pi 61 13 least least JJS work_fo2sjxybtvhovo3ljrsijpt4pi 61 14 once once RB work_fo2sjxybtvhovo3ljrsijpt4pi 61 15 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 61 16 RT RT NNP work_fo2sjxybtvhovo3ljrsijpt4pi 61 17 ≥ ≥ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 61 18 1 1 CD work_fo2sjxybtvhovo3ljrsijpt4pi 61 19 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 61 20 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 61 21 Fig Fig NNP work_fo2sjxybtvhovo3ljrsijpt4pi 61 22 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 62 1 2B 2B NNP work_fo2sjxybtvhovo3ljrsijpt4pi 62 2 reports report NNS work_fo2sjxybtvhovo3ljrsijpt4pi 62 3 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 62 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 62 5 2,434,523 2,434,523 CD work_fo2sjxybtvhovo3ljrsijpt4pi 62 6 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 62 7 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 62 8 have have VBP work_fo2sjxybtvhovo3ljrsijpt4pi 62 9 favorited favorite VBN work_fo2sjxybtvhovo3ljrsijpt4pi 62 10 at at IN work_fo2sjxybtvhovo3ljrsijpt4pi 62 11 least least JJS work_fo2sjxybtvhovo3ljrsijpt4pi 62 12 once once RB work_fo2sjxybtvhovo3ljrsijpt4pi 62 13 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 62 14 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 62 15 Fig Fig NNP work_fo2sjxybtvhovo3ljrsijpt4pi 62 16 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 63 1 2C 2C NNP work_fo2sjxybtvhovo3ljrsijpt4pi 63 2 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 63 3 comprised comprise VBN work_fo2sjxybtvhovo3ljrsijpt4pi 63 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 63 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 63 6 1,619,195 1,619,195 CD work_fo2sjxybtvhovo3ljrsijpt4pi 63 7 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 63 8 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 63 9 which which WDT work_fo2sjxybtvhovo3ljrsijpt4pi 63 10 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 63 11 have have VBP work_fo2sjxybtvhovo3ljrsijpt4pi 63 12 observed observe VBN work_fo2sjxybtvhovo3ljrsijpt4pi 63 13 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 63 14 first first JJ work_fo2sjxybtvhovo3ljrsijpt4pi 63 15 retweet retweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 63 16 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 63 17 our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 63 18 dataset dataset NN work_fo2sjxybtvhovo3ljrsijpt4pi 63 19 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 63 20 so so IN work_fo2sjxybtvhovo3ljrsijpt4pi 63 21 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 63 22 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 63 23 can can MD work_fo2sjxybtvhovo3ljrsijpt4pi 63 24 compute compute VB work_fo2sjxybtvhovo3ljrsijpt4pi 63 25 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 63 26 time time NN work_fo2sjxybtvhovo3ljrsijpt4pi 63 27 between between IN work_fo2sjxybtvhovo3ljrsijpt4pi 63 28 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 63 29 original original JJ work_fo2sjxybtvhovo3ljrsijpt4pi 63 30 tweet tweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 63 31 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 63 32 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 63 33 first first JJ work_fo2sjxybtvhovo3ljrsijpt4pi 63 34 retweet retweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 63 35 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 63 36 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 64 1 Note note VB work_fo2sjxybtvhovo3ljrsijpt4pi 64 2 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 64 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 64 4 retweet retweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 64 5 count count NN work_fo2sjxybtvhovo3ljrsijpt4pi 64 6 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 64 7 extracted extract VBN work_fo2sjxybtvhovo3ljrsijpt4pi 64 8 from from IN work_fo2sjxybtvhovo3ljrsijpt4pi 64 9 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 64 10 tweet tweet NNP work_fo2sjxybtvhovo3ljrsijpt4pi 64 11 metadata metadata NN work_fo2sjxybtvhovo3ljrsijpt4pi 64 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 64 13 instead instead RB work_fo2sjxybtvhovo3ljrsijpt4pi 64 14 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 64 15 being be VBG work_fo2sjxybtvhovo3ljrsijpt4pi 64 16 calculated calculate VBN work_fo2sjxybtvhovo3ljrsijpt4pi 64 17 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 64 18 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 64 19 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 64 20 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 64 21 times time NNS work_fo2sjxybtvhovo3ljrsijpt4pi 64 22 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 64 23 observe observe VBP work_fo2sjxybtvhovo3ljrsijpt4pi 64 24 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 64 25 retweet retweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 64 26 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 64 27 each each DT work_fo2sjxybtvhovo3ljrsijpt4pi 64 28 tweet tweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 64 29 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 64 30 our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 64 31 dataset dataset NN work_fo2sjxybtvhovo3ljrsijpt4pi 64 32 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 64 33 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 64 34 order order NN work_fo2sjxybtvhovo3ljrsijpt4pi 64 35 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 64 36 avoid avoid VB work_fo2sjxybtvhovo3ljrsijpt4pi 64 37 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 64 38 bias bias NN work_fo2sjxybtvhovo3ljrsijpt4pi 64 39 due due IN work_fo2sjxybtvhovo3ljrsijpt4pi 64 40 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 64 41 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 64 42 sampling sampling NN work_fo2sjxybtvhovo3ljrsijpt4pi 64 43 rate rate NN work_fo2sjxybtvhovo3ljrsijpt4pi 64 44 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 64 45 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 64 46 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 64 47 gardenhose gardenhose VBD work_fo2sjxybtvhovo3ljrsijpt4pi 64 48 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 65 1 For for IN work_fo2sjxybtvhovo3ljrsijpt4pi 65 2 this this DT work_fo2sjxybtvhovo3ljrsijpt4pi 65 3 reason reason NN work_fo2sjxybtvhovo3ljrsijpt4pi 65 4 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 65 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 65 6 average average JJ work_fo2sjxybtvhovo3ljrsijpt4pi 65 7 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 65 8 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 65 9 retweets retweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 65 10 reported report VBN work_fo2sjxybtvhovo3ljrsijpt4pi 65 11 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 65 12 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 65 13 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 65 14 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 65 15 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 65 16 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 65 17 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 65 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 65 19 PeerJ PeerJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 65 20 Comput Comput NNP work_fo2sjxybtvhovo3ljrsijpt4pi 65 21 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 66 1 Sci Sci NNP work_fo2sjxybtvhovo3ljrsijpt4pi 66 2 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 66 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 66 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 66 5 10.7717 10.7717 CD work_fo2sjxybtvhovo3ljrsijpt4pi 66 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 66 7 peerj peerj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 66 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 66 9 cs.26 cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 66 10 4/15 4/15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 66 11 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NNS work_fo2sjxybtvhovo3ljrsijpt4pi 66 12 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 66 13 Figure Figure NNP work_fo2sjxybtvhovo3ljrsijpt4pi 66 14 2 2 CD work_fo2sjxybtvhovo3ljrsijpt4pi 66 15 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 66 16 effect effect NN work_fo2sjxybtvhovo3ljrsijpt4pi 66 17 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 66 18 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 66 19 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 66 20 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 66 21 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 66 22 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 67 1 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 67 2 A a NN work_fo2sjxybtvhovo3ljrsijpt4pi 67 3 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 67 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 67 5 average average JJ work_fo2sjxybtvhovo3ljrsijpt4pi 67 6 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 67 7 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 67 8 retweets retweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 67 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 67 10 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 67 11 B b NN work_fo2sjxybtvhovo3ljrsijpt4pi 67 12 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 67 13 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 67 14 average average JJ work_fo2sjxybtvhovo3ljrsijpt4pi 67 15 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 67 16 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 67 17 favorites favorite NNS work_fo2sjxybtvhovo3ljrsijpt4pi 67 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 67 19 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 67 20 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 67 21 C c NN work_fo2sjxybtvhovo3ljrsijpt4pi 67 22 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 67 23 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 67 24 average average JJ work_fo2sjxybtvhovo3ljrsijpt4pi 67 25 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 67 26 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 67 27 seconds second NNS work_fo2sjxybtvhovo3ljrsijpt4pi 67 28 passed pass VBN work_fo2sjxybtvhovo3ljrsijpt4pi 67 29 before before IN work_fo2sjxybtvhovo3ljrsijpt4pi 67 30 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 67 31 first first JJ work_fo2sjxybtvhovo3ljrsijpt4pi 67 32 retweet retweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 67 33 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 67 34 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 67 35 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 67 36 function function NN work_fo2sjxybtvhovo3ljrsijpt4pi 67 37 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 67 38 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 67 39 polarity polarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 67 40 score score NN work_fo2sjxybtvhovo3ljrsijpt4pi 67 41 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 67 42 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 67 43 given give VBN work_fo2sjxybtvhovo3ljrsijpt4pi 67 44 tweet tweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 67 45 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 68 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 68 2 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 68 3 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 68 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 68 5 points point NNS work_fo2sjxybtvhovo3ljrsijpt4pi 68 6 represent represent VBP work_fo2sjxybtvhovo3ljrsijpt4pi 68 7 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 68 8 amount amount NN work_fo2sjxybtvhovo3ljrsijpt4pi 68 9 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 68 10 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 68 11 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 68 12 such such JJ work_fo2sjxybtvhovo3ljrsijpt4pi 68 13 polarity polarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 68 14 score score NN work_fo2sjxybtvhovo3ljrsijpt4pi 68 15 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 68 16 our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 68 17 sample sample NN work_fo2sjxybtvhovo3ljrsijpt4pi 68 18 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 69 1 Bars bar NNS work_fo2sjxybtvhovo3ljrsijpt4pi 69 2 represent represent VBP work_fo2sjxybtvhovo3ljrsijpt4pi 69 3 standard standard JJ work_fo2sjxybtvhovo3ljrsijpt4pi 69 4 errors error NNS work_fo2sjxybtvhovo3ljrsijpt4pi 69 5 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 70 1 Fig fig NN work_fo2sjxybtvhovo3ljrsijpt4pi 70 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 71 1 2A 2A NNP work_fo2sjxybtvhovo3ljrsijpt4pi 71 2 seems seem VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 71 3 pretty pretty RB work_fo2sjxybtvhovo3ljrsijpt4pi 71 4 high high JJ work_fo2sjxybtvhovo3ljrsijpt4pi 71 5 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 71 6 above above IN work_fo2sjxybtvhovo3ljrsijpt4pi 71 7 100 100 CD work_fo2sjxybtvhovo3ljrsijpt4pi 71 8 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 71 9 all all DT work_fo2sjxybtvhovo3ljrsijpt4pi 71 10 classes class NNS work_fo2sjxybtvhovo3ljrsijpt4pi 71 11 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 71 12 polarity polarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 71 13 scores score NNS work_fo2sjxybtvhovo3ljrsijpt4pi 71 14 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 71 15 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 71 16 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 71 17 capturing capture VBG work_fo2sjxybtvhovo3ljrsijpt4pi 71 18 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 71 19 “ " `` work_fo2sjxybtvhovo3ljrsijpt4pi 71 20 true true JJ work_fo2sjxybtvhovo3ljrsijpt4pi 71 21 ” " '' work_fo2sjxybtvhovo3ljrsijpt4pi 71 22 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 71 23 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 71 24 retweets retweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 71 25 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 71 26 well well RB work_fo2sjxybtvhovo3ljrsijpt4pi 71 27 reflect reflect VBP work_fo2sjxybtvhovo3ljrsijpt4pi 71 28 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 71 29 known known JJ work_fo2sjxybtvhovo3ljrsijpt4pi 71 30 broad broad JJ work_fo2sjxybtvhovo3ljrsijpt4pi 71 31 distributions distribution NNS work_fo2sjxybtvhovo3ljrsijpt4pi 71 32 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 71 33 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 71 34 popularity popularity NN work_fo2sjxybtvhovo3ljrsijpt4pi 71 35 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 71 36 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 71 37 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 71 38 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 71 39 skewing skew VBG work_fo2sjxybtvhovo3ljrsijpt4pi 71 40 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 71 41 values value NNS work_fo2sjxybtvhovo3ljrsijpt4pi 71 42 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 71 43 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 71 44 means mean NNS work_fo2sjxybtvhovo3ljrsijpt4pi 71 45 toward toward IN work_fo2sjxybtvhovo3ljrsijpt4pi 71 46 larger large JJR work_fo2sjxybtvhovo3ljrsijpt4pi 71 47 figures figure NNS work_fo2sjxybtvhovo3ljrsijpt4pi 71 48 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 72 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 72 2 very very RB work_fo2sjxybtvhovo3ljrsijpt4pi 72 3 same same JJ work_fo2sjxybtvhovo3ljrsijpt4pi 72 4 reasoning reasoning NN work_fo2sjxybtvhovo3ljrsijpt4pi 72 5 applies apply VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 72 6 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 72 7 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 72 8 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 72 9 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 72 10 favorites favorite NNS work_fo2sjxybtvhovo3ljrsijpt4pi 72 11 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 73 1 Due due IN work_fo2sjxybtvhovo3ljrsijpt4pi 73 2 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 73 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 73 4 high high JJ work_fo2sjxybtvhovo3ljrsijpt4pi 73 5 skewness skewness NN work_fo2sjxybtvhovo3ljrsijpt4pi 73 6 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 73 7 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 73 8 distributions distribution NNS work_fo2sjxybtvhovo3ljrsijpt4pi 73 9 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 73 10 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 73 11 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 73 12 retweets retweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 73 13 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 73 14 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 73 15 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 73 16 favorites favorite NNS work_fo2sjxybtvhovo3ljrsijpt4pi 73 17 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 73 18 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 73 19 time time NN work_fo2sjxybtvhovo3ljrsijpt4pi 73 20 before before IN work_fo2sjxybtvhovo3ljrsijpt4pi 73 21 first first JJ work_fo2sjxybtvhovo3ljrsijpt4pi 73 22 retweet retweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 73 23 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 73 24 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 73 25 performed perform VBD work_fo2sjxybtvhovo3ljrsijpt4pi 73 26 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 73 27 same same JJ work_fo2sjxybtvhovo3ljrsijpt4pi 73 28 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 73 29 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 73 30 above above RB work_fo2sjxybtvhovo3ljrsijpt4pi 73 31 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 73 32 median median JJ work_fo2sjxybtvhovo3ljrsijpt4pi 73 33 values value NNS work_fo2sjxybtvhovo3ljrsijpt4pi 73 34 rather rather RB work_fo2sjxybtvhovo3ljrsijpt4pi 73 35 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 73 36 averages average NNS work_fo2sjxybtvhovo3ljrsijpt4pi 73 37 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 74 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 74 2 same same JJ work_fo2sjxybtvhovo3ljrsijpt4pi 74 3 trends trend NNS work_fo2sjxybtvhovo3ljrsijpt4pi 74 4 hold hold VBP work_fo2sjxybtvhovo3ljrsijpt4pi 74 5 true true JJ work_fo2sjxybtvhovo3ljrsijpt4pi 74 6 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 74 7 particularly particularly RB work_fo2sjxybtvhovo3ljrsijpt4pi 74 8 interesting interesting JJ work_fo2sjxybtvhovo3ljrsijpt4pi 74 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 74 10 average average JJ work_fo2sjxybtvhovo3ljrsijpt4pi 74 11 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 74 12 median median JJ work_fo2sjxybtvhovo3ljrsijpt4pi 74 13 seconds second NNS work_fo2sjxybtvhovo3ljrsijpt4pi 74 14 before before IN work_fo2sjxybtvhovo3ljrsijpt4pi 74 15 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 74 16 first first JJ work_fo2sjxybtvhovo3ljrsijpt4pi 74 17 retweet retweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 74 18 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 74 19 substantially substantially RB work_fo2sjxybtvhovo3ljrsijpt4pi 74 20 identical identical JJ work_fo2sjxybtvhovo3ljrsijpt4pi 74 21 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 75 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 75 2 results result NNS work_fo2sjxybtvhovo3ljrsijpt4pi 75 3 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 75 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 75 5 average average JJ work_fo2sjxybtvhovo3ljrsijpt4pi 75 6 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 75 7 median median JJ work_fo2sjxybtvhovo3ljrsijpt4pi 75 8 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 75 9 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 75 10 retweets retweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 75 11 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 75 12 favorites favorite NNS work_fo2sjxybtvhovo3ljrsijpt4pi 75 13 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 75 14 also also RB work_fo2sjxybtvhovo3ljrsijpt4pi 75 15 comparable comparable JJ work_fo2sjxybtvhovo3ljrsijpt4pi 75 16 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 75 17 factoring factor VBG work_fo2sjxybtvhovo3ljrsijpt4pi 75 18 out out RP work_fo2sjxybtvhovo3ljrsijpt4pi 75 19 some some DT work_fo2sjxybtvhovo3ljrsijpt4pi 75 20 small small JJ work_fo2sjxybtvhovo3ljrsijpt4pi 75 21 fluctuations fluctuation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 75 22 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 76 1 Two two CD work_fo2sjxybtvhovo3ljrsijpt4pi 76 2 important important JJ work_fo2sjxybtvhovo3ljrsijpt4pi 76 3 considerations consideration NNS work_fo2sjxybtvhovo3ljrsijpt4pi 76 4 emerge emerge VBP work_fo2sjxybtvhovo3ljrsijpt4pi 76 5 from from IN work_fo2sjxybtvhovo3ljrsijpt4pi 76 6 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 76 7 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 76 8 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 76 9 Fig Fig NNP work_fo2sjxybtvhovo3ljrsijpt4pi 76 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 77 1 2 2 LS work_fo2sjxybtvhovo3ljrsijpt4pi 77 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 77 3 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 77 4 i i NN work_fo2sjxybtvhovo3ljrsijpt4pi 77 5 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 77 6 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 77 7 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 77 8 spread spread VBP work_fo2sjxybtvhovo3ljrsijpt4pi 77 9 broader broader RBR work_fo2sjxybtvhovo3ljrsijpt4pi 77 10 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 77 11 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 77 12 ones one NNS work_fo2sjxybtvhovo3ljrsijpt4pi 77 13 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 77 14 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 77 15 collect collect VB work_fo2sjxybtvhovo3ljrsijpt4pi 77 16 more more JJR work_fo2sjxybtvhovo3ljrsijpt4pi 77 17 favorites favorite NNS work_fo2sjxybtvhovo3ljrsijpt4pi 77 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 77 19 but but CC work_fo2sjxybtvhovo3ljrsijpt4pi 77 20 interestingly interestingly RB work_fo2sjxybtvhovo3ljrsijpt4pi 77 21 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 77 22 posts post NNS work_fo2sjxybtvhovo3ljrsijpt4pi 77 23 do do VBP work_fo2sjxybtvhovo3ljrsijpt4pi 77 24 not not RB work_fo2sjxybtvhovo3ljrsijpt4pi 77 25 spread spread VB work_fo2sjxybtvhovo3ljrsijpt4pi 77 26 any any DT work_fo2sjxybtvhovo3ljrsijpt4pi 77 27 more more RBR work_fo2sjxybtvhovo3ljrsijpt4pi 77 28 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 77 29 less less JJR work_fo2sjxybtvhovo3ljrsijpt4pi 77 30 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 77 31 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 77 32 ones one NNS work_fo2sjxybtvhovo3ljrsijpt4pi 77 33 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 77 34 neither neither CC work_fo2sjxybtvhovo3ljrsijpt4pi 77 35 get get VBP work_fo2sjxybtvhovo3ljrsijpt4pi 77 36 more more RBR work_fo2sjxybtvhovo3ljrsijpt4pi 77 37 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 77 38 less less RBR work_fo2sjxybtvhovo3ljrsijpt4pi 77 39 favorited favorited JJ work_fo2sjxybtvhovo3ljrsijpt4pi 77 40 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 78 1 This this DT work_fo2sjxybtvhovo3ljrsijpt4pi 78 2 suggests suggest VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 78 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 78 4 hypothesis hypothesis NN work_fo2sjxybtvhovo3ljrsijpt4pi 78 5 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 78 6 observing observe VBG work_fo2sjxybtvhovo3ljrsijpt4pi 78 7 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 78 8 presence presence NN work_fo2sjxybtvhovo3ljrsijpt4pi 78 9 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 78 10 positivity positivity NN work_fo2sjxybtvhovo3ljrsijpt4pi 78 11 bias bias NN work_fo2sjxybtvhovo3ljrsijpt4pi 78 12 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 78 13 Garcia Garcia NNP work_fo2sjxybtvhovo3ljrsijpt4pi 78 14 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 78 15 Garas Garas NNP work_fo2sjxybtvhovo3ljrsijpt4pi 78 16 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 78 17 Schweitzer Schweitzer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 78 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 78 19 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 78 20 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 78 21 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 78 22 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 78 23 Pollyanna Pollyanna NNP work_fo2sjxybtvhovo3ljrsijpt4pi 78 24 hypothesis hypothesis NN work_fo2sjxybtvhovo3ljrsijpt4pi 78 25 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 78 26 Boucher Boucher NNP work_fo2sjxybtvhovo3ljrsijpt4pi 78 27 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 78 28 Osgood Osgood NNP work_fo2sjxybtvhovo3ljrsijpt4pi 78 29 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 78 30 1969 1969 CD work_fo2sjxybtvhovo3ljrsijpt4pi 78 31 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 78 32 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 78 33 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 78 34 that that DT work_fo2sjxybtvhovo3ljrsijpt4pi 78 35 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 78 36 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 78 37 tendency tendency NN work_fo2sjxybtvhovo3ljrsijpt4pi 78 38 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 78 39 individuals individual NNS work_fo2sjxybtvhovo3ljrsijpt4pi 78 40 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 78 41 favor favor VB work_fo2sjxybtvhovo3ljrsijpt4pi 78 42 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 78 43 rather rather RB work_fo2sjxybtvhovo3ljrsijpt4pi 78 44 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 78 45 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 78 46 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 78 47 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 78 48 items item NNS work_fo2sjxybtvhovo3ljrsijpt4pi 78 49 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 78 50 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 78 51 choose choose VB work_fo2sjxybtvhovo3ljrsijpt4pi 78 52 what what WDT work_fo2sjxybtvhovo3ljrsijpt4pi 78 53 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 78 54 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 78 55 favor favor VB work_fo2sjxybtvhovo3ljrsijpt4pi 78 56 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 78 57 rebroadcast rebroadcast VB work_fo2sjxybtvhovo3ljrsijpt4pi 78 58 further further RB work_fo2sjxybtvhovo3ljrsijpt4pi 78 59 accordingly accordingly RB work_fo2sjxybtvhovo3ljrsijpt4pi 78 60 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 78 61 this this DT work_fo2sjxybtvhovo3ljrsijpt4pi 78 62 bias bias NN work_fo2sjxybtvhovo3ljrsijpt4pi 78 63 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 79 1 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 79 2 ii ii LS work_fo2sjxybtvhovo3ljrsijpt4pi 79 3 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 79 4 Negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 79 5 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 79 6 spread spread VBD work_fo2sjxybtvhovo3ljrsijpt4pi 79 7 much much RB work_fo2sjxybtvhovo3ljrsijpt4pi 79 8 faster fast RBR work_fo2sjxybtvhovo3ljrsijpt4pi 79 9 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 79 10 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 79 11 ones one NNS work_fo2sjxybtvhovo3ljrsijpt4pi 79 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 79 13 albeit albeit IN work_fo2sjxybtvhovo3ljrsijpt4pi 79 14 not not RB work_fo2sjxybtvhovo3ljrsijpt4pi 79 15 significantly significantly RB work_fo2sjxybtvhovo3ljrsijpt4pi 79 16 faster fast JJR work_fo2sjxybtvhovo3ljrsijpt4pi 79 17 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 79 18 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 79 19 ones one NNS work_fo2sjxybtvhovo3ljrsijpt4pi 79 20 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 80 1 This this DT work_fo2sjxybtvhovo3ljrsijpt4pi 80 2 suggests suggest VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 80 3 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 80 4 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 80 5 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 80 6 require require VBP work_fo2sjxybtvhovo3ljrsijpt4pi 80 7 more more JJR work_fo2sjxybtvhovo3ljrsijpt4pi 80 8 time time NN work_fo2sjxybtvhovo3ljrsijpt4pi 80 9 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 80 10 be be VB work_fo2sjxybtvhovo3ljrsijpt4pi 80 11 rebroadcasted rebroadcast VBN work_fo2sjxybtvhovo3ljrsijpt4pi 80 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 80 13 while while IN work_fo2sjxybtvhovo3ljrsijpt4pi 80 14 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 80 15 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 80 16 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 80 17 posts post NNS work_fo2sjxybtvhovo3ljrsijpt4pi 80 18 generally generally RB work_fo2sjxybtvhovo3ljrsijpt4pi 80 19 achieve achieve VBP work_fo2sjxybtvhovo3ljrsijpt4pi 80 20 their -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 80 21 first first JJ work_fo2sjxybtvhovo3ljrsijpt4pi 80 22 retweet retweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 80 23 twice twice RB work_fo2sjxybtvhovo3ljrsijpt4pi 80 24 as as RB work_fo2sjxybtvhovo3ljrsijpt4pi 80 25 fast fast JJ work_fo2sjxybtvhovo3ljrsijpt4pi 80 26 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 81 1 Interestingly interestingly RB work_fo2sjxybtvhovo3ljrsijpt4pi 81 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 81 3 previous previous JJ work_fo2sjxybtvhovo3ljrsijpt4pi 81 4 studies study NNS work_fo2sjxybtvhovo3ljrsijpt4pi 81 5 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 81 6 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 81 7 cascades cascade VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 81 8 showed show VBD work_fo2sjxybtvhovo3ljrsijpt4pi 81 9 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 81 10 all all DT work_fo2sjxybtvhovo3ljrsijpt4pi 81 11 retweets retweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 81 12 after after IN work_fo2sjxybtvhovo3ljrsijpt4pi 81 13 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 81 14 first first JJ work_fo2sjxybtvhovo3ljrsijpt4pi 81 15 take take VBP work_fo2sjxybtvhovo3ljrsijpt4pi 81 16 increasingly increasingly RB work_fo2sjxybtvhovo3ljrsijpt4pi 81 17 less less JJR work_fo2sjxybtvhovo3ljrsijpt4pi 81 18 time time NN work_fo2sjxybtvhovo3ljrsijpt4pi 81 19 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 81 20 which which WDT work_fo2sjxybtvhovo3ljrsijpt4pi 81 21 means mean VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 81 22 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 81 23 popular popular JJ work_fo2sjxybtvhovo3ljrsijpt4pi 81 24 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 81 25 benefit benefit NN work_fo2sjxybtvhovo3ljrsijpt4pi 81 26 from from IN work_fo2sjxybtvhovo3ljrsijpt4pi 81 27 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 81 28 feedback feedback NN work_fo2sjxybtvhovo3ljrsijpt4pi 81 29 loop loop NN work_fo2sjxybtvhovo3ljrsijpt4pi 81 30 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 81 31 speeds speed VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 81 32 up up RP work_fo2sjxybtvhovo3ljrsijpt4pi 81 33 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 81 34 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 81 35 more more RBR work_fo2sjxybtvhovo3ljrsijpt4pi 81 36 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 81 37 more more RBR work_fo2sjxybtvhovo3ljrsijpt4pi 81 38 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 81 39 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 81 40 consequence consequence NN work_fo2sjxybtvhovo3ljrsijpt4pi 81 41 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 81 42 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 81 43 increasing increase VBG work_fo2sjxybtvhovo3ljrsijpt4pi 81 44 popularity popularity NN work_fo2sjxybtvhovo3ljrsijpt4pi 81 45 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 81 46 Kwak Kwak NNP work_fo2sjxybtvhovo3ljrsijpt4pi 81 47 et et FW work_fo2sjxybtvhovo3ljrsijpt4pi 81 48 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 81 49 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 81 50 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 81 51 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 81 52 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 81 53 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 82 1 Conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 82 2 ’ ’ POS work_fo2sjxybtvhovo3ljrsijpt4pi 82 3 dynamics dynamic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 82 4 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 82 5 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 82 6 evolution evolution NN work_fo2sjxybtvhovo3ljrsijpt4pi 82 7 To to TO work_fo2sjxybtvhovo3ljrsijpt4pi 82 8 investigate investigate VB work_fo2sjxybtvhovo3ljrsijpt4pi 82 9 how how WRB work_fo2sjxybtvhovo3ljrsijpt4pi 82 10 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 82 11 correlates correlate VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 82 12 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 82 13 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 82 14 popularity popularity NN work_fo2sjxybtvhovo3ljrsijpt4pi 82 15 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 82 16 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 82 17 now now RB work_fo2sjxybtvhovo3ljrsijpt4pi 82 18 only only RB work_fo2sjxybtvhovo3ljrsijpt4pi 82 19 consider consider VBP work_fo2sjxybtvhovo3ljrsijpt4pi 82 20 active active JJ work_fo2sjxybtvhovo3ljrsijpt4pi 82 21 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 82 22 exclusive exclusive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 82 23 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 82 24 occurred occur VBD work_fo2sjxybtvhovo3ljrsijpt4pi 82 25 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 82 26 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 82 27 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 82 28 September September NNP work_fo2sjxybtvhovo3ljrsijpt4pi 82 29 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 82 30 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 83 1 Each each DT work_fo2sjxybtvhovo3ljrsijpt4pi 83 2 topic topic NN work_fo2sjxybtvhovo3ljrsijpt4pi 83 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 83 4 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 83 5 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 83 6 here here RB work_fo2sjxybtvhovo3ljrsijpt4pi 83 7 identified identify VBN work_fo2sjxybtvhovo3ljrsijpt4pi 83 8 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 83 9 its -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 83 10 most most RBS work_fo2sjxybtvhovo3ljrsijpt4pi 83 11 common common JJ work_fo2sjxybtvhovo3ljrsijpt4pi 83 12 hashtag hashtag NN work_fo2sjxybtvhovo3ljrsijpt4pi 83 13 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 84 1 Active active JJ work_fo2sjxybtvhovo3ljrsijpt4pi 84 2 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 84 3 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 84 4 defined define VBN work_fo2sjxybtvhovo3ljrsijpt4pi 84 5 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 84 6 those those DT work_fo2sjxybtvhovo3ljrsijpt4pi 84 7 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 84 8 more more JJR work_fo2sjxybtvhovo3ljrsijpt4pi 84 9 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 84 10 200 200 CD work_fo2sjxybtvhovo3ljrsijpt4pi 84 11 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 84 12 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 84 13 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 84 14 our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 84 15 dataset dataset NN work_fo2sjxybtvhovo3ljrsijpt4pi 84 16 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 84 17 which which WDT work_fo2sjxybtvhovo3ljrsijpt4pi 84 18 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 84 19 roughly roughly RB work_fo2sjxybtvhovo3ljrsijpt4pi 84 20 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 84 21 10 10 CD work_fo2sjxybtvhovo3ljrsijpt4pi 84 22 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 84 23 sample sample NN work_fo2sjxybtvhovo3ljrsijpt4pi 84 24 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 84 25 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 84 26 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 84 27 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 84 28 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 84 29 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 84 30 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 84 31 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 84 32 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 84 33 PeerJ PeerJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 84 34 Comput Comput NNP work_fo2sjxybtvhovo3ljrsijpt4pi 84 35 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 85 1 Sci Sci NNP work_fo2sjxybtvhovo3ljrsijpt4pi 85 2 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 85 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 85 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 85 5 10.7717 10.7717 CD work_fo2sjxybtvhovo3ljrsijpt4pi 85 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 85 7 peerj peerj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 85 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 85 9 cs.26 cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 85 10 5/15 5/15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 85 11 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NNS work_fo2sjxybtvhovo3ljrsijpt4pi 85 12 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 85 13 Figure figure NN work_fo2sjxybtvhovo3ljrsijpt4pi 85 14 3 3 CD work_fo2sjxybtvhovo3ljrsijpt4pi 85 15 Dynamical dynamical JJ work_fo2sjxybtvhovo3ljrsijpt4pi 85 16 classes class NNS work_fo2sjxybtvhovo3ljrsijpt4pi 85 17 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 85 18 popularity popularity NN work_fo2sjxybtvhovo3ljrsijpt4pi 85 19 capturing capture VBG work_fo2sjxybtvhovo3ljrsijpt4pi 85 20 four four CD work_fo2sjxybtvhovo3ljrsijpt4pi 85 21 different different JJ work_fo2sjxybtvhovo3ljrsijpt4pi 85 22 types type NNS work_fo2sjxybtvhovo3ljrsijpt4pi 85 23 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 85 24 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 85 25 conversa- conversa- NN work_fo2sjxybtvhovo3ljrsijpt4pi 85 26 tions tion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 85 27 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 86 1 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 86 2 A a NN work_fo2sjxybtvhovo3ljrsijpt4pi 86 3 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 86 4 shows show VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 86 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 86 6 Gaussian Gaussian NNP work_fo2sjxybtvhovo3ljrsijpt4pi 86 7 Mixture Mixture NNP work_fo2sjxybtvhovo3ljrsijpt4pi 86 8 Model Model NNP work_fo2sjxybtvhovo3ljrsijpt4pi 86 9 employed employ VBN work_fo2sjxybtvhovo3ljrsijpt4pi 86 10 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 86 11 discover discover VB work_fo2sjxybtvhovo3ljrsijpt4pi 86 12 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 86 13 four four CD work_fo2sjxybtvhovo3ljrsijpt4pi 86 14 classes class NNS work_fo2sjxybtvhovo3ljrsijpt4pi 86 15 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 87 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 87 2 y y NNP work_fo2sjxybtvhovo3ljrsijpt4pi 87 3 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 87 4 x x SYM work_fo2sjxybtvhovo3ljrsijpt4pi 87 5 axes axis NNS work_fo2sjxybtvhovo3ljrsijpt4pi 87 6 represent represent VBP work_fo2sjxybtvhovo3ljrsijpt4pi 87 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 87 8 respectively respectively RB work_fo2sjxybtvhovo3ljrsijpt4pi 87 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 87 10 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 87 11 proportion proportion NN work_fo2sjxybtvhovo3ljrsijpt4pi 87 12 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 87 13 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 87 14 occurring occur VBG work_fo2sjxybtvhovo3ljrsijpt4pi 87 15 before before RB work_fo2sjxybtvhovo3ljrsijpt4pi 87 16 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 87 17 after after IN work_fo2sjxybtvhovo3ljrsijpt4pi 87 18 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 87 19 peak peak NN work_fo2sjxybtvhovo3ljrsijpt4pi 87 20 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 87 21 popularity popularity NN work_fo2sjxybtvhovo3ljrsijpt4pi 87 22 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 87 23 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 87 24 given give VBN work_fo2sjxybtvhovo3ljrsijpt4pi 87 25 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 87 26 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 88 1 Different different JJ work_fo2sjxybtvhovo3ljrsijpt4pi 88 2 colors color NNS work_fo2sjxybtvhovo3ljrsijpt4pi 88 3 represent represent VBP work_fo2sjxybtvhovo3ljrsijpt4pi 88 4 different different JJ work_fo2sjxybtvhovo3ljrsijpt4pi 88 5 classes class NNS work_fo2sjxybtvhovo3ljrsijpt4pi 88 6 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 88 7 anticipatory anticipatory JJ work_fo2sjxybtvhovo3ljrsijpt4pi 88 8 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 88 9 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 88 10 blue blue JJ work_fo2sjxybtvhovo3ljrsijpt4pi 88 11 dots dot NNS work_fo2sjxybtvhovo3ljrsijpt4pi 88 12 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 88 13 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 88 14 unexpected unexpected JJ work_fo2sjxybtvhovo3ljrsijpt4pi 88 15 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 88 16 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 88 17 green green JJ work_fo2sjxybtvhovo3ljrsijpt4pi 88 18 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 88 19 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 88 20 symmetric symmetric JJ work_fo2sjxybtvhovo3ljrsijpt4pi 88 21 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 88 22 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 88 23 red red NNP work_fo2sjxybtvhovo3ljrsijpt4pi 88 24 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 88 25 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 88 26 transient transient JJ work_fo2sjxybtvhovo3ljrsijpt4pi 88 27 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 88 28 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 88 29 black black JJ work_fo2sjxybtvhovo3ljrsijpt4pi 88 30 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 88 31 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 89 1 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 89 2 B b NN work_fo2sjxybtvhovo3ljrsijpt4pi 89 3 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 89 4 shows show VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 89 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 89 6 BIC BIC NNP work_fo2sjxybtvhovo3ljrsijpt4pi 89 7 scores score NNS work_fo2sjxybtvhovo3ljrsijpt4pi 89 8 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 89 9 different different JJ work_fo2sjxybtvhovo3ljrsijpt4pi 89 10 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 89 11 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 89 12 mixture mixture NN work_fo2sjxybtvhovo3ljrsijpt4pi 89 13 components component NNS work_fo2sjxybtvhovo3ljrsijpt4pi 89 14 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 89 15 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 89 16 GMM GMM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 89 17 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 89 18 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 89 19 lower low JJR work_fo2sjxybtvhovo3ljrsijpt4pi 89 20 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 89 21 BIC BIC NNP work_fo2sjxybtvhovo3ljrsijpt4pi 89 22 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 89 23 better well JJR work_fo2sjxybtvhovo3ljrsijpt4pi 89 24 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 89 25 GMM GMM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 89 26 captures capture VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 89 27 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 89 28 data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 89 29 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 89 30 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 90 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 90 2 star star NN work_fo2sjxybtvhovo3ljrsijpt4pi 90 3 identifies identify VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 90 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 90 5 optimal optimal JJ work_fo2sjxybtvhovo3ljrsijpt4pi 90 6 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 90 7 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 90 8 mixtures mixture NNS work_fo2sjxybtvhovo3ljrsijpt4pi 90 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 90 10 four four CD work_fo2sjxybtvhovo3ljrsijpt4pi 90 11 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 90 12 best best RB work_fo2sjxybtvhovo3ljrsijpt4pi 90 13 captured capture VBN work_fo2sjxybtvhovo3ljrsijpt4pi 90 14 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 90 15 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 90 16 full full JJ work_fo2sjxybtvhovo3ljrsijpt4pi 90 17 model model NN work_fo2sjxybtvhovo3ljrsijpt4pi 90 18 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 91 1 public public JJ work_fo2sjxybtvhovo3ljrsijpt4pi 91 2 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 91 3 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 91 4 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 91 5 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 91 6 exclusive exclusive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 91 7 ones one NNS work_fo2sjxybtvhovo3ljrsijpt4pi 91 8 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 91 9 defined define VBN work_fo2sjxybtvhovo3ljrsijpt4pi 91 10 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 91 11 those those DT work_fo2sjxybtvhovo3ljrsijpt4pi 91 12 whose whose WP$ work_fo2sjxybtvhovo3ljrsijpt4pi 91 13 hashtag hashtag NN work_fo2sjxybtvhovo3ljrsijpt4pi 91 14 never never RB work_fo2sjxybtvhovo3ljrsijpt4pi 91 15 appeared appear VBD work_fo2sjxybtvhovo3ljrsijpt4pi 91 16 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 91 17 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 91 18 previous previous JJ work_fo2sjxybtvhovo3ljrsijpt4pi 91 19 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 91 20 August August NNP work_fo2sjxybtvhovo3ljrsijpt4pi 91 21 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 91 22 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 91 23 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 91 24 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 91 25 next next JJ work_fo2sjxybtvhovo3ljrsijpt4pi 91 26 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 91 27 October October NNP work_fo2sjxybtvhovo3ljrsijpt4pi 91 28 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 91 29 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 91 30 month month NN work_fo2sjxybtvhovo3ljrsijpt4pi 91 31 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 92 1 Inspired inspire VBN work_fo2sjxybtvhovo3ljrsijpt4pi 92 2 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 92 3 previous previous JJ work_fo2sjxybtvhovo3ljrsijpt4pi 92 4 studies study NNS work_fo2sjxybtvhovo3ljrsijpt4pi 92 5 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 92 6 aimed aim VBD work_fo2sjxybtvhovo3ljrsijpt4pi 92 7 at at IN work_fo2sjxybtvhovo3ljrsijpt4pi 92 8 finding find VBG work_fo2sjxybtvhovo3ljrsijpt4pi 92 9 how how WRB work_fo2sjxybtvhovo3ljrsijpt4pi 92 10 many many JJ work_fo2sjxybtvhovo3ljrsijpt4pi 92 11 types type NNS work_fo2sjxybtvhovo3ljrsijpt4pi 92 12 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 92 13 different different JJ work_fo2sjxybtvhovo3ljrsijpt4pi 92 14 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 92 15 occur occur VBP work_fo2sjxybtvhovo3ljrsijpt4pi 92 16 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 92 17 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 92 18 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 92 19 Kwak Kwak NNP work_fo2sjxybtvhovo3ljrsijpt4pi 92 20 et et FW work_fo2sjxybtvhovo3ljrsijpt4pi 92 21 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 92 22 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 92 23 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 92 24 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 92 25 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 92 26 Lehmann Lehmann NNP work_fo2sjxybtvhovo3ljrsijpt4pi 92 27 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 92 28 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 92 29 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 92 30 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 92 31 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 92 32 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 92 33 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 92 34 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 92 35 characterize characterize VBP work_fo2sjxybtvhovo3ljrsijpt4pi 92 36 our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 92 37 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 92 38 according accord VBG work_fo2sjxybtvhovo3ljrsijpt4pi 92 39 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 92 40 three three CD work_fo2sjxybtvhovo3ljrsijpt4pi 92 41 features feature NNS work_fo2sjxybtvhovo3ljrsijpt4pi 92 42 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 92 43 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 92 44 proportion proportion NN work_fo2sjxybtvhovo3ljrsijpt4pi 92 45 pb pb JJ work_fo2sjxybtvhovo3ljrsijpt4pi 92 46 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 92 47 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 92 48 produced produce VBN work_fo2sjxybtvhovo3ljrsijpt4pi 92 49 within within IN work_fo2sjxybtvhovo3ljrsijpt4pi 92 50 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 92 51 conversation conversation NN work_fo2sjxybtvhovo3ljrsijpt4pi 92 52 before before IN work_fo2sjxybtvhovo3ljrsijpt4pi 92 53 its -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 92 54 peak peak NN work_fo2sjxybtvhovo3ljrsijpt4pi 92 55 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 92 56 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 92 57 proportion proportion NN work_fo2sjxybtvhovo3ljrsijpt4pi 92 58 pd pd NN work_fo2sjxybtvhovo3ljrsijpt4pi 92 59 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 92 60 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 92 61 produced produce VBN work_fo2sjxybtvhovo3ljrsijpt4pi 92 62 during during IN work_fo2sjxybtvhovo3ljrsijpt4pi 92 63 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 92 64 peak peak NN work_fo2sjxybtvhovo3ljrsijpt4pi 92 65 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 92 66 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 92 67 finally finally RB work_fo2sjxybtvhovo3ljrsijpt4pi 92 68 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 92 69 proportion proportion NN work_fo2sjxybtvhovo3ljrsijpt4pi 92 70 pa pa NNP work_fo2sjxybtvhovo3ljrsijpt4pi 92 71 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 92 72 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 92 73 produced produce VBN work_fo2sjxybtvhovo3ljrsijpt4pi 92 74 after after IN work_fo2sjxybtvhovo3ljrsijpt4pi 92 75 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 92 76 peak peak NN work_fo2sjxybtvhovo3ljrsijpt4pi 92 77 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 93 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 93 2 peak peak NN work_fo2sjxybtvhovo3ljrsijpt4pi 93 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 93 4 popularity popularity NN work_fo2sjxybtvhovo3ljrsijpt4pi 93 5 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 93 6 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 93 7 conversation conversation NN work_fo2sjxybtvhovo3ljrsijpt4pi 93 8 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 93 9 simply simply RB work_fo2sjxybtvhovo3ljrsijpt4pi 93 10 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 93 11 day day NN work_fo2sjxybtvhovo3ljrsijpt4pi 93 12 which which WDT work_fo2sjxybtvhovo3ljrsijpt4pi 93 13 exhibits exhibit VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 93 14 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 93 15 maximum maximum JJ work_fo2sjxybtvhovo3ljrsijpt4pi 93 16 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 93 17 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 93 18 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 93 19 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 93 20 that that DT work_fo2sjxybtvhovo3ljrsijpt4pi 93 21 given give VBN work_fo2sjxybtvhovo3ljrsijpt4pi 93 22 hashtag hashtag NN work_fo2sjxybtvhovo3ljrsijpt4pi 93 23 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 94 1 We -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 94 2 use use VBP work_fo2sjxybtvhovo3ljrsijpt4pi 94 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 94 4 Expectation Expectation NNP work_fo2sjxybtvhovo3ljrsijpt4pi 94 5 Maximization Maximization NNP work_fo2sjxybtvhovo3ljrsijpt4pi 94 6 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 94 7 EM EM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 94 8 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 94 9 algorithm algorithm NN work_fo2sjxybtvhovo3ljrsijpt4pi 94 10 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 94 11 learn learn VB work_fo2sjxybtvhovo3ljrsijpt4pi 94 12 an an DT work_fo2sjxybtvhovo3ljrsijpt4pi 94 13 optimal optimal JJ work_fo2sjxybtvhovo3ljrsijpt4pi 94 14 Gaussian Gaussian NNP work_fo2sjxybtvhovo3ljrsijpt4pi 94 15 Mixture Mixture NNP work_fo2sjxybtvhovo3ljrsijpt4pi 94 16 Model Model NNP work_fo2sjxybtvhovo3ljrsijpt4pi 94 17 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 94 18 GMM GMM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 94 19 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 94 20 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 94 21 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 94 22 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 94 23 pb pb NNP work_fo2sjxybtvhovo3ljrsijpt4pi 94 24 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 94 25 pa pa NNP work_fo2sjxybtvhovo3ljrsijpt4pi 94 26 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 94 27 space space NN work_fo2sjxybtvhovo3ljrsijpt4pi 94 28 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 95 1 To to TO work_fo2sjxybtvhovo3ljrsijpt4pi 95 2 determine determine VB work_fo2sjxybtvhovo3ljrsijpt4pi 95 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 95 4 appropriate appropriate JJ work_fo2sjxybtvhovo3ljrsijpt4pi 95 5 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 95 6 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 95 7 components component NNS work_fo2sjxybtvhovo3ljrsijpt4pi 95 8 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 95 9 i.e. i.e. FW work_fo2sjxybtvhovo3ljrsijpt4pi 95 10 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 95 11 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 95 12 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 95 13 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 95 14 types type NNS work_fo2sjxybtvhovo3ljrsijpt4pi 95 15 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 95 16 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 95 17 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 95 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 95 19 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 95 20 adopt adopt VBP work_fo2sjxybtvhovo3ljrsijpt4pi 95 21 three three CD work_fo2sjxybtvhovo3ljrsijpt4pi 95 22 GMM GMM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 95 23 models model NNS work_fo2sjxybtvhovo3ljrsijpt4pi 95 24 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 95 25 spherical spherical JJ work_fo2sjxybtvhovo3ljrsijpt4pi 95 26 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 95 27 diagonal diagonal JJ work_fo2sjxybtvhovo3ljrsijpt4pi 95 28 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 95 29 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 95 30 full full JJ work_fo2sjxybtvhovo3ljrsijpt4pi 95 31 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 95 32 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 95 33 perform perform VB work_fo2sjxybtvhovo3ljrsijpt4pi 95 34 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 95 35 5-fold 5-fold CD work_fo2sjxybtvhovo3ljrsijpt4pi 95 36 cross cross NN work_fo2sjxybtvhovo3ljrsijpt4pi 95 37 - - NN work_fo2sjxybtvhovo3ljrsijpt4pi 95 38 validation validation NN work_fo2sjxybtvhovo3ljrsijpt4pi 95 39 using use VBG work_fo2sjxybtvhovo3ljrsijpt4pi 95 40 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 95 41 Bayesian Bayesian NNP work_fo2sjxybtvhovo3ljrsijpt4pi 95 42 Information Information NNP work_fo2sjxybtvhovo3ljrsijpt4pi 95 43 Criterion Criterion NNP work_fo2sjxybtvhovo3ljrsijpt4pi 95 44 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 95 45 BIC BIC NNP work_fo2sjxybtvhovo3ljrsijpt4pi 95 46 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 95 47 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 95 48 quality quality NN work_fo2sjxybtvhovo3ljrsijpt4pi 95 49 measure measure NN work_fo2sjxybtvhovo3ljrsijpt4pi 95 50 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 96 1 We -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 96 2 vary vary VBP work_fo2sjxybtvhovo3ljrsijpt4pi 96 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 96 4 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 96 5 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 96 6 components component NNS work_fo2sjxybtvhovo3ljrsijpt4pi 96 7 from from IN work_fo2sjxybtvhovo3ljrsijpt4pi 96 8 1 1 CD work_fo2sjxybtvhovo3ljrsijpt4pi 96 9 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 96 10 6 6 CD work_fo2sjxybtvhovo3ljrsijpt4pi 96 11 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 97 1 Figure figure NN work_fo2sjxybtvhovo3ljrsijpt4pi 97 2 3B 3b NN work_fo2sjxybtvhovo3ljrsijpt4pi 97 3 shows show VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 97 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 97 5 BIC BIC NNP work_fo2sjxybtvhovo3ljrsijpt4pi 97 6 scores score NNS work_fo2sjxybtvhovo3ljrsijpt4pi 97 7 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 97 8 different different JJ work_fo2sjxybtvhovo3ljrsijpt4pi 97 9 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 97 10 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 97 11 mixtures mixture NNS work_fo2sjxybtvhovo3ljrsijpt4pi 97 12 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 97 13 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 97 14 lower low JJR work_fo2sjxybtvhovo3ljrsijpt4pi 97 15 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 97 16 BIC BIC NNP work_fo2sjxybtvhovo3ljrsijpt4pi 97 17 score score NN work_fo2sjxybtvhovo3ljrsijpt4pi 97 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 97 19 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 97 20 better well JJR work_fo2sjxybtvhovo3ljrsijpt4pi 97 21 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 98 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 98 2 outcome outcome NN work_fo2sjxybtvhovo3ljrsijpt4pi 98 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 98 4 this this DT work_fo2sjxybtvhovo3ljrsijpt4pi 98 5 process process NN work_fo2sjxybtvhovo3ljrsijpt4pi 98 6 determines determine VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 98 7 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 98 8 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 98 9 optimal optimal JJ work_fo2sjxybtvhovo3ljrsijpt4pi 98 10 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 98 11 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 98 12 components component NNS work_fo2sjxybtvhovo3ljrsijpt4pi 98 13 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 98 14 four four CD work_fo2sjxybtvhovo3ljrsijpt4pi 98 15 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 98 16 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 98 17 agreement agreement NN work_fo2sjxybtvhovo3ljrsijpt4pi 98 18 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 98 19 previous previous JJ work_fo2sjxybtvhovo3ljrsijpt4pi 98 20 studies study NNS work_fo2sjxybtvhovo3ljrsijpt4pi 98 21 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 98 22 Lehmann Lehmann NNP work_fo2sjxybtvhovo3ljrsijpt4pi 98 23 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 98 24 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 98 25 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 98 26 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 98 27 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 98 28 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 98 29 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 98 30 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 98 31 captured capture VBD work_fo2sjxybtvhovo3ljrsijpt4pi 98 32 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 98 33 best good JJS work_fo2sjxybtvhovo3ljrsijpt4pi 98 34 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 98 35 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 98 36 full full JJ work_fo2sjxybtvhovo3ljrsijpt4pi 98 37 GMM GMM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 98 38 model model NN work_fo2sjxybtvhovo3ljrsijpt4pi 98 39 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 99 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 99 2 Fig Fig NNP work_fo2sjxybtvhovo3ljrsijpt4pi 99 3 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 100 1 3A 3A NNP work_fo2sjxybtvhovo3ljrsijpt4pi 100 2 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 100 3 show show VBP work_fo2sjxybtvhovo3ljrsijpt4pi 100 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 100 5 optimal optimal JJ work_fo2sjxybtvhovo3ljrsijpt4pi 100 6 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 100 7 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 100 8 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 100 9 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 100 10 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 100 11 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 100 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 100 13 PeerJ PeerJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 100 14 Comput Comput NNP work_fo2sjxybtvhovo3ljrsijpt4pi 100 15 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 101 1 Sci Sci NNP work_fo2sjxybtvhovo3ljrsijpt4pi 101 2 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 101 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 101 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 101 5 10.7717 10.7717 CD work_fo2sjxybtvhovo3ljrsijpt4pi 101 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 101 7 peerj peerj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 101 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 101 9 cs.26 cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 101 10 6/15 6/15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 101 11 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NNS work_fo2sjxybtvhovo3ljrsijpt4pi 101 12 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 101 13 Figure Figure NNP work_fo2sjxybtvhovo3ljrsijpt4pi 101 14 4 4 CD work_fo2sjxybtvhovo3ljrsijpt4pi 101 15 Example example NN work_fo2sjxybtvhovo3ljrsijpt4pi 101 16 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 101 17 four four CD work_fo2sjxybtvhovo3ljrsijpt4pi 101 18 types type NNS work_fo2sjxybtvhovo3ljrsijpt4pi 101 19 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 101 20 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 101 21 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 101 22 reflecting reflect VBG work_fo2sjxybtvhovo3ljrsijpt4pi 101 23 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 101 24 respective respective JJ work_fo2sjxybtvhovo3ljrsijpt4pi 101 25 dynamical dynamical JJ work_fo2sjxybtvhovo3ljrsijpt4pi 101 26 classes class NNS work_fo2sjxybtvhovo3ljrsijpt4pi 101 27 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 101 28 our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 101 29 dataset dataset NN work_fo2sjxybtvhovo3ljrsijpt4pi 101 30 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 102 1 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 102 2 A a NN work_fo2sjxybtvhovo3ljrsijpt4pi 102 3 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 102 4 shows show VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 102 5 one one CD work_fo2sjxybtvhovo3ljrsijpt4pi 102 6 example example NN work_fo2sjxybtvhovo3ljrsijpt4pi 102 7 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 102 8 anticipatory anticipatory JJ work_fo2sjxybtvhovo3ljrsijpt4pi 102 9 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 102 10 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 102 11 # # $ work_fo2sjxybtvhovo3ljrsijpt4pi 102 12 TENNvsOU TENNvsOU NNP work_fo2sjxybtvhovo3ljrsijpt4pi 102 13 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 102 14 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 102 15 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 102 16 B b NN work_fo2sjxybtvhovo3ljrsijpt4pi 102 17 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 102 18 an an DT work_fo2sjxybtvhovo3ljrsijpt4pi 102 19 unexpected unexpected JJ work_fo2sjxybtvhovo3ljrsijpt4pi 102 20 event event NN work_fo2sjxybtvhovo3ljrsijpt4pi 102 21 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 102 22 # # $ work_fo2sjxybtvhovo3ljrsijpt4pi 102 23 MileyPor40Principales mileypor40principale NNS work_fo2sjxybtvhovo3ljrsijpt4pi 102 24 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 102 25 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 102 26 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 102 27 C c NN work_fo2sjxybtvhovo3ljrsijpt4pi 102 28 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 102 29 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 102 30 symmetric symmetric JJ work_fo2sjxybtvhovo3ljrsijpt4pi 102 31 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 102 32 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 102 33 # # $ work_fo2sjxybtvhovo3ljrsijpt4pi 102 34 PrayForRise prayforrise CD work_fo2sjxybtvhovo3ljrsijpt4pi 102 35 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 102 36 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 102 37 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 102 38 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 102 39 D d NN work_fo2sjxybtvhovo3ljrsijpt4pi 102 40 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 102 41 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 102 42 transient transient JJ work_fo2sjxybtvhovo3ljrsijpt4pi 102 43 event event NN work_fo2sjxybtvhovo3ljrsijpt4pi 102 44 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 102 45 # # $ work_fo2sjxybtvhovo3ljrsijpt4pi 102 46 KDWBmeetEd KDWBmeetEd NNP work_fo2sjxybtvhovo3ljrsijpt4pi 102 47 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 102 48 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 103 1 GMM GMM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 103 2 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 103 3 identifies identify VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 103 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 103 5 four four CD work_fo2sjxybtvhovo3ljrsijpt4pi 103 6 classes class NNS work_fo2sjxybtvhovo3ljrsijpt4pi 103 7 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 103 8 conversation conversation NN work_fo2sjxybtvhovo3ljrsijpt4pi 103 9 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 103 10 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 103 11 two two CD work_fo2sjxybtvhovo3ljrsijpt4pi 103 12 dimensions dimension NNS work_fo2sjxybtvhovo3ljrsijpt4pi 103 13 represent represent VBP work_fo2sjxybtvhovo3ljrsijpt4pi 103 14 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 103 15 proportion proportion NN work_fo2sjxybtvhovo3ljrsijpt4pi 103 16 pb pb JJ work_fo2sjxybtvhovo3ljrsijpt4pi 103 17 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 103 18 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 103 19 occurring occur VBG work_fo2sjxybtvhovo3ljrsijpt4pi 103 20 before before IN work_fo2sjxybtvhovo3ljrsijpt4pi 103 21 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 103 22 y y NNP work_fo2sjxybtvhovo3ljrsijpt4pi 103 23 axis axis NNP work_fo2sjxybtvhovo3ljrsijpt4pi 103 24 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 103 25 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 103 26 pa pa NNP work_fo2sjxybtvhovo3ljrsijpt4pi 103 27 after after IN work_fo2sjxybtvhovo3ljrsijpt4pi 103 28 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 103 29 x x SYM work_fo2sjxybtvhovo3ljrsijpt4pi 103 30 axis axis NNP work_fo2sjxybtvhovo3ljrsijpt4pi 103 31 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 103 32 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 103 33 peak peak NN work_fo2sjxybtvhovo3ljrsijpt4pi 103 34 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 103 35 popularity popularity NN work_fo2sjxybtvhovo3ljrsijpt4pi 103 36 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 103 37 each each DT work_fo2sjxybtvhovo3ljrsijpt4pi 103 38 conversation conversation NN work_fo2sjxybtvhovo3ljrsijpt4pi 103 39 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 104 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 104 2 four four CD work_fo2sjxybtvhovo3ljrsijpt4pi 104 3 classes class NNS work_fo2sjxybtvhovo3ljrsijpt4pi 104 4 correspond correspond VBP work_fo2sjxybtvhovo3ljrsijpt4pi 104 5 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 104 6 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 104 7 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 104 8 i i NN work_fo2sjxybtvhovo3ljrsijpt4pi 104 9 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 104 10 anticipatory anticipatory JJ work_fo2sjxybtvhovo3ljrsijpt4pi 104 11 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 104 12 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 104 13 blue blue JJ work_fo2sjxybtvhovo3ljrsijpt4pi 104 14 dots dot NNS work_fo2sjxybtvhovo3ljrsijpt4pi 104 15 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 104 16 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 104 17 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 104 18 ii ii NN work_fo2sjxybtvhovo3ljrsijpt4pi 104 19 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 104 20 unexpected unexpected JJ work_fo2sjxybtvhovo3ljrsijpt4pi 104 21 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 104 22 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 104 23 green green JJ work_fo2sjxybtvhovo3ljrsijpt4pi 104 24 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 104 25 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 104 26 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 104 27 iii iii NN work_fo2sjxybtvhovo3ljrsijpt4pi 104 28 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 104 29 symmetric symmetric JJ work_fo2sjxybtvhovo3ljrsijpt4pi 104 30 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 104 31 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 104 32 red red NNP work_fo2sjxybtvhovo3ljrsijpt4pi 104 33 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 104 34 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 104 35 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 104 36 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 104 37 iv iv LS work_fo2sjxybtvhovo3ljrsijpt4pi 104 38 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 104 39 transient transient JJ work_fo2sjxybtvhovo3ljrsijpt4pi 104 40 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 104 41 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 104 42 black black JJ work_fo2sjxybtvhovo3ljrsijpt4pi 104 43 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 104 44 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 105 1 Antici- antici- CD work_fo2sjxybtvhovo3ljrsijpt4pi 105 2 patory patory NN work_fo2sjxybtvhovo3ljrsijpt4pi 105 3 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 105 4 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 105 5 blue blue JJ work_fo2sjxybtvhovo3ljrsijpt4pi 105 6 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 105 7 exhibit exhibit NN work_fo2sjxybtvhovo3ljrsijpt4pi 105 8 most most JJS work_fo2sjxybtvhovo3ljrsijpt4pi 105 9 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 105 10 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 105 11 activity activity NN work_fo2sjxybtvhovo3ljrsijpt4pi 105 12 before before IN work_fo2sjxybtvhovo3ljrsijpt4pi 105 13 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 105 14 during during IN work_fo2sjxybtvhovo3ljrsijpt4pi 105 15 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 105 16 peak peak NN work_fo2sjxybtvhovo3ljrsijpt4pi 105 17 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 106 1 These these DT work_fo2sjxybtvhovo3ljrsijpt4pi 106 2 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 106 3 build build VBP work_fo2sjxybtvhovo3ljrsijpt4pi 106 4 up up RP work_fo2sjxybtvhovo3ljrsijpt4pi 106 5 over over IN work_fo2sjxybtvhovo3ljrsijpt4pi 106 6 time time NN work_fo2sjxybtvhovo3ljrsijpt4pi 106 7 registering register VBG work_fo2sjxybtvhovo3ljrsijpt4pi 106 8 an an DT work_fo2sjxybtvhovo3ljrsijpt4pi 106 9 anticipatory anticipatory JJ work_fo2sjxybtvhovo3ljrsijpt4pi 106 10 behavior behavior NN work_fo2sjxybtvhovo3ljrsijpt4pi 106 11 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 106 12 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 106 13 audience audience NN work_fo2sjxybtvhovo3ljrsijpt4pi 106 14 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 106 15 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 106 16 quickly quickly RB work_fo2sjxybtvhovo3ljrsijpt4pi 106 17 fade fade VB work_fo2sjxybtvhovo3ljrsijpt4pi 106 18 out out RP work_fo2sjxybtvhovo3ljrsijpt4pi 106 19 after after IN work_fo2sjxybtvhovo3ljrsijpt4pi 106 20 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 106 21 peak peak NN work_fo2sjxybtvhovo3ljrsijpt4pi 106 22 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 107 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 107 2 complementary complementary JJ work_fo2sjxybtvhovo3ljrsijpt4pi 107 3 behavior behavior NN work_fo2sjxybtvhovo3ljrsijpt4pi 107 4 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 107 5 exhibited exhibit VBN work_fo2sjxybtvhovo3ljrsijpt4pi 107 6 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 107 7 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 107 8 around around IN work_fo2sjxybtvhovo3ljrsijpt4pi 107 9 unexpected unexpected JJ work_fo2sjxybtvhovo3ljrsijpt4pi 107 10 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 107 11 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 107 12 green green JJ work_fo2sjxybtvhovo3ljrsijpt4pi 107 13 dots dot NNS work_fo2sjxybtvhovo3ljrsijpt4pi 107 14 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 107 15 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 107 16 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 107 17 peak peak NN work_fo2sjxybtvhovo3ljrsijpt4pi 107 18 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 107 19 reached reach VBN work_fo2sjxybtvhovo3ljrsijpt4pi 107 20 suddenly suddenly RB work_fo2sjxybtvhovo3ljrsijpt4pi 107 21 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 107 22 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 107 23 reaction reaction NN work_fo2sjxybtvhovo3ljrsijpt4pi 107 24 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 107 25 some some DT work_fo2sjxybtvhovo3ljrsijpt4pi 107 26 exogenous exogenous JJ work_fo2sjxybtvhovo3ljrsijpt4pi 107 27 event event NN work_fo2sjxybtvhovo3ljrsijpt4pi 107 28 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 107 29 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 107 30 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 107 31 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 107 32 quickly quickly RB work_fo2sjxybtvhovo3ljrsijpt4pi 107 33 decays decay VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 107 34 afterwards afterwards RB work_fo2sjxybtvhovo3ljrsijpt4pi 107 35 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 108 1 Symmetric symmetric JJ work_fo2sjxybtvhovo3ljrsijpt4pi 108 2 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 108 3 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 108 4 red red JJ work_fo2sjxybtvhovo3ljrsijpt4pi 108 5 dots dot NNS work_fo2sjxybtvhovo3ljrsijpt4pi 108 6 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 108 7 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 108 8 characterized characterize VBN work_fo2sjxybtvhovo3ljrsijpt4pi 108 9 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 108 10 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 108 11 balanced balanced JJ work_fo2sjxybtvhovo3ljrsijpt4pi 108 12 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 108 13 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 108 14 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 108 15 produced produce VBN work_fo2sjxybtvhovo3ljrsijpt4pi 108 16 before before RB work_fo2sjxybtvhovo3ljrsijpt4pi 108 17 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 108 18 during during IN work_fo2sjxybtvhovo3ljrsijpt4pi 108 19 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 108 20 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 108 21 after after IN work_fo2sjxybtvhovo3ljrsijpt4pi 108 22 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 108 23 peak peak NN work_fo2sjxybtvhovo3ljrsijpt4pi 108 24 time time NN work_fo2sjxybtvhovo3ljrsijpt4pi 108 25 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 109 1 Finally finally RB work_fo2sjxybtvhovo3ljrsijpt4pi 109 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 109 3 transient transient JJ work_fo2sjxybtvhovo3ljrsijpt4pi 109 4 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 109 5 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 109 6 black black JJ work_fo2sjxybtvhovo3ljrsijpt4pi 109 7 dots dot NNS work_fo2sjxybtvhovo3ljrsijpt4pi 109 8 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 109 9 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 109 10 typically typically RB work_fo2sjxybtvhovo3ljrsijpt4pi 109 11 bursty bursty JJ work_fo2sjxybtvhovo3ljrsijpt4pi 109 12 but but CC work_fo2sjxybtvhovo3ljrsijpt4pi 109 13 short short JJ work_fo2sjxybtvhovo3ljrsijpt4pi 109 14 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 109 15 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 109 16 gather gather VBP work_fo2sjxybtvhovo3ljrsijpt4pi 109 17 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 109 18 lot lot NN work_fo2sjxybtvhovo3ljrsijpt4pi 109 19 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 109 20 attention attention NN work_fo2sjxybtvhovo3ljrsijpt4pi 109 21 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 109 22 yet yet CC work_fo2sjxybtvhovo3ljrsijpt4pi 109 23 immediately immediately RB work_fo2sjxybtvhovo3ljrsijpt4pi 109 24 phase phase VB work_fo2sjxybtvhovo3ljrsijpt4pi 109 25 away away RB work_fo2sjxybtvhovo3ljrsijpt4pi 109 26 afterwards afterwards RB work_fo2sjxybtvhovo3ljrsijpt4pi 109 27 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 110 1 According accord VBG work_fo2sjxybtvhovo3ljrsijpt4pi 110 2 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 110 3 this this DT work_fo2sjxybtvhovo3ljrsijpt4pi 110 4 classification classification NN work_fo2sjxybtvhovo3ljrsijpt4pi 110 5 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 110 6 out out IN work_fo2sjxybtvhovo3ljrsijpt4pi 110 7 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 110 8 1,522 1,522 CD work_fo2sjxybtvhovo3ljrsijpt4pi 110 9 active active JJ work_fo2sjxybtvhovo3ljrsijpt4pi 110 10 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 110 11 exclusive exclusive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 110 12 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 110 13 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 110 14 hashtags hashtag NNS work_fo2sjxybtvhovo3ljrsijpt4pi 110 15 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 110 16 observed observe VBN work_fo2sjxybtvhovo3ljrsijpt4pi 110 17 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 110 18 September September NNP work_fo2sjxybtvhovo3ljrsijpt4pi 110 19 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 110 20 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 110 21 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 110 22 obtained obtain VBD work_fo2sjxybtvhovo3ljrsijpt4pi 110 23 64 64 CD work_fo2sjxybtvhovo3ljrsijpt4pi 110 24 hashtags hashtag NNS work_fo2sjxybtvhovo3ljrsijpt4pi 110 25 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 110 26 class class NN work_fo2sjxybtvhovo3ljrsijpt4pi 110 27 A a NN work_fo2sjxybtvhovo3ljrsijpt4pi 110 28 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 110 29 anticipatory anticipatory NN work_fo2sjxybtvhovo3ljrsijpt4pi 110 30 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 110 31 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 110 32 156 156 CD work_fo2sjxybtvhovo3ljrsijpt4pi 110 33 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 110 34 class class NN work_fo2sjxybtvhovo3ljrsijpt4pi 110 35 B b NN work_fo2sjxybtvhovo3ljrsijpt4pi 110 36 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 110 37 unexpected unexpected JJ work_fo2sjxybtvhovo3ljrsijpt4pi 110 38 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 110 39 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 110 40 56 56 CD work_fo2sjxybtvhovo3ljrsijpt4pi 110 41 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 110 42 class class NN work_fo2sjxybtvhovo3ljrsijpt4pi 110 43 C c NN work_fo2sjxybtvhovo3ljrsijpt4pi 110 44 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 110 45 symmetric symmetric NNP work_fo2sjxybtvhovo3ljrsijpt4pi 110 46 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 110 47 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 110 48 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 110 49 1,246 1,246 CD work_fo2sjxybtvhovo3ljrsijpt4pi 110 50 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 110 51 class class NN work_fo2sjxybtvhovo3ljrsijpt4pi 110 52 D d NN work_fo2sjxybtvhovo3ljrsijpt4pi 110 53 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 110 54 transient transient NN work_fo2sjxybtvhovo3ljrsijpt4pi 110 55 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 110 56 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 110 57 respectively respectively RB work_fo2sjxybtvhovo3ljrsijpt4pi 110 58 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 111 1 Figure figure NN work_fo2sjxybtvhovo3ljrsijpt4pi 111 2 4 4 CD work_fo2sjxybtvhovo3ljrsijpt4pi 111 3 shows show VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 111 4 examples example NNS work_fo2sjxybtvhovo3ljrsijpt4pi 111 5 representing represent VBG work_fo2sjxybtvhovo3ljrsijpt4pi 111 6 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 111 7 four four CD work_fo2sjxybtvhovo3ljrsijpt4pi 111 8 dynamical dynamical JJ work_fo2sjxybtvhovo3ljrsijpt4pi 111 9 classes class NNS work_fo2sjxybtvhovo3ljrsijpt4pi 111 10 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 111 11 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 111 12 registered register VBN work_fo2sjxybtvhovo3ljrsijpt4pi 111 13 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 111 14 our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 111 15 dataset dataset NN work_fo2sjxybtvhovo3ljrsijpt4pi 111 16 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 112 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 112 2 conversation conversation NN work_fo2sjxybtvhovo3ljrsijpt4pi 112 3 lengths length NNS work_fo2sjxybtvhovo3ljrsijpt4pi 112 4 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 112 5 all all RB work_fo2sjxybtvhovo3ljrsijpt4pi 112 6 set set VBN work_fo2sjxybtvhovo3ljrsijpt4pi 112 7 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 112 8 7 7 CD work_fo2sjxybtvhovo3ljrsijpt4pi 112 9 days day NNS work_fo2sjxybtvhovo3ljrsijpt4pi 112 10 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 112 11 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 112 12 centered center VBD work_fo2sjxybtvhovo3ljrsijpt4pi 112 13 at at IN work_fo2sjxybtvhovo3ljrsijpt4pi 112 14 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 112 15 peak peak NN work_fo2sjxybtvhovo3ljrsijpt4pi 112 16 day day NN work_fo2sjxybtvhovo3ljrsijpt4pi 112 17 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 112 18 time time NN work_fo2sjxybtvhovo3ljrsijpt4pi 112 19 window window NNP work_fo2sjxybtvhovo3ljrsijpt4pi 112 20 0 0 CD work_fo2sjxybtvhovo3ljrsijpt4pi 112 21 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 112 22 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 113 1 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 113 2 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 113 3 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 113 4 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 113 5 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 113 6 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 113 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 113 8 PeerJ PeerJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 113 9 Comput Comput NNP work_fo2sjxybtvhovo3ljrsijpt4pi 113 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 114 1 Sci Sci NNP work_fo2sjxybtvhovo3ljrsijpt4pi 114 2 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 114 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 114 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 114 5 10.7717 10.7717 CD work_fo2sjxybtvhovo3ljrsijpt4pi 114 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 114 7 peerj peerj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 114 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 114 9 cs.26 cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 114 10 7/15 7/15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 114 11 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 114 12 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 114 13 Figure Figure NNP work_fo2sjxybtvhovo3ljrsijpt4pi 114 14 4A 4A NNP work_fo2sjxybtvhovo3ljrsijpt4pi 114 15 represents represent VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 114 16 an an DT work_fo2sjxybtvhovo3ljrsijpt4pi 114 17 example example NN work_fo2sjxybtvhovo3ljrsijpt4pi 114 18 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 114 19 anticipatory anticipatory JJ work_fo2sjxybtvhovo3ljrsijpt4pi 114 20 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 114 21 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 114 22 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 114 23 event event NN work_fo2sjxybtvhovo3ljrsijpt4pi 114 24 captured capture VBD work_fo2sjxybtvhovo3ljrsijpt4pi 114 25 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 114 26 # # $ work_fo2sjxybtvhovo3ljrsijpt4pi 114 27 TEN- ten- NN work_fo2sjxybtvhovo3ljrsijpt4pi 114 28 NvsOU NvsOU NNP work_fo2sjxybtvhovo3ljrsijpt4pi 114 29 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 114 30 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 114 31 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 114 32 football football NN work_fo2sjxybtvhovo3ljrsijpt4pi 114 33 game game NN work_fo2sjxybtvhovo3ljrsijpt4pi 114 34 Tennessee Tennessee NNP work_fo2sjxybtvhovo3ljrsijpt4pi 114 35 Volunteers Volunteers NNP work_fo2sjxybtvhovo3ljrsijpt4pi 114 36 vs. vs. IN work_fo2sjxybtvhovo3ljrsijpt4pi 114 37 Oklahoma Oklahoma NNP work_fo2sjxybtvhovo3ljrsijpt4pi 114 38 Sooners Sooners NNP work_fo2sjxybtvhovo3ljrsijpt4pi 114 39 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 114 40 Sept. September NNP work_fo2sjxybtvhovo3ljrsijpt4pi 114 41 13 13 CD work_fo2sjxybtvhovo3ljrsijpt4pi 114 42 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 114 43 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 114 44 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 115 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 115 2 anticipatory anticipatory JJ work_fo2sjxybtvhovo3ljrsijpt4pi 115 3 nature nature NN work_fo2sjxybtvhovo3ljrsijpt4pi 115 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 115 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 115 6 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 115 7 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 115 8 captured capture VBN work_fo2sjxybtvhovo3ljrsijpt4pi 115 9 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 115 10 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 115 11 increasing increase VBG work_fo2sjxybtvhovo3ljrsijpt4pi 115 12 amount amount NN work_fo2sjxybtvhovo3ljrsijpt4pi 115 13 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 115 14 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 115 15 generated generate VBN work_fo2sjxybtvhovo3ljrsijpt4pi 115 16 before before IN work_fo2sjxybtvhovo3ljrsijpt4pi 115 17 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 115 18 peak peak NN work_fo2sjxybtvhovo3ljrsijpt4pi 115 19 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 115 20 time time NN work_fo2sjxybtvhovo3ljrsijpt4pi 115 21 window window NNP work_fo2sjxybtvhovo3ljrsijpt4pi 115 22 0 0 CD work_fo2sjxybtvhovo3ljrsijpt4pi 115 23 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 115 24 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 115 25 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 115 26 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 115 27 drastic drastic JJ work_fo2sjxybtvhovo3ljrsijpt4pi 115 28 drop drop NN work_fo2sjxybtvhovo3ljrsijpt4pi 115 29 afterwards afterwards RB work_fo2sjxybtvhovo3ljrsijpt4pi 115 30 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 116 1 Figure figure NN work_fo2sjxybtvhovo3ljrsijpt4pi 116 2 4B 4b NN work_fo2sjxybtvhovo3ljrsijpt4pi 116 3 shows show VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 116 4 an an DT work_fo2sjxybtvhovo3ljrsijpt4pi 116 5 example example NN work_fo2sjxybtvhovo3ljrsijpt4pi 116 6 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 116 7 # # $ work_fo2sjxybtvhovo3ljrsijpt4pi 116 8 MileyPor40Principales MileyPor40Principales NNPS work_fo2sjxybtvhovo3ljrsijpt4pi 116 9 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 116 10 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 116 11 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 116 12 around around IN work_fo2sjxybtvhovo3ljrsijpt4pi 116 13 an an DT work_fo2sjxybtvhovo3ljrsijpt4pi 116 14 unexpected unexpected JJ work_fo2sjxybtvhovo3ljrsijpt4pi 116 15 event event NN work_fo2sjxybtvhovo3ljrsijpt4pi 116 16 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 116 17 namely namely RB work_fo2sjxybtvhovo3ljrsijpt4pi 116 18 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 116 19 release release NN work_fo2sjxybtvhovo3ljrsijpt4pi 116 20 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 116 21 Los Los NNP work_fo2sjxybtvhovo3ljrsijpt4pi 116 22 40 40 CD work_fo2sjxybtvhovo3ljrsijpt4pi 116 23 Principales Principales NNPS work_fo2sjxybtvhovo3ljrsijpt4pi 116 24 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 116 25 an an DT work_fo2sjxybtvhovo3ljrsijpt4pi 116 26 exclusive exclusive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 116 27 interview interview NN work_fo2sjxybtvhovo3ljrsijpt4pi 116 28 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 116 29 Miley Miley NNP work_fo2sjxybtvhovo3ljrsijpt4pi 116 30 Cyrus Cyrus NNP work_fo2sjxybtvhovo3ljrsijpt4pi 116 31 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 116 32 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 116 33 Sept. September NNP work_fo2sjxybtvhovo3ljrsijpt4pi 116 34 10 10 CD work_fo2sjxybtvhovo3ljrsijpt4pi 116 35 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 116 36 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 116 37 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 117 1 There there EX work_fo2sjxybtvhovo3ljrsijpt4pi 117 2 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 117 3 no no DT work_fo2sjxybtvhovo3ljrsijpt4pi 117 4 activity activity NN work_fo2sjxybtvhovo3ljrsijpt4pi 117 5 before before IN work_fo2sjxybtvhovo3ljrsijpt4pi 117 6 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 117 7 peak peak NN work_fo2sjxybtvhovo3ljrsijpt4pi 117 8 point point NN work_fo2sjxybtvhovo3ljrsijpt4pi 117 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 117 10 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 117 11 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 117 12 reached reach VBN work_fo2sjxybtvhovo3ljrsijpt4pi 117 13 immediately immediately RB work_fo2sjxybtvhovo3ljrsijpt4pi 117 14 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 117 15 day day NN work_fo2sjxybtvhovo3ljrsijpt4pi 117 16 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 117 17 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 117 18 news news NN work_fo2sjxybtvhovo3ljrsijpt4pi 117 19 release release NN work_fo2sjxybtvhovo3ljrsijpt4pi 117 20 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 117 21 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 117 22 after after IN work_fo2sjxybtvhovo3ljrsijpt4pi 117 23 that that DT work_fo2sjxybtvhovo3ljrsijpt4pi 117 24 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 117 25 volume volume NN work_fo2sjxybtvhovo3ljrsijpt4pi 117 26 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 117 27 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 117 28 decreases decrease VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 117 29 rapidly rapidly RB work_fo2sjxybtvhovo3ljrsijpt4pi 117 30 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 118 1 Figure figure NN work_fo2sjxybtvhovo3ljrsijpt4pi 118 2 4C 4c NN work_fo2sjxybtvhovo3ljrsijpt4pi 118 3 represents represent VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 118 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 118 5 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 118 6 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 118 7 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 118 8 symmetric symmetric JJ work_fo2sjxybtvhovo3ljrsijpt4pi 118 9 event event NN work_fo2sjxybtvhovo3ljrsijpt4pi 118 10 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 118 11 # # $ work_fo2sjxybtvhovo3ljrsijpt4pi 118 12 PrayForRise prayforrise CD work_fo2sjxybtvhovo3ljrsijpt4pi 118 13 was be VBD work_fo2sjxybtvhovo3ljrsijpt4pi 118 14 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 118 15 hashtag hashtag NN work_fo2sjxybtvhovo3ljrsijpt4pi 118 16 adopted adopt VBN work_fo2sjxybtvhovo3ljrsijpt4pi 118 17 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 118 18 support support VB work_fo2sjxybtvhovo3ljrsijpt4pi 118 19 RiSe RiSe NNP work_fo2sjxybtvhovo3ljrsijpt4pi 118 20 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 118 21 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 118 22 singer singer NN work_fo2sjxybtvhovo3ljrsijpt4pi 118 23 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 118 24 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 118 25 K K NNP work_fo2sjxybtvhovo3ljrsijpt4pi 118 26 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 118 27 pop pop NN work_fo2sjxybtvhovo3ljrsijpt4pi 118 28 band band NN work_fo2sjxybtvhovo3ljrsijpt4pi 118 29 Ladies Ladies NNP work_fo2sjxybtvhovo3ljrsijpt4pi 118 30 ’ ’ POS work_fo2sjxybtvhovo3ljrsijpt4pi 118 31 Code Code NNP work_fo2sjxybtvhovo3ljrsijpt4pi 118 32 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 118 33 who who WP work_fo2sjxybtvhovo3ljrsijpt4pi 118 34 was be VBD work_fo2sjxybtvhovo3ljrsijpt4pi 118 35 involved involve VBN work_fo2sjxybtvhovo3ljrsijpt4pi 118 36 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 118 37 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 118 38 car car NN work_fo2sjxybtvhovo3ljrsijpt4pi 118 39 accident accident NN work_fo2sjxybtvhovo3ljrsijpt4pi 118 40 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 118 41 eventually eventually RB work_fo2sjxybtvhovo3ljrsijpt4pi 118 42 caused cause VBD work_fo2sjxybtvhovo3ljrsijpt4pi 118 43 her -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 118 44 death death NN work_fo2sjxybtvhovo3ljrsijpt4pi 118 45 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 119 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 119 2 symmetric symmetric JJ work_fo2sjxybtvhovo3ljrsijpt4pi 119 3 activity activity NN work_fo2sjxybtvhovo3ljrsijpt4pi 119 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 119 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 119 6 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 119 7 perfectly perfectly RB work_fo2sjxybtvhovo3ljrsijpt4pi 119 8 reflects reflect VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 119 9 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 119 10 events1 events1 NN work_fo2sjxybtvhovo3ljrsijpt4pi 119 11 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 119 12 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 119 13 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 119 14 starts start VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 119 15 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 119 16 day day NN work_fo2sjxybtvhovo3ljrsijpt4pi 119 17 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 119 18 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 119 19 accident accident NN work_fo2sjxybtvhovo3ljrsijpt4pi 119 20 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 119 21 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 119 22 September September NNP work_fo2sjxybtvhovo3ljrsijpt4pi 119 23 3 3 CD work_fo2sjxybtvhovo3ljrsijpt4pi 119 24 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 119 25 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 119 26 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 119 27 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 119 28 peaks peak VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 119 29 1 1 CD work_fo2sjxybtvhovo3ljrsijpt4pi 119 30 Wikipedia wikipedia NN work_fo2sjxybtvhovo3ljrsijpt4pi 119 31 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 119 32 Ladies lady NNS work_fo2sjxybtvhovo3ljrsijpt4pi 119 33 ’ ’ POS work_fo2sjxybtvhovo3ljrsijpt4pi 119 34 Code Code NNP work_fo2sjxybtvhovo3ljrsijpt4pi 119 35 — — : work_fo2sjxybtvhovo3ljrsijpt4pi 119 36 http://en http://en ADD work_fo2sjxybtvhovo3ljrsijpt4pi 119 37 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 120 1 wikipedia.org/wiki/Ladies%27 wikipedia.org/wiki/ladies%27 IN work_fo2sjxybtvhovo3ljrsijpt4pi 120 2 Code Code NNP work_fo2sjxybtvhovo3ljrsijpt4pi 120 3 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 121 1 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 121 2 day day NN work_fo2sjxybtvhovo3ljrsijpt4pi 121 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 121 4 RiSe RiSe NNP work_fo2sjxybtvhovo3ljrsijpt4pi 121 5 ’s ’s POS work_fo2sjxybtvhovo3ljrsijpt4pi 121 6 death death NN work_fo2sjxybtvhovo3ljrsijpt4pi 121 7 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 121 8 after after IN work_fo2sjxybtvhovo3ljrsijpt4pi 121 9 four four CD work_fo2sjxybtvhovo3ljrsijpt4pi 121 10 days day NNS work_fo2sjxybtvhovo3ljrsijpt4pi 121 11 from from IN work_fo2sjxybtvhovo3ljrsijpt4pi 121 12 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 121 13 accident accident NN work_fo2sjxybtvhovo3ljrsijpt4pi 121 14 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 121 15 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 121 16 September September NNP work_fo2sjxybtvhovo3ljrsijpt4pi 121 17 7 7 CD work_fo2sjxybtvhovo3ljrsijpt4pi 121 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 121 19 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 121 20 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 121 21 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 121 22 but but CC work_fo2sjxybtvhovo3ljrsijpt4pi 121 23 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 121 24 fans fan NNS work_fo2sjxybtvhovo3ljrsijpt4pi 121 25 ’ ’ POS work_fo2sjxybtvhovo3ljrsijpt4pi 121 26 conversation conversation NN work_fo2sjxybtvhovo3ljrsijpt4pi 121 27 stays stay VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 121 28 alive alive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 121 29 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 121 30 commemorate commemorate VB work_fo2sjxybtvhovo3ljrsijpt4pi 121 31 her -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 121 32 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 121 33 several several JJ work_fo2sjxybtvhovo3ljrsijpt4pi 121 34 days day NNS work_fo2sjxybtvhovo3ljrsijpt4pi 121 35 afterwards afterwards RB work_fo2sjxybtvhovo3ljrsijpt4pi 121 36 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 122 1 Lastly lastly RB work_fo2sjxybtvhovo3ljrsijpt4pi 122 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 122 3 Fig Fig NNP work_fo2sjxybtvhovo3ljrsijpt4pi 122 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 123 1 4D 4D NNP work_fo2sjxybtvhovo3ljrsijpt4pi 123 2 shows show VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 123 3 one one CD work_fo2sjxybtvhovo3ljrsijpt4pi 123 4 example example NN work_fo2sjxybtvhovo3ljrsijpt4pi 123 5 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 123 6 # # $ work_fo2sjxybtvhovo3ljrsijpt4pi 123 7 KDWBmeetEd KDWBmeetEd NNP work_fo2sjxybtvhovo3ljrsijpt4pi 123 8 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 123 9 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 123 10 transient transient JJ work_fo2sjxybtvhovo3ljrsijpt4pi 123 11 event event NN work_fo2sjxybtvhovo3ljrsijpt4pi 123 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 123 13 namely namely RB work_fo2sjxybtvhovo3ljrsijpt4pi 123 14 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 123 15 radio radio NN work_fo2sjxybtvhovo3ljrsijpt4pi 123 16 station station NN work_fo2sjxybtvhovo3ljrsijpt4pi 123 17 KDWB KDWB NNP work_fo2sjxybtvhovo3ljrsijpt4pi 123 18 announcing announce VBG work_fo2sjxybtvhovo3ljrsijpt4pi 123 19 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 123 20 lottery lottery NN work_fo2sjxybtvhovo3ljrsijpt4pi 123 21 drawing drawing NN work_fo2sjxybtvhovo3ljrsijpt4pi 123 22 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 123 23 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 123 24 tickets ticket NNS work_fo2sjxybtvhovo3ljrsijpt4pi 123 25 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 123 26 Ed Ed NNP work_fo2sjxybtvhovo3ljrsijpt4pi 123 27 Sheeran Sheeran NNP work_fo2sjxybtvhovo3ljrsijpt4pi 123 28 ’s ’s POS work_fo2sjxybtvhovo3ljrsijpt4pi 123 29 concert concert NN work_fo2sjxybtvhovo3ljrsijpt4pi 123 30 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 123 31 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 123 32 Sept. September NNP work_fo2sjxybtvhovo3ljrsijpt4pi 123 33 15 15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 123 34 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 123 35 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 123 36 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 124 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 124 2 hype hype NN work_fo2sjxybtvhovo3ljrsijpt4pi 124 3 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 124 4 momentarily momentarily RB work_fo2sjxybtvhovo3ljrsijpt4pi 124 5 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 124 6 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 124 7 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 124 8 fades fade VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 124 9 away away RB work_fo2sjxybtvhovo3ljrsijpt4pi 124 10 immediately immediately RB work_fo2sjxybtvhovo3ljrsijpt4pi 124 11 after after IN work_fo2sjxybtvhovo3ljrsijpt4pi 124 12 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 124 13 lottery lottery NN work_fo2sjxybtvhovo3ljrsijpt4pi 124 14 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 124 15 concluded conclude VBN work_fo2sjxybtvhovo3ljrsijpt4pi 124 16 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 125 1 Figure figure NN work_fo2sjxybtvhovo3ljrsijpt4pi 125 2 5 5 CD work_fo2sjxybtvhovo3ljrsijpt4pi 125 3 shows show VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 125 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 125 5 evolution evolution NN work_fo2sjxybtvhovo3ljrsijpt4pi 125 6 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 125 7 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 125 8 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 125 9 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 125 10 four four CD work_fo2sjxybtvhovo3ljrsijpt4pi 125 11 classes class NNS work_fo2sjxybtvhovo3ljrsijpt4pi 125 12 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 125 13 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 125 14 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 125 15 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 125 16 it -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 125 17 can can MD work_fo2sjxybtvhovo3ljrsijpt4pi 125 18 be be VB work_fo2sjxybtvhovo3ljrsijpt4pi 125 19 useful useful JJ work_fo2sjxybtvhovo3ljrsijpt4pi 125 20 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 125 21 remind remind VB work_fo2sjxybtvhovo3ljrsijpt4pi 125 22 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 125 23 average average JJ work_fo2sjxybtvhovo3ljrsijpt4pi 125 24 proportions proportion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 125 25 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 125 26 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 125 27 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 125 28 42.46 42.46 CD work_fo2sjxybtvhovo3ljrsijpt4pi 125 29 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 125 30 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 125 31 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 125 32 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 125 33 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 125 34 35.95 35.95 CD work_fo2sjxybtvhovo3ljrsijpt4pi 125 35 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 125 36 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 125 37 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 125 38 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 125 39 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 125 40 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 125 41 21.59 21.59 CD work_fo2sjxybtvhovo3ljrsijpt4pi 125 42 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 125 43 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 125 44 sentiments sentiment NNS work_fo2sjxybtvhovo3ljrsijpt4pi 125 45 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 125 46 our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 125 47 dataset dataset NN work_fo2sjxybtvhovo3ljrsijpt4pi 125 48 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 125 49 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 125 50 compare compare VB work_fo2sjxybtvhovo3ljrsijpt4pi 125 51 them -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 125 52 against against IN work_fo2sjxybtvhovo3ljrsijpt4pi 125 53 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 125 54 distributions distribution NNS work_fo2sjxybtvhovo3ljrsijpt4pi 125 55 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 125 56 popular popular JJ work_fo2sjxybtvhovo3ljrsijpt4pi 125 57 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 125 58 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 126 1 Also also RB work_fo2sjxybtvhovo3ljrsijpt4pi 126 2 worth worth JJ work_fo2sjxybtvhovo3ljrsijpt4pi 126 3 noting note VBG work_fo2sjxybtvhovo3ljrsijpt4pi 126 4 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 126 5 although although IN work_fo2sjxybtvhovo3ljrsijpt4pi 126 6 each each DT work_fo2sjxybtvhovo3ljrsijpt4pi 126 7 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 126 8 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 126 9 hard hard RB work_fo2sjxybtvhovo3ljrsijpt4pi 126 10 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 126 11 cast cast VBN work_fo2sjxybtvhovo3ljrsijpt4pi 126 12 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 126 13 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 126 14 class class NN work_fo2sjxybtvhovo3ljrsijpt4pi 126 15 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 126 16 anticipatory anticipatory JJ work_fo2sjxybtvhovo3ljrsijpt4pi 126 17 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 126 18 unexpected unexpected JJ work_fo2sjxybtvhovo3ljrsijpt4pi 126 19 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 126 20 symmetric symmetric JJ work_fo2sjxybtvhovo3ljrsijpt4pi 126 21 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 126 22 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 126 23 transient transient JJ work_fo2sjxybtvhovo3ljrsijpt4pi 126 24 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 126 25 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 126 26 sometimes sometimes RB work_fo2sjxybtvhovo3ljrsijpt4pi 126 27 spurious spurious JJ work_fo2sjxybtvhovo3ljrsijpt4pi 126 28 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 126 29 might may MD work_fo2sjxybtvhovo3ljrsijpt4pi 126 30 appear appear VB work_fo2sjxybtvhovo3ljrsijpt4pi 126 31 before before IN work_fo2sjxybtvhovo3ljrsijpt4pi 126 32 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 126 33 after after IN work_fo2sjxybtvhovo3ljrsijpt4pi 126 34 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 126 35 peak peak NN work_fo2sjxybtvhovo3ljrsijpt4pi 126 36 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 126 37 causing cause VBG work_fo2sjxybtvhovo3ljrsijpt4pi 126 38 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 126 39 presence presence NN work_fo2sjxybtvhovo3ljrsijpt4pi 126 40 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 126 41 some some DT work_fo2sjxybtvhovo3ljrsijpt4pi 126 42 small small JJ work_fo2sjxybtvhovo3ljrsijpt4pi 126 43 amount amount NN work_fo2sjxybtvhovo3ljrsijpt4pi 126 44 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 126 45 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 126 46 where where WRB work_fo2sjxybtvhovo3ljrsijpt4pi 126 47 ideally ideally RB work_fo2sjxybtvhovo3ljrsijpt4pi 126 48 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 126 49 would would MD work_fo2sjxybtvhovo3ljrsijpt4pi 126 50 not not RB work_fo2sjxybtvhovo3ljrsijpt4pi 126 51 expect expect VB work_fo2sjxybtvhovo3ljrsijpt4pi 126 52 any any DT work_fo2sjxybtvhovo3ljrsijpt4pi 126 53 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 126 54 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 126 55 example example NN work_fo2sjxybtvhovo3ljrsijpt4pi 126 56 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 126 57 some some DT work_fo2sjxybtvhovo3ljrsijpt4pi 126 58 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 126 59 appear appear VBP work_fo2sjxybtvhovo3ljrsijpt4pi 126 60 after after IN work_fo2sjxybtvhovo3ljrsijpt4pi 126 61 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 126 62 peak peak NN work_fo2sjxybtvhovo3ljrsijpt4pi 126 63 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 126 64 an an DT work_fo2sjxybtvhovo3ljrsijpt4pi 126 65 anticipatory anticipatory JJ work_fo2sjxybtvhovo3ljrsijpt4pi 126 66 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 126 67 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 126 68 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 127 1 We -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 127 2 grayed gray VBD work_fo2sjxybtvhovo3ljrsijpt4pi 127 3 out out RP work_fo2sjxybtvhovo3ljrsijpt4pi 127 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 127 5 bars bar NNS work_fo2sjxybtvhovo3ljrsijpt4pi 127 6 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 127 7 Figs Figs NNP work_fo2sjxybtvhovo3ljrsijpt4pi 127 8 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 128 1 5A 5a RB work_fo2sjxybtvhovo3ljrsijpt4pi 128 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 128 3 5B 5b JJ work_fo2sjxybtvhovo3ljrsijpt4pi 128 4 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 128 5 5D 5d JJ work_fo2sjxybtvhovo3ljrsijpt4pi 128 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 128 7 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 128 8 represent represent VB work_fo2sjxybtvhovo3ljrsijpt4pi 128 9 non non JJ work_fo2sjxybtvhovo3ljrsijpt4pi 128 10 - - JJ work_fo2sjxybtvhovo3ljrsijpt4pi 128 11 significant significant JJ work_fo2sjxybtvhovo3ljrsijpt4pi 128 12 amounts amount NNS work_fo2sjxybtvhovo3ljrsijpt4pi 128 13 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 128 14 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 128 15 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 128 16 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 128 17 present present JJ work_fo2sjxybtvhovo3ljrsijpt4pi 128 18 only only RB work_fo2sjxybtvhovo3ljrsijpt4pi 128 19 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 128 20 byproduct byproduct NN work_fo2sjxybtvhovo3ljrsijpt4pi 128 21 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 128 22 averaging average VBG work_fo2sjxybtvhovo3ljrsijpt4pi 128 23 across across IN work_fo2sjxybtvhovo3ljrsijpt4pi 128 24 all all DT work_fo2sjxybtvhovo3ljrsijpt4pi 128 25 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 128 26 belonging belong VBG work_fo2sjxybtvhovo3ljrsijpt4pi 128 27 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 128 28 each each DT work_fo2sjxybtvhovo3ljrsijpt4pi 128 29 specific specific JJ work_fo2sjxybtvhovo3ljrsijpt4pi 128 30 class class NN work_fo2sjxybtvhovo3ljrsijpt4pi 128 31 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 129 1 These these DT work_fo2sjxybtvhovo3ljrsijpt4pi 129 2 intervals interval NNS work_fo2sjxybtvhovo3ljrsijpt4pi 129 3 therefore therefore RB work_fo2sjxybtvhovo3ljrsijpt4pi 129 4 do do VBP work_fo2sjxybtvhovo3ljrsijpt4pi 129 5 not not RB work_fo2sjxybtvhovo3ljrsijpt4pi 129 6 convey convey VB work_fo2sjxybtvhovo3ljrsijpt4pi 129 7 any any DT work_fo2sjxybtvhovo3ljrsijpt4pi 129 8 statistically statistically RB work_fo2sjxybtvhovo3ljrsijpt4pi 129 9 significant significant JJ work_fo2sjxybtvhovo3ljrsijpt4pi 129 10 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 129 11 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 129 12 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 129 13 disregarded disregard VBN work_fo2sjxybtvhovo3ljrsijpt4pi 129 14 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 130 1 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 130 2 A a NN work_fo2sjxybtvhovo3ljrsijpt4pi 130 3 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 130 4 For for IN work_fo2sjxybtvhovo3ljrsijpt4pi 130 5 anticipatory anticipatory JJ work_fo2sjxybtvhovo3ljrsijpt4pi 130 6 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 130 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 130 8 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 130 9 amount amount NN work_fo2sjxybtvhovo3ljrsijpt4pi 130 10 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 130 11 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 130 12 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 130 13 grows grow VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 130 14 steadily steadily RB work_fo2sjxybtvhovo3ljrsijpt4pi 130 15 until until IN work_fo2sjxybtvhovo3ljrsijpt4pi 130 16 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 130 17 peak peak NN work_fo2sjxybtvhovo3ljrsijpt4pi 130 18 time time NN work_fo2sjxybtvhovo3ljrsijpt4pi 130 19 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 130 20 while while IN work_fo2sjxybtvhovo3ljrsijpt4pi 130 21 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 130 22 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 130 23 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 130 24 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 130 25 somewhat somewhat RB work_fo2sjxybtvhovo3ljrsijpt4pi 130 26 constant constant JJ work_fo2sjxybtvhovo3ljrsijpt4pi 130 27 throughout throughout IN work_fo2sjxybtvhovo3ljrsijpt4pi 130 28 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 130 29 entire entire JJ work_fo2sjxybtvhovo3ljrsijpt4pi 130 30 anticipatory anticipatory JJ work_fo2sjxybtvhovo3ljrsijpt4pi 130 31 phase phase NN work_fo2sjxybtvhovo3ljrsijpt4pi 130 32 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 131 1 Notably notably RB work_fo2sjxybtvhovo3ljrsijpt4pi 131 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 131 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 131 4 amount amount NN work_fo2sjxybtvhovo3ljrsijpt4pi 131 5 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 131 6 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 131 7 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 131 8 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 131 9 much much RB work_fo2sjxybtvhovo3ljrsijpt4pi 131 10 below below IN work_fo2sjxybtvhovo3ljrsijpt4pi 131 11 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 131 12 dataset dataset NN work_fo2sjxybtvhovo3ljrsijpt4pi 131 13 average average NN work_fo2sjxybtvhovo3ljrsijpt4pi 131 14 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 131 15 fluctuating fluctuate VBG work_fo2sjxybtvhovo3ljrsijpt4pi 131 16 between between IN work_fo2sjxybtvhovo3ljrsijpt4pi 131 17 9 9 CD work_fo2sjxybtvhovo3ljrsijpt4pi 131 18 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 131 19 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 131 20 12 12 CD work_fo2sjxybtvhovo3ljrsijpt4pi 131 21 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 131 22 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 131 23 almost almost RB work_fo2sjxybtvhovo3ljrsijpt4pi 131 24 half half NN work_fo2sjxybtvhovo3ljrsijpt4pi 131 25 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 131 26 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 131 27 dataset dataset NN work_fo2sjxybtvhovo3ljrsijpt4pi 131 28 average average NN work_fo2sjxybtvhovo3ljrsijpt4pi 131 29 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 131 30 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 131 31 while while IN work_fo2sjxybtvhovo3ljrsijpt4pi 131 32 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 131 33 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 131 34 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 131 35 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 131 36 well well RB work_fo2sjxybtvhovo3ljrsijpt4pi 131 37 above above IN work_fo2sjxybtvhovo3ljrsijpt4pi 131 38 average average JJ work_fo2sjxybtvhovo3ljrsijpt4pi 131 39 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 131 40 ranging range VBG work_fo2sjxybtvhovo3ljrsijpt4pi 131 41 between between IN work_fo2sjxybtvhovo3ljrsijpt4pi 131 42 40 40 CD work_fo2sjxybtvhovo3ljrsijpt4pi 131 43 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 131 44 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 131 45 44 44 CD work_fo2sjxybtvhovo3ljrsijpt4pi 131 46 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 131 47 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 132 1 This this DT work_fo2sjxybtvhovo3ljrsijpt4pi 132 2 suggests suggest VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 132 3 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 132 4 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 132 5 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 132 6 general general JJ work_fo2sjxybtvhovo3ljrsijpt4pi 132 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 132 8 anticipatory anticipatory JJ work_fo2sjxybtvhovo3ljrsijpt4pi 132 9 popular popular JJ work_fo2sjxybtvhovo3ljrsijpt4pi 132 10 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 132 11 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 132 12 emotionally emotionally RB work_fo2sjxybtvhovo3ljrsijpt4pi 132 13 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 132 14 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 133 1 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 133 2 B b NN work_fo2sjxybtvhovo3ljrsijpt4pi 133 3 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 133 4 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 133 5 class class NN work_fo2sjxybtvhovo3ljrsijpt4pi 133 6 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 133 7 unexpected unexpected JJ work_fo2sjxybtvhovo3ljrsijpt4pi 133 8 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 133 9 intuitively intuitively RB work_fo2sjxybtvhovo3ljrsijpt4pi 133 10 carries carry VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 133 11 more more JJR work_fo2sjxybtvhovo3ljrsijpt4pi 133 12 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 133 13 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 133 14 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 133 15 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 133 16 stays stay VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 133 17 constant constant JJ work_fo2sjxybtvhovo3ljrsijpt4pi 133 18 throughout throughout IN work_fo2sjxybtvhovo3ljrsijpt4pi 133 19 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 133 20 entire entire JJ work_fo2sjxybtvhovo3ljrsijpt4pi 133 21 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 133 22 period period NN work_fo2sjxybtvhovo3ljrsijpt4pi 133 23 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 133 24 levels level NNS work_fo2sjxybtvhovo3ljrsijpt4pi 133 25 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 133 26 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 133 27 dataset dataset NN work_fo2sjxybtvhovo3ljrsijpt4pi 133 28 average average NN work_fo2sjxybtvhovo3ljrsijpt4pi 133 29 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 134 1 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 134 2 C C NNP work_fo2sjxybtvhovo3ljrsijpt4pi 134 3 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 134 4 Symmetric symmetric JJ work_fo2sjxybtvhovo3ljrsijpt4pi 134 5 popular popular JJ work_fo2sjxybtvhovo3ljrsijpt4pi 134 6 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 134 7 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 134 8 characterized characterize VBN work_fo2sjxybtvhovo3ljrsijpt4pi 134 9 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 134 10 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 134 11 steadily steadily RB work_fo2sjxybtvhovo3ljrsijpt4pi 134 12 decreasing decrease VBG work_fo2sjxybtvhovo3ljrsijpt4pi 134 13 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 134 14 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 134 15 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 134 16 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 134 17 goes go VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 134 18 from from IN work_fo2sjxybtvhovo3ljrsijpt4pi 134 19 about about IN work_fo2sjxybtvhovo3ljrsijpt4pi 134 20 23 23 CD work_fo2sjxybtvhovo3ljrsijpt4pi 134 21 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 134 22 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 134 23 above above IN work_fo2sjxybtvhovo3ljrsijpt4pi 134 24 dataset dataset NNP work_fo2sjxybtvhovo3ljrsijpt4pi 134 25 ’s ’s POS work_fo2sjxybtvhovo3ljrsijpt4pi 134 26 average average NN work_fo2sjxybtvhovo3ljrsijpt4pi 134 27 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 134 28 at at IN work_fo2sjxybtvhovo3ljrsijpt4pi 134 29 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 134 30 inception inception NN work_fo2sjxybtvhovo3ljrsijpt4pi 134 31 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 134 32 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 134 33 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 134 34 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 134 35 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 134 36 around around IN work_fo2sjxybtvhovo3ljrsijpt4pi 134 37 12 12 CD work_fo2sjxybtvhovo3ljrsijpt4pi 134 38 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 134 39 toward toward IN work_fo2sjxybtvhovo3ljrsijpt4pi 134 40 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 134 41 end end NN work_fo2sjxybtvhovo3ljrsijpt4pi 134 42 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 134 43 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 134 44 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 134 45 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 135 1 Complementary complementary JJ work_fo2sjxybtvhovo3ljrsijpt4pi 135 2 behavior behavior NN work_fo2sjxybtvhovo3ljrsijpt4pi 135 3 happens happen VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 135 4 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 135 5 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 135 6 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 135 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 135 8 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 135 9 start start VBP work_fo2sjxybtvhovo3ljrsijpt4pi 135 10 around around RB work_fo2sjxybtvhovo3ljrsijpt4pi 135 11 35 35 CD work_fo2sjxybtvhovo3ljrsijpt4pi 135 12 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 135 13 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 135 14 equal equal JJ work_fo2sjxybtvhovo3ljrsijpt4pi 135 15 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 135 16 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 135 17 dataset dataset JJ work_fo2sjxybtvhovo3ljrsijpt4pi 135 18 average average NN work_fo2sjxybtvhovo3ljrsijpt4pi 135 19 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 135 20 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 135 21 steadily steadily RB work_fo2sjxybtvhovo3ljrsijpt4pi 135 22 grow grow VB work_fo2sjxybtvhovo3ljrsijpt4pi 135 23 up up IN work_fo2sjxybtvhovo3ljrsijpt4pi 135 24 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 135 25 45 45 CD work_fo2sjxybtvhovo3ljrsijpt4pi 135 26 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 135 27 toward toward IN work_fo2sjxybtvhovo3ljrsijpt4pi 135 28 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 135 29 end end NN work_fo2sjxybtvhovo3ljrsijpt4pi 135 30 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 136 1 This this DT work_fo2sjxybtvhovo3ljrsijpt4pi 136 2 suggests suggest VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 136 3 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 136 4 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 136 5 symmetric symmetric JJ work_fo2sjxybtvhovo3ljrsijpt4pi 136 6 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 136 7 there there EX work_fo2sjxybtvhovo3ljrsijpt4pi 136 8 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 136 9 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 136 10 general general JJ work_fo2sjxybtvhovo3ljrsijpt4pi 136 11 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 136 12 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 136 13 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 136 14 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 136 15 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 136 16 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 136 17 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 136 18 PeerJ PeerJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 136 19 Comput Comput NNP work_fo2sjxybtvhovo3ljrsijpt4pi 136 20 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 137 1 Sci Sci NNP work_fo2sjxybtvhovo3ljrsijpt4pi 137 2 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 137 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 137 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 137 5 10.7717 10.7717 CD work_fo2sjxybtvhovo3ljrsijpt4pi 137 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 137 7 peerj peerj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 137 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 137 9 cs.26 cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 137 10 8/15 8/15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 137 11 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NN work_fo2sjxybtvhovo3ljrsijpt4pi 137 12 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code ADD work_fo2sjxybtvhovo3ljrsijpt4pi 137 13 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 14 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 15 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 16 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 17 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 18 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 19 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 20 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 21 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 22 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 23 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 24 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 25 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 26 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 27 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 28 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 29 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 30 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 31 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 32 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 33 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 34 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 35 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 36 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 37 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 38 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 39 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 40 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 41 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 42 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 43 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 44 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 45 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 46 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 47 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 48 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 49 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 50 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 51 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 52 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 53 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 54 http://en.wikipedia.org/wiki/Ladies%27_Code http://en.wikipedia.org/wiki/ladies%27_code UH work_fo2sjxybtvhovo3ljrsijpt4pi 137 55 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 137 56 Figure Figure NNP work_fo2sjxybtvhovo3ljrsijpt4pi 137 57 5 5 CD work_fo2sjxybtvhovo3ljrsijpt4pi 137 58 Evolution Evolution NNP work_fo2sjxybtvhovo3ljrsijpt4pi 137 59 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 137 60 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 137 61 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 137 62 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 137 63 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 137 64 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 137 65 different different JJ work_fo2sjxybtvhovo3ljrsijpt4pi 137 66 types type NNS work_fo2sjxybtvhovo3ljrsijpt4pi 137 67 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 137 68 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 137 69 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 137 70 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 138 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 138 2 four four CD work_fo2sjxybtvhovo3ljrsijpt4pi 138 3 panels panel NNS work_fo2sjxybtvhovo3ljrsijpt4pi 138 4 show show VBP work_fo2sjxybtvhovo3ljrsijpt4pi 138 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 138 6 average average JJ work_fo2sjxybtvhovo3ljrsijpt4pi 138 7 distribution distribution NN work_fo2sjxybtvhovo3ljrsijpt4pi 138 8 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 138 9 tweet tweet JJ work_fo2sjxybtvhovo3ljrsijpt4pi 138 10 proportion proportion NN work_fo2sjxybtvhovo3ljrsijpt4pi 138 11 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 138 12 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 138 13 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 138 14 average average JJ work_fo2sjxybtvhovo3ljrsijpt4pi 138 15 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 138 16 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 138 17 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 138 18 ≥ ≥ CD work_fo2sjxybtvhovo3ljrsijpt4pi 138 19 1 1 CD work_fo2sjxybtvhovo3ljrsijpt4pi 138 20 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 138 21 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 138 22 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 138 23 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 138 24 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 138 25 ≤ ≤ JJ work_fo2sjxybtvhovo3ljrsijpt4pi 138 26 −1 −1 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 138 27 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 138 28 tweet tweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 138 29 proportions proportion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 138 30 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 138 31 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 138 32 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 138 33 four four CD work_fo2sjxybtvhovo3ljrsijpt4pi 138 34 classes class NNS work_fo2sjxybtvhovo3ljrsijpt4pi 138 35 respectively respectively RB work_fo2sjxybtvhovo3ljrsijpt4pi 138 36 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 138 37 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 138 38 A a NN work_fo2sjxybtvhovo3ljrsijpt4pi 138 39 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 138 40 anticipatory anticipatory JJ work_fo2sjxybtvhovo3ljrsijpt4pi 138 41 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 138 42 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 138 43 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 138 44 B b NN work_fo2sjxybtvhovo3ljrsijpt4pi 138 45 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 138 46 unexpected unexpected JJ work_fo2sjxybtvhovo3ljrsijpt4pi 138 47 event event NN work_fo2sjxybtvhovo3ljrsijpt4pi 138 48 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 138 49 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 138 50 C C NNP work_fo2sjxybtvhovo3ljrsijpt4pi 138 51 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 138 52 symmetric symmetric JJ work_fo2sjxybtvhovo3ljrsijpt4pi 138 53 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 138 54 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 138 55 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 138 56 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 138 57 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 138 58 D d NN work_fo2sjxybtvhovo3ljrsijpt4pi 138 59 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 138 60 transient transient JJ work_fo2sjxybtvhovo3ljrsijpt4pi 138 61 discussion discussion NN work_fo2sjxybtvhovo3ljrsijpt4pi 138 62 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 139 1 shift shift NN work_fo2sjxybtvhovo3ljrsijpt4pi 139 2 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 139 3 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 139 4 toward toward IN work_fo2sjxybtvhovo3ljrsijpt4pi 139 5 positiveness positiveness NN work_fo2sjxybtvhovo3ljrsijpt4pi 139 6 over over IN work_fo2sjxybtvhovo3ljrsijpt4pi 139 7 time time NN work_fo2sjxybtvhovo3ljrsijpt4pi 139 8 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 140 1 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 140 2 D d NN work_fo2sjxybtvhovo3ljrsijpt4pi 140 3 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 140 4 Finally finally RB work_fo2sjxybtvhovo3ljrsijpt4pi 140 5 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 140 6 transient transient JJ work_fo2sjxybtvhovo3ljrsijpt4pi 140 7 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 140 8 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 140 9 due due IN work_fo2sjxybtvhovo3ljrsijpt4pi 140 10 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 140 11 their -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 140 12 short short RB work_fo2sjxybtvhovo3ljrsijpt4pi 140 13 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 140 14 lived live VBN work_fo2sjxybtvhovo3ljrsijpt4pi 140 15 lengths length NNS work_fo2sjxybtvhovo3ljrsijpt4pi 140 16 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 140 17 represent represent VB work_fo2sjxybtvhovo3ljrsijpt4pi 140 18 more more JJR work_fo2sjxybtvhovo3ljrsijpt4pi 140 19 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 140 20 average average JJ work_fo2sjxybtvhovo3ljrsijpt4pi 140 21 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 140 22 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 140 23 although although IN work_fo2sjxybtvhovo3ljrsijpt4pi 140 24 they -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 140 25 exhibit exhibit VBP work_fo2sjxybtvhovo3ljrsijpt4pi 140 26 lower low JJR work_fo2sjxybtvhovo3ljrsijpt4pi 140 27 levels level NNS work_fo2sjxybtvhovo3ljrsijpt4pi 140 28 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 140 29 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 140 30 sentiments sentiment NNS work_fo2sjxybtvhovo3ljrsijpt4pi 140 31 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 140 32 around around RB work_fo2sjxybtvhovo3ljrsijpt4pi 140 33 15 15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 140 34 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 140 35 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 140 36 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 140 37 higher high JJR work_fo2sjxybtvhovo3ljrsijpt4pi 140 38 levels level NNS work_fo2sjxybtvhovo3ljrsijpt4pi 140 39 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 140 40 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 140 41 ones one NNS work_fo2sjxybtvhovo3ljrsijpt4pi 140 42 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 140 43 around around IN work_fo2sjxybtvhovo3ljrsijpt4pi 140 44 40 40 CD work_fo2sjxybtvhovo3ljrsijpt4pi 140 45 % % NN work_fo2sjxybtvhovo3ljrsijpt4pi 140 46 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 140 47 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 140 48 respect respect NN work_fo2sjxybtvhovo3ljrsijpt4pi 140 49 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 140 50 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 140 51 dataset dataset NN work_fo2sjxybtvhovo3ljrsijpt4pi 140 52 ’s ’s POS work_fo2sjxybtvhovo3ljrsijpt4pi 140 53 averages average NNS work_fo2sjxybtvhovo3ljrsijpt4pi 140 54 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 141 1 DISCUSSION DISCUSSION NNP work_fo2sjxybtvhovo3ljrsijpt4pi 141 2 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 141 3 ability ability NN work_fo2sjxybtvhovo3ljrsijpt4pi 141 4 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 141 5 computationally computationally RB work_fo2sjxybtvhovo3ljrsijpt4pi 141 6 annotate annotate VB work_fo2sjxybtvhovo3ljrsijpt4pi 141 7 at at IN work_fo2sjxybtvhovo3ljrsijpt4pi 141 8 scale scale NN work_fo2sjxybtvhovo3ljrsijpt4pi 141 9 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 141 10 emotional emotional JJ work_fo2sjxybtvhovo3ljrsijpt4pi 141 11 value value NN work_fo2sjxybtvhovo3ljrsijpt4pi 141 12 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 141 13 short short JJ work_fo2sjxybtvhovo3ljrsijpt4pi 141 14 pieces piece NNS work_fo2sjxybtvhovo3ljrsijpt4pi 141 15 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 141 16 text text NN work_fo2sjxybtvhovo3ljrsijpt4pi 141 17 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 141 18 like like IN work_fo2sjxybtvhovo3ljrsijpt4pi 141 19 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 141 20 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 141 21 allowed allow VBD work_fo2sjxybtvhovo3ljrsijpt4pi 141 22 us -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 141 23 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 141 24 investigate investigate VB work_fo2sjxybtvhovo3ljrsijpt4pi 141 25 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 141 26 role role NN work_fo2sjxybtvhovo3ljrsijpt4pi 141 27 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 141 28 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 141 29 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 141 30 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 141 31 expressed express VBD work_fo2sjxybtvhovo3ljrsijpt4pi 141 32 into into IN work_fo2sjxybtvhovo3ljrsijpt4pi 141 33 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 141 34 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 141 35 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 141 36 plays play VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 141 37 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 141 38 respect respect NN work_fo2sjxybtvhovo3ljrsijpt4pi 141 39 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 141 40 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 141 41 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 141 42 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 141 43 such such JJ work_fo2sjxybtvhovo3ljrsijpt4pi 141 44 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 141 45 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 142 1 Our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 142 2 first first JJ work_fo2sjxybtvhovo3ljrsijpt4pi 142 3 finding finding NN work_fo2sjxybtvhovo3ljrsijpt4pi 142 4 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 142 5 this this DT work_fo2sjxybtvhovo3ljrsijpt4pi 142 6 study study NN work_fo2sjxybtvhovo3ljrsijpt4pi 142 7 sheds shed VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 142 8 light light NN work_fo2sjxybtvhovo3ljrsijpt4pi 142 9 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 142 10 how how WRB work_fo2sjxybtvhovo3ljrsijpt4pi 142 11 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 142 12 correlates correlate VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 142 13 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 142 14 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 142 15 speed speed NN work_fo2sjxybtvhovo3ljrsijpt4pi 142 16 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 142 17 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 142 18 reach reach NN work_fo2sjxybtvhovo3ljrsijpt4pi 142 19 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 142 20 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 142 21 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 142 22 process process NN work_fo2sjxybtvhovo3ljrsijpt4pi 142 23 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 142 24 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 142 25 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 142 26 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 142 27 emotional emotional JJ work_fo2sjxybtvhovo3ljrsijpt4pi 142 28 valence valence NN work_fo2sjxybtvhovo3ljrsijpt4pi 142 29 spread spread VBP work_fo2sjxybtvhovo3ljrsijpt4pi 142 30 faster fast RBR work_fo2sjxybtvhovo3ljrsijpt4pi 142 31 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 142 32 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 142 33 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 142 34 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 142 35 ones one NNS work_fo2sjxybtvhovo3ljrsijpt4pi 142 36 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 143 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 143 2 particular particular JJ work_fo2sjxybtvhovo3ljrsijpt4pi 143 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 143 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 143 5 time time NN work_fo2sjxybtvhovo3ljrsijpt4pi 143 6 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 143 7 passes pass VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 143 8 between between IN work_fo2sjxybtvhovo3ljrsijpt4pi 143 9 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 143 10 publication publication NN work_fo2sjxybtvhovo3ljrsijpt4pi 143 11 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 143 12 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 143 13 original original JJ work_fo2sjxybtvhovo3ljrsijpt4pi 143 14 post post NN work_fo2sjxybtvhovo3ljrsijpt4pi 143 15 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 143 16 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 143 17 first first JJ work_fo2sjxybtvhovo3ljrsijpt4pi 143 18 retweet retweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 143 19 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 143 20 almost almost RB work_fo2sjxybtvhovo3ljrsijpt4pi 143 21 twice twice PDT work_fo2sjxybtvhovo3ljrsijpt4pi 143 22 as as RB work_fo2sjxybtvhovo3ljrsijpt4pi 143 23 much much JJ work_fo2sjxybtvhovo3ljrsijpt4pi 143 24 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 143 25 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 143 26 average average JJ work_fo2sjxybtvhovo3ljrsijpt4pi 143 27 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 143 28 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 143 29 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 143 30 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 143 31 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 143 32 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 143 33 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 143 34 ones one NNS work_fo2sjxybtvhovo3ljrsijpt4pi 143 35 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 144 1 This this DT work_fo2sjxybtvhovo3ljrsijpt4pi 144 2 might may MD work_fo2sjxybtvhovo3ljrsijpt4pi 144 3 be be VB work_fo2sjxybtvhovo3ljrsijpt4pi 144 4 interpreted interpret VBN work_fo2sjxybtvhovo3ljrsijpt4pi 144 5 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 144 6 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 144 7 number number NN work_fo2sjxybtvhovo3ljrsijpt4pi 144 8 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 144 9 ways way NNS work_fo2sjxybtvhovo3ljrsijpt4pi 144 10 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 144 11 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 144 12 most most RBS work_fo2sjxybtvhovo3ljrsijpt4pi 144 13 likely likely JJ work_fo2sjxybtvhovo3ljrsijpt4pi 144 14 being be VBG work_fo2sjxybtvhovo3ljrsijpt4pi 144 15 that that DT work_fo2sjxybtvhovo3ljrsijpt4pi 144 16 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 144 17 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 144 18 conveys convey VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 144 19 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 144 20 sentiments sentiment NNS work_fo2sjxybtvhovo3ljrsijpt4pi 144 21 trigger trigger VBP work_fo2sjxybtvhovo3ljrsijpt4pi 144 22 stronger strong JJR work_fo2sjxybtvhovo3ljrsijpt4pi 144 23 reactions reaction NNS work_fo2sjxybtvhovo3ljrsijpt4pi 144 24 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 144 25 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 144 26 readers reader NNS work_fo2sjxybtvhovo3ljrsijpt4pi 144 27 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 144 28 some some DT work_fo2sjxybtvhovo3ljrsijpt4pi 144 29 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 144 30 which which WDT work_fo2sjxybtvhovo3ljrsijpt4pi 144 31 might may MD work_fo2sjxybtvhovo3ljrsijpt4pi 144 32 be be VB work_fo2sjxybtvhovo3ljrsijpt4pi 144 33 more more RBR work_fo2sjxybtvhovo3ljrsijpt4pi 144 34 prone prone JJ work_fo2sjxybtvhovo3ljrsijpt4pi 144 35 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 144 36 share share VB work_fo2sjxybtvhovo3ljrsijpt4pi 144 37 that that DT work_fo2sjxybtvhovo3ljrsijpt4pi 144 38 piece piece NN work_fo2sjxybtvhovo3ljrsijpt4pi 144 39 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 144 40 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 144 41 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 144 42 higher high JJR work_fo2sjxybtvhovo3ljrsijpt4pi 144 43 chance chance NN work_fo2sjxybtvhovo3ljrsijpt4pi 144 44 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 144 45 any any DT work_fo2sjxybtvhovo3ljrsijpt4pi 144 46 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 144 47 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 144 48 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 144 49 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 144 50 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 145 1 However however RB work_fo2sjxybtvhovo3ljrsijpt4pi 145 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 145 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 145 4 positivity positivity NN work_fo2sjxybtvhovo3ljrsijpt4pi 145 5 bias bias NN work_fo2sjxybtvhovo3ljrsijpt4pi 145 6 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 145 7 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 145 8 Pollyanna Pollyanna NNP work_fo2sjxybtvhovo3ljrsijpt4pi 145 9 effect effect NN work_fo2sjxybtvhovo3ljrsijpt4pi 145 10 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 145 11 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 145 12 Garcia Garcia NNP work_fo2sjxybtvhovo3ljrsijpt4pi 145 13 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 145 14 Garas Garas NNP work_fo2sjxybtvhovo3ljrsijpt4pi 145 15 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 145 16 Schweitzer Schweitzer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 145 17 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 145 18 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 145 19 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 145 20 Boucher Boucher NNP work_fo2sjxybtvhovo3ljrsijpt4pi 145 21 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 145 22 Osgood Osgood NNP work_fo2sjxybtvhovo3ljrsijpt4pi 145 23 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 145 24 1969 1969 CD work_fo2sjxybtvhovo3ljrsijpt4pi 145 25 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 145 26 rapidly rapidly RB work_fo2sjxybtvhovo3ljrsijpt4pi 145 27 kicks kick VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 145 28 in in RP work_fo2sjxybtvhovo3ljrsijpt4pi 145 29 when when WRB work_fo2sjxybtvhovo3ljrsijpt4pi 145 30 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 145 31 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 145 32 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 145 33 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 145 34 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 145 35 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 145 36 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 145 37 PeerJ PeerJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 145 38 Comput Comput NNP work_fo2sjxybtvhovo3ljrsijpt4pi 145 39 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 146 1 Sci Sci NNP work_fo2sjxybtvhovo3ljrsijpt4pi 146 2 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 146 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 146 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 146 5 10.7717 10.7717 CD work_fo2sjxybtvhovo3ljrsijpt4pi 146 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 146 7 peerj peerj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 146 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 146 9 cs.26 cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 146 10 9/15 9/15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 146 11 https://peerj.com/computer-science/ https://peerj.com/computer-science/ UH work_fo2sjxybtvhovo3ljrsijpt4pi 146 12 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 UH work_fo2sjxybtvhovo3ljrsijpt4pi 146 13 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 146 14 analyze analyze VBP work_fo2sjxybtvhovo3ljrsijpt4pi 146 15 how how WRB work_fo2sjxybtvhovo3ljrsijpt4pi 146 16 many many JJ work_fo2sjxybtvhovo3ljrsijpt4pi 146 17 times time NNS work_fo2sjxybtvhovo3ljrsijpt4pi 146 18 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 146 19 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 146 20 become become VBP work_fo2sjxybtvhovo3ljrsijpt4pi 146 21 retweeted retweeted JJ work_fo2sjxybtvhovo3ljrsijpt4pi 146 22 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 146 23 favorited favorite VBN work_fo2sjxybtvhovo3ljrsijpt4pi 146 24 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 146 25 individuals individual NNS work_fo2sjxybtvhovo3ljrsijpt4pi 146 26 online online RB work_fo2sjxybtvhovo3ljrsijpt4pi 146 27 clearly clearly RB work_fo2sjxybtvhovo3ljrsijpt4pi 146 28 tend tend VBP work_fo2sjxybtvhovo3ljrsijpt4pi 146 29 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 146 30 prefer prefer VB work_fo2sjxybtvhovo3ljrsijpt4pi 146 31 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 146 32 tweets tweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 146 33 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 146 34 which which WDT work_fo2sjxybtvhovo3ljrsijpt4pi 146 35 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 146 36 favorited favorite VBN work_fo2sjxybtvhovo3ljrsijpt4pi 146 37 as as RB work_fo2sjxybtvhovo3ljrsijpt4pi 146 38 much much JJ work_fo2sjxybtvhovo3ljrsijpt4pi 146 39 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 146 40 five five CD work_fo2sjxybtvhovo3ljrsijpt4pi 146 41 times time NNS work_fo2sjxybtvhovo3ljrsijpt4pi 146 42 more more JJR work_fo2sjxybtvhovo3ljrsijpt4pi 146 43 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 146 44 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 146 45 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 146 46 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 146 47 ones one NNS work_fo2sjxybtvhovo3ljrsijpt4pi 146 48 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 146 49 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 146 50 same same JJ work_fo2sjxybtvhovo3ljrsijpt4pi 146 51 holds hold VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 146 52 true true JJ work_fo2sjxybtvhovo3ljrsijpt4pi 146 53 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 146 54 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 146 55 amount amount NN work_fo2sjxybtvhovo3ljrsijpt4pi 146 56 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 146 57 retweets retweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 146 58 collected collect VBN work_fo2sjxybtvhovo3ljrsijpt4pi 146 59 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 146 60 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 146 61 posts post NNS work_fo2sjxybtvhovo3ljrsijpt4pi 146 62 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 146 63 which which WDT work_fo2sjxybtvhovo3ljrsijpt4pi 146 64 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 146 65 up up IN work_fo2sjxybtvhovo3ljrsijpt4pi 146 66 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 146 67 2.5 2.5 CD work_fo2sjxybtvhovo3ljrsijpt4pi 146 68 times time NNS work_fo2sjxybtvhovo3ljrsijpt4pi 146 69 more more JJR work_fo2sjxybtvhovo3ljrsijpt4pi 146 70 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 146 71 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 146 72 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 146 73 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 146 74 ones one NNS work_fo2sjxybtvhovo3ljrsijpt4pi 146 75 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 147 1 These these DT work_fo2sjxybtvhovo3ljrsijpt4pi 147 2 insights insight NNS work_fo2sjxybtvhovo3ljrsijpt4pi 147 3 provide provide VBP work_fo2sjxybtvhovo3ljrsijpt4pi 147 4 some some DT work_fo2sjxybtvhovo3ljrsijpt4pi 147 5 clear clear JJ work_fo2sjxybtvhovo3ljrsijpt4pi 147 6 directives directive NNS work_fo2sjxybtvhovo3ljrsijpt4pi 147 7 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 147 8 terms term NNS work_fo2sjxybtvhovo3ljrsijpt4pi 147 9 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 147 10 best good JJS work_fo2sjxybtvhovo3ljrsijpt4pi 147 11 practices practice NNS work_fo2sjxybtvhovo3ljrsijpt4pi 147 12 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 147 13 produce produce VB work_fo2sjxybtvhovo3ljrsijpt4pi 147 14 popular popular JJ work_fo2sjxybtvhovo3ljrsijpt4pi 147 15 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 147 16 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 147 17 if if IN work_fo2sjxybtvhovo3ljrsijpt4pi 147 18 one one CD work_fo2sjxybtvhovo3ljrsijpt4pi 147 19 aims aim VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 147 20 at at IN work_fo2sjxybtvhovo3ljrsijpt4pi 147 21 triggering trigger VBG work_fo2sjxybtvhovo3ljrsijpt4pi 147 22 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 147 23 quick quick JJ work_fo2sjxybtvhovo3ljrsijpt4pi 147 24 reaction reaction NN work_fo2sjxybtvhovo3ljrsijpt4pi 147 25 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 147 26 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 147 27 sentiments sentiment NNS work_fo2sjxybtvhovo3ljrsijpt4pi 147 28 outperform outperform RB work_fo2sjxybtvhovo3ljrsijpt4pi 147 29 neutral neutral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 147 30 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 147 31 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 147 32 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 147 33 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 148 1 This this DT work_fo2sjxybtvhovo3ljrsijpt4pi 148 2 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 148 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 148 4 reason reason NN work_fo2sjxybtvhovo3ljrsijpt4pi 148 5 why why WRB work_fo2sjxybtvhovo3ljrsijpt4pi 148 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 148 7 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 148 8 example example NN work_fo2sjxybtvhovo3ljrsijpt4pi 148 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 148 10 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 148 11 cases case NNS work_fo2sjxybtvhovo3ljrsijpt4pi 148 12 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 148 13 emergencies emergency NNS work_fo2sjxybtvhovo3ljrsijpt4pi 148 14 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 148 15 disasters disaster NNS work_fo2sjxybtvhovo3ljrsijpt4pi 148 16 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 148 17 misinformation misinformation NN work_fo2sjxybtvhovo3ljrsijpt4pi 148 18 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 148 19 fear fear NN work_fo2sjxybtvhovo3ljrsijpt4pi 148 20 spread spread VBN work_fo2sjxybtvhovo3ljrsijpt4pi 148 21 so so RB work_fo2sjxybtvhovo3ljrsijpt4pi 148 22 fast fast RB work_fo2sjxybtvhovo3ljrsijpt4pi 148 23 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 148 24 online online JJ work_fo2sjxybtvhovo3ljrsijpt4pi 148 25 environments environment NNS work_fo2sjxybtvhovo3ljrsijpt4pi 148 26 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 148 27 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 148 28 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 148 29 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 148 30 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 148 31 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 148 32 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 148 33 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 148 34 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 149 1 However however RB work_fo2sjxybtvhovo3ljrsijpt4pi 149 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 149 3 if if IN work_fo2sjxybtvhovo3ljrsijpt4pi 149 4 one one CD work_fo2sjxybtvhovo3ljrsijpt4pi 149 5 aims aim VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 149 6 at at IN work_fo2sjxybtvhovo3ljrsijpt4pi 149 7 long long RB work_fo2sjxybtvhovo3ljrsijpt4pi 149 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 149 9 lasting last VBG work_fo2sjxybtvhovo3ljrsijpt4pi 149 10 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 149 11 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 149 12 then then RB work_fo2sjxybtvhovo3ljrsijpt4pi 149 13 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 149 14 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 149 15 ensures ensure NNS work_fo2sjxybtvhovo3ljrsijpt4pi 149 16 wide wide JJ work_fo2sjxybtvhovo3ljrsijpt4pi 149 17 reach reach NN work_fo2sjxybtvhovo3ljrsijpt4pi 149 18 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 149 19 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 149 20 most most JJS work_fo2sjxybtvhovo3ljrsijpt4pi 149 21 preferences preference NNS work_fo2sjxybtvhovo3ljrsijpt4pi 149 22 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 150 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 150 2 second second JJ work_fo2sjxybtvhovo3ljrsijpt4pi 150 3 part part NN work_fo2sjxybtvhovo3ljrsijpt4pi 150 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 150 5 our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 150 6 study study NN work_fo2sjxybtvhovo3ljrsijpt4pi 150 7 focuses focus VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 150 8 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 150 9 entire entire JJ work_fo2sjxybtvhovo3ljrsijpt4pi 150 10 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 150 11 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 150 12 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 150 13 investigates investigate VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 150 14 how how WRB work_fo2sjxybtvhovo3ljrsijpt4pi 150 15 different different JJ work_fo2sjxybtvhovo3ljrsijpt4pi 150 16 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 150 17 patterns pattern NNS work_fo2sjxybtvhovo3ljrsijpt4pi 150 18 emerge emerge VBP work_fo2sjxybtvhovo3ljrsijpt4pi 150 19 from from IN work_fo2sjxybtvhovo3ljrsijpt4pi 150 20 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 150 21 characterized characterize VBN work_fo2sjxybtvhovo3ljrsijpt4pi 150 22 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 150 23 different different JJ work_fo2sjxybtvhovo3ljrsijpt4pi 150 24 temporal temporal JJ work_fo2sjxybtvhovo3ljrsijpt4pi 150 25 signatures signature NNS work_fo2sjxybtvhovo3ljrsijpt4pi 150 26 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 150 27 Kwak Kwak NNP work_fo2sjxybtvhovo3ljrsijpt4pi 150 28 et et FW work_fo2sjxybtvhovo3ljrsijpt4pi 150 29 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 150 30 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 150 31 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 150 32 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 150 33 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 150 34 Lehmann Lehmann NNP work_fo2sjxybtvhovo3ljrsijpt4pi 150 35 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 150 36 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 150 37 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 150 38 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 150 39 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 150 40 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 150 41 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 150 42 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 150 43 discover discover VBP work_fo2sjxybtvhovo3ljrsijpt4pi 150 44 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 150 45 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 150 46 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 150 47 general general JJ work_fo2sjxybtvhovo3ljrsijpt4pi 150 48 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 150 49 highly highly RB work_fo2sjxybtvhovo3ljrsijpt4pi 150 50 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 150 51 anticipated anticipate VBN work_fo2sjxybtvhovo3ljrsijpt4pi 150 52 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 150 53 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 150 54 characterized characterize VBN work_fo2sjxybtvhovo3ljrsijpt4pi 150 55 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 150 56 positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 150 57 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 150 58 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 150 59 while while IN work_fo2sjxybtvhovo3ljrsijpt4pi 150 60 unexpected unexpected JJ work_fo2sjxybtvhovo3ljrsijpt4pi 150 61 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 150 62 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 150 63 often often RB work_fo2sjxybtvhovo3ljrsijpt4pi 150 64 harbingers harbinger NNS work_fo2sjxybtvhovo3ljrsijpt4pi 150 65 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 150 66 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 150 67 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 150 68 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 150 69 yet yet CC work_fo2sjxybtvhovo3ljrsijpt4pi 150 70 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 150 71 transient transient JJ work_fo2sjxybtvhovo3ljrsijpt4pi 150 72 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 150 73 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 150 74 whose whose WP$ work_fo2sjxybtvhovo3ljrsijpt4pi 150 75 duration duration NN work_fo2sjxybtvhovo3ljrsijpt4pi 150 76 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 150 77 very very RB work_fo2sjxybtvhovo3ljrsijpt4pi 150 78 brief brief JJ work_fo2sjxybtvhovo3ljrsijpt4pi 150 79 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 150 80 represent represent VBP work_fo2sjxybtvhovo3ljrsijpt4pi 150 81 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 150 82 norm norm NN work_fo2sjxybtvhovo3ljrsijpt4pi 150 83 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 150 84 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 150 85 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 150 86 like like IN work_fo2sjxybtvhovo3ljrsijpt4pi 150 87 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 150 88 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 150 89 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 150 90 not not RB work_fo2sjxybtvhovo3ljrsijpt4pi 150 91 characterized characterize VBN work_fo2sjxybtvhovo3ljrsijpt4pi 150 92 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 150 93 any any DT work_fo2sjxybtvhovo3ljrsijpt4pi 150 94 particular particular JJ work_fo2sjxybtvhovo3ljrsijpt4pi 150 95 emotional emotional JJ work_fo2sjxybtvhovo3ljrsijpt4pi 150 96 valence valence NN work_fo2sjxybtvhovo3ljrsijpt4pi 150 97 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 151 1 These these DT work_fo2sjxybtvhovo3ljrsijpt4pi 151 2 results result NNS work_fo2sjxybtvhovo3ljrsijpt4pi 151 3 might may MD work_fo2sjxybtvhovo3ljrsijpt4pi 151 4 sound sound VB work_fo2sjxybtvhovo3ljrsijpt4pi 151 5 unsurprising unsurprising NN work_fo2sjxybtvhovo3ljrsijpt4pi 151 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 151 7 yet yet CC work_fo2sjxybtvhovo3ljrsijpt4pi 151 8 they -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 151 9 have have VBP work_fo2sjxybtvhovo3ljrsijpt4pi 151 10 not not RB work_fo2sjxybtvhovo3ljrsijpt4pi 151 11 been be VBN work_fo2sjxybtvhovo3ljrsijpt4pi 151 12 observed observe VBN work_fo2sjxybtvhovo3ljrsijpt4pi 151 13 before before RB work_fo2sjxybtvhovo3ljrsijpt4pi 151 14 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 151 15 common common JJ work_fo2sjxybtvhovo3ljrsijpt4pi 151 16 sense sense NN work_fo2sjxybtvhovo3ljrsijpt4pi 151 17 would would MD work_fo2sjxybtvhovo3ljrsijpt4pi 151 18 suggest suggest VB work_fo2sjxybtvhovo3ljrsijpt4pi 151 19 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 151 20 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 151 21 example example NN work_fo2sjxybtvhovo3ljrsijpt4pi 151 22 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 151 23 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 151 24 unprecedented unprecedented JJ work_fo2sjxybtvhovo3ljrsijpt4pi 151 25 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 151 26 often often RB work_fo2sjxybtvhovo3ljrsijpt4pi 151 27 relate relate VBP work_fo2sjxybtvhovo3ljrsijpt4pi 151 28 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 151 29 unexpected unexpected JJ work_fo2sjxybtvhovo3ljrsijpt4pi 151 30 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 151 31 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 151 32 such such JJ work_fo2sjxybtvhovo3ljrsijpt4pi 151 33 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 151 34 disasters disaster NNS work_fo2sjxybtvhovo3ljrsijpt4pi 151 35 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 151 36 emergencies emergency NNS work_fo2sjxybtvhovo3ljrsijpt4pi 151 37 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 151 38 etc etc FW work_fo2sjxybtvhovo3ljrsijpt4pi 151 39 . . FW work_fo2sjxybtvhovo3ljrsijpt4pi 151 40 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 151 41 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 151 42 canalize canalize VBP work_fo2sjxybtvhovo3ljrsijpt4pi 151 43 vast vast JJ work_fo2sjxybtvhovo3ljrsijpt4pi 151 44 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 151 45 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 151 46 from from IN work_fo2sjxybtvhovo3ljrsijpt4pi 151 47 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 151 48 audience audience NN work_fo2sjxybtvhovo3ljrsijpt4pi 151 49 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 151 50 including include VBG work_fo2sjxybtvhovo3ljrsijpt4pi 151 51 fear fear NN work_fo2sjxybtvhovo3ljrsijpt4pi 151 52 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 151 53 sorrow sorrow NN work_fo2sjxybtvhovo3ljrsijpt4pi 151 54 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 151 55 grief grief NN work_fo2sjxybtvhovo3ljrsijpt4pi 151 56 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 151 57 etc etc FW work_fo2sjxybtvhovo3ljrsijpt4pi 151 58 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 152 1 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 152 2 Sakaki Sakaki NNP work_fo2sjxybtvhovo3ljrsijpt4pi 152 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 152 4 Okazaki Okazaki NNP work_fo2sjxybtvhovo3ljrsijpt4pi 152 5 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 152 6 Matsuo Matsuo NNP work_fo2sjxybtvhovo3ljrsijpt4pi 152 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 152 8 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 152 9 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 152 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 153 1 Anticipated anticipated JJ work_fo2sjxybtvhovo3ljrsijpt4pi 153 2 conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 153 3 instead instead RB work_fo2sjxybtvhovo3ljrsijpt4pi 153 4 characterize characterize VBP work_fo2sjxybtvhovo3ljrsijpt4pi 153 5 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 153 6 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 153 7 will will MD work_fo2sjxybtvhovo3ljrsijpt4pi 153 8 occur occur VB work_fo2sjxybtvhovo3ljrsijpt4pi 153 9 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 153 10 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 153 11 foreseeable foreseeable JJ work_fo2sjxybtvhovo3ljrsijpt4pi 153 12 future future NN work_fo2sjxybtvhovo3ljrsijpt4pi 153 13 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 153 14 such such JJ work_fo2sjxybtvhovo3ljrsijpt4pi 153 15 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 153 16 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 153 17 political political JJ work_fo2sjxybtvhovo3ljrsijpt4pi 153 18 election election NN work_fo2sjxybtvhovo3ljrsijpt4pi 153 19 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 153 20 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 153 21 sport sport NN work_fo2sjxybtvhovo3ljrsijpt4pi 153 22 match match NN work_fo2sjxybtvhovo3ljrsijpt4pi 153 23 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 153 24 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 153 25 movie movie NN work_fo2sjxybtvhovo3ljrsijpt4pi 153 26 release release NN work_fo2sjxybtvhovo3ljrsijpt4pi 153 27 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 153 28 an an DT work_fo2sjxybtvhovo3ljrsijpt4pi 153 29 entertainment entertainment NN work_fo2sjxybtvhovo3ljrsijpt4pi 153 30 event event NN work_fo2sjxybtvhovo3ljrsijpt4pi 153 31 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 153 32 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 153 33 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 153 34 recurring recur VBG work_fo2sjxybtvhovo3ljrsijpt4pi 153 35 festivity festivity NN work_fo2sjxybtvhovo3ljrsijpt4pi 153 36 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 153 37 such such JJ work_fo2sjxybtvhovo3ljrsijpt4pi 153 38 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 153 39 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 153 40 generally generally RB work_fo2sjxybtvhovo3ljrsijpt4pi 153 41 positively positively RB work_fo2sjxybtvhovo3ljrsijpt4pi 153 42 received receive VBN work_fo2sjxybtvhovo3ljrsijpt4pi 153 43 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 153 44 yet yet CC work_fo2sjxybtvhovo3ljrsijpt4pi 153 45 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 153 46 attention attention NN work_fo2sjxybtvhovo3ljrsijpt4pi 153 47 toward toward IN work_fo2sjxybtvhovo3ljrsijpt4pi 153 48 them -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 153 49 quickly quickly RB work_fo2sjxybtvhovo3ljrsijpt4pi 153 50 phases phase VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 153 51 out out RP work_fo2sjxybtvhovo3ljrsijpt4pi 153 52 after after IN work_fo2sjxybtvhovo3ljrsijpt4pi 153 53 their -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 153 54 happening happening NN work_fo2sjxybtvhovo3ljrsijpt4pi 153 55 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 153 56 Lehmann Lehmann NNP work_fo2sjxybtvhovo3ljrsijpt4pi 153 57 et et FW work_fo2sjxybtvhovo3ljrsijpt4pi 153 58 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 153 59 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 153 60 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 153 61 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 153 62 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 153 63 Mestyán Mestyán NNP work_fo2sjxybtvhovo3ljrsijpt4pi 153 64 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 153 65 Yasseri Yasseri NNP work_fo2sjxybtvhovo3ljrsijpt4pi 153 66 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 153 67 Kertész Kertész NNP work_fo2sjxybtvhovo3ljrsijpt4pi 153 68 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 153 69 2013 2013 CD work_fo2sjxybtvhovo3ljrsijpt4pi 153 70 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 153 71 Le Le NNP work_fo2sjxybtvhovo3ljrsijpt4pi 153 72 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 153 73 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 153 74 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 153 75 Flammini Flammini NNP work_fo2sjxybtvhovo3ljrsijpt4pi 153 76 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 153 77 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 153 78 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 153 79 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 154 1 Elections election NNS work_fo2sjxybtvhovo3ljrsijpt4pi 154 2 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 154 3 sport sport NN work_fo2sjxybtvhovo3ljrsijpt4pi 154 4 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 154 5 might may MD work_fo2sjxybtvhovo3ljrsijpt4pi 154 6 represent represent VB work_fo2sjxybtvhovo3ljrsijpt4pi 154 7 special special JJ work_fo2sjxybtvhovo3ljrsijpt4pi 154 8 cases case NNS work_fo2sjxybtvhovo3ljrsijpt4pi 154 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 154 10 as as IN work_fo2sjxybtvhovo3ljrsijpt4pi 154 11 they -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 154 12 might may MD work_fo2sjxybtvhovo3ljrsijpt4pi 154 13 open open VB work_fo2sjxybtvhovo3ljrsijpt4pi 154 14 up up RP work_fo2sjxybtvhovo3ljrsijpt4pi 154 15 room room NN work_fo2sjxybtvhovo3ljrsijpt4pi 154 16 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 154 17 debate debate NN work_fo2sjxybtvhovo3ljrsijpt4pi 154 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 154 19 “ " `` work_fo2sjxybtvhovo3ljrsijpt4pi 154 20 flames flame NNS work_fo2sjxybtvhovo3ljrsijpt4pi 154 21 ” " '' work_fo2sjxybtvhovo3ljrsijpt4pi 154 22 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 154 23 polarized polarized JJ work_fo2sjxybtvhovo3ljrsijpt4pi 154 24 opinions opinion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 154 25 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 154 26 etc etc FW work_fo2sjxybtvhovo3ljrsijpt4pi 154 27 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 155 1 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 155 2 Ratkiewicz Ratkiewicz NNP work_fo2sjxybtvhovo3ljrsijpt4pi 155 3 et et FW work_fo2sjxybtvhovo3ljrsijpt4pi 155 4 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 155 5 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 155 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 155 7 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 155 8 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 155 9 Bond Bond NNP work_fo2sjxybtvhovo3ljrsijpt4pi 155 10 et et NNP work_fo2sjxybtvhovo3ljrsijpt4pi 155 11 al al NNP work_fo2sjxybtvhovo3ljrsijpt4pi 155 12 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 155 13 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 155 14 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 155 15 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 155 16 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 155 17 such such JJ work_fo2sjxybtvhovo3ljrsijpt4pi 155 18 characteristics characteristic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 155 19 have have VBP work_fo2sjxybtvhovo3ljrsijpt4pi 155 20 indeed indeed RB work_fo2sjxybtvhovo3ljrsijpt4pi 155 21 been be VBN work_fo2sjxybtvhovo3ljrsijpt4pi 155 22 exploited exploit VBN work_fo2sjxybtvhovo3ljrsijpt4pi 155 23 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 155 24 make make VB work_fo2sjxybtvhovo3ljrsijpt4pi 155 25 predictions prediction NNS work_fo2sjxybtvhovo3ljrsijpt4pi 155 26 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 155 27 Asur Asur NNP work_fo2sjxybtvhovo3ljrsijpt4pi 155 28 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 155 29 Huberman Huberman NNP work_fo2sjxybtvhovo3ljrsijpt4pi 155 30 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 155 31 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 155 32 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 155 33 Metaxas Metaxas NNP work_fo2sjxybtvhovo3ljrsijpt4pi 155 34 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 155 35 Mustafaraj Mustafaraj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 155 36 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 155 37 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 155 38 ; ; : work_fo2sjxybtvhovo3ljrsijpt4pi 155 39 Le Le NNP work_fo2sjxybtvhovo3ljrsijpt4pi 155 40 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 155 41 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 155 42 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 155 43 Flammini Flammini NNP work_fo2sjxybtvhovo3ljrsijpt4pi 155 44 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 155 45 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 155 46 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 155 47 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 155 48 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 156 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 156 2 findings finding NNS work_fo2sjxybtvhovo3ljrsijpt4pi 156 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 156 4 this this DT work_fo2sjxybtvhovo3ljrsijpt4pi 156 5 paper paper NN work_fo2sjxybtvhovo3ljrsijpt4pi 156 6 have have VBP work_fo2sjxybtvhovo3ljrsijpt4pi 156 7 very very RB work_fo2sjxybtvhovo3ljrsijpt4pi 156 8 practical practical JJ work_fo2sjxybtvhovo3ljrsijpt4pi 156 9 consequences consequence NNS work_fo2sjxybtvhovo3ljrsijpt4pi 156 10 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 156 11 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 156 12 relevant relevant JJ work_fo2sjxybtvhovo3ljrsijpt4pi 156 13 both both CC work_fo2sjxybtvhovo3ljrsijpt4pi 156 14 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 156 15 economic economic JJ work_fo2sjxybtvhovo3ljrsijpt4pi 156 16 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 156 17 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 156 18 impact impact NN work_fo2sjxybtvhovo3ljrsijpt4pi 156 19 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 156 20 understanding understand VBG work_fo2sjxybtvhovo3ljrsijpt4pi 156 21 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 156 22 dynamics dynamic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 156 23 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 156 24 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 156 25 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 156 26 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 156 27 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 156 28 effect effect NN work_fo2sjxybtvhovo3ljrsijpt4pi 156 29 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 156 30 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 156 31 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 156 32 such such JJ work_fo2sjxybtvhovo3ljrsijpt4pi 156 33 phenomena phenomenon NNS work_fo2sjxybtvhovo3ljrsijpt4pi 156 34 becomes become VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 156 35 crucial crucial JJ work_fo2sjxybtvhovo3ljrsijpt4pi 156 36 if if IN work_fo2sjxybtvhovo3ljrsijpt4pi 156 37 one one CD work_fo2sjxybtvhovo3ljrsijpt4pi 156 38 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 156 39 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 156 40 example example NN work_fo2sjxybtvhovo3ljrsijpt4pi 156 41 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 156 42 wants want VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 156 43 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 156 44 craft craft VB work_fo2sjxybtvhovo3ljrsijpt4pi 156 45 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 156 46 policy policy NN work_fo2sjxybtvhovo3ljrsijpt4pi 156 47 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 156 48 effectively effectively RB work_fo2sjxybtvhovo3ljrsijpt4pi 156 49 communicate communicate VB work_fo2sjxybtvhovo3ljrsijpt4pi 156 50 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 156 51 an an DT work_fo2sjxybtvhovo3ljrsijpt4pi 156 52 audience audience NN work_fo2sjxybtvhovo3ljrsijpt4pi 156 53 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 157 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 157 2 applications application NNS work_fo2sjxybtvhovo3ljrsijpt4pi 157 3 range range VBP work_fo2sjxybtvhovo3ljrsijpt4pi 157 4 from from IN work_fo2sjxybtvhovo3ljrsijpt4pi 157 5 advertisement advertisement NN work_fo2sjxybtvhovo3ljrsijpt4pi 157 6 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 157 7 marketing marketing NN work_fo2sjxybtvhovo3ljrsijpt4pi 157 8 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 157 9 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 157 10 public public JJ work_fo2sjxybtvhovo3ljrsijpt4pi 157 11 policy policy NN work_fo2sjxybtvhovo3ljrsijpt4pi 157 12 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 157 13 emergency emergency NN work_fo2sjxybtvhovo3ljrsijpt4pi 157 14 management management NN work_fo2sjxybtvhovo3ljrsijpt4pi 157 15 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 158 1 Recent recent JJ work_fo2sjxybtvhovo3ljrsijpt4pi 158 2 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 158 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 158 4 going go VBG work_fo2sjxybtvhovo3ljrsijpt4pi 158 5 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 158 6 tragic tragic JJ work_fo2sjxybtvhovo3ljrsijpt4pi 158 7 episodes episode NNS work_fo2sjxybtvhovo3ljrsijpt4pi 158 8 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 158 9 terrorism terrorism NN work_fo2sjxybtvhovo3ljrsijpt4pi 158 10 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 158 11 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 158 12 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 158 13 emergence emergence NN work_fo2sjxybtvhovo3ljrsijpt4pi 158 14 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 158 15 pandemics pandemic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 158 16 like like IN work_fo2sjxybtvhovo3ljrsijpt4pi 158 17 Ebola Ebola NNP work_fo2sjxybtvhovo3ljrsijpt4pi 158 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 158 19 have have VBP work_fo2sjxybtvhovo3ljrsijpt4pi 158 20 highlighted highlight VBN work_fo2sjxybtvhovo3ljrsijpt4pi 158 21 once once RB work_fo2sjxybtvhovo3ljrsijpt4pi 158 22 again again RB work_fo2sjxybtvhovo3ljrsijpt4pi 158 23 how how WRB work_fo2sjxybtvhovo3ljrsijpt4pi 158 24 central central JJ work_fo2sjxybtvhovo3ljrsijpt4pi 158 25 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 158 26 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 158 27 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 158 28 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 158 29 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 158 30 timely timely JJ work_fo2sjxybtvhovo3ljrsijpt4pi 158 31 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 158 32 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 158 33 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 158 34 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 158 35 yet yet CC work_fo2sjxybtvhovo3ljrsijpt4pi 158 36 how how WRB work_fo2sjxybtvhovo3ljrsijpt4pi 158 37 dangerous dangerous JJ work_fo2sjxybtvhovo3ljrsijpt4pi 158 38 they -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 158 39 can can MD work_fo2sjxybtvhovo3ljrsijpt4pi 158 40 be be VB work_fo2sjxybtvhovo3ljrsijpt4pi 158 41 when when WRB work_fo2sjxybtvhovo3ljrsijpt4pi 158 42 they -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 158 43 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 158 44 abused abuse VBN work_fo2sjxybtvhovo3ljrsijpt4pi 158 45 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 158 46 misused misuse VBN work_fo2sjxybtvhovo3ljrsijpt4pi 158 47 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 158 48 spread spread VB work_fo2sjxybtvhovo3ljrsijpt4pi 158 49 misinformation misinformation NN work_fo2sjxybtvhovo3ljrsijpt4pi 158 50 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 158 51 fear fear NN work_fo2sjxybtvhovo3ljrsijpt4pi 158 52 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 159 1 Our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 159 2 contribution contribution NN work_fo2sjxybtvhovo3ljrsijpt4pi 159 3 pushes push VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 159 4 forward forward RB work_fo2sjxybtvhovo3ljrsijpt4pi 159 5 previous previous JJ work_fo2sjxybtvhovo3ljrsijpt4pi 159 6 studies study NNS work_fo2sjxybtvhovo3ljrsijpt4pi 159 7 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 159 8 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 159 9 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 159 10 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 159 11 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 159 12 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 159 13 Dang Dang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 159 14 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 159 15 Xuan Xuan NNP work_fo2sjxybtvhovo3ljrsijpt4pi 159 16 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 159 17 Stieglitz Stieglitz NNP work_fo2sjxybtvhovo3ljrsijpt4pi 159 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 159 19 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 159 20 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 159 21 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 159 22 furthers further VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 159 23 our -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 159 24 understanding understanding NN work_fo2sjxybtvhovo3ljrsijpt4pi 159 25 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 159 26 how how WRB work_fo2sjxybtvhovo3ljrsijpt4pi 159 27 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 159 28 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 159 29 expressed express VBD work_fo2sjxybtvhovo3ljrsijpt4pi 159 30 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 159 31 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 159 32 short short JJ work_fo2sjxybtvhovo3ljrsijpt4pi 159 33 piece piece NN work_fo2sjxybtvhovo3ljrsijpt4pi 159 34 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 159 35 text text NN work_fo2sjxybtvhovo3ljrsijpt4pi 159 36 might might NN work_fo2sjxybtvhovo3ljrsijpt4pi 159 37 correlated correlate VBD work_fo2sjxybtvhovo3ljrsijpt4pi 159 38 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 159 39 its -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 159 40 spreading spreading NN work_fo2sjxybtvhovo3ljrsijpt4pi 159 41 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 159 42 online online JJ work_fo2sjxybtvhovo3ljrsijpt4pi 159 43 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 159 44 ecosystems ecosystem NNS work_fo2sjxybtvhovo3ljrsijpt4pi 159 45 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 159 46 helping help VBG work_fo2sjxybtvhovo3ljrsijpt4pi 159 47 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 159 48 craft craft VB work_fo2sjxybtvhovo3ljrsijpt4pi 159 49 effective effective JJ work_fo2sjxybtvhovo3ljrsijpt4pi 159 50 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 159 51 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 159 52 strategies strategy NNS work_fo2sjxybtvhovo3ljrsijpt4pi 159 53 that that WDT work_fo2sjxybtvhovo3ljrsijpt4pi 159 54 account account VBP work_fo2sjxybtvhovo3ljrsijpt4pi 159 55 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 159 56 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 159 57 emotional emotional JJ work_fo2sjxybtvhovo3ljrsijpt4pi 159 58 valence valence NN work_fo2sjxybtvhovo3ljrsijpt4pi 159 59 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 159 60 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 159 61 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 159 62 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 160 1 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 160 2 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 160 3 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 160 4 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 160 5 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 160 6 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 160 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 160 8 PeerJ PeerJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 160 9 Comput Comput NNP work_fo2sjxybtvhovo3ljrsijpt4pi 160 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 161 1 Sci Sci NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 2 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 161 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 5 10.7717 10.7717 CD work_fo2sjxybtvhovo3ljrsijpt4pi 161 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 161 7 peerj peerj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 161 9 cs.26 cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 10 10/15 10/15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 161 11 https://peerj.com/computer-science/ https://peerj.com/computer-science/ CD work_fo2sjxybtvhovo3ljrsijpt4pi 161 12 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 13 ACKNOWLEDGEMENTS ACKNOWLEDGEMENTS NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 14 EF EF NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 15 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 161 16 grateful grateful JJ work_fo2sjxybtvhovo3ljrsijpt4pi 161 17 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 161 18 Filippo Filippo NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 19 Menczer Menczer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 20 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 161 21 YY YY NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 22 Ahn Ahn NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 23 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 161 24 Sune Sune NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 25 Lehmann Lehmann NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 26 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 161 27 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 161 28 Johan Johan NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 29 Bollen Bollen NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 30 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 161 31 interesting interesting JJ work_fo2sjxybtvhovo3ljrsijpt4pi 161 32 discussions discussion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 161 33 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 161 34 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 161 35 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 161 36 Alessandro Alessandro NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 37 Flammini Flammini NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 38 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 161 39 Lorenzo Lorenzo NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 40 Coviello Coviello NNP work_fo2sjxybtvhovo3ljrsijpt4pi 161 41 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 161 42 their -PRON- PRP$ work_fo2sjxybtvhovo3ljrsijpt4pi 161 43 precious precious JJ work_fo2sjxybtvhovo3ljrsijpt4pi 161 44 feedback feedback NN work_fo2sjxybtvhovo3ljrsijpt4pi 161 45 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 161 46 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 161 47 project project NN work_fo2sjxybtvhovo3ljrsijpt4pi 161 48 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 161 49 extensive extensive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 161 50 comments comment NNS work_fo2sjxybtvhovo3ljrsijpt4pi 161 51 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 161 52 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 161 53 manuscript manuscript NN work_fo2sjxybtvhovo3ljrsijpt4pi 161 54 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 162 1 ADDITIONAL additional JJ work_fo2sjxybtvhovo3ljrsijpt4pi 162 2 INFORMATION information NN work_fo2sjxybtvhovo3ljrsijpt4pi 162 3 AND and CC work_fo2sjxybtvhovo3ljrsijpt4pi 162 4 DECLARATIONS DECLARATIONS NNP work_fo2sjxybtvhovo3ljrsijpt4pi 162 5 Funding Funding NNP work_fo2sjxybtvhovo3ljrsijpt4pi 162 6 EF EF NNP work_fo2sjxybtvhovo3ljrsijpt4pi 162 7 was be VBD work_fo2sjxybtvhovo3ljrsijpt4pi 162 8 partly partly RB work_fo2sjxybtvhovo3ljrsijpt4pi 162 9 supported support VBN work_fo2sjxybtvhovo3ljrsijpt4pi 162 10 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 162 11 ONR ONR NNP work_fo2sjxybtvhovo3ljrsijpt4pi 162 12 grant grant VBP work_fo2sjxybtvhovo3ljrsijpt4pi 162 13 no no UH work_fo2sjxybtvhovo3ljrsijpt4pi 162 14 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 163 1 N15A-020 N15A-020 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 163 2 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 163 3 0053 0053 CD work_fo2sjxybtvhovo3ljrsijpt4pi 163 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 164 1 ZY zy NN work_fo2sjxybtvhovo3ljrsijpt4pi 164 2 was be VBD work_fo2sjxybtvhovo3ljrsijpt4pi 164 3 partly partly RB work_fo2sjxybtvhovo3ljrsijpt4pi 164 4 supported support VBN work_fo2sjxybtvhovo3ljrsijpt4pi 164 5 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 164 6 NSF NSF NNP work_fo2sjxybtvhovo3ljrsijpt4pi 164 7 grant grant NN work_fo2sjxybtvhovo3ljrsijpt4pi 164 8 no no NN work_fo2sjxybtvhovo3ljrsijpt4pi 164 9 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 165 1 IIS-0811994 IIS-0811994 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 165 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 166 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 166 2 funders funder NNS work_fo2sjxybtvhovo3ljrsijpt4pi 166 3 had have VBD work_fo2sjxybtvhovo3ljrsijpt4pi 166 4 no no DT work_fo2sjxybtvhovo3ljrsijpt4pi 166 5 role role NN work_fo2sjxybtvhovo3ljrsijpt4pi 166 6 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 166 7 study study NN work_fo2sjxybtvhovo3ljrsijpt4pi 166 8 design design NN work_fo2sjxybtvhovo3ljrsijpt4pi 166 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 166 10 data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 166 11 collection collection NN work_fo2sjxybtvhovo3ljrsijpt4pi 166 12 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 166 13 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 166 14 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 166 15 decision decision NN work_fo2sjxybtvhovo3ljrsijpt4pi 166 16 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 166 17 publish publish VB work_fo2sjxybtvhovo3ljrsijpt4pi 166 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 166 19 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 166 20 preparation preparation NN work_fo2sjxybtvhovo3ljrsijpt4pi 166 21 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 166 22 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 166 23 manuscript manuscript NN work_fo2sjxybtvhovo3ljrsijpt4pi 166 24 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 167 1 Grant Grant NNP work_fo2sjxybtvhovo3ljrsijpt4pi 167 2 Disclosures disclosure VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 167 3 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 167 4 following follow VBG work_fo2sjxybtvhovo3ljrsijpt4pi 167 5 grant grant NN work_fo2sjxybtvhovo3ljrsijpt4pi 167 6 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 167 7 was be VBD work_fo2sjxybtvhovo3ljrsijpt4pi 167 8 disclosed disclose VBN work_fo2sjxybtvhovo3ljrsijpt4pi 167 9 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 167 10 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 167 11 authors author NNS work_fo2sjxybtvhovo3ljrsijpt4pi 167 12 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 167 13 ONR ONR NNP work_fo2sjxybtvhovo3ljrsijpt4pi 167 14 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 167 15 N15A-020 N15A-020 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 167 16 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 167 17 0053 0053 CD work_fo2sjxybtvhovo3ljrsijpt4pi 167 18 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 168 1 NSF nsf NN work_fo2sjxybtvhovo3ljrsijpt4pi 168 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 168 3 IIS-0811994 IIS-0811994 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 168 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 169 1 Competing compete VBG work_fo2sjxybtvhovo3ljrsijpt4pi 169 2 Interests interest NNS work_fo2sjxybtvhovo3ljrsijpt4pi 169 3 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 169 4 authors author NNS work_fo2sjxybtvhovo3ljrsijpt4pi 169 5 declare declare VBP work_fo2sjxybtvhovo3ljrsijpt4pi 169 6 there there EX work_fo2sjxybtvhovo3ljrsijpt4pi 169 7 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 169 8 no no DT work_fo2sjxybtvhovo3ljrsijpt4pi 169 9 competing compete VBG work_fo2sjxybtvhovo3ljrsijpt4pi 169 10 interests interest NNS work_fo2sjxybtvhovo3ljrsijpt4pi 169 11 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 170 1 Author author NN work_fo2sjxybtvhovo3ljrsijpt4pi 170 2 Contributions contribution NNS work_fo2sjxybtvhovo3ljrsijpt4pi 170 3 • • NNP work_fo2sjxybtvhovo3ljrsijpt4pi 170 4 Emilio Emilio NNP work_fo2sjxybtvhovo3ljrsijpt4pi 170 5 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 170 6 conceived conceive VBD work_fo2sjxybtvhovo3ljrsijpt4pi 170 7 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 170 8 designed design VBD work_fo2sjxybtvhovo3ljrsijpt4pi 170 9 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 170 10 experiments experiment NNS work_fo2sjxybtvhovo3ljrsijpt4pi 170 11 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 170 12 performed perform VBD work_fo2sjxybtvhovo3ljrsijpt4pi 170 13 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 170 14 experiments experiment NNS work_fo2sjxybtvhovo3ljrsijpt4pi 170 15 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 170 16 analyzed analyze VBD work_fo2sjxybtvhovo3ljrsijpt4pi 170 17 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 170 18 data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 170 19 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 170 20 contributed contribute VBD work_fo2sjxybtvhovo3ljrsijpt4pi 170 21 reagents reagent NNS work_fo2sjxybtvhovo3ljrsijpt4pi 170 22 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 170 23 materials material NNS work_fo2sjxybtvhovo3ljrsijpt4pi 170 24 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 170 25 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 170 26 tools tool NNS work_fo2sjxybtvhovo3ljrsijpt4pi 170 27 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 170 28 wrote write VBD work_fo2sjxybtvhovo3ljrsijpt4pi 170 29 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 170 30 paper paper NN work_fo2sjxybtvhovo3ljrsijpt4pi 170 31 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 170 32 prepared prepare VBN work_fo2sjxybtvhovo3ljrsijpt4pi 170 33 figures figure NNS work_fo2sjxybtvhovo3ljrsijpt4pi 170 34 and/or and/or CC work_fo2sjxybtvhovo3ljrsijpt4pi 170 35 tables table NNS work_fo2sjxybtvhovo3ljrsijpt4pi 170 36 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 170 37 performed perform VBD work_fo2sjxybtvhovo3ljrsijpt4pi 170 38 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 170 39 computation computation NN work_fo2sjxybtvhovo3ljrsijpt4pi 170 40 work work NN work_fo2sjxybtvhovo3ljrsijpt4pi 170 41 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 170 42 reviewed review VBN work_fo2sjxybtvhovo3ljrsijpt4pi 170 43 drafts draft NNS work_fo2sjxybtvhovo3ljrsijpt4pi 170 44 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 170 45 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 170 46 paper paper NN work_fo2sjxybtvhovo3ljrsijpt4pi 170 47 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 171 1 • • NNP work_fo2sjxybtvhovo3ljrsijpt4pi 171 2 Zeyao Zeyao NNP work_fo2sjxybtvhovo3ljrsijpt4pi 171 3 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 171 4 performed perform VBD work_fo2sjxybtvhovo3ljrsijpt4pi 171 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 171 6 experiments experiment NNS work_fo2sjxybtvhovo3ljrsijpt4pi 171 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 171 8 analyzed analyze VBD work_fo2sjxybtvhovo3ljrsijpt4pi 171 9 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 171 10 data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 171 11 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 171 12 prepared prepare VBN work_fo2sjxybtvhovo3ljrsijpt4pi 171 13 figures figure NNS work_fo2sjxybtvhovo3ljrsijpt4pi 171 14 and/or and/or CC work_fo2sjxybtvhovo3ljrsijpt4pi 171 15 tables table NNS work_fo2sjxybtvhovo3ljrsijpt4pi 171 16 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 171 17 performed perform VBD work_fo2sjxybtvhovo3ljrsijpt4pi 171 18 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 171 19 computation computation NN work_fo2sjxybtvhovo3ljrsijpt4pi 171 20 work work NN work_fo2sjxybtvhovo3ljrsijpt4pi 171 21 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 172 1 Data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 172 2 Availability availability NN work_fo2sjxybtvhovo3ljrsijpt4pi 172 3 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 172 4 following follow VBG work_fo2sjxybtvhovo3ljrsijpt4pi 172 5 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 172 6 was be VBD work_fo2sjxybtvhovo3ljrsijpt4pi 172 7 supplied supply VBN work_fo2sjxybtvhovo3ljrsijpt4pi 172 8 regarding regard VBG work_fo2sjxybtvhovo3ljrsijpt4pi 172 9 data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 172 10 availability availability NN work_fo2sjxybtvhovo3ljrsijpt4pi 172 11 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 172 12 Data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 172 13 was be VBD work_fo2sjxybtvhovo3ljrsijpt4pi 172 14 collected collect VBN work_fo2sjxybtvhovo3ljrsijpt4pi 172 15 through through IN work_fo2sjxybtvhovo3ljrsijpt4pi 172 16 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 172 17 public public NN work_fo2sjxybtvhovo3ljrsijpt4pi 172 18 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 172 19 API API NNP work_fo2sjxybtvhovo3ljrsijpt4pi 172 20 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 172 21 https://dev.twitter.com/overview/ https://dev.twitter.com/overview/ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 172 22 api api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 172 23 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 172 24 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 173 1 To to TO work_fo2sjxybtvhovo3ljrsijpt4pi 173 2 comply comply VB work_fo2sjxybtvhovo3ljrsijpt4pi 173 3 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 173 4 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 173 5 terms term NNS work_fo2sjxybtvhovo3ljrsijpt4pi 173 6 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 173 7 service service NN work_fo2sjxybtvhovo3ljrsijpt4pi 173 8 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 173 9 data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 173 10 can can MD work_fo2sjxybtvhovo3ljrsijpt4pi 173 11 not not RB work_fo2sjxybtvhovo3ljrsijpt4pi 173 12 be be VB work_fo2sjxybtvhovo3ljrsijpt4pi 173 13 publicly publicly RB work_fo2sjxybtvhovo3ljrsijpt4pi 173 14 shared share VBN work_fo2sjxybtvhovo3ljrsijpt4pi 173 15 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 174 1 Interested interested JJ work_fo2sjxybtvhovo3ljrsijpt4pi 174 2 future future JJ work_fo2sjxybtvhovo3ljrsijpt4pi 174 3 researchers researcher NNS work_fo2sjxybtvhovo3ljrsijpt4pi 174 4 may may MD work_fo2sjxybtvhovo3ljrsijpt4pi 174 5 reproduce reproduce VB work_fo2sjxybtvhovo3ljrsijpt4pi 174 6 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 174 7 experiments experiment NNS work_fo2sjxybtvhovo3ljrsijpt4pi 174 8 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 174 9 following follow VBG work_fo2sjxybtvhovo3ljrsijpt4pi 174 10 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 174 11 procedure procedure NN work_fo2sjxybtvhovo3ljrsijpt4pi 174 12 described describe VBN work_fo2sjxybtvhovo3ljrsijpt4pi 174 13 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 174 14 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 174 15 paper paper NN work_fo2sjxybtvhovo3ljrsijpt4pi 174 16 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 175 1 Anonymized anonymize VBN work_fo2sjxybtvhovo3ljrsijpt4pi 175 2 data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 175 3 may may MD work_fo2sjxybtvhovo3ljrsijpt4pi 175 4 be be VB work_fo2sjxybtvhovo3ljrsijpt4pi 175 5 available available JJ work_fo2sjxybtvhovo3ljrsijpt4pi 175 6 upon upon IN work_fo2sjxybtvhovo3ljrsijpt4pi 175 7 request request NN work_fo2sjxybtvhovo3ljrsijpt4pi 175 8 from from IN work_fo2sjxybtvhovo3ljrsijpt4pi 175 9 Dr. Dr. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 175 10 Emilio Emilio NNP work_fo2sjxybtvhovo3ljrsijpt4pi 175 11 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 175 12 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 175 13 ferrarae@isi.edu ferrarae@isi.edu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 175 14 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 175 15 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 176 1 REFERENCES REFERENCES NNP work_fo2sjxybtvhovo3ljrsijpt4pi 176 2 Akkaya Akkaya NNP work_fo2sjxybtvhovo3ljrsijpt4pi 176 3 C C NNP work_fo2sjxybtvhovo3ljrsijpt4pi 176 4 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 176 5 Wiebe Wiebe NNP work_fo2sjxybtvhovo3ljrsijpt4pi 176 6 J J NNP work_fo2sjxybtvhovo3ljrsijpt4pi 176 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 176 8 Mihalcea Mihalcea NNP work_fo2sjxybtvhovo3ljrsijpt4pi 176 9 R. R. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 176 10 2009 2009 CD work_fo2sjxybtvhovo3ljrsijpt4pi 176 11 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 177 1 Subjectivity subjectivity NN work_fo2sjxybtvhovo3ljrsijpt4pi 177 2 word word NN work_fo2sjxybtvhovo3ljrsijpt4pi 177 3 sense sense NN work_fo2sjxybtvhovo3ljrsijpt4pi 177 4 disambiguation disambiguation NN work_fo2sjxybtvhovo3ljrsijpt4pi 177 5 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 178 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 178 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 178 3 Proceedings Proceedings NNP work_fo2sjxybtvhovo3ljrsijpt4pi 178 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 178 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 178 6 2009 2009 CD work_fo2sjxybtvhovo3ljrsijpt4pi 178 7 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 178 8 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 178 9 empirical empirical JJ work_fo2sjxybtvhovo3ljrsijpt4pi 178 10 methods method NNS work_fo2sjxybtvhovo3ljrsijpt4pi 178 11 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 178 12 natural natural JJ work_fo2sjxybtvhovo3ljrsijpt4pi 178 13 language language NN work_fo2sjxybtvhovo3ljrsijpt4pi 178 14 processing processing NN work_fo2sjxybtvhovo3ljrsijpt4pi 178 15 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 179 1 ACL ACL NNP work_fo2sjxybtvhovo3ljrsijpt4pi 179 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 179 3 190–199 190–199 CD work_fo2sjxybtvhovo3ljrsijpt4pi 179 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 180 1 Anderson Anderson NNP work_fo2sjxybtvhovo3ljrsijpt4pi 180 2 A A NNP work_fo2sjxybtvhovo3ljrsijpt4pi 180 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 180 4 Huttenlocher Huttenlocher NNP work_fo2sjxybtvhovo3ljrsijpt4pi 180 5 D D NNP work_fo2sjxybtvhovo3ljrsijpt4pi 180 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 180 7 Kleinberg Kleinberg NNP work_fo2sjxybtvhovo3ljrsijpt4pi 180 8 J J NNP work_fo2sjxybtvhovo3ljrsijpt4pi 180 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 180 10 Leskovec Leskovec NNP work_fo2sjxybtvhovo3ljrsijpt4pi 180 11 J. J. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 181 1 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 181 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 182 1 Effects effect NNS work_fo2sjxybtvhovo3ljrsijpt4pi 182 2 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 182 3 user user NN work_fo2sjxybtvhovo3ljrsijpt4pi 182 4 similarity similarity NN work_fo2sjxybtvhovo3ljrsijpt4pi 182 5 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 182 6 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 182 7 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 182 8 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 183 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 183 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 183 3 Proceedings Proceedings NNP work_fo2sjxybtvhovo3ljrsijpt4pi 183 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 183 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 183 6 fifth fifth JJ work_fo2sjxybtvhovo3ljrsijpt4pi 183 7 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 183 8 international international JJ work_fo2sjxybtvhovo3ljrsijpt4pi 183 9 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 183 10 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 183 11 web web NN work_fo2sjxybtvhovo3ljrsijpt4pi 183 12 search search NN work_fo2sjxybtvhovo3ljrsijpt4pi 183 13 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 183 14 data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 183 15 mining mining NN work_fo2sjxybtvhovo3ljrsijpt4pi 183 16 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 184 1 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 184 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 184 3 703–712 703–712 CD work_fo2sjxybtvhovo3ljrsijpt4pi 184 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 185 1 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 185 2 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 185 3 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 185 4 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 185 5 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 185 6 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 185 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 185 8 PeerJ PeerJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 185 9 Comput Comput NNP work_fo2sjxybtvhovo3ljrsijpt4pi 185 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 186 1 Sci Sci NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 2 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 186 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 5 10.7717 10.7717 CD work_fo2sjxybtvhovo3ljrsijpt4pi 186 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 186 7 peerj peerj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 186 9 cs.26 cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 10 11/15 11/15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 186 11 https://peerj.com/computer-science/ https://peerj.com/computer-science/ CD work_fo2sjxybtvhovo3ljrsijpt4pi 186 12 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 13 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 14 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 15 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 16 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 17 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 18 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 19 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 20 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 21 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 22 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 23 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 24 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 25 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 26 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 27 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 28 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 29 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 30 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 31 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 32 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 33 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 34 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 35 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 36 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 37 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 38 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 39 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 40 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 41 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 42 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 43 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 44 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 45 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 46 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 47 https://dev.twitter.com/overview/api https://dev.twitter.com/overview/api NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 48 http://ferrarae@isi.edu http://ferrarae@isi.edu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 49 http://ferrarae@isi.edu http://ferrarae@isi.edu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 50 http://ferrarae@isi.edu http://ferrarae@isi.edu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 51 http://ferrarae@isi.edu http://ferrarae@isi.edu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 52 http://ferrarae@isi.edu http://ferrarae@isi.edu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 53 http://ferrarae@isi.edu http://ferrarae@isi.edu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 54 http://ferrarae@isi.edu http://ferrarae@isi.edu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 55 http://ferrarae@isi.edu http://ferrarae@isi.edu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 56 http://ferrarae@isi.edu http://ferrarae@isi.edu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 57 http://ferrarae@isi.edu http://ferrarae@isi.edu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 58 http://ferrarae@isi.edu http://ferrarae@isi.edu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 59 http://ferrarae@isi.edu http://ferrarae@isi.edu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 60 http://ferrarae@isi.edu http://ferrarae@isi.edu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 61 http://ferrarae@isi.edu http://ferrarae@isi.edu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 62 http://ferrarae@isi.edu http://ferrarae@isi.edu XX work_fo2sjxybtvhovo3ljrsijpt4pi 186 63 http://ferrarae@isi.edu http://ferrarae@isi.edu NFP work_fo2sjxybtvhovo3ljrsijpt4pi 186 64 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 65 Aral Aral NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 66 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 67 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 186 68 Muchnik Muchnik NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 69 L L NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 70 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 186 71 Sundararajan Sundararajan NNP work_fo2sjxybtvhovo3ljrsijpt4pi 186 72 A. A. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 187 1 2009 2009 CD work_fo2sjxybtvhovo3ljrsijpt4pi 187 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 188 1 Distinguishing distinguish VBG work_fo2sjxybtvhovo3ljrsijpt4pi 188 2 influence influence NN work_fo2sjxybtvhovo3ljrsijpt4pi 188 3 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 188 4 based base VBN work_fo2sjxybtvhovo3ljrsijpt4pi 188 5 contagion contagion NN work_fo2sjxybtvhovo3ljrsijpt4pi 188 6 from from IN work_fo2sjxybtvhovo3ljrsijpt4pi 188 7 homophily homophily RB work_fo2sjxybtvhovo3ljrsijpt4pi 188 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 188 9 driven drive VBN work_fo2sjxybtvhovo3ljrsijpt4pi 188 10 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 188 11 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 188 12 dynamic dynamic JJ work_fo2sjxybtvhovo3ljrsijpt4pi 188 13 networks network NNS work_fo2sjxybtvhovo3ljrsijpt4pi 188 14 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 189 1 Proceedings proceeding NNS work_fo2sjxybtvhovo3ljrsijpt4pi 189 2 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 189 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 189 4 National National NNP work_fo2sjxybtvhovo3ljrsijpt4pi 189 5 Academy Academy NNP work_fo2sjxybtvhovo3ljrsijpt4pi 189 6 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 189 7 Sciences Sciences NNPS work_fo2sjxybtvhovo3ljrsijpt4pi 189 8 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 189 9 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 189 10 United United NNP work_fo2sjxybtvhovo3ljrsijpt4pi 189 11 States States NNP work_fo2sjxybtvhovo3ljrsijpt4pi 189 12 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 189 13 America America NNP work_fo2sjxybtvhovo3ljrsijpt4pi 189 14 106(51):21544–21549 106(51):21544–21549 NN work_fo2sjxybtvhovo3ljrsijpt4pi 189 15 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 189 16 10.1073 10.1073 CD work_fo2sjxybtvhovo3ljrsijpt4pi 189 17 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 189 18 pnas.0908800106 pnas.0908800106 NN work_fo2sjxybtvhovo3ljrsijpt4pi 189 19 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 190 1 Aral Aral NNP work_fo2sjxybtvhovo3ljrsijpt4pi 190 2 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 190 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 190 4 Walker Walker NNP work_fo2sjxybtvhovo3ljrsijpt4pi 190 5 D. D. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 190 6 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 190 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 191 1 Identifying identify VBG work_fo2sjxybtvhovo3ljrsijpt4pi 191 2 influential influential JJ work_fo2sjxybtvhovo3ljrsijpt4pi 191 3 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 191 4 susceptible susceptible JJ work_fo2sjxybtvhovo3ljrsijpt4pi 191 5 members member NNS work_fo2sjxybtvhovo3ljrsijpt4pi 191 6 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 191 7 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 191 8 networks network NNS work_fo2sjxybtvhovo3ljrsijpt4pi 191 9 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 192 1 Science Science NNP work_fo2sjxybtvhovo3ljrsijpt4pi 192 2 337(6092):337–341 337(6092):337–341 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 192 3 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 192 4 10.1126 10.1126 CD work_fo2sjxybtvhovo3ljrsijpt4pi 192 5 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 192 6 science.1215842 science.1215842 CD work_fo2sjxybtvhovo3ljrsijpt4pi 192 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 193 1 Asur Asur NNP work_fo2sjxybtvhovo3ljrsijpt4pi 193 2 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 193 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 193 4 Huberman Huberman NNP work_fo2sjxybtvhovo3ljrsijpt4pi 193 5 BA BA NNP work_fo2sjxybtvhovo3ljrsijpt4pi 193 6 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 194 1 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 194 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 195 1 Predicting predict VBG work_fo2sjxybtvhovo3ljrsijpt4pi 195 2 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 195 3 future future NN work_fo2sjxybtvhovo3ljrsijpt4pi 195 4 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 195 5 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 195 6 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 195 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 196 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 196 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 196 3 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 196 4 IEEE IEEE NNP work_fo2sjxybtvhovo3ljrsijpt4pi 196 5 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 196 6 WIC WIC NNP work_fo2sjxybtvhovo3ljrsijpt4pi 196 7 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 196 8 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 196 9 international international JJ work_fo2sjxybtvhovo3ljrsijpt4pi 196 10 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 196 11 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 196 12 web web NN work_fo2sjxybtvhovo3ljrsijpt4pi 196 13 intelligence intelligence NN work_fo2sjxybtvhovo3ljrsijpt4pi 196 14 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 196 15 intelligent intelligent JJ work_fo2sjxybtvhovo3ljrsijpt4pi 196 16 agent agent NN work_fo2sjxybtvhovo3ljrsijpt4pi 196 17 technology technology NN work_fo2sjxybtvhovo3ljrsijpt4pi 196 18 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 197 1 IEEE IEEE NNP work_fo2sjxybtvhovo3ljrsijpt4pi 197 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 197 3 492–499 492–499 CD work_fo2sjxybtvhovo3ljrsijpt4pi 197 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 198 1 Backstrom Backstrom NNP work_fo2sjxybtvhovo3ljrsijpt4pi 198 2 L L NNP work_fo2sjxybtvhovo3ljrsijpt4pi 198 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 198 4 Kleinberg Kleinberg NNP work_fo2sjxybtvhovo3ljrsijpt4pi 198 5 J. J. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 199 1 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 199 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 200 1 Romantic romantic JJ work_fo2sjxybtvhovo3ljrsijpt4pi 200 2 partnerships partnership NNS work_fo2sjxybtvhovo3ljrsijpt4pi 200 3 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 200 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 200 5 dispersion dispersion NN work_fo2sjxybtvhovo3ljrsijpt4pi 200 6 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 200 7 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 200 8 ties tie NNS work_fo2sjxybtvhovo3ljrsijpt4pi 200 9 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 200 10 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 200 11 network network NN work_fo2sjxybtvhovo3ljrsijpt4pi 200 12 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 200 13 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 200 14 relationship relationship NN work_fo2sjxybtvhovo3ljrsijpt4pi 200 15 status status NN work_fo2sjxybtvhovo3ljrsijpt4pi 200 16 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 200 17 Facebook Facebook NNP work_fo2sjxybtvhovo3ljrsijpt4pi 200 18 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 201 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 201 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 201 3 Proceedings proceeding NNS work_fo2sjxybtvhovo3ljrsijpt4pi 201 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 201 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 201 6 17th 17th JJ work_fo2sjxybtvhovo3ljrsijpt4pi 201 7 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 201 8 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 201 9 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 201 10 computer computer NN work_fo2sjxybtvhovo3ljrsijpt4pi 201 11 supported support VBD work_fo2sjxybtvhovo3ljrsijpt4pi 201 12 cooperative cooperative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 201 13 work work NN work_fo2sjxybtvhovo3ljrsijpt4pi 201 14 & & CC work_fo2sjxybtvhovo3ljrsijpt4pi 201 15 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 201 16 computing computing NN work_fo2sjxybtvhovo3ljrsijpt4pi 201 17 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 202 1 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 202 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 202 3 831–841 831–841 CD work_fo2sjxybtvhovo3ljrsijpt4pi 202 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 203 1 Bakshy Bakshy NNP work_fo2sjxybtvhovo3ljrsijpt4pi 203 2 E E NNP work_fo2sjxybtvhovo3ljrsijpt4pi 203 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 203 4 Rosenn Rosenn NNP work_fo2sjxybtvhovo3ljrsijpt4pi 203 5 I I NNP work_fo2sjxybtvhovo3ljrsijpt4pi 203 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 203 7 Marlow Marlow NNP work_fo2sjxybtvhovo3ljrsijpt4pi 203 8 C C NNP work_fo2sjxybtvhovo3ljrsijpt4pi 203 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 203 10 Adamic Adamic NNP work_fo2sjxybtvhovo3ljrsijpt4pi 203 11 L. L. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 203 12 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 203 13 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 204 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 204 2 role role NN work_fo2sjxybtvhovo3ljrsijpt4pi 204 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 204 4 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 204 5 networks network NNS work_fo2sjxybtvhovo3ljrsijpt4pi 204 6 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 204 7 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 204 8 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 204 9 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 205 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 205 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 205 3 Proceedings proceeding NNS work_fo2sjxybtvhovo3ljrsijpt4pi 205 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 205 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 205 6 21st 21st JJ work_fo2sjxybtvhovo3ljrsijpt4pi 205 7 international international JJ work_fo2sjxybtvhovo3ljrsijpt4pi 205 8 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 205 9 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 205 10 World World NNP work_fo2sjxybtvhovo3ljrsijpt4pi 205 11 Wide Wide NNP work_fo2sjxybtvhovo3ljrsijpt4pi 205 12 Web Web NNP work_fo2sjxybtvhovo3ljrsijpt4pi 205 13 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 205 14 519–528 519–528 CD work_fo2sjxybtvhovo3ljrsijpt4pi 205 15 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 206 1 Bayer Bayer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 206 2 M M NNP work_fo2sjxybtvhovo3ljrsijpt4pi 206 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 206 4 Sommer Sommer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 206 5 W W NNP work_fo2sjxybtvhovo3ljrsijpt4pi 206 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 206 7 Schacht Schacht NNP work_fo2sjxybtvhovo3ljrsijpt4pi 206 8 A. A. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 207 1 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 207 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 208 1 Font font NN work_fo2sjxybtvhovo3ljrsijpt4pi 208 2 size size NN work_fo2sjxybtvhovo3ljrsijpt4pi 208 3 matters matter NNS work_fo2sjxybtvhovo3ljrsijpt4pi 208 4 — — : work_fo2sjxybtvhovo3ljrsijpt4pi 208 5 emotion emotion NN work_fo2sjxybtvhovo3ljrsijpt4pi 208 6 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 208 7 attention attention NN work_fo2sjxybtvhovo3ljrsijpt4pi 208 8 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 208 9 cortical cortical JJ work_fo2sjxybtvhovo3ljrsijpt4pi 208 10 responses response NNS work_fo2sjxybtvhovo3ljrsijpt4pi 208 11 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 208 12 written write VBN work_fo2sjxybtvhovo3ljrsijpt4pi 208 13 words word NNS work_fo2sjxybtvhovo3ljrsijpt4pi 208 14 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 209 1 PLoS PLoS : work_fo2sjxybtvhovo3ljrsijpt4pi 209 2 ONE one CD work_fo2sjxybtvhovo3ljrsijpt4pi 209 3 7(5):e36042 7(5):e36042 CD work_fo2sjxybtvhovo3ljrsijpt4pi 209 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 209 5 10.1371 10.1371 CD work_fo2sjxybtvhovo3ljrsijpt4pi 209 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 209 7 journal.pone.0036042 journal.pone.0036042 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 209 8 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 210 1 Beasley Beasley NNP work_fo2sjxybtvhovo3ljrsijpt4pi 210 2 A A NNP work_fo2sjxybtvhovo3ljrsijpt4pi 210 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 210 4 Mason Mason NNP work_fo2sjxybtvhovo3ljrsijpt4pi 210 5 W. W. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 210 6 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 210 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 211 1 Emotional emotional JJ work_fo2sjxybtvhovo3ljrsijpt4pi 211 2 states state NNS work_fo2sjxybtvhovo3ljrsijpt4pi 211 3 vs. vs. IN work_fo2sjxybtvhovo3ljrsijpt4pi 211 4 emotional emotional JJ work_fo2sjxybtvhovo3ljrsijpt4pi 211 5 words word NNS work_fo2sjxybtvhovo3ljrsijpt4pi 211 6 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 211 7 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 211 8 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 211 9 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 212 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 212 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 212 3 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 212 4 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 212 5 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 212 6 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 212 7 web web NN work_fo2sjxybtvhovo3ljrsijpt4pi 212 8 science science NN work_fo2sjxybtvhovo3ljrsijpt4pi 212 9 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 213 1 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 213 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 214 1 Berger Berger NNP work_fo2sjxybtvhovo3ljrsijpt4pi 214 2 J. J. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 215 1 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 215 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 216 1 Arousal Arousal NNP work_fo2sjxybtvhovo3ljrsijpt4pi 216 2 increases increase VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 216 3 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 216 4 transmission transmission NN work_fo2sjxybtvhovo3ljrsijpt4pi 216 5 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 216 6 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 216 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 217 1 Psychological Psychological NNP work_fo2sjxybtvhovo3ljrsijpt4pi 217 2 Science Science NNP work_fo2sjxybtvhovo3ljrsijpt4pi 217 3 22(7):891–893 22(7):891–893 CD work_fo2sjxybtvhovo3ljrsijpt4pi 217 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 217 5 10.1177/0956797611413294 10.1177/0956797611413294 CD work_fo2sjxybtvhovo3ljrsijpt4pi 217 6 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 218 1 Berger Berger NNP work_fo2sjxybtvhovo3ljrsijpt4pi 218 2 J J NNP work_fo2sjxybtvhovo3ljrsijpt4pi 218 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 218 4 Milkman Milkman NNP work_fo2sjxybtvhovo3ljrsijpt4pi 218 5 KL KL NNP work_fo2sjxybtvhovo3ljrsijpt4pi 218 6 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 219 1 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 219 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 220 1 What what WP work_fo2sjxybtvhovo3ljrsijpt4pi 220 2 makes make VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 220 3 online online JJ work_fo2sjxybtvhovo3ljrsijpt4pi 220 4 content content NN work_fo2sjxybtvhovo3ljrsijpt4pi 220 5 viral viral JJ work_fo2sjxybtvhovo3ljrsijpt4pi 220 6 ? ? . work_fo2sjxybtvhovo3ljrsijpt4pi 221 1 Journal Journal NNP work_fo2sjxybtvhovo3ljrsijpt4pi 221 2 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 221 3 Marketing Marketing NNP work_fo2sjxybtvhovo3ljrsijpt4pi 221 4 Research Research NNP work_fo2sjxybtvhovo3ljrsijpt4pi 221 5 49(2):192–205 49(2):192–205 CD work_fo2sjxybtvhovo3ljrsijpt4pi 221 6 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 221 7 10.1509 10.1509 CD work_fo2sjxybtvhovo3ljrsijpt4pi 221 8 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 221 9 jmr.10.0353 jmr.10.0353 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 221 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 222 1 Bollen Bollen NNP work_fo2sjxybtvhovo3ljrsijpt4pi 222 2 J J NNP work_fo2sjxybtvhovo3ljrsijpt4pi 222 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 222 4 Mao Mao NNP work_fo2sjxybtvhovo3ljrsijpt4pi 222 5 H H NNP work_fo2sjxybtvhovo3ljrsijpt4pi 222 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 222 7 Pepe Pepe NNP work_fo2sjxybtvhovo3ljrsijpt4pi 222 8 A. A. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 223 1 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 223 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 224 1 Modeling model VBG work_fo2sjxybtvhovo3ljrsijpt4pi 224 2 public public JJ work_fo2sjxybtvhovo3ljrsijpt4pi 224 3 mood mood NN work_fo2sjxybtvhovo3ljrsijpt4pi 224 4 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 224 5 emotion emotion NN work_fo2sjxybtvhovo3ljrsijpt4pi 224 6 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 224 7 Twitter twitter NN work_fo2sjxybtvhovo3ljrsijpt4pi 224 8 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 224 9 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 224 10 socio socio JJ work_fo2sjxybtvhovo3ljrsijpt4pi 224 11 - - JJ work_fo2sjxybtvhovo3ljrsijpt4pi 224 12 economic economic JJ work_fo2sjxybtvhovo3ljrsijpt4pi 224 13 phenomena phenomenon NNS work_fo2sjxybtvhovo3ljrsijpt4pi 224 14 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 225 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 225 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 225 3 International International NNP work_fo2sjxybtvhovo3ljrsijpt4pi 225 4 AAAI AAAI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 225 5 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 225 6 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 225 7 weblogs weblog NNS work_fo2sjxybtvhovo3ljrsijpt4pi 225 8 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 225 9 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 225 10 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 225 11 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 226 1 AAAI AAAI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 226 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 226 3 450–453 450–453 CD work_fo2sjxybtvhovo3ljrsijpt4pi 226 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 227 1 Bollen Bollen NNP work_fo2sjxybtvhovo3ljrsijpt4pi 227 2 J J NNP work_fo2sjxybtvhovo3ljrsijpt4pi 227 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 227 4 Mao Mao NNP work_fo2sjxybtvhovo3ljrsijpt4pi 227 5 H H NNP work_fo2sjxybtvhovo3ljrsijpt4pi 227 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 227 7 Zeng Zeng NNP work_fo2sjxybtvhovo3ljrsijpt4pi 227 8 X. X. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 228 1 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 228 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 229 1 Twitter twitter NN work_fo2sjxybtvhovo3ljrsijpt4pi 229 2 mood mood NN work_fo2sjxybtvhovo3ljrsijpt4pi 229 3 predicts predict VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 229 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 229 5 stock stock NN work_fo2sjxybtvhovo3ljrsijpt4pi 229 6 market market NN work_fo2sjxybtvhovo3ljrsijpt4pi 229 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 230 1 Journal Journal NNP work_fo2sjxybtvhovo3ljrsijpt4pi 230 2 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 230 3 Computational Computational NNP work_fo2sjxybtvhovo3ljrsijpt4pi 230 4 Science Science NNP work_fo2sjxybtvhovo3ljrsijpt4pi 230 5 2(1):1–8 2(1):1–8 CD work_fo2sjxybtvhovo3ljrsijpt4pi 230 6 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 230 7 10.1016 10.1016 CD work_fo2sjxybtvhovo3ljrsijpt4pi 230 8 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 230 9 j.jocs.2010.12.007 j.jocs.2010.12.007 CD work_fo2sjxybtvhovo3ljrsijpt4pi 230 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 231 1 Bond bond NN work_fo2sjxybtvhovo3ljrsijpt4pi 231 2 RM RM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 231 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 231 4 Fariss Fariss NNP work_fo2sjxybtvhovo3ljrsijpt4pi 231 5 CJ CJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 231 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 231 7 Jones Jones NNP work_fo2sjxybtvhovo3ljrsijpt4pi 231 8 JJ JJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 231 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 231 10 Kramer Kramer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 231 11 AD AD NNP work_fo2sjxybtvhovo3ljrsijpt4pi 231 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 231 13 Marlow Marlow NNP work_fo2sjxybtvhovo3ljrsijpt4pi 231 14 C C NNP work_fo2sjxybtvhovo3ljrsijpt4pi 231 15 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 231 16 Settle Settle NNP work_fo2sjxybtvhovo3ljrsijpt4pi 231 17 JE JE NNP work_fo2sjxybtvhovo3ljrsijpt4pi 231 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 231 19 Fowler Fowler NNP work_fo2sjxybtvhovo3ljrsijpt4pi 231 20 JH JH NNP work_fo2sjxybtvhovo3ljrsijpt4pi 231 21 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 232 1 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 232 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 233 1 A a DT work_fo2sjxybtvhovo3ljrsijpt4pi 233 2 61-million 61-million CD work_fo2sjxybtvhovo3ljrsijpt4pi 233 3 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 233 4 person person NN work_fo2sjxybtvhovo3ljrsijpt4pi 233 5 experiment experiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 233 6 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 233 7 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 233 8 influence influence NN work_fo2sjxybtvhovo3ljrsijpt4pi 233 9 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 233 10 political political JJ work_fo2sjxybtvhovo3ljrsijpt4pi 233 11 mobilization mobilization NN work_fo2sjxybtvhovo3ljrsijpt4pi 233 12 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 234 1 Nature nature NN work_fo2sjxybtvhovo3ljrsijpt4pi 234 2 489(7415):295–298 489(7415):295–298 CD work_fo2sjxybtvhovo3ljrsijpt4pi 234 3 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 234 4 10.1038 10.1038 CD work_fo2sjxybtvhovo3ljrsijpt4pi 234 5 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 234 6 nature11421 nature11421 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 234 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 235 1 Boucher Boucher NNP work_fo2sjxybtvhovo3ljrsijpt4pi 235 2 J J NNP work_fo2sjxybtvhovo3ljrsijpt4pi 235 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 235 4 Osgood Osgood NNP work_fo2sjxybtvhovo3ljrsijpt4pi 235 5 CE CE NNP work_fo2sjxybtvhovo3ljrsijpt4pi 235 6 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 236 1 1969 1969 CD work_fo2sjxybtvhovo3ljrsijpt4pi 236 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 237 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 237 2 pollyanna pollyanna NN work_fo2sjxybtvhovo3ljrsijpt4pi 237 3 hypothesis hypothesis NN work_fo2sjxybtvhovo3ljrsijpt4pi 237 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 238 1 Journal Journal NNP work_fo2sjxybtvhovo3ljrsijpt4pi 238 2 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 238 3 Verbal Verbal NNP work_fo2sjxybtvhovo3ljrsijpt4pi 238 4 Learning Learning NNP work_fo2sjxybtvhovo3ljrsijpt4pi 238 5 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 238 6 Verbal Verbal NNP work_fo2sjxybtvhovo3ljrsijpt4pi 238 7 Behavior Behavior NNP work_fo2sjxybtvhovo3ljrsijpt4pi 238 8 8(1):1–8 8(1):1–8 CD work_fo2sjxybtvhovo3ljrsijpt4pi 238 9 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 238 10 10.1016 10.1016 CD work_fo2sjxybtvhovo3ljrsijpt4pi 238 11 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 238 12 S0022 S0022 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 238 13 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 238 14 5371(69)80002 5371(69)80002 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 238 15 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 238 16 2 2 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 238 17 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 239 1 Centola Centola NNP work_fo2sjxybtvhovo3ljrsijpt4pi 239 2 D. D. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 239 3 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 239 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 240 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 240 2 spread spread NN work_fo2sjxybtvhovo3ljrsijpt4pi 240 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 240 4 behavior behavior NN work_fo2sjxybtvhovo3ljrsijpt4pi 240 5 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 240 6 an an DT work_fo2sjxybtvhovo3ljrsijpt4pi 240 7 online online JJ work_fo2sjxybtvhovo3ljrsijpt4pi 240 8 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 240 9 network network NN work_fo2sjxybtvhovo3ljrsijpt4pi 240 10 experiment experiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 240 11 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 241 1 Science science NN work_fo2sjxybtvhovo3ljrsijpt4pi 241 2 329(5996):1194–1197 329(5996):1194–1197 CD work_fo2sjxybtvhovo3ljrsijpt4pi 241 3 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 241 4 10.1126 10.1126 CD work_fo2sjxybtvhovo3ljrsijpt4pi 241 5 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 241 6 science.1185231 science.1185231 CD work_fo2sjxybtvhovo3ljrsijpt4pi 241 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 242 1 Centola Centola NNP work_fo2sjxybtvhovo3ljrsijpt4pi 242 2 D. D. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 242 3 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 242 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 243 1 An an DT work_fo2sjxybtvhovo3ljrsijpt4pi 243 2 experimental experimental JJ work_fo2sjxybtvhovo3ljrsijpt4pi 243 3 study study NN work_fo2sjxybtvhovo3ljrsijpt4pi 243 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 243 5 homophily homophily NN work_fo2sjxybtvhovo3ljrsijpt4pi 243 6 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 243 7 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 243 8 adoption adoption NN work_fo2sjxybtvhovo3ljrsijpt4pi 243 9 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 243 10 health health NN work_fo2sjxybtvhovo3ljrsijpt4pi 243 11 behavior behavior NN work_fo2sjxybtvhovo3ljrsijpt4pi 243 12 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 244 1 Science science NN work_fo2sjxybtvhovo3ljrsijpt4pi 244 2 334(6060):1269–1272 334(6060):1269–1272 CD work_fo2sjxybtvhovo3ljrsijpt4pi 244 3 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 244 4 10.1126 10.1126 CD work_fo2sjxybtvhovo3ljrsijpt4pi 244 5 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 244 6 science.1207055 science.1207055 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 244 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 245 1 Cheng Cheng NNP work_fo2sjxybtvhovo3ljrsijpt4pi 245 2 J J NNP work_fo2sjxybtvhovo3ljrsijpt4pi 245 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 245 4 Adamic Adamic NNP work_fo2sjxybtvhovo3ljrsijpt4pi 245 5 L L NNP work_fo2sjxybtvhovo3ljrsijpt4pi 245 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 245 7 Dow Dow NNP work_fo2sjxybtvhovo3ljrsijpt4pi 245 8 PA PA NNP work_fo2sjxybtvhovo3ljrsijpt4pi 245 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 245 10 Kleinberg Kleinberg NNP work_fo2sjxybtvhovo3ljrsijpt4pi 245 11 JM JM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 245 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 245 13 Leskovec Leskovec NNP work_fo2sjxybtvhovo3ljrsijpt4pi 245 14 J. J. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 246 1 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 246 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 247 1 Can Can MD work_fo2sjxybtvhovo3ljrsijpt4pi 247 2 cascades cascade VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 247 3 be be VB work_fo2sjxybtvhovo3ljrsijpt4pi 247 4 predicted predict VBN work_fo2sjxybtvhovo3ljrsijpt4pi 247 5 ? ? . work_fo2sjxybtvhovo3ljrsijpt4pi 248 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 248 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 248 3 Pro- pro- NN work_fo2sjxybtvhovo3ljrsijpt4pi 248 4 ceedings ceeding NNS work_fo2sjxybtvhovo3ljrsijpt4pi 248 5 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 248 6 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 248 7 23rd 23rd JJ work_fo2sjxybtvhovo3ljrsijpt4pi 248 8 international international JJ work_fo2sjxybtvhovo3ljrsijpt4pi 248 9 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 248 10 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 248 11 World World NNP work_fo2sjxybtvhovo3ljrsijpt4pi 248 12 Wide Wide NNP work_fo2sjxybtvhovo3ljrsijpt4pi 248 13 Web Web NNP work_fo2sjxybtvhovo3ljrsijpt4pi 248 14 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 248 15 925–936 925–936 CD work_fo2sjxybtvhovo3ljrsijpt4pi 248 16 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 249 1 Choudhury choudhury NN work_fo2sjxybtvhovo3ljrsijpt4pi 249 2 MD MD NNP work_fo2sjxybtvhovo3ljrsijpt4pi 249 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 249 4 Counts Counts NNP work_fo2sjxybtvhovo3ljrsijpt4pi 249 5 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 249 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 249 7 Gamon Gamon NNP work_fo2sjxybtvhovo3ljrsijpt4pi 249 8 M. M. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 249 9 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 249 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 250 1 Not not RB work_fo2sjxybtvhovo3ljrsijpt4pi 250 2 all all DT work_fo2sjxybtvhovo3ljrsijpt4pi 250 3 moods mood NNS work_fo2sjxybtvhovo3ljrsijpt4pi 250 4 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 250 5 created create VBN work_fo2sjxybtvhovo3ljrsijpt4pi 250 6 equal equal JJ work_fo2sjxybtvhovo3ljrsijpt4pi 250 7 ! ! . work_fo2sjxybtvhovo3ljrsijpt4pi 251 1 exploring explore VBG work_fo2sjxybtvhovo3ljrsijpt4pi 251 2 human human JJ work_fo2sjxybtvhovo3ljrsijpt4pi 251 3 emotional emotional JJ work_fo2sjxybtvhovo3ljrsijpt4pi 251 4 states state NNS work_fo2sjxybtvhovo3ljrsijpt4pi 251 5 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 251 6 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 251 7 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 251 8 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 252 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 252 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 252 3 International International NNP work_fo2sjxybtvhovo3ljrsijpt4pi 252 4 AAAI AAAI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 252 5 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 252 6 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 252 7 weblogs weblog NNS work_fo2sjxybtvhovo3ljrsijpt4pi 252 8 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 252 9 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 252 10 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 252 11 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 252 12 66–73 66–73 CD work_fo2sjxybtvhovo3ljrsijpt4pi 252 13 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 253 1 Conover Conover NNP work_fo2sjxybtvhovo3ljrsijpt4pi 253 2 MD MD NNP work_fo2sjxybtvhovo3ljrsijpt4pi 253 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 253 4 Davis Davis NNP work_fo2sjxybtvhovo3ljrsijpt4pi 253 5 C C NNP work_fo2sjxybtvhovo3ljrsijpt4pi 253 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 253 7 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 253 8 E E NNP work_fo2sjxybtvhovo3ljrsijpt4pi 253 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 253 10 McKelvey McKelvey NNP work_fo2sjxybtvhovo3ljrsijpt4pi 253 11 K K NNP work_fo2sjxybtvhovo3ljrsijpt4pi 253 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 253 13 Menczer Menczer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 253 14 F F NNP work_fo2sjxybtvhovo3ljrsijpt4pi 253 15 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 253 16 Flammini Flammini NNP work_fo2sjxybtvhovo3ljrsijpt4pi 253 17 A. a. NN work_fo2sjxybtvhovo3ljrsijpt4pi 254 1 2013a 2013a CD work_fo2sjxybtvhovo3ljrsijpt4pi 254 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 255 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 255 2 geospatial geospatial JJ work_fo2sjxybtvhovo3ljrsijpt4pi 255 3 characteristics characteristic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 255 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 255 5 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 255 6 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 255 7 movement movement NN work_fo2sjxybtvhovo3ljrsijpt4pi 255 8 communication communication NN work_fo2sjxybtvhovo3ljrsijpt4pi 255 9 network network NN work_fo2sjxybtvhovo3ljrsijpt4pi 255 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 256 1 PLoS PLoS NNP work_fo2sjxybtvhovo3ljrsijpt4pi 256 2 ONE one CD work_fo2sjxybtvhovo3ljrsijpt4pi 256 3 8(3):e55957 8(3):e55957 CD work_fo2sjxybtvhovo3ljrsijpt4pi 256 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 256 5 10.1371 10.1371 CD work_fo2sjxybtvhovo3ljrsijpt4pi 256 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 256 7 journal.pone.0055957 journal.pone.0055957 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 256 8 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 257 1 Conover Conover NNP work_fo2sjxybtvhovo3ljrsijpt4pi 257 2 MD MD NNP work_fo2sjxybtvhovo3ljrsijpt4pi 257 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 257 4 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 257 5 E E NNP work_fo2sjxybtvhovo3ljrsijpt4pi 257 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 257 7 Menczer Menczer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 257 8 F F NNP work_fo2sjxybtvhovo3ljrsijpt4pi 257 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 257 10 Flammini Flammini NNP work_fo2sjxybtvhovo3ljrsijpt4pi 257 11 A. a. NN work_fo2sjxybtvhovo3ljrsijpt4pi 258 1 2013b 2013b CD work_fo2sjxybtvhovo3ljrsijpt4pi 258 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 259 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 259 2 digital digital JJ work_fo2sjxybtvhovo3ljrsijpt4pi 259 3 evolution evolution NN work_fo2sjxybtvhovo3ljrsijpt4pi 259 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 259 5 Occupy Occupy NNP work_fo2sjxybtvhovo3ljrsijpt4pi 259 6 Wall Wall NNP work_fo2sjxybtvhovo3ljrsijpt4pi 259 7 Street Street NNP work_fo2sjxybtvhovo3ljrsijpt4pi 259 8 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 260 1 PLoS PLoS : work_fo2sjxybtvhovo3ljrsijpt4pi 260 2 ONE one CD work_fo2sjxybtvhovo3ljrsijpt4pi 260 3 8(5):e64679 8(5):e64679 CD work_fo2sjxybtvhovo3ljrsijpt4pi 260 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 260 5 10.1371 10.1371 CD work_fo2sjxybtvhovo3ljrsijpt4pi 260 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 260 7 journal.pone.0064679 journal.pone.0064679 ADD work_fo2sjxybtvhovo3ljrsijpt4pi 260 8 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 261 1 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 261 2 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 261 3 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 261 4 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 261 5 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 261 6 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 261 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 261 8 PeerJ PeerJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 261 9 Comput Comput NNP work_fo2sjxybtvhovo3ljrsijpt4pi 261 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 262 1 Sci Sci NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 2 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 262 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 5 10.7717 10.7717 CD work_fo2sjxybtvhovo3ljrsijpt4pi 262 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 262 7 peerj peerj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 262 9 cs.26 cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 10 12/15 12/15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 262 11 https://peerj.com/computer-science/ https://peerj.com/computer-science/ CD work_fo2sjxybtvhovo3ljrsijpt4pi 262 12 http://dx.doi.org/10.1073/pnas.0908800106 http://dx.doi.org/10.1073/pnas.0908800106 CD work_fo2sjxybtvhovo3ljrsijpt4pi 262 13 http://dx.doi.org/10.1126/science.1215842 http://dx.doi.org/10.1126/science.1215842 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 14 http://dx.doi.org/10.1371/journal.pone.0036042 http://dx.doi.org/10.1371/journal.pone.0036042 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 15 http://dx.doi.org/10.1177/0956797611413294 http://dx.doi.org/10.1177/0956797611413294 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 16 http://dx.doi.org/10.1509/jmr.10.0353 http://dx.doi.org/10.1509/jmr.10.0353 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 17 http://dx.doi.org/10.1016/j.jocs.2010.12.007 http://dx.doi.org/10.1016/j.jocs.2010.12.007 UH work_fo2sjxybtvhovo3ljrsijpt4pi 262 18 http://dx.doi.org/10.1038/nature11421 http://dx.doi.org/10.1038/nature11421 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 19 http://dx.doi.org/10.1016/S0022-5371(69)80002-2 http://dx.doi.org/10.1016/s0022-5371(69)80002-2 FW work_fo2sjxybtvhovo3ljrsijpt4pi 262 20 http://dx.doi.org/10.1126/science.1185231 http://dx.doi.org/10.1126/science.1185231 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 21 http://dx.doi.org/10.1126/science.1207055 http://dx.doi.org/10.1126/science.1207055 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 22 http://dx.doi.org/10.1371/journal.pone.0055957 http://dx.doi.org/10.1371/journal.pone.0055957 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 23 http://dx.doi.org/10.1371/journal.pone.0064679 http://dx.doi.org/10.1371/journal.pone.0064679 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 24 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 25 Dang Dang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 26 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 262 27 Xuan Xuan NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 28 L L NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 29 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 262 30 Stieglitz Stieglitz NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 31 S. S. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 262 32 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 262 33 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 263 1 Impact impact NN work_fo2sjxybtvhovo3ljrsijpt4pi 263 2 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 263 3 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 263 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 263 5 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 263 6 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 263 7 political political JJ work_fo2sjxybtvhovo3ljrsijpt4pi 263 8 communication communication NN work_fo2sjxybtvhovo3ljrsijpt4pi 263 9 - - : work_fo2sjxybtvhovo3ljrsijpt4pi 263 10 an an DT work_fo2sjxybtvhovo3ljrsijpt4pi 263 11 empirical empirical JJ work_fo2sjxybtvhovo3ljrsijpt4pi 263 12 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 263 13 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 263 14 political political JJ work_fo2sjxybtvhovo3ljrsijpt4pi 263 15 weblogs weblog NNS work_fo2sjxybtvhovo3ljrsijpt4pi 263 16 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 264 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 264 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 264 3 International International NNP work_fo2sjxybtvhovo3ljrsijpt4pi 264 4 AAAI AAAI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 264 5 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 264 6 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 264 7 weblogs weblog NNS work_fo2sjxybtvhovo3ljrsijpt4pi 264 8 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 264 9 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 264 10 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 264 11 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 265 1 AAAI AAAI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 265 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 265 3 427–430 427–430 CD work_fo2sjxybtvhovo3ljrsijpt4pi 265 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 266 1 De De NNP work_fo2sjxybtvhovo3ljrsijpt4pi 266 2 Meo Meo NNP work_fo2sjxybtvhovo3ljrsijpt4pi 266 3 P P NNP work_fo2sjxybtvhovo3ljrsijpt4pi 266 4 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 266 5 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 266 6 E E NNP work_fo2sjxybtvhovo3ljrsijpt4pi 266 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 266 8 Fiumara Fiumara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 266 9 G G NNP work_fo2sjxybtvhovo3ljrsijpt4pi 266 10 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 266 11 Provetti Provetti NNP work_fo2sjxybtvhovo3ljrsijpt4pi 266 12 A. a. NN work_fo2sjxybtvhovo3ljrsijpt4pi 267 1 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 267 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 268 1 On on IN work_fo2sjxybtvhovo3ljrsijpt4pi 268 2 Facebook Facebook NNP work_fo2sjxybtvhovo3ljrsijpt4pi 268 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 268 4 most most JJS work_fo2sjxybtvhovo3ljrsijpt4pi 268 5 ties tie NNS work_fo2sjxybtvhovo3ljrsijpt4pi 268 6 are be VBP work_fo2sjxybtvhovo3ljrsijpt4pi 268 7 weak weak JJ work_fo2sjxybtvhovo3ljrsijpt4pi 268 8 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 269 1 Communications communication NNS work_fo2sjxybtvhovo3ljrsijpt4pi 269 2 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 269 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 269 4 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 269 5 57(11):78–84 57(11):78–84 . work_fo2sjxybtvhovo3ljrsijpt4pi 269 6 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 269 7 10.1145/2629438 10.1145/2629438 CD work_fo2sjxybtvhovo3ljrsijpt4pi 269 8 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 270 1 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 270 2 E. E. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 270 3 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 270 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 271 1 A a DT work_fo2sjxybtvhovo3ljrsijpt4pi 271 2 large large JJ work_fo2sjxybtvhovo3ljrsijpt4pi 271 3 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 271 4 scale scale NN work_fo2sjxybtvhovo3ljrsijpt4pi 271 5 community community NN work_fo2sjxybtvhovo3ljrsijpt4pi 271 6 structure structure NN work_fo2sjxybtvhovo3ljrsijpt4pi 271 7 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 271 8 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 271 9 Facebook Facebook NNP work_fo2sjxybtvhovo3ljrsijpt4pi 271 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 272 1 EPJ EPJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 272 2 Data Data NNP work_fo2sjxybtvhovo3ljrsijpt4pi 272 3 Science Science NNP work_fo2sjxybtvhovo3ljrsijpt4pi 272 4 1(1):1–30 1(1):1–30 NN work_fo2sjxybtvhovo3ljrsijpt4pi 272 5 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 272 6 10.1140 10.1140 CD work_fo2sjxybtvhovo3ljrsijpt4pi 272 7 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 272 8 epjds9 epjds9 NN work_fo2sjxybtvhovo3ljrsijpt4pi 272 9 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 273 1 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 273 2 E E NNP work_fo2sjxybtvhovo3ljrsijpt4pi 273 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 273 4 JafariAsbagh JafariAsbagh NNP work_fo2sjxybtvhovo3ljrsijpt4pi 273 5 M M NNP work_fo2sjxybtvhovo3ljrsijpt4pi 273 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 273 7 Varol Varol NNP work_fo2sjxybtvhovo3ljrsijpt4pi 273 8 O O NNP work_fo2sjxybtvhovo3ljrsijpt4pi 273 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 273 10 Qazvinian Qazvinian NNP work_fo2sjxybtvhovo3ljrsijpt4pi 273 11 V V NNP work_fo2sjxybtvhovo3ljrsijpt4pi 273 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 273 13 Menczer Menczer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 273 14 F F NNP work_fo2sjxybtvhovo3ljrsijpt4pi 273 15 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 273 16 Flammini Flammini NNP work_fo2sjxybtvhovo3ljrsijpt4pi 273 17 A. a. NN work_fo2sjxybtvhovo3ljrsijpt4pi 274 1 2013a 2013a CD work_fo2sjxybtvhovo3ljrsijpt4pi 274 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 275 1 Clustering cluster VBG work_fo2sjxybtvhovo3ljrsijpt4pi 275 2 memes meme NNS work_fo2sjxybtvhovo3ljrsijpt4pi 275 3 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 275 4 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 275 5 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 275 6 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 276 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 276 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 276 3 2013 2013 CD work_fo2sjxybtvhovo3ljrsijpt4pi 276 4 IEEE IEEE NNP work_fo2sjxybtvhovo3ljrsijpt4pi 276 5 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 276 6 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 276 7 international international JJ work_fo2sjxybtvhovo3ljrsijpt4pi 276 8 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 276 9 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 276 10 advances advance NNS work_fo2sjxybtvhovo3ljrsijpt4pi 276 11 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 276 12 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 276 13 networks network NNS work_fo2sjxybtvhovo3ljrsijpt4pi 276 14 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 276 15 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 276 16 mining mining NN work_fo2sjxybtvhovo3ljrsijpt4pi 276 17 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 277 1 IEEE IEEE NNP work_fo2sjxybtvhovo3ljrsijpt4pi 277 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 277 3 548–555 548–555 CD work_fo2sjxybtvhovo3ljrsijpt4pi 277 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 278 1 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 278 2 E E NNP work_fo2sjxybtvhovo3ljrsijpt4pi 278 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 278 4 Varol Varol NNP work_fo2sjxybtvhovo3ljrsijpt4pi 278 5 O O NNP work_fo2sjxybtvhovo3ljrsijpt4pi 278 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 278 7 Davis Davis NNP work_fo2sjxybtvhovo3ljrsijpt4pi 278 8 C C NNP work_fo2sjxybtvhovo3ljrsijpt4pi 278 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 278 10 Menczer Menczer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 278 11 F F NNP work_fo2sjxybtvhovo3ljrsijpt4pi 278 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 278 13 Flammini Flammini NNP work_fo2sjxybtvhovo3ljrsijpt4pi 278 14 A. a. NN work_fo2sjxybtvhovo3ljrsijpt4pi 279 1 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 279 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 280 1 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 280 2 rise rise NN work_fo2sjxybtvhovo3ljrsijpt4pi 280 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 280 4 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 280 5 bots bot NNS work_fo2sjxybtvhovo3ljrsijpt4pi 280 6 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 281 1 ArXiv ArXiv NNP work_fo2sjxybtvhovo3ljrsijpt4pi 281 2 preprint preprint NN work_fo2sjxybtvhovo3ljrsijpt4pi 281 3 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 282 1 arXiv:1407.5225 arxiv:1407.5225 NN work_fo2sjxybtvhovo3ljrsijpt4pi 282 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 283 1 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 283 2 E E NNP work_fo2sjxybtvhovo3ljrsijpt4pi 283 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 283 4 Varol Varol NNP work_fo2sjxybtvhovo3ljrsijpt4pi 283 5 O O NNP work_fo2sjxybtvhovo3ljrsijpt4pi 283 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 283 7 Menczer Menczer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 283 8 F F NNP work_fo2sjxybtvhovo3ljrsijpt4pi 283 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 283 10 Flammini Flammini NNP work_fo2sjxybtvhovo3ljrsijpt4pi 283 11 A. a. NN work_fo2sjxybtvhovo3ljrsijpt4pi 284 1 2013b 2013b CD work_fo2sjxybtvhovo3ljrsijpt4pi 284 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 285 1 Traveling travel VBG work_fo2sjxybtvhovo3ljrsijpt4pi 285 2 trends trend NNS work_fo2sjxybtvhovo3ljrsijpt4pi 285 3 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 285 4 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 285 5 butterflies butterfly NNS work_fo2sjxybtvhovo3ljrsijpt4pi 285 6 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 285 7 frequent frequent JJ work_fo2sjxybtvhovo3ljrsijpt4pi 285 8 fliers flier NNS work_fo2sjxybtvhovo3ljrsijpt4pi 285 9 ? ? . work_fo2sjxybtvhovo3ljrsijpt4pi 286 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 286 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 286 3 First First NNP work_fo2sjxybtvhovo3ljrsijpt4pi 286 4 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 286 5 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 286 6 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 286 7 Online online JJ work_fo2sjxybtvhovo3ljrsijpt4pi 286 8 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 286 9 networks network NNS work_fo2sjxybtvhovo3ljrsijpt4pi 286 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 287 1 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 287 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 287 3 213–222 213–222 CD work_fo2sjxybtvhovo3ljrsijpt4pi 287 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 288 1 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 288 2 E E NNP work_fo2sjxybtvhovo3ljrsijpt4pi 288 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 288 4 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 288 5 Z. Z. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 289 1 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 289 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 290 1 Measuring measure VBG work_fo2sjxybtvhovo3ljrsijpt4pi 290 2 emotional emotional JJ work_fo2sjxybtvhovo3ljrsijpt4pi 290 3 contagion contagion NN work_fo2sjxybtvhovo3ljrsijpt4pi 290 4 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 290 5 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 290 6 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 290 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 291 1 ArXiv ArXiv NNP work_fo2sjxybtvhovo3ljrsijpt4pi 291 2 preprint preprint NN work_fo2sjxybtvhovo3ljrsijpt4pi 291 3 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 292 1 arXiv:1506.06021 arXiv:1506.06021 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 292 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 293 1 Garcia Garcia NNP work_fo2sjxybtvhovo3ljrsijpt4pi 293 2 D D NNP work_fo2sjxybtvhovo3ljrsijpt4pi 293 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 293 4 Garas Garas NNP work_fo2sjxybtvhovo3ljrsijpt4pi 293 5 A A NNP work_fo2sjxybtvhovo3ljrsijpt4pi 293 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 293 7 Schweitzer Schweitzer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 293 8 F. F. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 293 9 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 293 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 294 1 Positive positive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 294 2 words word NNS work_fo2sjxybtvhovo3ljrsijpt4pi 294 3 carry carry VBP work_fo2sjxybtvhovo3ljrsijpt4pi 294 4 less less JJR work_fo2sjxybtvhovo3ljrsijpt4pi 294 5 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 294 6 than than IN work_fo2sjxybtvhovo3ljrsijpt4pi 294 7 negative negative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 294 8 words word NNS work_fo2sjxybtvhovo3ljrsijpt4pi 294 9 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 295 1 EPJ EPJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 295 2 Data Data NNP work_fo2sjxybtvhovo3ljrsijpt4pi 295 3 Science Science NNP work_fo2sjxybtvhovo3ljrsijpt4pi 295 4 1(1):1–12 1(1):1–12 CD work_fo2sjxybtvhovo3ljrsijpt4pi 295 5 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 295 6 10.1140 10.1140 CD work_fo2sjxybtvhovo3ljrsijpt4pi 295 7 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 295 8 epjds3 epjds3 NNS work_fo2sjxybtvhovo3ljrsijpt4pi 295 9 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 296 1 Gilbert Gilbert NNP work_fo2sjxybtvhovo3ljrsijpt4pi 296 2 E E NNP work_fo2sjxybtvhovo3ljrsijpt4pi 296 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 296 4 Karahalios Karahalios NNP work_fo2sjxybtvhovo3ljrsijpt4pi 296 5 K. K. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 296 6 2009 2009 CD work_fo2sjxybtvhovo3ljrsijpt4pi 296 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 297 1 Predicting predict VBG work_fo2sjxybtvhovo3ljrsijpt4pi 297 2 tie tie NN work_fo2sjxybtvhovo3ljrsijpt4pi 297 3 strength strength NN work_fo2sjxybtvhovo3ljrsijpt4pi 297 4 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 297 5 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 297 6 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 297 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 298 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 298 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 298 3 27th 27th CD work_fo2sjxybtvhovo3ljrsijpt4pi 298 4 SIGCHI SIGCHI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 298 5 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 298 6 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 298 7 human human JJ work_fo2sjxybtvhovo3ljrsijpt4pi 298 8 factors factor NNS work_fo2sjxybtvhovo3ljrsijpt4pi 298 9 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 298 10 computing compute VBG work_fo2sjxybtvhovo3ljrsijpt4pi 298 11 systems system NNS work_fo2sjxybtvhovo3ljrsijpt4pi 298 12 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 299 1 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 299 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 299 3 211–220 211–220 CD work_fo2sjxybtvhovo3ljrsijpt4pi 299 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 300 1 Golder Golder NNP work_fo2sjxybtvhovo3ljrsijpt4pi 300 2 SA SA NNP work_fo2sjxybtvhovo3ljrsijpt4pi 300 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 300 4 Macy Macy NNP work_fo2sjxybtvhovo3ljrsijpt4pi 300 5 MW MW NNP work_fo2sjxybtvhovo3ljrsijpt4pi 300 6 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 301 1 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 301 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 302 1 Diurnal diurnal JJ work_fo2sjxybtvhovo3ljrsijpt4pi 302 2 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 302 3 seasonal seasonal JJ work_fo2sjxybtvhovo3ljrsijpt4pi 302 4 mood mood NN work_fo2sjxybtvhovo3ljrsijpt4pi 302 5 vary vary VBP work_fo2sjxybtvhovo3ljrsijpt4pi 302 6 with with IN work_fo2sjxybtvhovo3ljrsijpt4pi 302 7 work work NN work_fo2sjxybtvhovo3ljrsijpt4pi 302 8 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 302 9 sleep sleep NN work_fo2sjxybtvhovo3ljrsijpt4pi 302 10 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 302 11 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 302 12 daylength daylength NN work_fo2sjxybtvhovo3ljrsijpt4pi 302 13 across across IN work_fo2sjxybtvhovo3ljrsijpt4pi 302 14 diverse diverse JJ work_fo2sjxybtvhovo3ljrsijpt4pi 302 15 cultures culture NNS work_fo2sjxybtvhovo3ljrsijpt4pi 302 16 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 303 1 Science science NN work_fo2sjxybtvhovo3ljrsijpt4pi 303 2 333(6051):1878–1881 333(6051):1878–1881 CD work_fo2sjxybtvhovo3ljrsijpt4pi 303 3 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 303 4 10.1126 10.1126 CD work_fo2sjxybtvhovo3ljrsijpt4pi 303 5 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 303 6 science.1202775 science.1202775 NN work_fo2sjxybtvhovo3ljrsijpt4pi 303 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 304 1 Gomez Gomez NNP work_fo2sjxybtvhovo3ljrsijpt4pi 304 2 Rodriguez Rodriguez NNP work_fo2sjxybtvhovo3ljrsijpt4pi 304 3 M M NNP work_fo2sjxybtvhovo3ljrsijpt4pi 304 4 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 304 5 Leskovec Leskovec NNP work_fo2sjxybtvhovo3ljrsijpt4pi 304 6 J J NNP work_fo2sjxybtvhovo3ljrsijpt4pi 304 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 304 8 Schölkopf Schölkopf NNP work_fo2sjxybtvhovo3ljrsijpt4pi 304 9 B. B. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 305 1 2013 2013 CD work_fo2sjxybtvhovo3ljrsijpt4pi 305 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 306 1 Structure structure NN work_fo2sjxybtvhovo3ljrsijpt4pi 306 2 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 306 3 dynamics dynamic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 306 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 306 5 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 306 6 pathways pathway NNS work_fo2sjxybtvhovo3ljrsijpt4pi 306 7 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 306 8 online online JJ work_fo2sjxybtvhovo3ljrsijpt4pi 306 9 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 306 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 307 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 307 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 307 3 Proceedings proceeding NNS work_fo2sjxybtvhovo3ljrsijpt4pi 307 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 307 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 307 6 sixth sixth JJ work_fo2sjxybtvhovo3ljrsijpt4pi 307 7 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 307 8 international international JJ work_fo2sjxybtvhovo3ljrsijpt4pi 307 9 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 307 10 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 307 11 Web web NN work_fo2sjxybtvhovo3ljrsijpt4pi 307 12 search search NN work_fo2sjxybtvhovo3ljrsijpt4pi 307 13 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 307 14 data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 307 15 mining mining NN work_fo2sjxybtvhovo3ljrsijpt4pi 307 16 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 308 1 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 308 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 308 3 23–32 23–32 CD work_fo2sjxybtvhovo3ljrsijpt4pi 308 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 309 1 Harris Harris NNP work_fo2sjxybtvhovo3ljrsijpt4pi 309 2 RB RB NNP work_fo2sjxybtvhovo3ljrsijpt4pi 309 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 309 4 Paradice Paradice NNP work_fo2sjxybtvhovo3ljrsijpt4pi 309 5 D. D. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 309 6 2007 2007 CD work_fo2sjxybtvhovo3ljrsijpt4pi 309 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 310 1 An an DT work_fo2sjxybtvhovo3ljrsijpt4pi 310 2 investigation investigation NN work_fo2sjxybtvhovo3ljrsijpt4pi 310 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 310 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 310 5 computer computer NN work_fo2sjxybtvhovo3ljrsijpt4pi 310 6 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 310 7 mediated mediate VBN work_fo2sjxybtvhovo3ljrsijpt4pi 310 8 communication communication NN work_fo2sjxybtvhovo3ljrsijpt4pi 310 9 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 310 10 emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 310 11 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 311 1 Journal Journal NNP work_fo2sjxybtvhovo3ljrsijpt4pi 311 2 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 311 3 Applied Applied NNP work_fo2sjxybtvhovo3ljrsijpt4pi 311 4 Sciences Sciences NNPS work_fo2sjxybtvhovo3ljrsijpt4pi 311 5 Research Research NNP work_fo2sjxybtvhovo3ljrsijpt4pi 311 6 3(12):2081–2090 3(12):2081–2090 CD work_fo2sjxybtvhovo3ljrsijpt4pi 311 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 312 1 Huberman Huberman NNP work_fo2sjxybtvhovo3ljrsijpt4pi 312 2 B B NNP work_fo2sjxybtvhovo3ljrsijpt4pi 312 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 312 4 Romero Romero NNP work_fo2sjxybtvhovo3ljrsijpt4pi 312 5 D D NNP work_fo2sjxybtvhovo3ljrsijpt4pi 312 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 312 7 Wu Wu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 312 8 F. F. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 312 9 2009 2009 CD work_fo2sjxybtvhovo3ljrsijpt4pi 312 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 313 1 Social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 313 2 networks network NNS work_fo2sjxybtvhovo3ljrsijpt4pi 313 3 that that IN work_fo2sjxybtvhovo3ljrsijpt4pi 313 4 matter matter NN work_fo2sjxybtvhovo3ljrsijpt4pi 313 5 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 313 6 Twitter twitter NN work_fo2sjxybtvhovo3ljrsijpt4pi 313 7 under under IN work_fo2sjxybtvhovo3ljrsijpt4pi 313 8 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 313 9 microscope microscope NN work_fo2sjxybtvhovo3ljrsijpt4pi 313 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 314 1 First First NNP work_fo2sjxybtvhovo3ljrsijpt4pi 314 2 Monday Monday NNP work_fo2sjxybtvhovo3ljrsijpt4pi 314 3 14(1)1–5 14(1)1–5 CD work_fo2sjxybtvhovo3ljrsijpt4pi 314 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 315 1 Hutto Hutto NNP work_fo2sjxybtvhovo3ljrsijpt4pi 315 2 C C NNP work_fo2sjxybtvhovo3ljrsijpt4pi 315 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 315 4 Gilbert Gilbert NNP work_fo2sjxybtvhovo3ljrsijpt4pi 315 5 E. E. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 315 6 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 315 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 316 1 Vader vader NN work_fo2sjxybtvhovo3ljrsijpt4pi 316 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 316 3 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 316 4 parsimonious parsimonious JJ work_fo2sjxybtvhovo3ljrsijpt4pi 316 5 rule rule NN work_fo2sjxybtvhovo3ljrsijpt4pi 316 6 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 316 7 based base VBN work_fo2sjxybtvhovo3ljrsijpt4pi 316 8 model model NN work_fo2sjxybtvhovo3ljrsijpt4pi 316 9 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 316 10 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 316 11 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 316 12 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 316 13 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 316 14 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 316 15 text text NN work_fo2sjxybtvhovo3ljrsijpt4pi 316 16 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 317 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 317 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 317 3 International International NNP work_fo2sjxybtvhovo3ljrsijpt4pi 317 4 AAAI AAAI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 317 5 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 317 6 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 317 7 weblogs weblog NNS work_fo2sjxybtvhovo3ljrsijpt4pi 317 8 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 317 9 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 317 10 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 317 11 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 317 12 216–225 216–225 CD work_fo2sjxybtvhovo3ljrsijpt4pi 317 13 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 318 1 Java Java NNP work_fo2sjxybtvhovo3ljrsijpt4pi 318 2 A A NNP work_fo2sjxybtvhovo3ljrsijpt4pi 318 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 318 4 Song Song NNP work_fo2sjxybtvhovo3ljrsijpt4pi 318 5 X X NNP work_fo2sjxybtvhovo3ljrsijpt4pi 318 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 318 7 Finin Finin NNP work_fo2sjxybtvhovo3ljrsijpt4pi 318 8 T T NNP work_fo2sjxybtvhovo3ljrsijpt4pi 318 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 318 10 Tseng Tseng NNP work_fo2sjxybtvhovo3ljrsijpt4pi 318 11 B. B. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 319 1 2007 2007 CD work_fo2sjxybtvhovo3ljrsijpt4pi 319 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 320 1 Why why WRB work_fo2sjxybtvhovo3ljrsijpt4pi 320 2 we -PRON- PRP work_fo2sjxybtvhovo3ljrsijpt4pi 320 3 Twitter twitter NN work_fo2sjxybtvhovo3ljrsijpt4pi 320 4 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 320 5 understanding understand VBG work_fo2sjxybtvhovo3ljrsijpt4pi 320 6 microblogging microblogging NN work_fo2sjxybtvhovo3ljrsijpt4pi 320 7 usage usage NN work_fo2sjxybtvhovo3ljrsijpt4pi 320 8 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 320 9 communities community NNS work_fo2sjxybtvhovo3ljrsijpt4pi 320 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 321 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 321 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 321 3 2007 2007 CD work_fo2sjxybtvhovo3ljrsijpt4pi 321 4 workshop workshop NN work_fo2sjxybtvhovo3ljrsijpt4pi 321 5 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 321 6 web web NN work_fo2sjxybtvhovo3ljrsijpt4pi 321 7 mining mining NN work_fo2sjxybtvhovo3ljrsijpt4pi 321 8 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 321 9 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 321 10 network network NN work_fo2sjxybtvhovo3ljrsijpt4pi 321 11 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 321 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 321 13 56–65 56–65 CD work_fo2sjxybtvhovo3ljrsijpt4pi 321 14 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 322 1 Kaplan Kaplan NNP work_fo2sjxybtvhovo3ljrsijpt4pi 322 2 AM AM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 322 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 322 4 Haenlein Haenlein NNP work_fo2sjxybtvhovo3ljrsijpt4pi 322 5 M. M. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 322 6 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 322 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 323 1 Users user NNS work_fo2sjxybtvhovo3ljrsijpt4pi 323 2 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 323 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 323 4 world world NN work_fo2sjxybtvhovo3ljrsijpt4pi 323 5 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 323 6 unite unite VB work_fo2sjxybtvhovo3ljrsijpt4pi 323 7 ! ! . work_fo2sjxybtvhovo3ljrsijpt4pi 324 1 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 324 2 challenges challenge NNS work_fo2sjxybtvhovo3ljrsijpt4pi 324 3 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 324 4 opportunities opportunity NNS work_fo2sjxybtvhovo3ljrsijpt4pi 324 5 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 324 6 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 324 7 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 324 8 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 325 1 Business Business NNP work_fo2sjxybtvhovo3ljrsijpt4pi 325 2 Horizons horizon NNS work_fo2sjxybtvhovo3ljrsijpt4pi 325 3 53(1):59–68 53(1):59–68 CD work_fo2sjxybtvhovo3ljrsijpt4pi 325 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 325 5 10.1016 10.1016 CD work_fo2sjxybtvhovo3ljrsijpt4pi 325 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 325 7 j.bushor.2009.09.003 j.bushor.2009.09.003 NN work_fo2sjxybtvhovo3ljrsijpt4pi 325 8 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 326 1 Kissler Kissler NNP work_fo2sjxybtvhovo3ljrsijpt4pi 326 2 J J NNP work_fo2sjxybtvhovo3ljrsijpt4pi 326 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 326 4 Herbert Herbert NNP work_fo2sjxybtvhovo3ljrsijpt4pi 326 5 C C NNP work_fo2sjxybtvhovo3ljrsijpt4pi 326 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 326 7 Peyk Peyk NNP work_fo2sjxybtvhovo3ljrsijpt4pi 326 8 P P NNP work_fo2sjxybtvhovo3ljrsijpt4pi 326 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 326 10 Junghofer Junghofer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 326 11 M. M. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 326 12 2007 2007 CD work_fo2sjxybtvhovo3ljrsijpt4pi 326 13 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 327 1 Buzzwords buzzword VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 327 2 early early JJ work_fo2sjxybtvhovo3ljrsijpt4pi 327 3 cortical cortical JJ work_fo2sjxybtvhovo3ljrsijpt4pi 327 4 responses response NNS work_fo2sjxybtvhovo3ljrsijpt4pi 327 5 to to IN work_fo2sjxybtvhovo3ljrsijpt4pi 327 6 emotional emotional JJ work_fo2sjxybtvhovo3ljrsijpt4pi 327 7 words word NNS work_fo2sjxybtvhovo3ljrsijpt4pi 327 8 during during IN work_fo2sjxybtvhovo3ljrsijpt4pi 327 9 reading reading NN work_fo2sjxybtvhovo3ljrsijpt4pi 327 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 328 1 Psychological Psychological NNP work_fo2sjxybtvhovo3ljrsijpt4pi 328 2 Science Science NNP work_fo2sjxybtvhovo3ljrsijpt4pi 328 3 18(6):475–480 18(6):475–480 CD work_fo2sjxybtvhovo3ljrsijpt4pi 328 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 328 5 10.1111 10.1111 CD work_fo2sjxybtvhovo3ljrsijpt4pi 328 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 328 7 j.1467 j.1467 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 328 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 328 9 9280.2007.01924.x 9280.2007.01924.x NNP work_fo2sjxybtvhovo3ljrsijpt4pi 328 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 329 1 Kramer Kramer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 329 2 AD AD NNP work_fo2sjxybtvhovo3ljrsijpt4pi 329 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 329 4 Guillory Guillory NNP work_fo2sjxybtvhovo3ljrsijpt4pi 329 5 JE JE NNP work_fo2sjxybtvhovo3ljrsijpt4pi 329 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 329 7 Hancock Hancock NNP work_fo2sjxybtvhovo3ljrsijpt4pi 329 8 JT JT NNP work_fo2sjxybtvhovo3ljrsijpt4pi 329 9 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 330 1 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 330 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 331 1 Experimental experimental JJ work_fo2sjxybtvhovo3ljrsijpt4pi 331 2 evidence evidence NN work_fo2sjxybtvhovo3ljrsijpt4pi 331 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 331 4 massive massive JJ work_fo2sjxybtvhovo3ljrsijpt4pi 331 5 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 331 6 scale scale NN work_fo2sjxybtvhovo3ljrsijpt4pi 331 7 emotional emotional JJ work_fo2sjxybtvhovo3ljrsijpt4pi 331 8 contagion contagion NN work_fo2sjxybtvhovo3ljrsijpt4pi 331 9 through through IN work_fo2sjxybtvhovo3ljrsijpt4pi 331 10 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 331 11 networks network NNS work_fo2sjxybtvhovo3ljrsijpt4pi 331 12 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 332 1 Proceedings proceeding NNS work_fo2sjxybtvhovo3ljrsijpt4pi 332 2 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 332 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 332 4 National National NNP work_fo2sjxybtvhovo3ljrsijpt4pi 332 5 Academy Academy NNP work_fo2sjxybtvhovo3ljrsijpt4pi 332 6 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 332 7 Sciences Sciences NNPS work_fo2sjxybtvhovo3ljrsijpt4pi 332 8 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 332 9 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 332 10 United United NNP work_fo2sjxybtvhovo3ljrsijpt4pi 332 11 States States NNP work_fo2sjxybtvhovo3ljrsijpt4pi 332 12 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 332 13 America America NNP work_fo2sjxybtvhovo3ljrsijpt4pi 332 14 111(24):8788–8790 111(24):8788–8790 CD work_fo2sjxybtvhovo3ljrsijpt4pi 332 15 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 332 16 10.1073 10.1073 CD work_fo2sjxybtvhovo3ljrsijpt4pi 332 17 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 332 18 pnas.1320040111 pnas.1320040111 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 332 19 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 333 1 Kwak Kwak NNP work_fo2sjxybtvhovo3ljrsijpt4pi 333 2 H H NNP work_fo2sjxybtvhovo3ljrsijpt4pi 333 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 333 4 Lee Lee NNP work_fo2sjxybtvhovo3ljrsijpt4pi 333 5 C C NNP work_fo2sjxybtvhovo3ljrsijpt4pi 333 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 333 7 Park Park NNP work_fo2sjxybtvhovo3ljrsijpt4pi 333 8 H H NNP work_fo2sjxybtvhovo3ljrsijpt4pi 333 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 333 10 Moon Moon NNP work_fo2sjxybtvhovo3ljrsijpt4pi 333 11 S. S. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 333 12 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 333 13 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 334 1 What what WP work_fo2sjxybtvhovo3ljrsijpt4pi 334 2 is be VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 334 3 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 334 4 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 334 5 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 334 6 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 334 7 network network NN work_fo2sjxybtvhovo3ljrsijpt4pi 334 8 or or CC work_fo2sjxybtvhovo3ljrsijpt4pi 334 9 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 334 10 news news NN work_fo2sjxybtvhovo3ljrsijpt4pi 334 11 media media NN work_fo2sjxybtvhovo3ljrsijpt4pi 334 12 ? ? . work_fo2sjxybtvhovo3ljrsijpt4pi 335 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 335 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 335 3 Proceedings proceeding NNS work_fo2sjxybtvhovo3ljrsijpt4pi 335 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 335 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 335 6 19th 19th JJ work_fo2sjxybtvhovo3ljrsijpt4pi 335 7 international international JJ work_fo2sjxybtvhovo3ljrsijpt4pi 335 8 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 335 9 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 335 10 World World NNP work_fo2sjxybtvhovo3ljrsijpt4pi 335 11 Wide Wide NNP work_fo2sjxybtvhovo3ljrsijpt4pi 335 12 Web Web NNP work_fo2sjxybtvhovo3ljrsijpt4pi 335 13 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 336 1 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 336 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 336 3 591–600 591–600 CD work_fo2sjxybtvhovo3ljrsijpt4pi 336 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 337 1 Lazer Lazer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 2 D D NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 337 4 Pentland Pentland NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 5 AS AS NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 337 7 Adamic Adamic NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 8 L L NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 337 10 Aral Aral NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 11 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 337 13 Barabasi Barabasi NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 14 AL AL NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 15 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 337 16 Brewer brewer NN work_fo2sjxybtvhovo3ljrsijpt4pi 337 17 D D NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 18 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 337 19 Christakis Christakis NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 20 N N NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 21 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 337 22 Contractor Contractor NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 23 N N NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 24 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 337 25 Fowler Fowler NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 26 J J NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 27 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 337 28 Gutmann Gutmann NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 29 M M NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 30 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 337 31 Jebara Jebara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 32 T T NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 33 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 337 34 King King NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 35 G G NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 36 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 337 37 Macy Macy NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 38 M M NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 39 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 337 40 Roy Roy NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 41 D D NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 42 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 337 43 Van Van NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 44 Alstyne Alstyne NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 45 M. M. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 337 46 2009 2009 CD work_fo2sjxybtvhovo3ljrsijpt4pi 337 47 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 338 1 Life life NN work_fo2sjxybtvhovo3ljrsijpt4pi 338 2 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 338 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 338 4 network network NN work_fo2sjxybtvhovo3ljrsijpt4pi 338 5 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 338 6 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 338 7 coming come VBG work_fo2sjxybtvhovo3ljrsijpt4pi 338 8 age age NN work_fo2sjxybtvhovo3ljrsijpt4pi 338 9 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 338 10 computational computational JJ work_fo2sjxybtvhovo3ljrsijpt4pi 338 11 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 338 12 science science NN work_fo2sjxybtvhovo3ljrsijpt4pi 338 13 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 339 1 Science Science NNP work_fo2sjxybtvhovo3ljrsijpt4pi 339 2 323(5915):721–723 323(5915):721–723 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 339 3 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 339 4 10.1126 10.1126 CD work_fo2sjxybtvhovo3ljrsijpt4pi 339 5 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 339 6 science.1167742 science.1167742 CD work_fo2sjxybtvhovo3ljrsijpt4pi 339 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 340 1 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 340 2 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 340 3 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 340 4 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 340 5 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 340 6 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 340 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 340 8 PeerJ PeerJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 340 9 Comput Comput NNP work_fo2sjxybtvhovo3ljrsijpt4pi 340 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 341 1 Sci Sci NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 2 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 341 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 5 10.7717 10.7717 CD work_fo2sjxybtvhovo3ljrsijpt4pi 341 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 341 7 peerj peerj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 341 9 cs.26 cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 10 13/15 13/15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 341 11 https://peerj.com/computer-science/ https://peerj.com/computer-science/ CD work_fo2sjxybtvhovo3ljrsijpt4pi 341 12 http://dx.doi.org/10.1145/2629438 http://dx.doi.org/10.1145/2629438 CD work_fo2sjxybtvhovo3ljrsijpt4pi 341 13 http://dx.doi.org/10.1140/epjds9 http://dx.doi.org/10.1140/epjds9 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 14 http://arxiv.org/abs/1407.5225 http://arxiv.org/abs/1407.5225 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 15 http://arxiv.org/abs/1506.06021 http://arxiv.org/abs/1506.06021 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 16 http://dx.doi.org/10.1140/epjds3 http://dx.doi.org/10.1140/epjds3 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 17 http://dx.doi.org/10.1126/science.1202775 http://dx.doi.org/10.1126/science.1202775 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 18 http://dx.doi.org/10.1016/j.bushor.2009.09.003 http://dx.doi.org/10.1016/j.bushor.2009.09.003 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 19 http://dx.doi.org/10.1111/j.1467-9280.2007.01924.x http://dx.doi.org/10.1111/j.1467-9280.2007.01924.x NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 20 http://dx.doi.org/10.1073/pnas.1320040111 http://dx.doi.org/10.1073/pnas.1320040111 VBD work_fo2sjxybtvhovo3ljrsijpt4pi 341 21 http://dx.doi.org/10.1126/science.1167742 http://dx.doi.org/10.1126/science.1167742 PRP work_fo2sjxybtvhovo3ljrsijpt4pi 341 22 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 23 Le Le NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 24 L L NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 25 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 341 26 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 27 E E NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 28 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 341 29 Flammini Flammini NNP work_fo2sjxybtvhovo3ljrsijpt4pi 341 30 A. a. NN work_fo2sjxybtvhovo3ljrsijpt4pi 342 1 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 342 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 343 1 On on IN work_fo2sjxybtvhovo3ljrsijpt4pi 343 2 predictability predictability NN work_fo2sjxybtvhovo3ljrsijpt4pi 343 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 343 4 rare rare JJ work_fo2sjxybtvhovo3ljrsijpt4pi 343 5 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 343 6 leveraging leverage VBG work_fo2sjxybtvhovo3ljrsijpt4pi 343 7 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 343 8 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 343 9 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 343 10 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 343 11 machine machine NN work_fo2sjxybtvhovo3ljrsijpt4pi 343 12 learning learn VBG work_fo2sjxybtvhovo3ljrsijpt4pi 343 13 perspective perspective NN work_fo2sjxybtvhovo3ljrsijpt4pi 343 14 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 344 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 344 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 344 3 COSN’15 COSN’15 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 344 4 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 344 5 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 344 6 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 344 7 SGB SGB NNP work_fo2sjxybtvhovo3ljrsijpt4pi 344 8 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 344 9 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 344 10 online online JJ work_fo2sjxybtvhovo3ljrsijpt4pi 344 11 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 344 12 networks network NNS work_fo2sjxybtvhovo3ljrsijpt4pi 344 13 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 345 1 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 345 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 346 1 Lehmann Lehmann NNP work_fo2sjxybtvhovo3ljrsijpt4pi 346 2 J J NNP work_fo2sjxybtvhovo3ljrsijpt4pi 346 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 346 4 Gonçalves Gonçalves NNP work_fo2sjxybtvhovo3ljrsijpt4pi 346 5 B b NN work_fo2sjxybtvhovo3ljrsijpt4pi 346 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 346 7 Ramasco Ramasco NNP work_fo2sjxybtvhovo3ljrsijpt4pi 346 8 JJ JJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 346 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 346 10 Cattuto Cattuto NNP work_fo2sjxybtvhovo3ljrsijpt4pi 346 11 C. C. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 346 12 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 346 13 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 347 1 Dynamical dynamical JJ work_fo2sjxybtvhovo3ljrsijpt4pi 347 2 classes class NNS work_fo2sjxybtvhovo3ljrsijpt4pi 347 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 347 4 collective collective JJ work_fo2sjxybtvhovo3ljrsijpt4pi 347 5 attention attention NN work_fo2sjxybtvhovo3ljrsijpt4pi 347 6 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 347 7 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 347 8 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 348 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 348 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 348 3 Proceedings proceeding NNS work_fo2sjxybtvhovo3ljrsijpt4pi 348 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 348 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 348 6 21st 21st JJ work_fo2sjxybtvhovo3ljrsijpt4pi 348 7 international international JJ work_fo2sjxybtvhovo3ljrsijpt4pi 348 8 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 348 9 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 348 10 World World NNP work_fo2sjxybtvhovo3ljrsijpt4pi 348 11 Wide Wide NNP work_fo2sjxybtvhovo3ljrsijpt4pi 348 12 Web Web NNP work_fo2sjxybtvhovo3ljrsijpt4pi 348 13 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 349 1 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 349 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 349 3 251–260 251–260 CD work_fo2sjxybtvhovo3ljrsijpt4pi 349 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 350 1 Lerman Lerman NNP work_fo2sjxybtvhovo3ljrsijpt4pi 350 2 K K NNP work_fo2sjxybtvhovo3ljrsijpt4pi 350 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 350 4 Ghosh Ghosh NNP work_fo2sjxybtvhovo3ljrsijpt4pi 350 5 R. R. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 350 6 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 350 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 351 1 Information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 351 2 contagion contagion NN work_fo2sjxybtvhovo3ljrsijpt4pi 351 3 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 351 4 an an DT work_fo2sjxybtvhovo3ljrsijpt4pi 351 5 empirical empirical JJ work_fo2sjxybtvhovo3ljrsijpt4pi 351 6 study study NN work_fo2sjxybtvhovo3ljrsijpt4pi 351 7 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 351 8 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 351 9 spread spread NN work_fo2sjxybtvhovo3ljrsijpt4pi 351 10 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 351 11 news news NN work_fo2sjxybtvhovo3ljrsijpt4pi 351 12 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 351 13 Digg Digg NNP work_fo2sjxybtvhovo3ljrsijpt4pi 351 14 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 351 15 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 351 16 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 351 17 networks network NNS work_fo2sjxybtvhovo3ljrsijpt4pi 351 18 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 352 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 352 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 352 3 International International NNP work_fo2sjxybtvhovo3ljrsijpt4pi 352 4 AAAI AAAI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 352 5 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 352 6 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 352 7 weblogs weblog NNS work_fo2sjxybtvhovo3ljrsijpt4pi 352 8 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 352 9 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 352 10 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 352 11 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 352 12 vol vol NNP work_fo2sjxybtvhovo3ljrsijpt4pi 352 13 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 353 1 10 10 CD work_fo2sjxybtvhovo3ljrsijpt4pi 353 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 353 3 90–97 90–97 CD work_fo2sjxybtvhovo3ljrsijpt4pi 353 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 354 1 Mei Mei NNP work_fo2sjxybtvhovo3ljrsijpt4pi 354 2 Q Q NNP work_fo2sjxybtvhovo3ljrsijpt4pi 354 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 354 4 Ling Ling NNP work_fo2sjxybtvhovo3ljrsijpt4pi 354 5 X X NNP work_fo2sjxybtvhovo3ljrsijpt4pi 354 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 354 7 Wondra Wondra NNP work_fo2sjxybtvhovo3ljrsijpt4pi 354 8 M M NNP work_fo2sjxybtvhovo3ljrsijpt4pi 354 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 354 10 Su Su NNP work_fo2sjxybtvhovo3ljrsijpt4pi 354 11 H H NNP work_fo2sjxybtvhovo3ljrsijpt4pi 354 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 354 13 Zhai Zhai NNP work_fo2sjxybtvhovo3ljrsijpt4pi 354 14 C. C. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 354 15 2007 2007 CD work_fo2sjxybtvhovo3ljrsijpt4pi 354 16 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 355 1 Topic topic JJ work_fo2sjxybtvhovo3ljrsijpt4pi 355 2 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 355 3 mixture mixture NN work_fo2sjxybtvhovo3ljrsijpt4pi 355 4 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 355 5 modeling model VBG work_fo2sjxybtvhovo3ljrsijpt4pi 355 6 facets facet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 355 7 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 355 8 opinions opinion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 355 9 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 355 10 weblogs weblog NNS work_fo2sjxybtvhovo3ljrsijpt4pi 355 11 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 356 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 356 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 356 3 Proceedings proceeding NNS work_fo2sjxybtvhovo3ljrsijpt4pi 356 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 356 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 356 6 16th 16th JJ work_fo2sjxybtvhovo3ljrsijpt4pi 356 7 international international JJ work_fo2sjxybtvhovo3ljrsijpt4pi 356 8 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 356 9 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 356 10 World World NNP work_fo2sjxybtvhovo3ljrsijpt4pi 356 11 Wide Wide NNP work_fo2sjxybtvhovo3ljrsijpt4pi 356 12 Web Web NNP work_fo2sjxybtvhovo3ljrsijpt4pi 356 13 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 357 1 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 357 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 357 3 171–180 171–180 CD work_fo2sjxybtvhovo3ljrsijpt4pi 357 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 358 1 Mestyán Mestyán NNP work_fo2sjxybtvhovo3ljrsijpt4pi 358 2 M M NNP work_fo2sjxybtvhovo3ljrsijpt4pi 358 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 358 4 Yasseri Yasseri NNP work_fo2sjxybtvhovo3ljrsijpt4pi 358 5 T T NNP work_fo2sjxybtvhovo3ljrsijpt4pi 358 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 358 7 Kertész Kertész NNP work_fo2sjxybtvhovo3ljrsijpt4pi 358 8 J. J. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 359 1 2013 2013 CD work_fo2sjxybtvhovo3ljrsijpt4pi 359 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 360 1 Early early JJ work_fo2sjxybtvhovo3ljrsijpt4pi 360 2 prediction prediction NN work_fo2sjxybtvhovo3ljrsijpt4pi 360 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 360 4 movie movie NN work_fo2sjxybtvhovo3ljrsijpt4pi 360 5 box box NNP work_fo2sjxybtvhovo3ljrsijpt4pi 360 6 office office NN work_fo2sjxybtvhovo3ljrsijpt4pi 360 7 success success NN work_fo2sjxybtvhovo3ljrsijpt4pi 360 8 based base VBN work_fo2sjxybtvhovo3ljrsijpt4pi 360 9 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 360 10 wikipedia wikipedia NN work_fo2sjxybtvhovo3ljrsijpt4pi 360 11 activity activity NN work_fo2sjxybtvhovo3ljrsijpt4pi 360 12 big big JJ work_fo2sjxybtvhovo3ljrsijpt4pi 360 13 data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 360 14 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 361 1 PLoS PLoS : work_fo2sjxybtvhovo3ljrsijpt4pi 361 2 ONE one CD work_fo2sjxybtvhovo3ljrsijpt4pi 361 3 8(8):e71226 8(8):e71226 CD work_fo2sjxybtvhovo3ljrsijpt4pi 361 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 361 5 10.1371 10.1371 CD work_fo2sjxybtvhovo3ljrsijpt4pi 361 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 361 7 journal.pone.0071226 journal.pone.0071226 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 361 8 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 362 1 Metaxas Metaxas NNP work_fo2sjxybtvhovo3ljrsijpt4pi 362 2 PT PT NNP work_fo2sjxybtvhovo3ljrsijpt4pi 362 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 362 4 Mustafaraj Mustafaraj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 362 5 E. E. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 362 6 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 362 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 363 1 Social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 363 2 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 363 3 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 363 4 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 363 5 elections election NNS work_fo2sjxybtvhovo3ljrsijpt4pi 363 6 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 364 1 Science Science NNP work_fo2sjxybtvhovo3ljrsijpt4pi 364 2 338(6106):472–473 338(6106):472–473 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 364 3 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 364 4 10.1126 10.1126 CD work_fo2sjxybtvhovo3ljrsijpt4pi 364 5 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 364 6 science.1230456 science.1230456 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 364 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 365 1 Myers Myers NNP work_fo2sjxybtvhovo3ljrsijpt4pi 365 2 SA SA NNP work_fo2sjxybtvhovo3ljrsijpt4pi 365 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 365 4 Zhu Zhu NNP work_fo2sjxybtvhovo3ljrsijpt4pi 365 5 C C NNP work_fo2sjxybtvhovo3ljrsijpt4pi 365 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 365 7 Leskovec Leskovec NNP work_fo2sjxybtvhovo3ljrsijpt4pi 365 8 J. J. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 366 1 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 366 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 367 1 Information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 367 2 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 367 3 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 367 4 external external JJ work_fo2sjxybtvhovo3ljrsijpt4pi 367 5 influence influence NN work_fo2sjxybtvhovo3ljrsijpt4pi 367 6 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 367 7 networks network NNS work_fo2sjxybtvhovo3ljrsijpt4pi 367 8 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 368 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 368 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 368 3 Proceedings proceeding NNS work_fo2sjxybtvhovo3ljrsijpt4pi 368 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 368 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 368 6 18th 18th JJ work_fo2sjxybtvhovo3ljrsijpt4pi 368 7 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 368 8 SIGKDD SIGKDD NNP work_fo2sjxybtvhovo3ljrsijpt4pi 368 9 international international JJ work_fo2sjxybtvhovo3ljrsijpt4pi 368 10 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 368 11 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 368 12 Knowledge Knowledge NNP work_fo2sjxybtvhovo3ljrsijpt4pi 368 13 discovery discovery NN work_fo2sjxybtvhovo3ljrsijpt4pi 368 14 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 368 15 data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 368 16 mining mining NN work_fo2sjxybtvhovo3ljrsijpt4pi 368 17 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 369 1 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 369 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 369 3 33–41 33–41 NN work_fo2sjxybtvhovo3ljrsijpt4pi 369 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 370 1 Nagarajan Nagarajan NNP work_fo2sjxybtvhovo3ljrsijpt4pi 370 2 M M NNP work_fo2sjxybtvhovo3ljrsijpt4pi 370 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 370 4 Purohit Purohit NNP work_fo2sjxybtvhovo3ljrsijpt4pi 370 5 H H NNP work_fo2sjxybtvhovo3ljrsijpt4pi 370 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 370 7 Sheth Sheth NNP work_fo2sjxybtvhovo3ljrsijpt4pi 370 8 AP AP NNP work_fo2sjxybtvhovo3ljrsijpt4pi 370 9 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 371 1 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 371 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 372 1 A a DT work_fo2sjxybtvhovo3ljrsijpt4pi 372 2 qualitative qualitative JJ work_fo2sjxybtvhovo3ljrsijpt4pi 372 3 examination examination NN work_fo2sjxybtvhovo3ljrsijpt4pi 372 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 372 5 topical topical JJ work_fo2sjxybtvhovo3ljrsijpt4pi 372 6 tweet tweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 372 7 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 372 8 retweet retweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 372 9 practices practice NNS work_fo2sjxybtvhovo3ljrsijpt4pi 372 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 373 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 373 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 373 3 International International NNP work_fo2sjxybtvhovo3ljrsijpt4pi 373 4 AAAI AAAI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 373 5 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 373 6 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 373 7 weblogs weblog NNS work_fo2sjxybtvhovo3ljrsijpt4pi 373 8 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 373 9 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 373 10 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 373 11 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 373 12 295–298 295–298 CD work_fo2sjxybtvhovo3ljrsijpt4pi 373 13 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 374 1 Paltoglou Paltoglou NNP work_fo2sjxybtvhovo3ljrsijpt4pi 374 2 G G NNP work_fo2sjxybtvhovo3ljrsijpt4pi 374 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 374 4 Thelwall Thelwall NNP work_fo2sjxybtvhovo3ljrsijpt4pi 374 5 M. M. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 374 6 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 374 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 375 1 A a DT work_fo2sjxybtvhovo3ljrsijpt4pi 375 2 study study NN work_fo2sjxybtvhovo3ljrsijpt4pi 375 3 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 375 4 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 375 5 retrieval retrieval NN work_fo2sjxybtvhovo3ljrsijpt4pi 375 6 weighting weighting NN work_fo2sjxybtvhovo3ljrsijpt4pi 375 7 schemes scheme NNS work_fo2sjxybtvhovo3ljrsijpt4pi 375 8 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 375 9 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 375 10 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 375 11 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 376 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 376 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 376 3 Proceedings proceeding NNS work_fo2sjxybtvhovo3ljrsijpt4pi 376 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 376 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 376 6 48th 48th JJ work_fo2sjxybtvhovo3ljrsijpt4pi 376 7 annual annual JJ work_fo2sjxybtvhovo3ljrsijpt4pi 376 8 meeting meeting NN work_fo2sjxybtvhovo3ljrsijpt4pi 376 9 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 376 10 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 376 11 association association NN work_fo2sjxybtvhovo3ljrsijpt4pi 376 12 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 376 13 computational computational NNP work_fo2sjxybtvhovo3ljrsijpt4pi 376 14 linguistics linguistic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 376 15 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 377 1 ACL ACL NNP work_fo2sjxybtvhovo3ljrsijpt4pi 377 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 377 3 1386–1395 1386–1395 CD work_fo2sjxybtvhovo3ljrsijpt4pi 377 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 378 1 Pang Pang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 378 2 B B NNP work_fo2sjxybtvhovo3ljrsijpt4pi 378 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 378 4 Lee Lee NNP work_fo2sjxybtvhovo3ljrsijpt4pi 378 5 L. L. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 378 6 2008 2008 CD work_fo2sjxybtvhovo3ljrsijpt4pi 378 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 379 1 Opinion opinion NN work_fo2sjxybtvhovo3ljrsijpt4pi 379 2 mining mining NN work_fo2sjxybtvhovo3ljrsijpt4pi 379 3 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 379 4 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 379 5 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 379 6 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 380 1 Foundations foundation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 380 2 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 380 3 Trends Trends NNPS work_fo2sjxybtvhovo3ljrsijpt4pi 380 4 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 380 5 Information Information NNP work_fo2sjxybtvhovo3ljrsijpt4pi 380 6 Retrieval Retrieval NNP work_fo2sjxybtvhovo3ljrsijpt4pi 380 7 2(1–2):1–135 2(1–2):1–135 CD work_fo2sjxybtvhovo3ljrsijpt4pi 380 8 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 380 9 10.1561/1500000011 10.1561/1500000011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 380 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 381 1 Ratkiewicz Ratkiewicz NNP work_fo2sjxybtvhovo3ljrsijpt4pi 381 2 J J NNP work_fo2sjxybtvhovo3ljrsijpt4pi 381 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 381 4 Conover Conover NNP work_fo2sjxybtvhovo3ljrsijpt4pi 381 5 M M NNP work_fo2sjxybtvhovo3ljrsijpt4pi 381 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 381 7 Meiss Meiss NNP work_fo2sjxybtvhovo3ljrsijpt4pi 381 8 M M NNP work_fo2sjxybtvhovo3ljrsijpt4pi 381 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 381 10 Gonçalves Gonçalves NNP work_fo2sjxybtvhovo3ljrsijpt4pi 381 11 B b NN work_fo2sjxybtvhovo3ljrsijpt4pi 381 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 381 13 Flammini Flammini NNP work_fo2sjxybtvhovo3ljrsijpt4pi 381 14 A A NNP work_fo2sjxybtvhovo3ljrsijpt4pi 381 15 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 381 16 Menczer Menczer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 381 17 F. F. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 381 18 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 381 19 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 382 1 Detecting detect VBG work_fo2sjxybtvhovo3ljrsijpt4pi 382 2 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 382 3 tracking track VBG work_fo2sjxybtvhovo3ljrsijpt4pi 382 4 political political JJ work_fo2sjxybtvhovo3ljrsijpt4pi 382 5 abuse abuse NN work_fo2sjxybtvhovo3ljrsijpt4pi 382 6 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 382 7 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 382 8 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 382 9 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 383 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 383 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 383 3 5th 5th JJ work_fo2sjxybtvhovo3ljrsijpt4pi 383 4 international international JJ work_fo2sjxybtvhovo3ljrsijpt4pi 383 5 AAAI AAAI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 383 6 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 383 7 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 383 8 weblogs weblog NNS work_fo2sjxybtvhovo3ljrsijpt4pi 383 9 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 383 10 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 383 11 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 383 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 383 13 297–304 297–304 CD work_fo2sjxybtvhovo3ljrsijpt4pi 383 14 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 384 1 Recuero Recuero NNP work_fo2sjxybtvhovo3ljrsijpt4pi 384 2 R R NNP work_fo2sjxybtvhovo3ljrsijpt4pi 384 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 384 4 Araujo Araujo NNP work_fo2sjxybtvhovo3ljrsijpt4pi 384 5 R R NNP work_fo2sjxybtvhovo3ljrsijpt4pi 384 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 384 7 Zago Zago NNP work_fo2sjxybtvhovo3ljrsijpt4pi 384 8 G. G. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 384 9 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 384 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 385 1 How how WRB work_fo2sjxybtvhovo3ljrsijpt4pi 385 2 does do VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 385 3 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 385 4 capital capital NN work_fo2sjxybtvhovo3ljrsijpt4pi 385 5 affect affect VB work_fo2sjxybtvhovo3ljrsijpt4pi 385 6 retweets retweet NNS work_fo2sjxybtvhovo3ljrsijpt4pi 385 7 ? ? . work_fo2sjxybtvhovo3ljrsijpt4pi 386 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 386 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 386 3 International International NNP work_fo2sjxybtvhovo3ljrsijpt4pi 386 4 AAAI AAAI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 386 5 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 386 6 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 386 7 weblogs weblog NNS work_fo2sjxybtvhovo3ljrsijpt4pi 386 8 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 386 9 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 386 10 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 386 11 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 387 1 Sakaki Sakaki NNP work_fo2sjxybtvhovo3ljrsijpt4pi 387 2 T T NNP work_fo2sjxybtvhovo3ljrsijpt4pi 387 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 387 4 Okazaki Okazaki NNP work_fo2sjxybtvhovo3ljrsijpt4pi 387 5 M M NNP work_fo2sjxybtvhovo3ljrsijpt4pi 387 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 387 7 Matsuo Matsuo NNP work_fo2sjxybtvhovo3ljrsijpt4pi 387 8 Y. Y. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 388 1 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 388 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 389 1 Earthquake earthquake NN work_fo2sjxybtvhovo3ljrsijpt4pi 389 2 shakes shake VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 389 3 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 389 4 users user NNS work_fo2sjxybtvhovo3ljrsijpt4pi 389 5 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 389 6 real real JJ work_fo2sjxybtvhovo3ljrsijpt4pi 389 7 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 389 8 time time NN work_fo2sjxybtvhovo3ljrsijpt4pi 389 9 event event NN work_fo2sjxybtvhovo3ljrsijpt4pi 389 10 detection detection NN work_fo2sjxybtvhovo3ljrsijpt4pi 389 11 by by IN work_fo2sjxybtvhovo3ljrsijpt4pi 389 12 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 389 13 sensors sensor NNS work_fo2sjxybtvhovo3ljrsijpt4pi 389 14 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 390 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 390 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 390 3 19th 19th JJ work_fo2sjxybtvhovo3ljrsijpt4pi 390 4 international international JJ work_fo2sjxybtvhovo3ljrsijpt4pi 390 5 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 390 6 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 390 7 World World NNP work_fo2sjxybtvhovo3ljrsijpt4pi 390 8 Wide Wide NNP work_fo2sjxybtvhovo3ljrsijpt4pi 390 9 Web Web NNP work_fo2sjxybtvhovo3ljrsijpt4pi 390 10 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 390 11 851–860 851–860 CD work_fo2sjxybtvhovo3ljrsijpt4pi 390 12 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 391 1 Stieglitz Stieglitz NNP work_fo2sjxybtvhovo3ljrsijpt4pi 391 2 S S NNP work_fo2sjxybtvhovo3ljrsijpt4pi 391 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 391 4 Dang Dang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 391 5 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 391 6 Xuan Xuan NNP work_fo2sjxybtvhovo3ljrsijpt4pi 391 7 L. L. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 391 8 2013 2013 CD work_fo2sjxybtvhovo3ljrsijpt4pi 391 9 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 392 1 Emotions emotion NNS work_fo2sjxybtvhovo3ljrsijpt4pi 392 2 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 392 3 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 392 4 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 392 5 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 392 6 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 392 7 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 392 8 — — : work_fo2sjxybtvhovo3ljrsijpt4pi 392 9 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 392 10 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 392 11 microblogs microblog NNS work_fo2sjxybtvhovo3ljrsijpt4pi 392 12 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 392 13 sharing share VBG work_fo2sjxybtvhovo3ljrsijpt4pi 392 14 behavior behavior NN work_fo2sjxybtvhovo3ljrsijpt4pi 392 15 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 393 1 Journal Journal NNP work_fo2sjxybtvhovo3ljrsijpt4pi 393 2 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 393 3 Management Management NNP work_fo2sjxybtvhovo3ljrsijpt4pi 393 4 Information Information NNP work_fo2sjxybtvhovo3ljrsijpt4pi 393 5 Systems Systems NNP work_fo2sjxybtvhovo3ljrsijpt4pi 393 6 29(4):217–248 29(4):217–248 CD work_fo2sjxybtvhovo3ljrsijpt4pi 393 7 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 393 8 10.2753 10.2753 CD work_fo2sjxybtvhovo3ljrsijpt4pi 393 9 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 393 10 MIS0742 MIS0742 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 393 11 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 393 12 1222290408 1222290408 CD work_fo2sjxybtvhovo3ljrsijpt4pi 393 13 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 394 1 Suh Suh NNP work_fo2sjxybtvhovo3ljrsijpt4pi 394 2 B B NNP work_fo2sjxybtvhovo3ljrsijpt4pi 394 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 394 4 Hong Hong NNP work_fo2sjxybtvhovo3ljrsijpt4pi 394 5 L L NNP work_fo2sjxybtvhovo3ljrsijpt4pi 394 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 394 7 Pirolli Pirolli NNP work_fo2sjxybtvhovo3ljrsijpt4pi 394 8 P P NNP work_fo2sjxybtvhovo3ljrsijpt4pi 394 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 394 10 Chi Chi NNP work_fo2sjxybtvhovo3ljrsijpt4pi 394 11 EH EH NNP work_fo2sjxybtvhovo3ljrsijpt4pi 394 12 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 395 1 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 395 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 396 1 Want want VBP work_fo2sjxybtvhovo3ljrsijpt4pi 396 2 to to TO work_fo2sjxybtvhovo3ljrsijpt4pi 396 3 be be VB work_fo2sjxybtvhovo3ljrsijpt4pi 396 4 retweeted retweete VBN work_fo2sjxybtvhovo3ljrsijpt4pi 396 5 ? ? . work_fo2sjxybtvhovo3ljrsijpt4pi 397 1 large large JJ work_fo2sjxybtvhovo3ljrsijpt4pi 397 2 scale scale NN work_fo2sjxybtvhovo3ljrsijpt4pi 397 3 analytics analytic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 397 4 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 397 5 factors factor NNS work_fo2sjxybtvhovo3ljrsijpt4pi 397 6 impacting impact VBG work_fo2sjxybtvhovo3ljrsijpt4pi 397 7 retweet retweet NN work_fo2sjxybtvhovo3ljrsijpt4pi 397 8 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 397 9 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 397 10 network network NN work_fo2sjxybtvhovo3ljrsijpt4pi 397 11 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 398 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 398 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 398 3 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 398 4 IEEE IEEE NNP work_fo2sjxybtvhovo3ljrsijpt4pi 398 5 2nd 2nd JJ work_fo2sjxybtvhovo3ljrsijpt4pi 398 6 international international JJ work_fo2sjxybtvhovo3ljrsijpt4pi 398 7 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 398 8 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 398 9 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 398 10 computing computing NN work_fo2sjxybtvhovo3ljrsijpt4pi 398 11 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 399 1 IEEE IEEE NNP work_fo2sjxybtvhovo3ljrsijpt4pi 399 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 399 3 177–184 177–184 CD work_fo2sjxybtvhovo3ljrsijpt4pi 399 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 400 1 Tang Tang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 400 2 J J NNP work_fo2sjxybtvhovo3ljrsijpt4pi 400 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 400 4 Lou Lou NNP work_fo2sjxybtvhovo3ljrsijpt4pi 400 5 T T NNP work_fo2sjxybtvhovo3ljrsijpt4pi 400 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 400 7 Kleinberg Kleinberg NNP work_fo2sjxybtvhovo3ljrsijpt4pi 400 8 J. J. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 401 1 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 401 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 402 1 Inferring infer VBG work_fo2sjxybtvhovo3ljrsijpt4pi 402 2 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 402 3 ties tie NNS work_fo2sjxybtvhovo3ljrsijpt4pi 402 4 across across IN work_fo2sjxybtvhovo3ljrsijpt4pi 402 5 heterogenous heterogenous JJ work_fo2sjxybtvhovo3ljrsijpt4pi 402 6 networks network NNS work_fo2sjxybtvhovo3ljrsijpt4pi 402 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 403 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 403 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 403 3 Proceedings Proceedings NNP work_fo2sjxybtvhovo3ljrsijpt4pi 403 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 403 5 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 403 6 fifth fifth JJ work_fo2sjxybtvhovo3ljrsijpt4pi 403 7 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 403 8 international international JJ work_fo2sjxybtvhovo3ljrsijpt4pi 403 9 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 403 10 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 403 11 web web NN work_fo2sjxybtvhovo3ljrsijpt4pi 403 12 search search NN work_fo2sjxybtvhovo3ljrsijpt4pi 403 13 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 403 14 data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 403 15 mining mining NN work_fo2sjxybtvhovo3ljrsijpt4pi 403 16 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 403 17 743–752 743–752 CD work_fo2sjxybtvhovo3ljrsijpt4pi 403 18 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 404 1 Thelwall Thelwall NNP work_fo2sjxybtvhovo3ljrsijpt4pi 404 2 M M NNP work_fo2sjxybtvhovo3ljrsijpt4pi 404 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 404 4 Buckley Buckley NNP work_fo2sjxybtvhovo3ljrsijpt4pi 404 5 K K NNP work_fo2sjxybtvhovo3ljrsijpt4pi 404 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 404 7 Paltoglou Paltoglou NNP work_fo2sjxybtvhovo3ljrsijpt4pi 404 8 G. G. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 404 9 2011 2011 CD work_fo2sjxybtvhovo3ljrsijpt4pi 404 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 405 1 Sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 405 2 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 405 3 Twitter Twitter NNP work_fo2sjxybtvhovo3ljrsijpt4pi 405 4 events event NNS work_fo2sjxybtvhovo3ljrsijpt4pi 405 5 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 406 1 Journal Journal NNP work_fo2sjxybtvhovo3ljrsijpt4pi 406 2 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 406 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 406 4 American American NNP work_fo2sjxybtvhovo3ljrsijpt4pi 406 5 Society Society NNP work_fo2sjxybtvhovo3ljrsijpt4pi 406 6 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 406 7 Information Information NNP work_fo2sjxybtvhovo3ljrsijpt4pi 406 8 Science Science NNP work_fo2sjxybtvhovo3ljrsijpt4pi 406 9 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 406 10 Technology Technology NNP work_fo2sjxybtvhovo3ljrsijpt4pi 406 11 62(2):406–418 62(2):406–418 CD work_fo2sjxybtvhovo3ljrsijpt4pi 406 12 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 406 13 10.1002 10.1002 CD work_fo2sjxybtvhovo3ljrsijpt4pi 406 14 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 406 15 asi.21462 asi.21462 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 406 16 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 407 1 Thelwall Thelwall NNP work_fo2sjxybtvhovo3ljrsijpt4pi 407 2 M M NNP work_fo2sjxybtvhovo3ljrsijpt4pi 407 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 407 4 Buckley Buckley NNP work_fo2sjxybtvhovo3ljrsijpt4pi 407 5 K K NNP work_fo2sjxybtvhovo3ljrsijpt4pi 407 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 407 7 Paltoglou Paltoglou NNP work_fo2sjxybtvhovo3ljrsijpt4pi 407 8 G G NNP work_fo2sjxybtvhovo3ljrsijpt4pi 407 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 407 10 Cai Cai NNP work_fo2sjxybtvhovo3ljrsijpt4pi 407 11 D D NNP work_fo2sjxybtvhovo3ljrsijpt4pi 407 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 407 13 Kappas Kappas NNP work_fo2sjxybtvhovo3ljrsijpt4pi 407 14 A. A. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 408 1 2010 2010 CD work_fo2sjxybtvhovo3ljrsijpt4pi 408 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 409 1 Sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 409 2 strength strength NN work_fo2sjxybtvhovo3ljrsijpt4pi 409 3 detection detection NN work_fo2sjxybtvhovo3ljrsijpt4pi 409 4 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 409 5 short short JJ work_fo2sjxybtvhovo3ljrsijpt4pi 409 6 informal informal JJ work_fo2sjxybtvhovo3ljrsijpt4pi 409 7 text text NN work_fo2sjxybtvhovo3ljrsijpt4pi 409 8 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 410 1 Journal Journal NNP work_fo2sjxybtvhovo3ljrsijpt4pi 410 2 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 410 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 410 4 American American NNP work_fo2sjxybtvhovo3ljrsijpt4pi 410 5 Society Society NNP work_fo2sjxybtvhovo3ljrsijpt4pi 410 6 for for IN work_fo2sjxybtvhovo3ljrsijpt4pi 410 7 Information Information NNP work_fo2sjxybtvhovo3ljrsijpt4pi 410 8 Science Science NNP work_fo2sjxybtvhovo3ljrsijpt4pi 410 9 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 410 10 Technology Technology NNP work_fo2sjxybtvhovo3ljrsijpt4pi 410 11 61(12):2544–2558 61(12):2544–2558 CD work_fo2sjxybtvhovo3ljrsijpt4pi 410 12 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 410 13 10.1002 10.1002 CD work_fo2sjxybtvhovo3ljrsijpt4pi 410 14 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 410 15 asi.21416 asi.21416 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 410 16 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 411 1 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 411 2 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 411 3 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 411 4 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 411 5 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 411 6 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 411 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 411 8 PeerJ PeerJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 411 9 Comput Comput NNP work_fo2sjxybtvhovo3ljrsijpt4pi 411 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 412 1 Sci Sci NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 2 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 412 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 5 10.7717 10.7717 CD work_fo2sjxybtvhovo3ljrsijpt4pi 412 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 412 7 peerj peerj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 412 9 cs.26 cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 10 14/15 14/15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 412 11 https://peerj.com/computer-science/ https://peerj.com/computer-science/ CD work_fo2sjxybtvhovo3ljrsijpt4pi 412 12 http://dx.doi.org/10.1371/journal.pone.0071226 http://dx.doi.org/10.1371/journal.pone.0071226 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 13 http://dx.doi.org/10.1126/science.1230456 http://dx.doi.org/10.1126/science.1230456 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 14 http://dx.doi.org/10.1561/1500000011 http://dx.doi.org/10.1561/1500000011 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 15 http://dx.doi.org/10.2753/MIS0742-1222290408 http://dx.doi.org/10.2753/MIS0742-1222290408 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 16 http://dx.doi.org/10.1002/asi.21462 http://dx.doi.org/10.1002/asi.21462 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 17 http://dx.doi.org/10.1002/asi.21416 http://dx.doi.org/10.1002/asi.21416 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 18 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 19 Ugander Ugander NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 20 J J NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 21 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 412 22 Backstrom Backstrom NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 23 L L NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 24 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 412 25 Marlow Marlow NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 26 C C NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 27 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 412 28 Kleinberg Kleinberg NNP work_fo2sjxybtvhovo3ljrsijpt4pi 412 29 J. J. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 413 1 2012 2012 CD work_fo2sjxybtvhovo3ljrsijpt4pi 413 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 414 1 Structural structural JJ work_fo2sjxybtvhovo3ljrsijpt4pi 414 2 diversity diversity NN work_fo2sjxybtvhovo3ljrsijpt4pi 414 3 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 414 4 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 414 5 contagion contagion NN work_fo2sjxybtvhovo3ljrsijpt4pi 414 6 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 415 1 Proceedings proceeding NNS work_fo2sjxybtvhovo3ljrsijpt4pi 415 2 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 415 3 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 415 4 National National NNP work_fo2sjxybtvhovo3ljrsijpt4pi 415 5 Academy Academy NNP work_fo2sjxybtvhovo3ljrsijpt4pi 415 6 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 415 7 Sciences Sciences NNPS work_fo2sjxybtvhovo3ljrsijpt4pi 415 8 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 415 9 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 415 10 United United NNP work_fo2sjxybtvhovo3ljrsijpt4pi 415 11 States States NNP work_fo2sjxybtvhovo3ljrsijpt4pi 415 12 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 415 13 America America NNP work_fo2sjxybtvhovo3ljrsijpt4pi 415 14 109(16):5962–5966 109(16):5962–5966 CD work_fo2sjxybtvhovo3ljrsijpt4pi 415 15 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 415 16 10.1073 10.1073 CD work_fo2sjxybtvhovo3ljrsijpt4pi 415 17 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 415 18 pnas.1116502109 pnas.1116502109 NN work_fo2sjxybtvhovo3ljrsijpt4pi 415 19 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 416 1 Varol Varol NNP work_fo2sjxybtvhovo3ljrsijpt4pi 416 2 O O NNP work_fo2sjxybtvhovo3ljrsijpt4pi 416 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 416 4 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 416 5 E E NNP work_fo2sjxybtvhovo3ljrsijpt4pi 416 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 416 7 Ogan Ogan NNP work_fo2sjxybtvhovo3ljrsijpt4pi 416 8 CL CL NNP work_fo2sjxybtvhovo3ljrsijpt4pi 416 9 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 416 10 Menczer Menczer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 416 11 F F NNP work_fo2sjxybtvhovo3ljrsijpt4pi 416 12 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 416 13 Flammini Flammini NNP work_fo2sjxybtvhovo3ljrsijpt4pi 416 14 A. a. NN work_fo2sjxybtvhovo3ljrsijpt4pi 417 1 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 417 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 418 1 Evolution evolution NN work_fo2sjxybtvhovo3ljrsijpt4pi 418 2 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 418 3 online online JJ work_fo2sjxybtvhovo3ljrsijpt4pi 418 4 user user NN work_fo2sjxybtvhovo3ljrsijpt4pi 418 5 behavior behavior NN work_fo2sjxybtvhovo3ljrsijpt4pi 418 6 during during IN work_fo2sjxybtvhovo3ljrsijpt4pi 418 7 a a DT work_fo2sjxybtvhovo3ljrsijpt4pi 418 8 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 418 9 upheaval upheaval NN work_fo2sjxybtvhovo3ljrsijpt4pi 418 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 419 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 419 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 419 3 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 419 4 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 419 5 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 419 6 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 419 7 web web NN work_fo2sjxybtvhovo3ljrsijpt4pi 419 8 science science NN work_fo2sjxybtvhovo3ljrsijpt4pi 419 9 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 420 1 ACM ACM NNP work_fo2sjxybtvhovo3ljrsijpt4pi 420 2 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 420 3 81–90 81–90 CD work_fo2sjxybtvhovo3ljrsijpt4pi 420 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 421 1 Vespignani Vespignani NNP work_fo2sjxybtvhovo3ljrsijpt4pi 421 2 A. A. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 422 1 2009 2009 CD work_fo2sjxybtvhovo3ljrsijpt4pi 422 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 423 1 Predicting predict VBG work_fo2sjxybtvhovo3ljrsijpt4pi 423 2 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 423 3 behavior behavior NN work_fo2sjxybtvhovo3ljrsijpt4pi 423 4 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 423 5 techno techno NNP work_fo2sjxybtvhovo3ljrsijpt4pi 423 6 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 423 7 social social NNP work_fo2sjxybtvhovo3ljrsijpt4pi 423 8 systems system NNS work_fo2sjxybtvhovo3ljrsijpt4pi 423 9 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 424 1 Science Science NNP work_fo2sjxybtvhovo3ljrsijpt4pi 424 2 325(5939):425–428 325(5939):425–428 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 424 3 DOI doi NN work_fo2sjxybtvhovo3ljrsijpt4pi 424 4 10.1126 10.1126 CD work_fo2sjxybtvhovo3ljrsijpt4pi 424 5 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 424 6 science.1171990 science.1171990 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 424 7 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 425 1 Weng Weng NNP work_fo2sjxybtvhovo3ljrsijpt4pi 425 2 L L NNP work_fo2sjxybtvhovo3ljrsijpt4pi 425 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 425 4 Menczer Menczer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 425 5 F F NNP work_fo2sjxybtvhovo3ljrsijpt4pi 425 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 425 7 Ahn Ahn NNP work_fo2sjxybtvhovo3ljrsijpt4pi 425 8 Y Y NNP work_fo2sjxybtvhovo3ljrsijpt4pi 425 9 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 425 10 Y. Y. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 426 1 2013 2013 CD work_fo2sjxybtvhovo3ljrsijpt4pi 426 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 427 1 Virality virality NN work_fo2sjxybtvhovo3ljrsijpt4pi 427 2 prediction prediction NN work_fo2sjxybtvhovo3ljrsijpt4pi 427 3 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 427 4 community community NN work_fo2sjxybtvhovo3ljrsijpt4pi 427 5 structure structure NN work_fo2sjxybtvhovo3ljrsijpt4pi 427 6 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 427 7 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 427 8 networks network NNS work_fo2sjxybtvhovo3ljrsijpt4pi 427 9 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 428 1 Scientific Scientific NNP work_fo2sjxybtvhovo3ljrsijpt4pi 428 2 Reports report NNS work_fo2sjxybtvhovo3ljrsijpt4pi 428 3 3 3 CD work_fo2sjxybtvhovo3ljrsijpt4pi 428 4 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 429 1 Weng Weng NNP work_fo2sjxybtvhovo3ljrsijpt4pi 429 2 L L NNP work_fo2sjxybtvhovo3ljrsijpt4pi 429 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 429 4 Menczer Menczer NNP work_fo2sjxybtvhovo3ljrsijpt4pi 429 5 F F NNP work_fo2sjxybtvhovo3ljrsijpt4pi 429 6 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 429 7 Ahn Ahn NNP work_fo2sjxybtvhovo3ljrsijpt4pi 429 8 Y Y NNP work_fo2sjxybtvhovo3ljrsijpt4pi 429 9 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 429 10 Y. Y. NNP work_fo2sjxybtvhovo3ljrsijpt4pi 430 1 2014 2014 CD work_fo2sjxybtvhovo3ljrsijpt4pi 430 2 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 431 1 Predicting predict VBG work_fo2sjxybtvhovo3ljrsijpt4pi 431 2 successful successful JJ work_fo2sjxybtvhovo3ljrsijpt4pi 431 3 memes meme NNS work_fo2sjxybtvhovo3ljrsijpt4pi 431 4 using use VBG work_fo2sjxybtvhovo3ljrsijpt4pi 431 5 network network NN work_fo2sjxybtvhovo3ljrsijpt4pi 431 6 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 431 7 community community NN work_fo2sjxybtvhovo3ljrsijpt4pi 431 8 structure structure NN work_fo2sjxybtvhovo3ljrsijpt4pi 431 9 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 432 1 In in IN work_fo2sjxybtvhovo3ljrsijpt4pi 432 2 : : : work_fo2sjxybtvhovo3ljrsijpt4pi 432 3 8th 8th JJ work_fo2sjxybtvhovo3ljrsijpt4pi 432 4 international international JJ work_fo2sjxybtvhovo3ljrsijpt4pi 432 5 AAAI AAAI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 432 6 conference conference NN work_fo2sjxybtvhovo3ljrsijpt4pi 432 7 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 432 8 weblogs weblog NNS work_fo2sjxybtvhovo3ljrsijpt4pi 432 9 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 432 10 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 432 11 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 432 12 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 433 1 Article article NN work_fo2sjxybtvhovo3ljrsijpt4pi 433 2 2522 2522 CD work_fo2sjxybtvhovo3ljrsijpt4pi 433 3 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 434 1 Ferrara Ferrara NNP work_fo2sjxybtvhovo3ljrsijpt4pi 434 2 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 434 3 Yang Yang NNP work_fo2sjxybtvhovo3ljrsijpt4pi 434 4 ( ( -LRB- work_fo2sjxybtvhovo3ljrsijpt4pi 434 5 2015 2015 CD work_fo2sjxybtvhovo3ljrsijpt4pi 434 6 ) ) -RRB- work_fo2sjxybtvhovo3ljrsijpt4pi 434 7 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 434 8 PeerJ PeerJ NNP work_fo2sjxybtvhovo3ljrsijpt4pi 434 9 Comput Comput NNP work_fo2sjxybtvhovo3ljrsijpt4pi 434 10 . . . work_fo2sjxybtvhovo3ljrsijpt4pi 435 1 Sci Sci NNP work_fo2sjxybtvhovo3ljrsijpt4pi 435 2 . . NNP work_fo2sjxybtvhovo3ljrsijpt4pi 435 3 , , , work_fo2sjxybtvhovo3ljrsijpt4pi 435 4 DOI DOI NNP work_fo2sjxybtvhovo3ljrsijpt4pi 435 5 10.7717 10.7717 CD work_fo2sjxybtvhovo3ljrsijpt4pi 435 6 / / SYM work_fo2sjxybtvhovo3ljrsijpt4pi 435 7 peerj peerj NNP work_fo2sjxybtvhovo3ljrsijpt4pi 435 8 - - HYPH work_fo2sjxybtvhovo3ljrsijpt4pi 435 9 cs.26 cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 435 10 15/15 15/15 CD work_fo2sjxybtvhovo3ljrsijpt4pi 435 11 https://peerj.com/computer-science/ https://peerj.com/computer-science/ CD work_fo2sjxybtvhovo3ljrsijpt4pi 435 12 http://dx.doi.org/10.1073/pnas.1116502109 http://dx.doi.org/10.1073/pnas.1116502109 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 435 13 http://dx.doi.org/10.1126/science.1171990 http://dx.doi.org/10.1126/science.1171990 UH work_fo2sjxybtvhovo3ljrsijpt4pi 435 14 http://dx.doi.org/10.7717/peerj-cs.26 http://dx.doi.org/10.7717/peerj-cs.26 NNP work_fo2sjxybtvhovo3ljrsijpt4pi 435 15 Quantifying Quantifying NNP work_fo2sjxybtvhovo3ljrsijpt4pi 435 16 the the DT work_fo2sjxybtvhovo3ljrsijpt4pi 435 17 effect effect NN work_fo2sjxybtvhovo3ljrsijpt4pi 435 18 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 435 19 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 435 20 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 435 21 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 435 22 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 435 23 in in IN work_fo2sjxybtvhovo3ljrsijpt4pi 435 24 social social JJ work_fo2sjxybtvhovo3ljrsijpt4pi 435 25 media medium NNS work_fo2sjxybtvhovo3ljrsijpt4pi 435 26 Introduction Introduction NNP work_fo2sjxybtvhovo3ljrsijpt4pi 435 27 Materials Materials NNPS work_fo2sjxybtvhovo3ljrsijpt4pi 435 28 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 435 29 Methods Methods NNPS work_fo2sjxybtvhovo3ljrsijpt4pi 435 30 Sentiment Sentiment NNP work_fo2sjxybtvhovo3ljrsijpt4pi 435 31 analysis analysis NN work_fo2sjxybtvhovo3ljrsijpt4pi 435 32 Data datum NNS work_fo2sjxybtvhovo3ljrsijpt4pi 435 33 Results result VBZ work_fo2sjxybtvhovo3ljrsijpt4pi 435 34 The the DT work_fo2sjxybtvhovo3ljrsijpt4pi 435 35 role role NN work_fo2sjxybtvhovo3ljrsijpt4pi 435 36 of of IN work_fo2sjxybtvhovo3ljrsijpt4pi 435 37 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 435 38 on on IN work_fo2sjxybtvhovo3ljrsijpt4pi 435 39 information information NN work_fo2sjxybtvhovo3ljrsijpt4pi 435 40 diffusion diffusion NN work_fo2sjxybtvhovo3ljrsijpt4pi 435 41 Conversations conversation NNS work_fo2sjxybtvhovo3ljrsijpt4pi 435 42 ' ' POS work_fo2sjxybtvhovo3ljrsijpt4pi 435 43 dynamics dynamic NNS work_fo2sjxybtvhovo3ljrsijpt4pi 435 44 and and CC work_fo2sjxybtvhovo3ljrsijpt4pi 435 45 sentiment sentiment NN work_fo2sjxybtvhovo3ljrsijpt4pi 435 46 evolution evolution NN work_fo2sjxybtvhovo3ljrsijpt4pi 435 47 Discussion Discussion NNP work_fo2sjxybtvhovo3ljrsijpt4pi 435 48 Acknowledgements Acknowledgements NNP work_fo2sjxybtvhovo3ljrsijpt4pi 435 49 References References NNPS