id sid tid token lemma pos work_ooc22yw4undevd5gkw5wapert4 1 1 Reithmeier reithmei JJR work_ooc22yw4undevd5gkw5wapert4 1 2 et et NNP work_ooc22yw4undevd5gkw5wapert4 1 3 al al NNP work_ooc22yw4undevd5gkw5wapert4 1 4 85 85 CD work_ooc22yw4undevd5gkw5wapert4 1 5 Spatialities Spatialities NNPS work_ooc22yw4undevd5gkw5wapert4 1 6 , , , work_ooc22yw4undevd5gkw5wapert4 1 7 Social Social NNP work_ooc22yw4undevd5gkw5wapert4 1 8 Media Media NNP work_ooc22yw4undevd5gkw5wapert4 1 9 and and CC work_ooc22yw4undevd5gkw5wapert4 1 10 Sentiment Sentiment NNP work_ooc22yw4undevd5gkw5wapert4 1 11 Analysis Analysis NNP work_ooc22yw4undevd5gkw5wapert4 1 12 : : : work_ooc22yw4undevd5gkw5wapert4 1 13 Exploring explore VBG work_ooc22yw4undevd5gkw5wapert4 1 14 the the DT work_ooc22yw4undevd5gkw5wapert4 1 15 Potential potential NN work_ooc22yw4undevd5gkw5wapert4 1 16 of of IN work_ooc22yw4undevd5gkw5wapert4 1 17 the the DT work_ooc22yw4undevd5gkw5wapert4 1 18 Detection Detection NNP work_ooc22yw4undevd5gkw5wapert4 1 19 Tool Tool NNP work_ooc22yw4undevd5gkw5wapert4 1 20 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 1 21 GI_Forum GI_Forum -RRB- work_ooc22yw4undevd5gkw5wapert4 1 22 2018 2018 CD work_ooc22yw4undevd5gkw5wapert4 1 23 , , , work_ooc22yw4undevd5gkw5wapert4 1 24 Issue issue NN work_ooc22yw4undevd5gkw5wapert4 1 25 2 2 CD work_ooc22yw4undevd5gkw5wapert4 1 26 Page page NN work_ooc22yw4undevd5gkw5wapert4 1 27 : : : work_ooc22yw4undevd5gkw5wapert4 1 28 85 85 CD work_ooc22yw4undevd5gkw5wapert4 1 29 - - SYM work_ooc22yw4undevd5gkw5wapert4 1 30 96 96 CD work_ooc22yw4undevd5gkw5wapert4 1 31 Full Full NNP work_ooc22yw4undevd5gkw5wapert4 1 32 Paper Paper NNP work_ooc22yw4undevd5gkw5wapert4 1 33 Corresponding Corresponding NNP work_ooc22yw4undevd5gkw5wapert4 1 34 Author author NN work_ooc22yw4undevd5gkw5wapert4 1 35 : : : work_ooc22yw4undevd5gkw5wapert4 1 36 reithmeier@geo.uni-frankfurt.de reithmeier@geo.uni-frankfurt.de JJ work_ooc22yw4undevd5gkw5wapert4 1 37 DOI doi NN work_ooc22yw4undevd5gkw5wapert4 1 38 : : : work_ooc22yw4undevd5gkw5wapert4 1 39 10.1553 10.1553 CD work_ooc22yw4undevd5gkw5wapert4 1 40 / / SYM work_ooc22yw4undevd5gkw5wapert4 1 41 giscience2018_02_s85 giscience2018_02_s85 NNS work_ooc22yw4undevd5gkw5wapert4 1 42 Christina Christina NNP work_ooc22yw4undevd5gkw5wapert4 1 43 Reithmeier Reithmeier NNP work_ooc22yw4undevd5gkw5wapert4 1 44 , , , work_ooc22yw4undevd5gkw5wapert4 1 45 Karoline Karoline NNP work_ooc22yw4undevd5gkw5wapert4 1 46 Buschbaum Buschbaum NNP work_ooc22yw4undevd5gkw5wapert4 1 47 and and CC work_ooc22yw4undevd5gkw5wapert4 1 48 Detlef Detlef NNP work_ooc22yw4undevd5gkw5wapert4 1 49 Kanwischer Kanwischer NNP work_ooc22yw4undevd5gkw5wapert4 1 50 Goethe Goethe NNP work_ooc22yw4undevd5gkw5wapert4 1 51 University University NNP work_ooc22yw4undevd5gkw5wapert4 1 52 Frankfurt Frankfurt NNP work_ooc22yw4undevd5gkw5wapert4 1 53 / / SYM work_ooc22yw4undevd5gkw5wapert4 1 54 Main Main NNP work_ooc22yw4undevd5gkw5wapert4 1 55 , , , work_ooc22yw4undevd5gkw5wapert4 1 56 Germany Germany NNP work_ooc22yw4undevd5gkw5wapert4 1 57 Abstract Abstract NNP work_ooc22yw4undevd5gkw5wapert4 1 58 Social Social NNP work_ooc22yw4undevd5gkw5wapert4 1 59 media medium NNS work_ooc22yw4undevd5gkw5wapert4 1 60 such such JJ work_ooc22yw4undevd5gkw5wapert4 1 61 as as IN work_ooc22yw4undevd5gkw5wapert4 1 62 Twitter Twitter NNP work_ooc22yw4undevd5gkw5wapert4 1 63 or or CC work_ooc22yw4undevd5gkw5wapert4 1 64 Facebook Facebook NNP work_ooc22yw4undevd5gkw5wapert4 1 65 not not RB work_ooc22yw4undevd5gkw5wapert4 1 66 only only RB work_ooc22yw4undevd5gkw5wapert4 1 67 create create VBP work_ooc22yw4undevd5gkw5wapert4 1 68 new new JJ work_ooc22yw4undevd5gkw5wapert4 1 69 spaces space NNS work_ooc22yw4undevd5gkw5wapert4 1 70 of of IN work_ooc22yw4undevd5gkw5wapert4 1 71 interaction interaction NN work_ooc22yw4undevd5gkw5wapert4 1 72 and and CC work_ooc22yw4undevd5gkw5wapert4 1 73 communication communication NN work_ooc22yw4undevd5gkw5wapert4 1 74 , , , work_ooc22yw4undevd5gkw5wapert4 1 75 they -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 1 76 also also RB work_ooc22yw4undevd5gkw5wapert4 1 77 influence influence VBP work_ooc22yw4undevd5gkw5wapert4 1 78 the the DT work_ooc22yw4undevd5gkw5wapert4 1 79 way way NN work_ooc22yw4undevd5gkw5wapert4 1 80 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 1 81 perceive perceive VBP work_ooc22yw4undevd5gkw5wapert4 1 82 things thing NNS work_ooc22yw4undevd5gkw5wapert4 1 83 and and CC work_ooc22yw4undevd5gkw5wapert4 1 84 lead lead VBP work_ooc22yw4undevd5gkw5wapert4 1 85 to to IN work_ooc22yw4undevd5gkw5wapert4 1 86 changes change NNS work_ooc22yw4undevd5gkw5wapert4 1 87 in in IN work_ooc22yw4undevd5gkw5wapert4 1 88 our -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 1 89 self self NN work_ooc22yw4undevd5gkw5wapert4 1 90 - - HYPH work_ooc22yw4undevd5gkw5wapert4 1 91 perception perception NN work_ooc22yw4undevd5gkw5wapert4 1 92 and and CC work_ooc22yw4undevd5gkw5wapert4 1 93 our -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 1 94 own own JJ work_ooc22yw4undevd5gkw5wapert4 1 95 worldview worldview NN work_ooc22yw4undevd5gkw5wapert4 1 96 . . . work_ooc22yw4undevd5gkw5wapert4 2 1 Online online JJ work_ooc22yw4undevd5gkw5wapert4 2 2 data datum NNS work_ooc22yw4undevd5gkw5wapert4 2 3 occur occur VBP work_ooc22yw4undevd5gkw5wapert4 2 4 in in IN work_ooc22yw4undevd5gkw5wapert4 2 5 various various JJ work_ooc22yw4undevd5gkw5wapert4 2 6 forms form NNS work_ooc22yw4undevd5gkw5wapert4 2 7 and and CC work_ooc22yw4undevd5gkw5wapert4 2 8 can can MD work_ooc22yw4undevd5gkw5wapert4 2 9 contain contain VB work_ooc22yw4undevd5gkw5wapert4 2 10 opinions opinion NNS work_ooc22yw4undevd5gkw5wapert4 2 11 or or CC work_ooc22yw4undevd5gkw5wapert4 2 12 expressions expression NNS work_ooc22yw4undevd5gkw5wapert4 2 13 of of IN work_ooc22yw4undevd5gkw5wapert4 2 14 feeling feeling NN work_ooc22yw4undevd5gkw5wapert4 2 15 . . . work_ooc22yw4undevd5gkw5wapert4 3 1 In in IN work_ooc22yw4undevd5gkw5wapert4 3 2 this this DT work_ooc22yw4undevd5gkw5wapert4 3 3 article article NN work_ooc22yw4undevd5gkw5wapert4 3 4 , , , work_ooc22yw4undevd5gkw5wapert4 3 5 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 3 6 explore explore VBP work_ooc22yw4undevd5gkw5wapert4 3 7 the the DT work_ooc22yw4undevd5gkw5wapert4 3 8 potential potential NN work_ooc22yw4undevd5gkw5wapert4 3 9 of of IN work_ooc22yw4undevd5gkw5wapert4 3 10 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 3 11 , , , work_ooc22yw4undevd5gkw5wapert4 3 12 a a DT work_ooc22yw4undevd5gkw5wapert4 3 13 tool tool NN work_ooc22yw4undevd5gkw5wapert4 3 14 for for IN work_ooc22yw4undevd5gkw5wapert4 3 15 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 3 16 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 3 17 in in IN work_ooc22yw4undevd5gkw5wapert4 3 18 geographic geographic JJ work_ooc22yw4undevd5gkw5wapert4 3 19 research research NN work_ooc22yw4undevd5gkw5wapert4 3 20 . . . work_ooc22yw4undevd5gkw5wapert4 4 1 We -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 4 2 analyse analyse VBP work_ooc22yw4undevd5gkw5wapert4 4 3 posts post NNS work_ooc22yw4undevd5gkw5wapert4 4 4 on on IN work_ooc22yw4undevd5gkw5wapert4 4 5 Twitter Twitter NNP work_ooc22yw4undevd5gkw5wapert4 4 6 containing contain VBG work_ooc22yw4undevd5gkw5wapert4 4 7 hashtags hashtag NNS work_ooc22yw4undevd5gkw5wapert4 4 8 for for IN work_ooc22yw4undevd5gkw5wapert4 4 9 possible possible JJ work_ooc22yw4undevd5gkw5wapert4 4 10 constructions construction NNS work_ooc22yw4undevd5gkw5wapert4 4 11 of of IN work_ooc22yw4undevd5gkw5wapert4 4 12 spaces space NNS work_ooc22yw4undevd5gkw5wapert4 4 13 in in IN work_ooc22yw4undevd5gkw5wapert4 4 14 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 4 15 , , , work_ooc22yw4undevd5gkw5wapert4 4 16 a a DT work_ooc22yw4undevd5gkw5wapert4 4 17 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 4 18 in in IN work_ooc22yw4undevd5gkw5wapert4 4 19 Frankfurt Frankfurt NNP work_ooc22yw4undevd5gkw5wapert4 4 20 , , , work_ooc22yw4undevd5gkw5wapert4 4 21 Germany Germany NNP work_ooc22yw4undevd5gkw5wapert4 4 22 . . . work_ooc22yw4undevd5gkw5wapert4 5 1 We -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 5 2 collected collect VBD work_ooc22yw4undevd5gkw5wapert4 5 3 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 5 4 via via IN work_ooc22yw4undevd5gkw5wapert4 5 5 the the DT work_ooc22yw4undevd5gkw5wapert4 5 6 Twitter Twitter NNP work_ooc22yw4undevd5gkw5wapert4 5 7 API API NNP work_ooc22yw4undevd5gkw5wapert4 5 8 and and CC work_ooc22yw4undevd5gkw5wapert4 5 9 used use VBD work_ooc22yw4undevd5gkw5wapert4 5 10 the the DT work_ooc22yw4undevd5gkw5wapert4 5 11 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 5 12 online online JJ work_ooc22yw4undevd5gkw5wapert4 5 13 application application NN work_ooc22yw4undevd5gkw5wapert4 5 14 to to TO work_ooc22yw4undevd5gkw5wapert4 5 15 conduct conduct VB work_ooc22yw4undevd5gkw5wapert4 5 16 our -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 5 17 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 5 18 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 5 19 . . . work_ooc22yw4undevd5gkw5wapert4 6 1 In in IN work_ooc22yw4undevd5gkw5wapert4 6 2 order order NN work_ooc22yw4undevd5gkw5wapert4 6 3 to to TO work_ooc22yw4undevd5gkw5wapert4 6 4 evaluate evaluate VB work_ooc22yw4undevd5gkw5wapert4 6 5 the the DT work_ooc22yw4undevd5gkw5wapert4 6 6 results result NNS work_ooc22yw4undevd5gkw5wapert4 6 7 , , , work_ooc22yw4undevd5gkw5wapert4 6 8 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 6 9 also also RB work_ooc22yw4undevd5gkw5wapert4 6 10 classified classify VBD work_ooc22yw4undevd5gkw5wapert4 6 11 our -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 6 12 data datum NNS work_ooc22yw4undevd5gkw5wapert4 6 13 manually manually RB work_ooc22yw4undevd5gkw5wapert4 6 14 for for IN work_ooc22yw4undevd5gkw5wapert4 6 15 comparison comparison NN work_ooc22yw4undevd5gkw5wapert4 6 16 . . . work_ooc22yw4undevd5gkw5wapert4 7 1 Through through IN work_ooc22yw4undevd5gkw5wapert4 7 2 its -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 7 3 lexicon lexicon NN work_ooc22yw4undevd5gkw5wapert4 7 4 - - HYPH work_ooc22yw4undevd5gkw5wapert4 7 5 based base VBN work_ooc22yw4undevd5gkw5wapert4 7 6 classification classification NN work_ooc22yw4undevd5gkw5wapert4 7 7 , , , work_ooc22yw4undevd5gkw5wapert4 7 8 the the DT work_ooc22yw4undevd5gkw5wapert4 7 9 tool tool NN work_ooc22yw4undevd5gkw5wapert4 7 10 was be VBD work_ooc22yw4undevd5gkw5wapert4 7 11 able able JJ work_ooc22yw4undevd5gkw5wapert4 7 12 to to TO work_ooc22yw4undevd5gkw5wapert4 7 13 identify identify VB work_ooc22yw4undevd5gkw5wapert4 7 14 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 7 15 and and CC work_ooc22yw4undevd5gkw5wapert4 7 16 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 7 17 associations association NNS work_ooc22yw4undevd5gkw5wapert4 7 18 of of IN work_ooc22yw4undevd5gkw5wapert4 7 19 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 7 20 . . . work_ooc22yw4undevd5gkw5wapert4 8 1 However however RB work_ooc22yw4undevd5gkw5wapert4 8 2 , , , work_ooc22yw4undevd5gkw5wapert4 8 3 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 8 4 were be VBD work_ooc22yw4undevd5gkw5wapert4 8 5 also also RB work_ooc22yw4undevd5gkw5wapert4 8 6 able able JJ work_ooc22yw4undevd5gkw5wapert4 8 7 to to TO work_ooc22yw4undevd5gkw5wapert4 8 8 demonstrate demonstrate VB work_ooc22yw4undevd5gkw5wapert4 8 9 the the DT work_ooc22yw4undevd5gkw5wapert4 8 10 limitations limitation NNS work_ooc22yw4undevd5gkw5wapert4 8 11 of of IN work_ooc22yw4undevd5gkw5wapert4 8 12 the the DT work_ooc22yw4undevd5gkw5wapert4 8 13 tool tool NN work_ooc22yw4undevd5gkw5wapert4 8 14 compared compare VBN work_ooc22yw4undevd5gkw5wapert4 8 15 to to IN work_ooc22yw4undevd5gkw5wapert4 8 16 manual manual JJ work_ooc22yw4undevd5gkw5wapert4 8 17 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 8 18 . . . work_ooc22yw4undevd5gkw5wapert4 9 1 Although although IN work_ooc22yw4undevd5gkw5wapert4 9 2 it -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 9 3 provides provide VBZ work_ooc22yw4undevd5gkw5wapert4 9 4 a a DT work_ooc22yw4undevd5gkw5wapert4 9 5 quick quick JJ work_ooc22yw4undevd5gkw5wapert4 9 6 and and CC work_ooc22yw4undevd5gkw5wapert4 9 7 comprehensive comprehensive JJ work_ooc22yw4undevd5gkw5wapert4 9 8 overview overview NN work_ooc22yw4undevd5gkw5wapert4 9 9 of of IN work_ooc22yw4undevd5gkw5wapert4 9 10 sentiments sentiment NNS work_ooc22yw4undevd5gkw5wapert4 9 11 , , , work_ooc22yw4undevd5gkw5wapert4 9 12 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 9 13 reaches reach VBZ work_ooc22yw4undevd5gkw5wapert4 9 14 its -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 9 15 limits limit NNS work_ooc22yw4undevd5gkw5wapert4 9 16 when when WRB work_ooc22yw4undevd5gkw5wapert4 9 17 other other JJ work_ooc22yw4undevd5gkw5wapert4 9 18 media medium NNS work_ooc22yw4undevd5gkw5wapert4 9 19 such such JJ work_ooc22yw4undevd5gkw5wapert4 9 20 as as IN work_ooc22yw4undevd5gkw5wapert4 9 21 images image NNS work_ooc22yw4undevd5gkw5wapert4 9 22 are be VBP work_ooc22yw4undevd5gkw5wapert4 9 23 involved involve VBN work_ooc22yw4undevd5gkw5wapert4 9 24 . . . work_ooc22yw4undevd5gkw5wapert4 10 1 Overall overall RB work_ooc22yw4undevd5gkw5wapert4 10 2 , , , work_ooc22yw4undevd5gkw5wapert4 10 3 the the DT work_ooc22yw4undevd5gkw5wapert4 10 4 tool tool NN work_ooc22yw4undevd5gkw5wapert4 10 5 offers offer VBZ work_ooc22yw4undevd5gkw5wapert4 10 6 a a DT work_ooc22yw4undevd5gkw5wapert4 10 7 good good JJ work_ooc22yw4undevd5gkw5wapert4 10 8 low low JJ work_ooc22yw4undevd5gkw5wapert4 10 9 - - HYPH work_ooc22yw4undevd5gkw5wapert4 10 10 threshold threshold NN work_ooc22yw4undevd5gkw5wapert4 10 11 approach approach NN work_ooc22yw4undevd5gkw5wapert4 10 12 for for IN work_ooc22yw4undevd5gkw5wapert4 10 13 scientists scientist NNS work_ooc22yw4undevd5gkw5wapert4 10 14 to to TO work_ooc22yw4undevd5gkw5wapert4 10 15 work work VB work_ooc22yw4undevd5gkw5wapert4 10 16 with with IN work_ooc22yw4undevd5gkw5wapert4 10 17 digital digital JJ work_ooc22yw4undevd5gkw5wapert4 10 18 data datum NNS work_ooc22yw4undevd5gkw5wapert4 10 19 . . . work_ooc22yw4undevd5gkw5wapert4 11 1 Keywords keyword NNS work_ooc22yw4undevd5gkw5wapert4 11 2 : : : work_ooc22yw4undevd5gkw5wapert4 11 3 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 11 4 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 11 5 , , , work_ooc22yw4undevd5gkw5wapert4 11 6 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 11 7 , , , work_ooc22yw4undevd5gkw5wapert4 11 8 Twitter Twitter NNP work_ooc22yw4undevd5gkw5wapert4 11 9 , , , work_ooc22yw4undevd5gkw5wapert4 11 10 hashtags hashtag NNS work_ooc22yw4undevd5gkw5wapert4 11 11 , , , work_ooc22yw4undevd5gkw5wapert4 11 12 construction construction NN work_ooc22yw4undevd5gkw5wapert4 11 13 of of IN work_ooc22yw4undevd5gkw5wapert4 11 14 space space NN work_ooc22yw4undevd5gkw5wapert4 11 15 1 1 CD work_ooc22yw4undevd5gkw5wapert4 11 16 Introduction introduction NN work_ooc22yw4undevd5gkw5wapert4 11 17 More More JJR work_ooc22yw4undevd5gkw5wapert4 11 18 and and CC work_ooc22yw4undevd5gkw5wapert4 11 19 more more JJR work_ooc22yw4undevd5gkw5wapert4 11 20 aspects aspect NNS work_ooc22yw4undevd5gkw5wapert4 11 21 of of IN work_ooc22yw4undevd5gkw5wapert4 11 22 our -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 11 23 everyday everyday JJ work_ooc22yw4undevd5gkw5wapert4 11 24 lives life NNS work_ooc22yw4undevd5gkw5wapert4 11 25 are be VBP work_ooc22yw4undevd5gkw5wapert4 11 26 conveyed convey VBN work_ooc22yw4undevd5gkw5wapert4 11 27 , , , work_ooc22yw4undevd5gkw5wapert4 11 28 expanded expand VBN work_ooc22yw4undevd5gkw5wapert4 11 29 , , , work_ooc22yw4undevd5gkw5wapert4 11 30 produced produce VBN work_ooc22yw4undevd5gkw5wapert4 11 31 and and CC work_ooc22yw4undevd5gkw5wapert4 11 32 regulated regulate VBN work_ooc22yw4undevd5gkw5wapert4 11 33 by by IN work_ooc22yw4undevd5gkw5wapert4 11 34 software software NN work_ooc22yw4undevd5gkw5wapert4 11 35 - - HYPH work_ooc22yw4undevd5gkw5wapert4 11 36 supported support VBN work_ooc22yw4undevd5gkw5wapert4 11 37 technologies technology NNS work_ooc22yw4undevd5gkw5wapert4 11 38 . . . work_ooc22yw4undevd5gkw5wapert4 12 1 Social social JJ work_ooc22yw4undevd5gkw5wapert4 12 2 media medium NNS work_ooc22yw4undevd5gkw5wapert4 12 3 in in IN work_ooc22yw4undevd5gkw5wapert4 12 4 particular particular JJ work_ooc22yw4undevd5gkw5wapert4 12 5 , , , work_ooc22yw4undevd5gkw5wapert4 12 6 such such JJ work_ooc22yw4undevd5gkw5wapert4 12 7 as as IN work_ooc22yw4undevd5gkw5wapert4 12 8 Twitter Twitter NNP work_ooc22yw4undevd5gkw5wapert4 12 9 , , , work_ooc22yw4undevd5gkw5wapert4 12 10 appear appear VB work_ooc22yw4undevd5gkw5wapert4 12 11 on on IN work_ooc22yw4undevd5gkw5wapert4 12 12 the the DT work_ooc22yw4undevd5gkw5wapert4 12 13 Internet internet NN work_ooc22yw4undevd5gkw5wapert4 12 14 as as IN work_ooc22yw4undevd5gkw5wapert4 12 15 a a DT work_ooc22yw4undevd5gkw5wapert4 12 16 new new JJ work_ooc22yw4undevd5gkw5wapert4 12 17 space space NN work_ooc22yw4undevd5gkw5wapert4 12 18 for for IN work_ooc22yw4undevd5gkw5wapert4 12 19 interaction interaction NN work_ooc22yw4undevd5gkw5wapert4 12 20 and and CC work_ooc22yw4undevd5gkw5wapert4 12 21 communication communication NN work_ooc22yw4undevd5gkw5wapert4 12 22 . . . work_ooc22yw4undevd5gkw5wapert4 13 1 Strohmaier strohmai JJR work_ooc22yw4undevd5gkw5wapert4 13 2 and and CC work_ooc22yw4undevd5gkw5wapert4 13 3 Zens Zens NNP work_ooc22yw4undevd5gkw5wapert4 13 4 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 13 5 2014 2014 CD work_ooc22yw4undevd5gkw5wapert4 13 6 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 13 7 even even RB work_ooc22yw4undevd5gkw5wapert4 13 8 attribute attribute VBP work_ooc22yw4undevd5gkw5wapert4 13 9 social social JJ work_ooc22yw4undevd5gkw5wapert4 13 10 media medium NNS work_ooc22yw4undevd5gkw5wapert4 13 11 with with IN work_ooc22yw4undevd5gkw5wapert4 13 12 the the DT work_ooc22yw4undevd5gkw5wapert4 13 13 ability ability NN work_ooc22yw4undevd5gkw5wapert4 13 14 to to TO work_ooc22yw4undevd5gkw5wapert4 13 15 change change VB work_ooc22yw4undevd5gkw5wapert4 13 16 public public JJ work_ooc22yw4undevd5gkw5wapert4 13 17 social social JJ work_ooc22yw4undevd5gkw5wapert4 13 18 life life NN work_ooc22yw4undevd5gkw5wapert4 13 19 structurally structurally RB work_ooc22yw4undevd5gkw5wapert4 13 20 . . . work_ooc22yw4undevd5gkw5wapert4 14 1 Poorthuis Poorthuis NNP work_ooc22yw4undevd5gkw5wapert4 14 2 et et FW work_ooc22yw4undevd5gkw5wapert4 14 3 al al NNP work_ooc22yw4undevd5gkw5wapert4 14 4 . . . work_ooc22yw4undevd5gkw5wapert4 15 1 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 15 2 2014 2014 CD work_ooc22yw4undevd5gkw5wapert4 15 3 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 15 4 describe describe VB work_ooc22yw4undevd5gkw5wapert4 15 5 this this DT work_ooc22yw4undevd5gkw5wapert4 15 6 structural structural JJ work_ooc22yw4undevd5gkw5wapert4 15 7 change change NN work_ooc22yw4undevd5gkw5wapert4 15 8 as as IN work_ooc22yw4undevd5gkw5wapert4 15 9 a a DT work_ooc22yw4undevd5gkw5wapert4 15 10 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 15 11 data datum NNS work_ooc22yw4undevd5gkw5wapert4 15 12 revolution revolution NN work_ooc22yw4undevd5gkw5wapert4 15 13 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 15 14 , , , work_ooc22yw4undevd5gkw5wapert4 15 15 in in IN work_ooc22yw4undevd5gkw5wapert4 15 16 which which WDT work_ooc22yw4undevd5gkw5wapert4 15 17 digital digital JJ work_ooc22yw4undevd5gkw5wapert4 15 18 social social JJ work_ooc22yw4undevd5gkw5wapert4 15 19 data datum NNS work_ooc22yw4undevd5gkw5wapert4 15 20 could could MD work_ooc22yw4undevd5gkw5wapert4 15 21 become become VB work_ooc22yw4undevd5gkw5wapert4 15 22 key key JJ work_ooc22yw4undevd5gkw5wapert4 15 23 elements element NNS work_ooc22yw4undevd5gkw5wapert4 15 24 of of IN work_ooc22yw4undevd5gkw5wapert4 15 25 social social JJ work_ooc22yw4undevd5gkw5wapert4 15 26 interaction interaction NN work_ooc22yw4undevd5gkw5wapert4 15 27 . . . work_ooc22yw4undevd5gkw5wapert4 16 1 The the DT work_ooc22yw4undevd5gkw5wapert4 16 2 information information NN work_ooc22yw4undevd5gkw5wapert4 16 3 disseminated disseminate VBN work_ooc22yw4undevd5gkw5wapert4 16 4 by by IN work_ooc22yw4undevd5gkw5wapert4 16 5 such such JJ work_ooc22yw4undevd5gkw5wapert4 16 6 media medium NNS work_ooc22yw4undevd5gkw5wapert4 16 7 represents represent VBZ work_ooc22yw4undevd5gkw5wapert4 16 8 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 16 9 data datum NNS work_ooc22yw4undevd5gkw5wapert4 16 10 that that WDT work_ooc22yw4undevd5gkw5wapert4 16 11 has have VBZ work_ooc22yw4undevd5gkw5wapert4 16 12 been be VBN work_ooc22yw4undevd5gkw5wapert4 16 13 provided provide VBN work_ooc22yw4undevd5gkw5wapert4 16 14 by by IN work_ooc22yw4undevd5gkw5wapert4 16 15 the the DT work_ooc22yw4undevd5gkw5wapert4 16 16 users user NNS work_ooc22yw4undevd5gkw5wapert4 16 17 , , , work_ooc22yw4undevd5gkw5wapert4 16 18 either either CC work_ooc22yw4undevd5gkw5wapert4 16 19 voluntarily voluntarily RB work_ooc22yw4undevd5gkw5wapert4 16 20 by by IN work_ooc22yw4undevd5gkw5wapert4 16 21 linking link VBG work_ooc22yw4undevd5gkw5wapert4 16 22 their -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 16 23 location location NN work_ooc22yw4undevd5gkw5wapert4 16 24 , , , work_ooc22yw4undevd5gkw5wapert4 16 25 or or CC work_ooc22yw4undevd5gkw5wapert4 16 26 unintentionally unintentionally RB work_ooc22yw4undevd5gkw5wapert4 16 27 . . . work_ooc22yw4undevd5gkw5wapert4 17 1 The the DT work_ooc22yw4undevd5gkw5wapert4 17 2 postings posting NNS work_ooc22yw4undevd5gkw5wapert4 17 3 implicitly implicitly RB work_ooc22yw4undevd5gkw5wapert4 17 4 reproduce reproduce VBP work_ooc22yw4undevd5gkw5wapert4 17 5 geographical geographical JJ work_ooc22yw4undevd5gkw5wapert4 17 6 information information NN work_ooc22yw4undevd5gkw5wapert4 17 7 , , , work_ooc22yw4undevd5gkw5wapert4 17 8 for for IN work_ooc22yw4undevd5gkw5wapert4 17 9 example example NN work_ooc22yw4undevd5gkw5wapert4 17 10 through through IN work_ooc22yw4undevd5gkw5wapert4 17 11 geolocation geolocation NN work_ooc22yw4undevd5gkw5wapert4 17 12 , , , work_ooc22yw4undevd5gkw5wapert4 17 13 giving give VBG work_ooc22yw4undevd5gkw5wapert4 17 14 information information NN work_ooc22yw4undevd5gkw5wapert4 17 15 about about IN work_ooc22yw4undevd5gkw5wapert4 17 16 the the DT work_ooc22yw4undevd5gkw5wapert4 17 17 user user NN work_ooc22yw4undevd5gkw5wapert4 17 18 ’s ’s POS work_ooc22yw4undevd5gkw5wapert4 17 19 place place NN work_ooc22yw4undevd5gkw5wapert4 17 20 of of IN work_ooc22yw4undevd5gkw5wapert4 17 21 origin origin NN work_ooc22yw4undevd5gkw5wapert4 17 22 or or CC work_ooc22yw4undevd5gkw5wapert4 17 23 referring refer VBG work_ooc22yw4undevd5gkw5wapert4 17 24 in in IN work_ooc22yw4undevd5gkw5wapert4 17 25 their -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 17 26 content content NN work_ooc22yw4undevd5gkw5wapert4 17 27 to to IN work_ooc22yw4undevd5gkw5wapert4 17 28 geographical geographical JJ work_ooc22yw4undevd5gkw5wapert4 17 29 entities entity NNS work_ooc22yw4undevd5gkw5wapert4 17 30 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 17 31 places place NNS work_ooc22yw4undevd5gkw5wapert4 17 32 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 17 33 , , , work_ooc22yw4undevd5gkw5wapert4 17 34 through through IN work_ooc22yw4undevd5gkw5wapert4 17 35 which which WDT work_ooc22yw4undevd5gkw5wapert4 17 36 the the DT work_ooc22yw4undevd5gkw5wapert4 17 37 locations location NNS work_ooc22yw4undevd5gkw5wapert4 17 38 can can MD work_ooc22yw4undevd5gkw5wapert4 17 39 be be VB work_ooc22yw4undevd5gkw5wapert4 17 40 perceived perceive VBN work_ooc22yw4undevd5gkw5wapert4 17 41 differently differently RB work_ooc22yw4undevd5gkw5wapert4 17 42 and and CC work_ooc22yw4undevd5gkw5wapert4 17 43 acquire acquire VB work_ooc22yw4undevd5gkw5wapert4 17 44 new new JJ work_ooc22yw4undevd5gkw5wapert4 17 45 meanings meaning NNS work_ooc22yw4undevd5gkw5wapert4 17 46 Reithmeier reithmei JJR work_ooc22yw4undevd5gkw5wapert4 17 47 et et NNP work_ooc22yw4undevd5gkw5wapert4 17 48 al al NNP work_ooc22yw4undevd5gkw5wapert4 17 49 86 86 CD work_ooc22yw4undevd5gkw5wapert4 17 50 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 17 51 Stefanidis Stefanidis NNP work_ooc22yw4undevd5gkw5wapert4 17 52 et et NNP work_ooc22yw4undevd5gkw5wapert4 17 53 al al NNP work_ooc22yw4undevd5gkw5wapert4 17 54 . . NNP work_ooc22yw4undevd5gkw5wapert4 17 55 , , , work_ooc22yw4undevd5gkw5wapert4 17 56 2013 2013 CD work_ooc22yw4undevd5gkw5wapert4 17 57 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 17 58 . . . work_ooc22yw4undevd5gkw5wapert4 18 1 Whether whether IN work_ooc22yw4undevd5gkw5wapert4 18 2 in in IN work_ooc22yw4undevd5gkw5wapert4 18 3 social social JJ work_ooc22yw4undevd5gkw5wapert4 18 4 networks network NNS work_ooc22yw4undevd5gkw5wapert4 18 5 , , , work_ooc22yw4undevd5gkw5wapert4 18 6 on on IN work_ooc22yw4undevd5gkw5wapert4 18 7 television television NN work_ooc22yw4undevd5gkw5wapert4 18 8 or or CC work_ooc22yw4undevd5gkw5wapert4 18 9 as as IN work_ooc22yw4undevd5gkw5wapert4 18 10 graffiti graffiti NN work_ooc22yw4undevd5gkw5wapert4 18 11 on on IN work_ooc22yw4undevd5gkw5wapert4 18 12 house house NN work_ooc22yw4undevd5gkw5wapert4 18 13 walls wall NNS work_ooc22yw4undevd5gkw5wapert4 18 14 , , , work_ooc22yw4undevd5gkw5wapert4 18 15 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 18 16 often often RB work_ooc22yw4undevd5gkw5wapert4 18 17 encounter encounter VBP work_ooc22yw4undevd5gkw5wapert4 18 18 so so RB work_ooc22yw4undevd5gkw5wapert4 18 19 - - HYPH work_ooc22yw4undevd5gkw5wapert4 18 20 called call VBN work_ooc22yw4undevd5gkw5wapert4 18 21 hashtags hashtag NNS work_ooc22yw4undevd5gkw5wapert4 18 22 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 18 23 # # NN work_ooc22yw4undevd5gkw5wapert4 18 24 symbols symbol NNS work_ooc22yw4undevd5gkw5wapert4 18 25 , , , work_ooc22yw4undevd5gkw5wapert4 18 26 such such JJ work_ooc22yw4undevd5gkw5wapert4 18 27 as as IN work_ooc22yw4undevd5gkw5wapert4 18 28 # # $ work_ooc22yw4undevd5gkw5wapert4 18 29 metoo metoo NNS work_ooc22yw4undevd5gkw5wapert4 18 30 or or CC work_ooc22yw4undevd5gkw5wapert4 18 31 # # $ work_ooc22yw4undevd5gkw5wapert4 18 32 BlackLivesMatter blacklivesmatter NN work_ooc22yw4undevd5gkw5wapert4 18 33 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 18 34 . . . work_ooc22yw4undevd5gkw5wapert4 19 1 Hashtags hashtag NNS work_ooc22yw4undevd5gkw5wapert4 19 2 emphasize emphasize VBP work_ooc22yw4undevd5gkw5wapert4 19 3 individual individual JJ work_ooc22yw4undevd5gkw5wapert4 19 4 terms term NNS work_ooc22yw4undevd5gkw5wapert4 19 5 and and CC work_ooc22yw4undevd5gkw5wapert4 19 6 bundle bundle VB work_ooc22yw4undevd5gkw5wapert4 19 7 certain certain JJ work_ooc22yw4undevd5gkw5wapert4 19 8 topics topic NNS work_ooc22yw4undevd5gkw5wapert4 19 9 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 19 10 Bruns Bruns NNP work_ooc22yw4undevd5gkw5wapert4 19 11 & & CC work_ooc22yw4undevd5gkw5wapert4 19 12 Stieglitz Stieglitz NNP work_ooc22yw4undevd5gkw5wapert4 19 13 , , , work_ooc22yw4undevd5gkw5wapert4 19 14 2012 2012 CD work_ooc22yw4undevd5gkw5wapert4 19 15 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 19 16 . . . work_ooc22yw4undevd5gkw5wapert4 20 1 The the DT work_ooc22yw4undevd5gkw5wapert4 20 2 occurrence occurrence NN work_ooc22yw4undevd5gkw5wapert4 20 3 of of IN work_ooc22yw4undevd5gkw5wapert4 20 4 hashtags hashtag NNS work_ooc22yw4undevd5gkw5wapert4 20 5 can can MD work_ooc22yw4undevd5gkw5wapert4 20 6 be be VB work_ooc22yw4undevd5gkw5wapert4 20 7 very very RB work_ooc22yw4undevd5gkw5wapert4 20 8 limited limited JJ work_ooc22yw4undevd5gkw5wapert4 20 9 in in IN work_ooc22yw4undevd5gkw5wapert4 20 10 time time NN work_ooc22yw4undevd5gkw5wapert4 20 11 and and CC work_ooc22yw4undevd5gkw5wapert4 20 12 still still RB work_ooc22yw4undevd5gkw5wapert4 20 13 provide provide VB work_ooc22yw4undevd5gkw5wapert4 20 14 a a DT work_ooc22yw4undevd5gkw5wapert4 20 15 large large JJ work_ooc22yw4undevd5gkw5wapert4 20 16 amount amount NN work_ooc22yw4undevd5gkw5wapert4 20 17 of of IN work_ooc22yw4undevd5gkw5wapert4 20 18 up up NN work_ooc22yw4undevd5gkw5wapert4 20 19 - - HYPH work_ooc22yw4undevd5gkw5wapert4 20 20 to to IN work_ooc22yw4undevd5gkw5wapert4 20 21 - - HYPH work_ooc22yw4undevd5gkw5wapert4 20 22 date date NN work_ooc22yw4undevd5gkw5wapert4 20 23 data datum NNS work_ooc22yw4undevd5gkw5wapert4 20 24 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 20 25 Willis Willis NNP work_ooc22yw4undevd5gkw5wapert4 20 26 & & CC work_ooc22yw4undevd5gkw5wapert4 20 27 Fecteau Fecteau NNP work_ooc22yw4undevd5gkw5wapert4 20 28 , , , work_ooc22yw4undevd5gkw5wapert4 20 29 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 20 30 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 20 31 . . . work_ooc22yw4undevd5gkw5wapert4 21 1 Since since IN work_ooc22yw4undevd5gkw5wapert4 21 2 two two CD work_ooc22yw4undevd5gkw5wapert4 21 3 - - HYPH work_ooc22yw4undevd5gkw5wapert4 21 4 thirds third NNS work_ooc22yw4undevd5gkw5wapert4 21 5 of of IN work_ooc22yw4undevd5gkw5wapert4 21 6 all all DT work_ooc22yw4undevd5gkw5wapert4 21 7 social social JJ work_ooc22yw4undevd5gkw5wapert4 21 8 media medium NNS work_ooc22yw4undevd5gkw5wapert4 21 9 users user NNS work_ooc22yw4undevd5gkw5wapert4 21 10 provide provide VBP work_ooc22yw4undevd5gkw5wapert4 21 11 information information NN work_ooc22yw4undevd5gkw5wapert4 21 12 about about IN work_ooc22yw4undevd5gkw5wapert4 21 13 their -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 21 14 location location NN work_ooc22yw4undevd5gkw5wapert4 21 15 in in IN work_ooc22yw4undevd5gkw5wapert4 21 16 a a DT work_ooc22yw4undevd5gkw5wapert4 21 17 number number NN work_ooc22yw4undevd5gkw5wapert4 21 18 of of IN work_ooc22yw4undevd5gkw5wapert4 21 19 ways way NNS work_ooc22yw4undevd5gkw5wapert4 21 20 – – : work_ooc22yw4undevd5gkw5wapert4 21 21 whether whether IN work_ooc22yw4undevd5gkw5wapert4 21 22 explicitly explicitly RB work_ooc22yw4undevd5gkw5wapert4 21 23 via via IN work_ooc22yw4undevd5gkw5wapert4 21 24 geolocation geolocation NN work_ooc22yw4undevd5gkw5wapert4 21 25 or or CC work_ooc22yw4undevd5gkw5wapert4 21 26 via via IN work_ooc22yw4undevd5gkw5wapert4 21 27 hashtags hashtag NNS work_ooc22yw4undevd5gkw5wapert4 21 28 – – : work_ooc22yw4undevd5gkw5wapert4 21 29 those those DT work_ooc22yw4undevd5gkw5wapert4 21 30 data datum NNS work_ooc22yw4undevd5gkw5wapert4 21 31 can can MD work_ooc22yw4undevd5gkw5wapert4 21 32 be be VB work_ooc22yw4undevd5gkw5wapert4 21 33 used use VBN work_ooc22yw4undevd5gkw5wapert4 21 34 to to TO work_ooc22yw4undevd5gkw5wapert4 21 35 investigate investigate VB work_ooc22yw4undevd5gkw5wapert4 21 36 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 21 37 perceptions perception NNS work_ooc22yw4undevd5gkw5wapert4 21 38 in in IN work_ooc22yw4undevd5gkw5wapert4 21 39 social social JJ work_ooc22yw4undevd5gkw5wapert4 21 40 media medium NNS work_ooc22yw4undevd5gkw5wapert4 21 41 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 21 42 Stefanidis Stefanidis NNP work_ooc22yw4undevd5gkw5wapert4 21 43 et et NNP work_ooc22yw4undevd5gkw5wapert4 21 44 al al NNP work_ooc22yw4undevd5gkw5wapert4 21 45 . . NNP work_ooc22yw4undevd5gkw5wapert4 21 46 , , , work_ooc22yw4undevd5gkw5wapert4 21 47 2013 2013 CD work_ooc22yw4undevd5gkw5wapert4 21 48 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 21 49 . . . work_ooc22yw4undevd5gkw5wapert4 22 1 Such such JJ work_ooc22yw4undevd5gkw5wapert4 22 2 material material NN work_ooc22yw4undevd5gkw5wapert4 22 3 with with IN work_ooc22yw4undevd5gkw5wapert4 22 4 information information NN work_ooc22yw4undevd5gkw5wapert4 22 5 about about IN work_ooc22yw4undevd5gkw5wapert4 22 6 geographical geographical JJ work_ooc22yw4undevd5gkw5wapert4 22 7 location location NN work_ooc22yw4undevd5gkw5wapert4 22 8 as as RB work_ooc22yw4undevd5gkw5wapert4 22 9 well well RB work_ooc22yw4undevd5gkw5wapert4 22 10 as as IN work_ooc22yw4undevd5gkw5wapert4 22 11 socio socio NN work_ooc22yw4undevd5gkw5wapert4 22 12 - - , work_ooc22yw4undevd5gkw5wapert4 22 13 scientifically scientifically RB work_ooc22yw4undevd5gkw5wapert4 22 14 relevant relevant JJ work_ooc22yw4undevd5gkw5wapert4 22 15 data datum NNS work_ooc22yw4undevd5gkw5wapert4 22 16 can can MD work_ooc22yw4undevd5gkw5wapert4 22 17 provide provide VB work_ooc22yw4undevd5gkw5wapert4 22 18 new new JJ work_ooc22yw4undevd5gkw5wapert4 22 19 insights insight NNS work_ooc22yw4undevd5gkw5wapert4 22 20 . . . work_ooc22yw4undevd5gkw5wapert4 23 1 In in IN work_ooc22yw4undevd5gkw5wapert4 23 2 particular particular JJ work_ooc22yw4undevd5gkw5wapert4 23 3 , , , work_ooc22yw4undevd5gkw5wapert4 23 4 social social JJ work_ooc22yw4undevd5gkw5wapert4 23 5 media medium NNS work_ooc22yw4undevd5gkw5wapert4 23 6 platforms platform NNS work_ooc22yw4undevd5gkw5wapert4 23 7 provide provide VBP work_ooc22yw4undevd5gkw5wapert4 23 8 an an DT work_ooc22yw4undevd5gkw5wapert4 23 9 unprecedented unprecedented JJ work_ooc22yw4undevd5gkw5wapert4 23 10 opportunity opportunity NN work_ooc22yw4undevd5gkw5wapert4 23 11 to to TO work_ooc22yw4undevd5gkw5wapert4 23 12 collect collect VB work_ooc22yw4undevd5gkw5wapert4 23 13 and and CC work_ooc22yw4undevd5gkw5wapert4 23 14 analyse analyse NNP work_ooc22yw4undevd5gkw5wapert4 23 15 fine- fine- NNP work_ooc22yw4undevd5gkw5wapert4 23 16 grained grained JJ work_ooc22yw4undevd5gkw5wapert4 23 17 data datum NNS work_ooc22yw4undevd5gkw5wapert4 23 18 about about IN work_ooc22yw4undevd5gkw5wapert4 23 19 socio socio JJ work_ooc22yw4undevd5gkw5wapert4 23 20 - - HYPH work_ooc22yw4undevd5gkw5wapert4 23 21 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 23 22 actions action NNS work_ooc22yw4undevd5gkw5wapert4 23 23 . . . work_ooc22yw4undevd5gkw5wapert4 24 1 Combined combine VBN work_ooc22yw4undevd5gkw5wapert4 24 2 with with IN work_ooc22yw4undevd5gkw5wapert4 24 3 other other JJ work_ooc22yw4undevd5gkw5wapert4 24 4 sources source NNS work_ooc22yw4undevd5gkw5wapert4 24 5 of of IN work_ooc22yw4undevd5gkw5wapert4 24 6 information information NN work_ooc22yw4undevd5gkw5wapert4 24 7 and and CC work_ooc22yw4undevd5gkw5wapert4 24 8 methods method NNS work_ooc22yw4undevd5gkw5wapert4 24 9 , , , work_ooc22yw4undevd5gkw5wapert4 24 10 the the DT work_ooc22yw4undevd5gkw5wapert4 24 11 approach approach NN work_ooc22yw4undevd5gkw5wapert4 24 12 offers offer VBZ work_ooc22yw4undevd5gkw5wapert4 24 13 great great JJ work_ooc22yw4undevd5gkw5wapert4 24 14 potential potential NN work_ooc22yw4undevd5gkw5wapert4 24 15 for for IN work_ooc22yw4undevd5gkw5wapert4 24 16 opening opening NN work_ooc22yw4undevd5gkw5wapert4 24 17 up up RP work_ooc22yw4undevd5gkw5wapert4 24 18 a a DT work_ooc22yw4undevd5gkw5wapert4 24 19 new new JJ work_ooc22yw4undevd5gkw5wapert4 24 20 field field NN work_ooc22yw4undevd5gkw5wapert4 24 21 of of IN work_ooc22yw4undevd5gkw5wapert4 24 22 research research NN work_ooc22yw4undevd5gkw5wapert4 24 23 : : : work_ooc22yw4undevd5gkw5wapert4 24 24 understanding understand VBG work_ooc22yw4undevd5gkw5wapert4 24 25 the the DT work_ooc22yw4undevd5gkw5wapert4 24 26 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 24 27 geo)web geo)web NNP work_ooc22yw4undevd5gkw5wapert4 24 28 as as IN work_ooc22yw4undevd5gkw5wapert4 24 29 a a DT work_ooc22yw4undevd5gkw5wapert4 24 30 socially socially RB work_ooc22yw4undevd5gkw5wapert4 24 31 produced produce VBN work_ooc22yw4undevd5gkw5wapert4 24 32 space space NN work_ooc22yw4undevd5gkw5wapert4 24 33 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 24 34 Crampton Crampton NNP work_ooc22yw4undevd5gkw5wapert4 24 35 et et FW work_ooc22yw4undevd5gkw5wapert4 24 36 al al NNP work_ooc22yw4undevd5gkw5wapert4 24 37 . . NNP work_ooc22yw4undevd5gkw5wapert4 24 38 , , , work_ooc22yw4undevd5gkw5wapert4 24 39 2013 2013 CD work_ooc22yw4undevd5gkw5wapert4 24 40 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 24 41 . . . work_ooc22yw4undevd5gkw5wapert4 25 1 The the DT work_ooc22yw4undevd5gkw5wapert4 25 2 Internet internet NN work_ooc22yw4undevd5gkw5wapert4 25 3 , , , work_ooc22yw4undevd5gkw5wapert4 25 4 with with IN work_ooc22yw4undevd5gkw5wapert4 25 5 its -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 25 6 wealth wealth NN work_ooc22yw4undevd5gkw5wapert4 25 7 of of IN work_ooc22yw4undevd5gkw5wapert4 25 8 data datum NNS work_ooc22yw4undevd5gkw5wapert4 25 9 , , , work_ooc22yw4undevd5gkw5wapert4 25 10 offers offer VBZ work_ooc22yw4undevd5gkw5wapert4 25 11 a a DT work_ooc22yw4undevd5gkw5wapert4 25 12 supposedly supposedly RB work_ooc22yw4undevd5gkw5wapert4 25 13 fruitful fruitful JJ work_ooc22yw4undevd5gkw5wapert4 25 14 research research NN work_ooc22yw4undevd5gkw5wapert4 25 15 base base NN work_ooc22yw4undevd5gkw5wapert4 25 16 . . . work_ooc22yw4undevd5gkw5wapert4 26 1 However however RB work_ooc22yw4undevd5gkw5wapert4 26 2 , , , work_ooc22yw4undevd5gkw5wapert4 26 3 traditional traditional JJ work_ooc22yw4undevd5gkw5wapert4 26 4 rules rule NNS work_ooc22yw4undevd5gkw5wapert4 26 5 and and CC work_ooc22yw4undevd5gkw5wapert4 26 6 research research NN work_ooc22yw4undevd5gkw5wapert4 26 7 methods method NNS work_ooc22yw4undevd5gkw5wapert4 26 8 can can MD work_ooc22yw4undevd5gkw5wapert4 26 9 not not RB work_ooc22yw4undevd5gkw5wapert4 26 10 or or CC work_ooc22yw4undevd5gkw5wapert4 26 11 can can MD work_ooc22yw4undevd5gkw5wapert4 26 12 only only RB work_ooc22yw4undevd5gkw5wapert4 26 13 partially partially RB work_ooc22yw4undevd5gkw5wapert4 26 14 be be VB work_ooc22yw4undevd5gkw5wapert4 26 15 applied apply VBN work_ooc22yw4undevd5gkw5wapert4 26 16 to to IN work_ooc22yw4undevd5gkw5wapert4 26 17 internet- internet- JJ work_ooc22yw4undevd5gkw5wapert4 26 18 based base VBN work_ooc22yw4undevd5gkw5wapert4 26 19 data datum NNS work_ooc22yw4undevd5gkw5wapert4 26 20 , , , work_ooc22yw4undevd5gkw5wapert4 26 21 which which WDT work_ooc22yw4undevd5gkw5wapert4 26 22 require require VBP work_ooc22yw4undevd5gkw5wapert4 26 23 new new JJ work_ooc22yw4undevd5gkw5wapert4 26 24 methodological methodological JJ work_ooc22yw4undevd5gkw5wapert4 26 25 approaches approach NNS work_ooc22yw4undevd5gkw5wapert4 26 26 . . . work_ooc22yw4undevd5gkw5wapert4 27 1 In in IN work_ooc22yw4undevd5gkw5wapert4 27 2 our -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 27 3 explorative explorative JJ work_ooc22yw4undevd5gkw5wapert4 27 4 study study NN work_ooc22yw4undevd5gkw5wapert4 27 5 , , , work_ooc22yw4undevd5gkw5wapert4 27 6 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 27 7 focus focus VBP work_ooc22yw4undevd5gkw5wapert4 27 8 on on IN work_ooc22yw4undevd5gkw5wapert4 27 9 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 27 10 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 27 11 as as IN work_ooc22yw4undevd5gkw5wapert4 27 12 a a DT work_ooc22yw4undevd5gkw5wapert4 27 13 method method NN work_ooc22yw4undevd5gkw5wapert4 27 14 for for IN work_ooc22yw4undevd5gkw5wapert4 27 15 detecting detect VBG work_ooc22yw4undevd5gkw5wapert4 27 16 opinions opinion NNS work_ooc22yw4undevd5gkw5wapert4 27 17 and and CC work_ooc22yw4undevd5gkw5wapert4 27 18 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 27 19 in in IN work_ooc22yw4undevd5gkw5wapert4 27 20 social social JJ work_ooc22yw4undevd5gkw5wapert4 27 21 media medium NNS work_ooc22yw4undevd5gkw5wapert4 27 22 on on IN work_ooc22yw4undevd5gkw5wapert4 27 23 certain certain JJ work_ooc22yw4undevd5gkw5wapert4 27 24 topics topic NNS work_ooc22yw4undevd5gkw5wapert4 27 25 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 27 26 Thelwall Thelwall NNP work_ooc22yw4undevd5gkw5wapert4 27 27 et et FW work_ooc22yw4undevd5gkw5wapert4 27 28 al al NNP work_ooc22yw4undevd5gkw5wapert4 27 29 . . 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work_ooc22yw4undevd5gkw5wapert4 28 16 help help VB work_ooc22yw4undevd5gkw5wapert4 28 17 us -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 28 18 to to TO work_ooc22yw4undevd5gkw5wapert4 28 19 understand understand VB work_ooc22yw4undevd5gkw5wapert4 28 20 constructions construction NNS work_ooc22yw4undevd5gkw5wapert4 28 21 of of IN work_ooc22yw4undevd5gkw5wapert4 28 22 those those DT work_ooc22yw4undevd5gkw5wapert4 28 23 spaces space NNS work_ooc22yw4undevd5gkw5wapert4 28 24 . . . work_ooc22yw4undevd5gkw5wapert4 29 1 These these DT work_ooc22yw4undevd5gkw5wapert4 29 2 new new JJ work_ooc22yw4undevd5gkw5wapert4 29 3 computer computer NN work_ooc22yw4undevd5gkw5wapert4 29 4 - - HYPH work_ooc22yw4undevd5gkw5wapert4 29 5 aided aid VBN work_ooc22yw4undevd5gkw5wapert4 29 6 approaches approach NNS work_ooc22yw4undevd5gkw5wapert4 29 7 usually usually RB work_ooc22yw4undevd5gkw5wapert4 29 8 require require VBP work_ooc22yw4undevd5gkw5wapert4 29 9 basic basic JJ work_ooc22yw4undevd5gkw5wapert4 29 10 computing computing NN work_ooc22yw4undevd5gkw5wapert4 29 11 or or CC work_ooc22yw4undevd5gkw5wapert4 29 12 programming programming NN work_ooc22yw4undevd5gkw5wapert4 29 13 skills skill NNS work_ooc22yw4undevd5gkw5wapert4 29 14 , , , work_ooc22yw4undevd5gkw5wapert4 29 15 but but CC work_ooc22yw4undevd5gkw5wapert4 29 16 social social JJ work_ooc22yw4undevd5gkw5wapert4 29 17 scientists scientist NNS work_ooc22yw4undevd5gkw5wapert4 29 18 often often RB work_ooc22yw4undevd5gkw5wapert4 29 19 do do VBP work_ooc22yw4undevd5gkw5wapert4 29 20 not not RB work_ooc22yw4undevd5gkw5wapert4 29 21 have have VB work_ooc22yw4undevd5gkw5wapert4 29 22 this this DT work_ooc22yw4undevd5gkw5wapert4 29 23 kind kind NN work_ooc22yw4undevd5gkw5wapert4 29 24 of of IN work_ooc22yw4undevd5gkw5wapert4 29 25 knowledge knowledge NN work_ooc22yw4undevd5gkw5wapert4 29 26 and and CC work_ooc22yw4undevd5gkw5wapert4 29 27 rely rely VB work_ooc22yw4undevd5gkw5wapert4 29 28 on on IN work_ooc22yw4undevd5gkw5wapert4 29 29 low 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NNP work_ooc22yw4undevd5gkw5wapert4 37 39 , , , work_ooc22yw4undevd5gkw5wapert4 37 40 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 37 41 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 37 42 . . . work_ooc22yw4undevd5gkw5wapert4 38 1 It -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 38 2 was be VBD work_ooc22yw4undevd5gkw5wapert4 38 3 originally originally RB work_ooc22yw4undevd5gkw5wapert4 38 4 designed design VBN work_ooc22yw4undevd5gkw5wapert4 38 5 to to TO work_ooc22yw4undevd5gkw5wapert4 38 6 automatically automatically RB work_ooc22yw4undevd5gkw5wapert4 38 7 extract extract VB work_ooc22yw4undevd5gkw5wapert4 38 8 customer customer NN work_ooc22yw4undevd5gkw5wapert4 38 9 opinions opinion NNS work_ooc22yw4undevd5gkw5wapert4 38 10 about about IN work_ooc22yw4undevd5gkw5wapert4 38 11 certain certain JJ work_ooc22yw4undevd5gkw5wapert4 38 12 products product NNS work_ooc22yw4undevd5gkw5wapert4 38 13 or or CC work_ooc22yw4undevd5gkw5wapert4 38 14 brands brand NNS work_ooc22yw4undevd5gkw5wapert4 38 15 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 38 16 Thelwall Thelwall NNP work_ooc22yw4undevd5gkw5wapert4 38 17 et et FW work_ooc22yw4undevd5gkw5wapert4 38 18 al al NNP work_ooc22yw4undevd5gkw5wapert4 38 19 . . NNP work_ooc22yw4undevd5gkw5wapert4 38 20 , , , work_ooc22yw4undevd5gkw5wapert4 38 21 2011 2011 CD work_ooc22yw4undevd5gkw5wapert4 38 22 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 38 23 . . . work_ooc22yw4undevd5gkw5wapert4 39 1 Sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 39 2 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 39 3 can can MD work_ooc22yw4undevd5gkw5wapert4 39 4 be be VB work_ooc22yw4undevd5gkw5wapert4 39 5 performed perform VBN work_ooc22yw4undevd5gkw5wapert4 39 6 using use VBG work_ooc22yw4undevd5gkw5wapert4 39 7 computer computer NN work_ooc22yw4undevd5gkw5wapert4 39 8 - - HYPH work_ooc22yw4undevd5gkw5wapert4 39 9 aided aid VBN work_ooc22yw4undevd5gkw5wapert4 39 10 methods method NNS work_ooc22yw4undevd5gkw5wapert4 39 11 such such JJ work_ooc22yw4undevd5gkw5wapert4 39 12 as as IN work_ooc22yw4undevd5gkw5wapert4 39 13 lexicon lexicon NN work_ooc22yw4undevd5gkw5wapert4 39 14 - - HYPH work_ooc22yw4undevd5gkw5wapert4 39 15 based base VBN work_ooc22yw4undevd5gkw5wapert4 39 16 approaches approach NNS work_ooc22yw4undevd5gkw5wapert4 39 17 or or CC work_ooc22yw4undevd5gkw5wapert4 39 18 supervised supervise VBD work_ooc22yw4undevd5gkw5wapert4 39 19 machine machine NN work_ooc22yw4undevd5gkw5wapert4 39 20 learning learning NN work_ooc22yw4undevd5gkw5wapert4 39 21 , , , work_ooc22yw4undevd5gkw5wapert4 39 22 or or CC work_ooc22yw4undevd5gkw5wapert4 39 23 a a DT work_ooc22yw4undevd5gkw5wapert4 39 24 combination combination NN work_ooc22yw4undevd5gkw5wapert4 39 25 of of IN work_ooc22yw4undevd5gkw5wapert4 39 26 both both DT work_ooc22yw4undevd5gkw5wapert4 39 27 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 39 28 Dhaoui Dhaoui NNP work_ooc22yw4undevd5gkw5wapert4 39 29 et et FW work_ooc22yw4undevd5gkw5wapert4 39 30 al al NNP work_ooc22yw4undevd5gkw5wapert4 39 31 . . NNP work_ooc22yw4undevd5gkw5wapert4 39 32 , , , work_ooc22yw4undevd5gkw5wapert4 39 33 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 39 34 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 39 35 . . . work_ooc22yw4undevd5gkw5wapert4 40 1 Lexicon Lexicon NNP work_ooc22yw4undevd5gkw5wapert4 40 2 - - HYPH work_ooc22yw4undevd5gkw5wapert4 40 3 based base VBN work_ooc22yw4undevd5gkw5wapert4 40 4 approaches approach NNS work_ooc22yw4undevd5gkw5wapert4 40 5 rely rely VBP work_ooc22yw4undevd5gkw5wapert4 40 6 on on IN work_ooc22yw4undevd5gkw5wapert4 40 7 a a DT work_ooc22yw4undevd5gkw5wapert4 40 8 dictionary dictionary NN work_ooc22yw4undevd5gkw5wapert4 40 9 of of IN work_ooc22yw4undevd5gkw5wapert4 40 10 opinion opinion NN work_ooc22yw4undevd5gkw5wapert4 40 11 Reithmeier reithmei JJR work_ooc22yw4undevd5gkw5wapert4 40 12 et et NNP work_ooc22yw4undevd5gkw5wapert4 40 13 al al NNP work_ooc22yw4undevd5gkw5wapert4 40 14 87 87 CD work_ooc22yw4undevd5gkw5wapert4 40 15 words word NNS work_ooc22yw4undevd5gkw5wapert4 40 16 and and CC work_ooc22yw4undevd5gkw5wapert4 40 17 classify classify VB work_ooc22yw4undevd5gkw5wapert4 40 18 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 40 19 as as IN work_ooc22yw4undevd5gkw5wapert4 40 20 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 40 21 or or CC work_ooc22yw4undevd5gkw5wapert4 40 22 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 40 23 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 40 24 Dhaoui Dhaoui NNP work_ooc22yw4undevd5gkw5wapert4 40 25 et et FW work_ooc22yw4undevd5gkw5wapert4 40 26 al al NNP work_ooc22yw4undevd5gkw5wapert4 40 27 . . NNP work_ooc22yw4undevd5gkw5wapert4 40 28 , , , work_ooc22yw4undevd5gkw5wapert4 40 29 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 40 30 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 40 31 . . . work_ooc22yw4undevd5gkw5wapert4 41 1 Machine machine NN work_ooc22yw4undevd5gkw5wapert4 41 2 learning learning NN work_ooc22yw4undevd5gkw5wapert4 41 3 approaches approach NNS work_ooc22yw4undevd5gkw5wapert4 41 4 can can MD work_ooc22yw4undevd5gkw5wapert4 41 5 be be VB work_ooc22yw4undevd5gkw5wapert4 41 6 conducted conduct VBN work_ooc22yw4undevd5gkw5wapert4 41 7 in in IN work_ooc22yw4undevd5gkw5wapert4 41 8 pre pre JJ work_ooc22yw4undevd5gkw5wapert4 41 9 - - JJ work_ooc22yw4undevd5gkw5wapert4 41 10 known know VBN work_ooc22yw4undevd5gkw5wapert4 41 11 or or CC work_ooc22yw4undevd5gkw5wapert4 41 12 unknown unknown JJ work_ooc22yw4undevd5gkw5wapert4 41 13 categories category NNS work_ooc22yw4undevd5gkw5wapert4 41 14 via via IN work_ooc22yw4undevd5gkw5wapert4 41 15 fully fully RB work_ooc22yw4undevd5gkw5wapert4 41 16 automated automate VBN work_ooc22yw4undevd5gkw5wapert4 41 17 clustering clustering NN work_ooc22yw4undevd5gkw5wapert4 41 18 , , , work_ooc22yw4undevd5gkw5wapert4 41 19 LDA LDA NNP work_ooc22yw4undevd5gkw5wapert4 41 20 or or CC work_ooc22yw4undevd5gkw5wapert4 41 21 computer computer NN work_ooc22yw4undevd5gkw5wapert4 41 22 - - HYPH work_ooc22yw4undevd5gkw5wapert4 41 23 assisted assist VBN work_ooc22yw4undevd5gkw5wapert4 41 24 clustering clustering NN work_ooc22yw4undevd5gkw5wapert4 41 25 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 41 26 Amplayo Amplayo NNP work_ooc22yw4undevd5gkw5wapert4 41 27 & & CC work_ooc22yw4undevd5gkw5wapert4 41 28 Song Song NNP work_ooc22yw4undevd5gkw5wapert4 41 29 , , , work_ooc22yw4undevd5gkw5wapert4 41 30 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 41 31 ; ; : work_ooc22yw4undevd5gkw5wapert4 41 32 Colace Colace NNP work_ooc22yw4undevd5gkw5wapert4 41 33 et et FW work_ooc22yw4undevd5gkw5wapert4 41 34 al al NNP work_ooc22yw4undevd5gkw5wapert4 41 35 . . NNP work_ooc22yw4undevd5gkw5wapert4 41 36 , , , work_ooc22yw4undevd5gkw5wapert4 41 37 2015 2015 CD work_ooc22yw4undevd5gkw5wapert4 41 38 ; ; : work_ooc22yw4undevd5gkw5wapert4 41 39 Habernal Habernal NNP work_ooc22yw4undevd5gkw5wapert4 41 40 et et FW work_ooc22yw4undevd5gkw5wapert4 41 41 al al NNP work_ooc22yw4undevd5gkw5wapert4 41 42 . . NNP work_ooc22yw4undevd5gkw5wapert4 41 43 , , , work_ooc22yw4undevd5gkw5wapert4 41 44 2015 2015 CD work_ooc22yw4undevd5gkw5wapert4 41 45 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 41 46 . . . work_ooc22yw4undevd5gkw5wapert4 42 1 With with IN work_ooc22yw4undevd5gkw5wapert4 42 2 the the DT work_ooc22yw4undevd5gkw5wapert4 42 3 proliferation proliferation NN work_ooc22yw4undevd5gkw5wapert4 42 4 of of IN work_ooc22yw4undevd5gkw5wapert4 42 5 social social JJ work_ooc22yw4undevd5gkw5wapert4 42 6 networks network NNS work_ooc22yw4undevd5gkw5wapert4 42 7 and and CC work_ooc22yw4undevd5gkw5wapert4 42 8 the the DT work_ooc22yw4undevd5gkw5wapert4 42 9 digitization digitization NN work_ooc22yw4undevd5gkw5wapert4 42 10 of of IN work_ooc22yw4undevd5gkw5wapert4 42 11 research research NN work_ooc22yw4undevd5gkw5wapert4 42 12 methods method NNS work_ooc22yw4undevd5gkw5wapert4 42 13 , , , work_ooc22yw4undevd5gkw5wapert4 42 14 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 42 15 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 42 16 is be VBZ work_ooc22yw4undevd5gkw5wapert4 42 17 increasingly increasingly RB work_ooc22yw4undevd5gkw5wapert4 42 18 applied apply VBN work_ooc22yw4undevd5gkw5wapert4 42 19 to to IN work_ooc22yw4undevd5gkw5wapert4 42 20 content content NN work_ooc22yw4undevd5gkw5wapert4 42 21 from from IN work_ooc22yw4undevd5gkw5wapert4 42 22 social social JJ work_ooc22yw4undevd5gkw5wapert4 42 23 media medium NNS work_ooc22yw4undevd5gkw5wapert4 42 24 such such JJ work_ooc22yw4undevd5gkw5wapert4 42 25 as as IN work_ooc22yw4undevd5gkw5wapert4 42 26 Twitter Twitter NNP work_ooc22yw4undevd5gkw5wapert4 42 27 or or CC work_ooc22yw4undevd5gkw5wapert4 42 28 Facebook Facebook NNP work_ooc22yw4undevd5gkw5wapert4 42 29 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 42 30 Amplayo Amplayo NNP work_ooc22yw4undevd5gkw5wapert4 42 31 & & CC work_ooc22yw4undevd5gkw5wapert4 42 32 Song Song NNP work_ooc22yw4undevd5gkw5wapert4 42 33 , , , work_ooc22yw4undevd5gkw5wapert4 42 34 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 42 35 ; ; : work_ooc22yw4undevd5gkw5wapert4 42 36 Habernal Habernal NNP work_ooc22yw4undevd5gkw5wapert4 42 37 et et FW work_ooc22yw4undevd5gkw5wapert4 42 38 al al NNP work_ooc22yw4undevd5gkw5wapert4 42 39 . . NNP work_ooc22yw4undevd5gkw5wapert4 42 40 , , , work_ooc22yw4undevd5gkw5wapert4 42 41 2015 2015 CD work_ooc22yw4undevd5gkw5wapert4 42 42 ; ; : work_ooc22yw4undevd5gkw5wapert4 42 43 Xia Xia NNP work_ooc22yw4undevd5gkw5wapert4 42 44 et et NNP work_ooc22yw4undevd5gkw5wapert4 42 45 al al NNP work_ooc22yw4undevd5gkw5wapert4 42 46 . . NNP work_ooc22yw4undevd5gkw5wapert4 42 47 , , , work_ooc22yw4undevd5gkw5wapert4 42 48 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 42 49 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 42 50 . . . work_ooc22yw4undevd5gkw5wapert4 43 1 Habernal Habernal NNP work_ooc22yw4undevd5gkw5wapert4 43 2 et et FW work_ooc22yw4undevd5gkw5wapert4 43 3 al al NNP work_ooc22yw4undevd5gkw5wapert4 43 4 . . NNP work_ooc22yw4undevd5gkw5wapert4 43 5 ’s ’s NNP work_ooc22yw4undevd5gkw5wapert4 43 6 sentiment sentiment NNP work_ooc22yw4undevd5gkw5wapert4 43 7 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 43 8 looked look VBD work_ooc22yw4undevd5gkw5wapert4 43 9 at at IN work_ooc22yw4undevd5gkw5wapert4 43 10 Facebook Facebook NNP work_ooc22yw4undevd5gkw5wapert4 43 11 posts post NNS work_ooc22yw4undevd5gkw5wapert4 43 12 written write VBN work_ooc22yw4undevd5gkw5wapert4 43 13 in in IN work_ooc22yw4undevd5gkw5wapert4 43 14 Czech Czech NNP work_ooc22yw4undevd5gkw5wapert4 43 15 that that WDT work_ooc22yw4undevd5gkw5wapert4 43 16 contained contain VBD work_ooc22yw4undevd5gkw5wapert4 43 17 opinions opinion NNS work_ooc22yw4undevd5gkw5wapert4 43 18 on on IN work_ooc22yw4undevd5gkw5wapert4 43 19 particular particular JJ work_ooc22yw4undevd5gkw5wapert4 43 20 brands brand NNS work_ooc22yw4undevd5gkw5wapert4 43 21 . . . work_ooc22yw4undevd5gkw5wapert4 44 1 Lim Lim NNP work_ooc22yw4undevd5gkw5wapert4 44 2 et et FW work_ooc22yw4undevd5gkw5wapert4 44 3 al al NNP work_ooc22yw4undevd5gkw5wapert4 44 4 . . . work_ooc22yw4undevd5gkw5wapert4 45 1 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 45 2 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 45 3 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 45 4 used use VBN work_ooc22yw4undevd5gkw5wapert4 45 5 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 45 6 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 45 7 of of IN work_ooc22yw4undevd5gkw5wapert4 45 8 data datum NNS work_ooc22yw4undevd5gkw5wapert4 45 9 from from IN work_ooc22yw4undevd5gkw5wapert4 45 10 social social JJ work_ooc22yw4undevd5gkw5wapert4 45 11 media medium NNS work_ooc22yw4undevd5gkw5wapert4 45 12 to to TO work_ooc22yw4undevd5gkw5wapert4 45 13 identify identify VB work_ooc22yw4undevd5gkw5wapert4 45 14 latent latent JJ work_ooc22yw4undevd5gkw5wapert4 45 15 infectious infectious JJ work_ooc22yw4undevd5gkw5wapert4 45 16 diseases disease NNS work_ooc22yw4undevd5gkw5wapert4 45 17 . . . work_ooc22yw4undevd5gkw5wapert4 46 1 They -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 46 2 assumed assume VBD work_ooc22yw4undevd5gkw5wapert4 46 3 that that IN work_ooc22yw4undevd5gkw5wapert4 46 4 outbreaks outbreak NNS work_ooc22yw4undevd5gkw5wapert4 46 5 could could MD work_ooc22yw4undevd5gkw5wapert4 46 6 be be VB work_ooc22yw4undevd5gkw5wapert4 46 7 traced trace VBN work_ooc22yw4undevd5gkw5wapert4 46 8 through through IN work_ooc22yw4undevd5gkw5wapert4 46 9 social social JJ work_ooc22yw4undevd5gkw5wapert4 46 10 media medium NNS work_ooc22yw4undevd5gkw5wapert4 46 11 and and CC work_ooc22yw4undevd5gkw5wapert4 46 12 suggest suggest VBP work_ooc22yw4undevd5gkw5wapert4 46 13 a a DT work_ooc22yw4undevd5gkw5wapert4 46 14 clustering cluster VBG work_ooc22yw4undevd5gkw5wapert4 46 15 method method NN work_ooc22yw4undevd5gkw5wapert4 46 16 to to TO work_ooc22yw4undevd5gkw5wapert4 46 17 capture capture VB work_ooc22yw4undevd5gkw5wapert4 46 18 unknown unknown JJ work_ooc22yw4undevd5gkw5wapert4 46 19 categories category NNS work_ooc22yw4undevd5gkw5wapert4 46 20 . . . work_ooc22yw4undevd5gkw5wapert4 47 1 Öztürk Öztürk NNP work_ooc22yw4undevd5gkw5wapert4 47 2 and and CC work_ooc22yw4undevd5gkw5wapert4 47 3 Ayvaz Ayvaz NNP work_ooc22yw4undevd5gkw5wapert4 47 4 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 47 5 2018 2018 CD work_ooc22yw4undevd5gkw5wapert4 47 6 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 47 7 used use VBD work_ooc22yw4undevd5gkw5wapert4 47 8 a a DT work_ooc22yw4undevd5gkw5wapert4 47 9 lexicon lexicon NN work_ooc22yw4undevd5gkw5wapert4 47 10 - - HYPH work_ooc22yw4undevd5gkw5wapert4 47 11 based base VBN work_ooc22yw4undevd5gkw5wapert4 47 12 approach approach NN work_ooc22yw4undevd5gkw5wapert4 47 13 for for IN work_ooc22yw4undevd5gkw5wapert4 47 14 investigating investigate VBG work_ooc22yw4undevd5gkw5wapert4 47 15 public public JJ work_ooc22yw4undevd5gkw5wapert4 47 16 opinions opinion NNS work_ooc22yw4undevd5gkw5wapert4 47 17 and and CC work_ooc22yw4undevd5gkw5wapert4 47 18 sentiments sentiment NNS work_ooc22yw4undevd5gkw5wapert4 47 19 towards towards IN work_ooc22yw4undevd5gkw5wapert4 47 20 Syrian syrian JJ work_ooc22yw4undevd5gkw5wapert4 47 21 refugees refugee NNS work_ooc22yw4undevd5gkw5wapert4 47 22 expressed express VBD work_ooc22yw4undevd5gkw5wapert4 47 23 on on IN work_ooc22yw4undevd5gkw5wapert4 47 24 Twitter Twitter NNP work_ooc22yw4undevd5gkw5wapert4 47 25 . . . work_ooc22yw4undevd5gkw5wapert4 48 1 They -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 48 2 analysed analyse VBD work_ooc22yw4undevd5gkw5wapert4 48 3 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 48 4 in in IN work_ooc22yw4undevd5gkw5wapert4 48 5 Turkish turkish JJ work_ooc22yw4undevd5gkw5wapert4 48 6 and and CC work_ooc22yw4undevd5gkw5wapert4 48 7 English English NNP work_ooc22yw4undevd5gkw5wapert4 48 8 and and CC work_ooc22yw4undevd5gkw5wapert4 48 9 discovered discover VBD work_ooc22yw4undevd5gkw5wapert4 48 10 that that IN work_ooc22yw4undevd5gkw5wapert4 48 11 Turkish turkish JJ work_ooc22yw4undevd5gkw5wapert4 48 12 - - HYPH work_ooc22yw4undevd5gkw5wapert4 48 13 language language NN work_ooc22yw4undevd5gkw5wapert4 48 14 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 48 15 carried carry VBD work_ooc22yw4undevd5gkw5wapert4 48 16 more more RBR work_ooc22yw4undevd5gkw5wapert4 48 17 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 48 18 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 48 19 towards towards IN work_ooc22yw4undevd5gkw5wapert4 48 20 Syrian syrian JJ work_ooc22yw4undevd5gkw5wapert4 48 21 refugees refugee NNS work_ooc22yw4undevd5gkw5wapert4 48 22 than than IN work_ooc22yw4undevd5gkw5wapert4 48 23 the the DT work_ooc22yw4undevd5gkw5wapert4 48 24 English english JJ work_ooc22yw4undevd5gkw5wapert4 48 25 - - HYPH work_ooc22yw4undevd5gkw5wapert4 48 26 language language NN work_ooc22yw4undevd5gkw5wapert4 48 27 ones one NNS work_ooc22yw4undevd5gkw5wapert4 48 28 . . . work_ooc22yw4undevd5gkw5wapert4 49 1 At at IN work_ooc22yw4undevd5gkw5wapert4 49 2 present present NN work_ooc22yw4undevd5gkw5wapert4 49 3 , , , work_ooc22yw4undevd5gkw5wapert4 49 4 there there EX work_ooc22yw4undevd5gkw5wapert4 49 5 is be VBZ work_ooc22yw4undevd5gkw5wapert4 49 6 little little JJ work_ooc22yw4undevd5gkw5wapert4 49 7 research research NN work_ooc22yw4undevd5gkw5wapert4 49 8 which which WDT work_ooc22yw4undevd5gkw5wapert4 49 9 combines combine VBZ work_ooc22yw4undevd5gkw5wapert4 49 10 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 49 11 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 49 12 and and CC work_ooc22yw4undevd5gkw5wapert4 49 13 geospatial geospatial JJ work_ooc22yw4undevd5gkw5wapert4 49 14 research research NN work_ooc22yw4undevd5gkw5wapert4 49 15 . . . work_ooc22yw4undevd5gkw5wapert4 50 1 The the DT work_ooc22yw4undevd5gkw5wapert4 50 2 majority majority NN work_ooc22yw4undevd5gkw5wapert4 50 3 of of IN work_ooc22yw4undevd5gkw5wapert4 50 4 studies study NNS work_ooc22yw4undevd5gkw5wapert4 50 5 deal deal VBP work_ooc22yw4undevd5gkw5wapert4 50 6 with with IN work_ooc22yw4undevd5gkw5wapert4 50 7 the the DT work_ooc22yw4undevd5gkw5wapert4 50 8 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 50 9 distribution distribution NN work_ooc22yw4undevd5gkw5wapert4 50 10 and and CC work_ooc22yw4undevd5gkw5wapert4 50 11 location location NN work_ooc22yw4undevd5gkw5wapert4 50 12 of of IN work_ooc22yw4undevd5gkw5wapert4 50 13 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 50 14 containing contain VBG work_ooc22yw4undevd5gkw5wapert4 50 15 opinions opinion NNS work_ooc22yw4undevd5gkw5wapert4 50 16 or or CC work_ooc22yw4undevd5gkw5wapert4 50 17 sentiments sentiment NNS work_ooc22yw4undevd5gkw5wapert4 50 18 about about IN work_ooc22yw4undevd5gkw5wapert4 50 19 certain certain JJ work_ooc22yw4undevd5gkw5wapert4 50 20 topics topic NNS work_ooc22yw4undevd5gkw5wapert4 50 21 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 50 22 Coletto Coletto NNP work_ooc22yw4undevd5gkw5wapert4 50 23 et et NNP work_ooc22yw4undevd5gkw5wapert4 50 24 al al NNP work_ooc22yw4undevd5gkw5wapert4 50 25 . . NNP work_ooc22yw4undevd5gkw5wapert4 50 26 , , , work_ooc22yw4undevd5gkw5wapert4 50 27 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 50 28 ; ; : work_ooc22yw4undevd5gkw5wapert4 50 29 Cooper Cooper NNP work_ooc22yw4undevd5gkw5wapert4 50 30 , , , work_ooc22yw4undevd5gkw5wapert4 50 31 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 50 32 ; ; : work_ooc22yw4undevd5gkw5wapert4 50 33 Daniulaityte Daniulaityte NNP work_ooc22yw4undevd5gkw5wapert4 50 34 et et NNP work_ooc22yw4undevd5gkw5wapert4 50 35 al al NNP work_ooc22yw4undevd5gkw5wapert4 50 36 . . NNP work_ooc22yw4undevd5gkw5wapert4 50 37 , , , work_ooc22yw4undevd5gkw5wapert4 50 38 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 50 39 ; ; : work_ooc22yw4undevd5gkw5wapert4 50 40 Lu Lu NNP work_ooc22yw4undevd5gkw5wapert4 50 41 et et FW work_ooc22yw4undevd5gkw5wapert4 50 42 al al NNP work_ooc22yw4undevd5gkw5wapert4 50 43 . . NNP work_ooc22yw4undevd5gkw5wapert4 50 44 , , , work_ooc22yw4undevd5gkw5wapert4 50 45 2015 2015 CD work_ooc22yw4undevd5gkw5wapert4 50 46 ; ; : work_ooc22yw4undevd5gkw5wapert4 50 47 Mirani Mirani NNP work_ooc22yw4undevd5gkw5wapert4 50 48 & & CC work_ooc22yw4undevd5gkw5wapert4 50 49 Sasi Sasi NNP work_ooc22yw4undevd5gkw5wapert4 50 50 , , , work_ooc22yw4undevd5gkw5wapert4 50 51 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 50 52 ; ; : work_ooc22yw4undevd5gkw5wapert4 50 53 Zhu Zhu NNP work_ooc22yw4undevd5gkw5wapert4 50 54 & & CC work_ooc22yw4undevd5gkw5wapert4 50 55 Newsam Newsam NNP work_ooc22yw4undevd5gkw5wapert4 50 56 , , , work_ooc22yw4undevd5gkw5wapert4 50 57 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 50 58 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 50 59 . . . work_ooc22yw4undevd5gkw5wapert4 51 1 For for IN work_ooc22yw4undevd5gkw5wapert4 51 2 example example NN work_ooc22yw4undevd5gkw5wapert4 51 3 , , , work_ooc22yw4undevd5gkw5wapert4 51 4 Zhu Zhu NNP work_ooc22yw4undevd5gkw5wapert4 51 5 and and CC work_ooc22yw4undevd5gkw5wapert4 51 6 Newsam Newsam NNP work_ooc22yw4undevd5gkw5wapert4 51 7 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 51 8 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 51 9 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 51 10 analysed analyse VBD work_ooc22yw4undevd5gkw5wapert4 51 11 geotagged geotagged JJ work_ooc22yw4undevd5gkw5wapert4 51 12 photos photo NNS work_ooc22yw4undevd5gkw5wapert4 51 13 with with IN work_ooc22yw4undevd5gkw5wapert4 51 14 a a DT work_ooc22yw4undevd5gkw5wapert4 51 15 deep deep JJ work_ooc22yw4undevd5gkw5wapert4 51 16 learning learning NN work_ooc22yw4undevd5gkw5wapert4 51 17 - - HYPH work_ooc22yw4undevd5gkw5wapert4 51 18 based base VBN work_ooc22yw4undevd5gkw5wapert4 51 19 classifier classifier NN work_ooc22yw4undevd5gkw5wapert4 51 20 that that WDT work_ooc22yw4undevd5gkw5wapert4 51 21 predicts predict VBZ work_ooc22yw4undevd5gkw5wapert4 51 22 the the DT work_ooc22yw4undevd5gkw5wapert4 51 23 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 51 24 based base VBN work_ooc22yw4undevd5gkw5wapert4 51 25 on on IN work_ooc22yw4undevd5gkw5wapert4 51 26 the the DT work_ooc22yw4undevd5gkw5wapert4 51 27 image image NN work_ooc22yw4undevd5gkw5wapert4 51 28 . . . work_ooc22yw4undevd5gkw5wapert4 52 1 They -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 52 2 concluded conclude VBD work_ooc22yw4undevd5gkw5wapert4 52 3 that that IN work_ooc22yw4undevd5gkw5wapert4 52 4 different different JJ work_ooc22yw4undevd5gkw5wapert4 52 5 emotions emotion NNS work_ooc22yw4undevd5gkw5wapert4 52 6 showed show VBD work_ooc22yw4undevd5gkw5wapert4 52 7 a a DT work_ooc22yw4undevd5gkw5wapert4 52 8 variety variety NN work_ooc22yw4undevd5gkw5wapert4 52 9 of of IN work_ooc22yw4undevd5gkw5wapert4 52 10 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 52 11 distributions distribution NNS work_ooc22yw4undevd5gkw5wapert4 52 12 . . . work_ooc22yw4undevd5gkw5wapert4 53 1 Lu Lu NNP work_ooc22yw4undevd5gkw5wapert4 53 2 et et FW work_ooc22yw4undevd5gkw5wapert4 53 3 al al NNP work_ooc22yw4undevd5gkw5wapert4 53 4 . . . work_ooc22yw4undevd5gkw5wapert4 54 1 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 54 2 2015 2015 CD work_ooc22yw4undevd5gkw5wapert4 54 3 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 54 4 analysed analyse VBD work_ooc22yw4undevd5gkw5wapert4 54 5 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 54 6 to to TO work_ooc22yw4undevd5gkw5wapert4 54 7 explore explore VB work_ooc22yw4undevd5gkw5wapert4 54 8 underlying underlying JJ work_ooc22yw4undevd5gkw5wapert4 54 9 trends trend NNS work_ooc22yw4undevd5gkw5wapert4 54 10 in in IN work_ooc22yw4undevd5gkw5wapert4 54 11 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 54 12 or or CC work_ooc22yw4undevd5gkw5wapert4 54 13 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 54 14 geographically geographically RB work_ooc22yw4undevd5gkw5wapert4 54 15 - - HYPH work_ooc22yw4undevd5gkw5wapert4 54 16 related relate VBN work_ooc22yw4undevd5gkw5wapert4 54 17 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 54 18 with with IN work_ooc22yw4undevd5gkw5wapert4 54 19 respect respect NN work_ooc22yw4undevd5gkw5wapert4 54 20 to to IN work_ooc22yw4undevd5gkw5wapert4 54 21 disasters disaster NNS work_ooc22yw4undevd5gkw5wapert4 54 22 , , , work_ooc22yw4undevd5gkw5wapert4 54 23 aiming aim VBG work_ooc22yw4undevd5gkw5wapert4 54 24 to to TO work_ooc22yw4undevd5gkw5wapert4 54 25 reveal reveal VB work_ooc22yw4undevd5gkw5wapert4 54 26 interesting interesting JJ work_ooc22yw4undevd5gkw5wapert4 54 27 patterns pattern NNS work_ooc22yw4undevd5gkw5wapert4 54 28 in in IN work_ooc22yw4undevd5gkw5wapert4 54 29 disaster disaster NN work_ooc22yw4undevd5gkw5wapert4 54 30 scenarios scenario NNS work_ooc22yw4undevd5gkw5wapert4 54 31 . . . work_ooc22yw4undevd5gkw5wapert4 55 1 They -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 55 2 propose propose VBP work_ooc22yw4undevd5gkw5wapert4 55 3 a a DT work_ooc22yw4undevd5gkw5wapert4 55 4 visual visual JJ work_ooc22yw4undevd5gkw5wapert4 55 5 analytics analytic NNS work_ooc22yw4undevd5gkw5wapert4 55 6 framework framework NN work_ooc22yw4undevd5gkw5wapert4 55 7 in in IN work_ooc22yw4undevd5gkw5wapert4 55 8 order order NN work_ooc22yw4undevd5gkw5wapert4 55 9 to to TO work_ooc22yw4undevd5gkw5wapert4 55 10 observe observe VB work_ooc22yw4undevd5gkw5wapert4 55 11 the the DT work_ooc22yw4undevd5gkw5wapert4 55 12 distribution distribution NN work_ooc22yw4undevd5gkw5wapert4 55 13 of of IN work_ooc22yw4undevd5gkw5wapert4 55 14 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 55 15 , , , work_ooc22yw4undevd5gkw5wapert4 55 16 and and CC work_ooc22yw4undevd5gkw5wapert4 55 17 study study VB work_ooc22yw4undevd5gkw5wapert4 55 18 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 55 19 predictions prediction NNS work_ooc22yw4undevd5gkw5wapert4 55 20 generated generate VBN work_ooc22yw4undevd5gkw5wapert4 55 21 by by IN work_ooc22yw4undevd5gkw5wapert4 55 22 different different JJ work_ooc22yw4undevd5gkw5wapert4 55 23 models model NNS work_ooc22yw4undevd5gkw5wapert4 55 24 . . . work_ooc22yw4undevd5gkw5wapert4 56 1 However however RB work_ooc22yw4undevd5gkw5wapert4 56 2 , , , work_ooc22yw4undevd5gkw5wapert4 56 3 these these DT work_ooc22yw4undevd5gkw5wapert4 56 4 studies study NNS work_ooc22yw4undevd5gkw5wapert4 56 5 rely rely VBP work_ooc22yw4undevd5gkw5wapert4 56 6 on on IN work_ooc22yw4undevd5gkw5wapert4 56 7 georeferenced georeference VBN work_ooc22yw4undevd5gkw5wapert4 56 8 posts post NNS work_ooc22yw4undevd5gkw5wapert4 56 9 and and CC work_ooc22yw4undevd5gkw5wapert4 56 10 do do VBP work_ooc22yw4undevd5gkw5wapert4 56 11 not not RB work_ooc22yw4undevd5gkw5wapert4 56 12 go go VB work_ooc22yw4undevd5gkw5wapert4 56 13 beyond beyond IN work_ooc22yw4undevd5gkw5wapert4 56 14 the the DT work_ooc22yw4undevd5gkw5wapert4 56 15 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 56 16 location location NN work_ooc22yw4undevd5gkw5wapert4 56 17 and and CC work_ooc22yw4undevd5gkw5wapert4 56 18 distribution distribution NN work_ooc22yw4undevd5gkw5wapert4 56 19 of of IN work_ooc22yw4undevd5gkw5wapert4 56 20 opinions opinion NNS work_ooc22yw4undevd5gkw5wapert4 56 21 . . . work_ooc22yw4undevd5gkw5wapert4 57 1 Therefore therefore RB work_ooc22yw4undevd5gkw5wapert4 57 2 , , , work_ooc22yw4undevd5gkw5wapert4 57 3 this this DT work_ooc22yw4undevd5gkw5wapert4 57 4 kind kind NN work_ooc22yw4undevd5gkw5wapert4 57 5 of of IN work_ooc22yw4undevd5gkw5wapert4 57 6 research research NN work_ooc22yw4undevd5gkw5wapert4 57 7 does do VBZ work_ooc22yw4undevd5gkw5wapert4 57 8 not not RB work_ooc22yw4undevd5gkw5wapert4 57 9 address address VB work_ooc22yw4undevd5gkw5wapert4 57 10 possible possible JJ work_ooc22yw4undevd5gkw5wapert4 57 11 implications implication NNS work_ooc22yw4undevd5gkw5wapert4 57 12 for for IN work_ooc22yw4undevd5gkw5wapert4 57 13 space space NN work_ooc22yw4undevd5gkw5wapert4 57 14 or or CC work_ooc22yw4undevd5gkw5wapert4 57 15 the the DT work_ooc22yw4undevd5gkw5wapert4 57 16 social social JJ work_ooc22yw4undevd5gkw5wapert4 57 17 processes process NNS work_ooc22yw4undevd5gkw5wapert4 57 18 behind behind IN work_ooc22yw4undevd5gkw5wapert4 57 19 the the DT work_ooc22yw4undevd5gkw5wapert4 57 20 geotags geotag NNS work_ooc22yw4undevd5gkw5wapert4 57 21 . . . work_ooc22yw4undevd5gkw5wapert4 58 1 Sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 58 2 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 58 3 is be VBZ work_ooc22yw4undevd5gkw5wapert4 58 4 often often RB work_ooc22yw4undevd5gkw5wapert4 58 5 conducted conduct VBN work_ooc22yw4undevd5gkw5wapert4 58 6 by by IN work_ooc22yw4undevd5gkw5wapert4 58 7 computer computer NN work_ooc22yw4undevd5gkw5wapert4 58 8 scientists scientist NNS work_ooc22yw4undevd5gkw5wapert4 58 9 , , , work_ooc22yw4undevd5gkw5wapert4 58 10 and and CC work_ooc22yw4undevd5gkw5wapert4 58 11 little little JJ work_ooc22yw4undevd5gkw5wapert4 58 12 research research NN work_ooc22yw4undevd5gkw5wapert4 58 13 has have VBZ work_ooc22yw4undevd5gkw5wapert4 58 14 been be VBN work_ooc22yw4undevd5gkw5wapert4 58 15 done do VBN work_ooc22yw4undevd5gkw5wapert4 58 16 that that WDT work_ooc22yw4undevd5gkw5wapert4 58 17 focuses focus VBZ work_ooc22yw4undevd5gkw5wapert4 58 18 on on IN work_ooc22yw4undevd5gkw5wapert4 58 19 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 58 20 or or CC work_ooc22yw4undevd5gkw5wapert4 58 21 geographic geographic JJ work_ooc22yw4undevd5gkw5wapert4 58 22 research research NN work_ooc22yw4undevd5gkw5wapert4 58 23 questions question NNS work_ooc22yw4undevd5gkw5wapert4 58 24 . . . work_ooc22yw4undevd5gkw5wapert4 59 1 We -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 59 2 found find VBD work_ooc22yw4undevd5gkw5wapert4 59 3 only only RB work_ooc22yw4undevd5gkw5wapert4 59 4 two two CD work_ooc22yw4undevd5gkw5wapert4 59 5 studies study NNS work_ooc22yw4undevd5gkw5wapert4 59 6 which which WDT work_ooc22yw4undevd5gkw5wapert4 59 7 deal deal VBP work_ooc22yw4undevd5gkw5wapert4 59 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work_ooc22yw4undevd5gkw5wapert4 60 3 Tuncer Tuncer NNP work_ooc22yw4undevd5gkw5wapert4 60 4 ’s ’s , work_ooc22yw4undevd5gkw5wapert4 60 5 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 60 6 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 60 7 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 60 8 study study NN work_ooc22yw4undevd5gkw5wapert4 60 9 aimed aim VBN work_ooc22yw4undevd5gkw5wapert4 60 10 to to TO work_ooc22yw4undevd5gkw5wapert4 60 11 develop develop VB work_ooc22yw4undevd5gkw5wapert4 60 12 a a DT work_ooc22yw4undevd5gkw5wapert4 60 13 crowd crowd NN work_ooc22yw4undevd5gkw5wapert4 60 14 - - HYPH work_ooc22yw4undevd5gkw5wapert4 60 15 calibrated calibrate VBN work_ooc22yw4undevd5gkw5wapert4 60 16 geo- geo- NN work_ooc22yw4undevd5gkw5wapert4 60 17 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 60 18 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 60 19 mechanism mechanism NN work_ooc22yw4undevd5gkw5wapert4 60 20 that that WDT work_ooc22yw4undevd5gkw5wapert4 60 21 would would MD 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work_ooc22yw4undevd5gkw5wapert4 60 41 local local JJ work_ooc22yw4undevd5gkw5wapert4 60 42 authorities authority NNS work_ooc22yw4undevd5gkw5wapert4 60 43 , , , work_ooc22yw4undevd5gkw5wapert4 60 44 urban urban JJ work_ooc22yw4undevd5gkw5wapert4 60 45 designers designer NNS work_ooc22yw4undevd5gkw5wapert4 60 46 or or CC work_ooc22yw4undevd5gkw5wapert4 60 47 city city NN work_ooc22yw4undevd5gkw5wapert4 60 48 planners planner NNS work_ooc22yw4undevd5gkw5wapert4 60 49 . . . work_ooc22yw4undevd5gkw5wapert4 61 1 Zhang Zhang NNP work_ooc22yw4undevd5gkw5wapert4 61 2 and and CC work_ooc22yw4undevd5gkw5wapert4 61 3 Feick Feick NNP work_ooc22yw4undevd5gkw5wapert4 61 4 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 61 5 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 61 6 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 61 7 demonstrate demonstrate VBP work_ooc22yw4undevd5gkw5wapert4 61 8 how how WRB work_ooc22yw4undevd5gkw5wapert4 61 9 spatially spatially RB work_ooc22yw4undevd5gkw5wapert4 61 10 referenced 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work_ooc22yw4undevd5gkw5wapert4 63 2 for for IN work_ooc22yw4undevd5gkw5wapert4 63 3 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 63 4 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 63 5 There there EX work_ooc22yw4undevd5gkw5wapert4 63 6 are be VBP work_ooc22yw4undevd5gkw5wapert4 63 7 a a DT work_ooc22yw4undevd5gkw5wapert4 63 8 variety variety NN work_ooc22yw4undevd5gkw5wapert4 63 9 of of IN work_ooc22yw4undevd5gkw5wapert4 63 10 tools tool NNS work_ooc22yw4undevd5gkw5wapert4 63 11 for for IN work_ooc22yw4undevd5gkw5wapert4 63 12 performing perform VBG work_ooc22yw4undevd5gkw5wapert4 63 13 a a DT work_ooc22yw4undevd5gkw5wapert4 63 14 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 63 15 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 63 16 in in IN work_ooc22yw4undevd5gkw5wapert4 63 17 scientific scientific JJ work_ooc22yw4undevd5gkw5wapert4 63 18 research research NN work_ooc22yw4undevd5gkw5wapert4 63 19 . . . work_ooc22yw4undevd5gkw5wapert4 64 1 The the DT work_ooc22yw4undevd5gkw5wapert4 64 2 tools tool NNS work_ooc22yw4undevd5gkw5wapert4 64 3 range range VBP work_ooc22yw4undevd5gkw5wapert4 64 4 from from IN work_ooc22yw4undevd5gkw5wapert4 64 5 commercial commercial JJ work_ooc22yw4undevd5gkw5wapert4 64 6 social social JJ work_ooc22yw4undevd5gkw5wapert4 64 7 monitoring monitoring NN work_ooc22yw4undevd5gkw5wapert4 64 8 programs program NNS work_ooc22yw4undevd5gkw5wapert4 64 9 to to TO work_ooc22yw4undevd5gkw5wapert4 64 10 free free VB work_ooc22yw4undevd5gkw5wapert4 64 11 open open JJ work_ooc22yw4undevd5gkw5wapert4 64 12 source source NN work_ooc22yw4undevd5gkw5wapert4 64 13 applications application NNS work_ooc22yw4undevd5gkw5wapert4 64 14 . . . work_ooc22yw4undevd5gkw5wapert4 65 1 Reithmeier reithmei JJR work_ooc22yw4undevd5gkw5wapert4 65 2 et et NNP work_ooc22yw4undevd5gkw5wapert4 65 3 al al NNP work_ooc22yw4undevd5gkw5wapert4 65 4 88 88 CD work_ooc22yw4undevd5gkw5wapert4 65 5 Commercial Commercial NNP work_ooc22yw4undevd5gkw5wapert4 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analysing analyse VBG work_ooc22yw4undevd5gkw5wapert4 66 18 human human JJ work_ooc22yw4undevd5gkw5wapert4 66 19 language language NN work_ooc22yw4undevd5gkw5wapert4 66 20 . . . work_ooc22yw4undevd5gkw5wapert4 67 1 The the DT work_ooc22yw4undevd5gkw5wapert4 67 2 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 67 3 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 67 4 tool tool NN work_ooc22yw4undevd5gkw5wapert4 67 5 is be VBZ work_ooc22yw4undevd5gkw5wapert4 67 6 based base VBN work_ooc22yw4undevd5gkw5wapert4 67 7 on on IN work_ooc22yw4undevd5gkw5wapert4 67 8 deep deep JJ work_ooc22yw4undevd5gkw5wapert4 67 9 learning learning NN work_ooc22yw4undevd5gkw5wapert4 67 10 and and CC work_ooc22yw4undevd5gkw5wapert4 67 11 uses use VBZ work_ooc22yw4undevd5gkw5wapert4 67 12 decision decision NN work_ooc22yw4undevd5gkw5wapert4 67 13 trees tree NNS work_ooc22yw4undevd5gkw5wapert4 67 14 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 67 15 Manning Manning NNP work_ooc22yw4undevd5gkw5wapert4 67 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NNP work_ooc22yw4undevd5gkw5wapert4 67 19 , , , work_ooc22yw4undevd5gkw5wapert4 67 20 2014 2014 CD work_ooc22yw4undevd5gkw5wapert4 67 21 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 67 22 . . . work_ooc22yw4undevd5gkw5wapert4 68 1 Another another DT work_ooc22yw4undevd5gkw5wapert4 68 2 tool tool NN work_ooc22yw4undevd5gkw5wapert4 68 3 is be VBZ work_ooc22yw4undevd5gkw5wapert4 68 4 SentiWordNet sentiwordnet NN work_ooc22yw4undevd5gkw5wapert4 68 5 , , , work_ooc22yw4undevd5gkw5wapert4 68 6 which which WDT work_ooc22yw4undevd5gkw5wapert4 68 7 is be VBZ work_ooc22yw4undevd5gkw5wapert4 68 8 based base VBN work_ooc22yw4undevd5gkw5wapert4 68 9 on on IN work_ooc22yw4undevd5gkw5wapert4 68 10 the the DT work_ooc22yw4undevd5gkw5wapert4 68 11 lexical lexical JJ work_ooc22yw4undevd5gkw5wapert4 68 12 dataset dataset NN work_ooc22yw4undevd5gkw5wapert4 68 13 WordNet WordNet NNP work_ooc22yw4undevd5gkw5wapert4 68 14 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 68 15 Baccianella Baccianella NNP work_ooc22yw4undevd5gkw5wapert4 68 16 et et NNP work_ooc22yw4undevd5gkw5wapert4 68 17 al al NNP work_ooc22yw4undevd5gkw5wapert4 68 18 . . NNP work_ooc22yw4undevd5gkw5wapert4 68 19 , , , work_ooc22yw4undevd5gkw5wapert4 68 20 2010 2010 CD work_ooc22yw4undevd5gkw5wapert4 68 21 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 68 22 . . . work_ooc22yw4undevd5gkw5wapert4 69 1 The the DT work_ooc22yw4undevd5gkw5wapert4 69 2 Weka Weka NNP work_ooc22yw4undevd5gkw5wapert4 69 3 3 3 CD work_ooc22yw4undevd5gkw5wapert4 69 4 software software NN work_ooc22yw4undevd5gkw5wapert4 69 5 is be VBZ work_ooc22yw4undevd5gkw5wapert4 69 6 a a DT work_ooc22yw4undevd5gkw5wapert4 69 7 Java Java NNP work_ooc22yw4undevd5gkw5wapert4 69 8 - - HYPH work_ooc22yw4undevd5gkw5wapert4 69 9 based base VBN work_ooc22yw4undevd5gkw5wapert4 69 10 collection collection NN work_ooc22yw4undevd5gkw5wapert4 69 11 of of IN work_ooc22yw4undevd5gkw5wapert4 69 12 machine machine NN work_ooc22yw4undevd5gkw5wapert4 69 13 learning learn VBG work_ooc22yw4undevd5gkw5wapert4 69 14 algorithms algorithm NNS work_ooc22yw4undevd5gkw5wapert4 69 15 for for IN work_ooc22yw4undevd5gkw5wapert4 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work_ooc22yw4undevd5gkw5wapert4 72 21 and and CC work_ooc22yw4undevd5gkw5wapert4 72 22 knowledge knowledge NN work_ooc22yw4undevd5gkw5wapert4 72 23 . . . work_ooc22yw4undevd5gkw5wapert4 73 1 They -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 73 2 also also RB work_ooc22yw4undevd5gkw5wapert4 73 3 include include VBP work_ooc22yw4undevd5gkw5wapert4 73 4 a a DT work_ooc22yw4undevd5gkw5wapert4 73 5 variety variety NN work_ooc22yw4undevd5gkw5wapert4 73 6 of of IN work_ooc22yw4undevd5gkw5wapert4 73 7 languages language NNS work_ooc22yw4undevd5gkw5wapert4 73 8 . . . work_ooc22yw4undevd5gkw5wapert4 74 1 In in IN work_ooc22yw4undevd5gkw5wapert4 74 2 contrast contrast NN work_ooc22yw4undevd5gkw5wapert4 74 3 , , , work_ooc22yw4undevd5gkw5wapert4 74 4 Sentiment Sentiment NNP work_ooc22yw4undevd5gkw5wapert4 74 5 viz viz NN work_ooc22yw4undevd5gkw5wapert4 74 6 is be VBZ work_ooc22yw4undevd5gkw5wapert4 74 7 an an DT work_ooc22yw4undevd5gkw5wapert4 74 8 online online JJ work_ooc22yw4undevd5gkw5wapert4 74 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work_ooc22yw4undevd5gkw5wapert4 84 17 on on IN work_ooc22yw4undevd5gkw5wapert4 84 18 the the DT work_ooc22yw4undevd5gkw5wapert4 84 19 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 84 20 . . . work_ooc22yw4undevd5gkw5wapert4 85 1 We -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 85 2 also also RB work_ooc22yw4undevd5gkw5wapert4 85 3 tried try VBD work_ooc22yw4undevd5gkw5wapert4 85 4 to to TO work_ooc22yw4undevd5gkw5wapert4 85 5 edit edit VB work_ooc22yw4undevd5gkw5wapert4 85 6 the the DT work_ooc22yw4undevd5gkw5wapert4 85 7 lexicon lexicon NN work_ooc22yw4undevd5gkw5wapert4 85 8 file file NN work_ooc22yw4undevd5gkw5wapert4 85 9 , , , work_ooc22yw4undevd5gkw5wapert4 85 10 but but CC work_ooc22yw4undevd5gkw5wapert4 85 11 failed fail VBD work_ooc22yw4undevd5gkw5wapert4 85 12 . . . work_ooc22yw4undevd5gkw5wapert4 86 1 Consequently consequently RB work_ooc22yw4undevd5gkw5wapert4 86 2 , , , work_ooc22yw4undevd5gkw5wapert4 86 3 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 86 4 used use VBD work_ooc22yw4undevd5gkw5wapert4 86 5 the the DT work_ooc22yw4undevd5gkw5wapert4 86 6 online online JJ work_ooc22yw4undevd5gkw5wapert4 86 7 version version NN work_ooc22yw4undevd5gkw5wapert4 86 8 , , , work_ooc22yw4undevd5gkw5wapert4 86 9 which which WDT work_ooc22yw4undevd5gkw5wapert4 86 10 listed list VBD work_ooc22yw4undevd5gkw5wapert4 86 11 more more RBR work_ooc22yw4undevd5gkw5wapert4 86 12 complete complete JJ work_ooc22yw4undevd5gkw5wapert4 86 13 results result NNS work_ooc22yw4undevd5gkw5wapert4 86 14 . . . work_ooc22yw4undevd5gkw5wapert4 87 1 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 87 2 is be VBZ work_ooc22yw4undevd5gkw5wapert4 87 3 the the DT work_ooc22yw4undevd5gkw5wapert4 87 4 tool tool NN work_ooc22yw4undevd5gkw5wapert4 87 5 with with IN work_ooc22yw4undevd5gkw5wapert4 87 6 the the DT work_ooc22yw4undevd5gkw5wapert4 87 7 lowest low JJS work_ooc22yw4undevd5gkw5wapert4 87 8 threshold threshold NN work_ooc22yw4undevd5gkw5wapert4 87 9 and and CC work_ooc22yw4undevd5gkw5wapert4 87 10 thus thus RB work_ooc22yw4undevd5gkw5wapert4 87 11 seems seem VBZ work_ooc22yw4undevd5gkw5wapert4 87 12 to to TO work_ooc22yw4undevd5gkw5wapert4 87 13 be be VB work_ooc22yw4undevd5gkw5wapert4 87 14 a a DT work_ooc22yw4undevd5gkw5wapert4 87 15 promising promising JJ work_ooc22yw4undevd5gkw5wapert4 87 16 application application NN work_ooc22yw4undevd5gkw5wapert4 87 17 for for IN work_ooc22yw4undevd5gkw5wapert4 87 18 scientists scientist NNS work_ooc22yw4undevd5gkw5wapert4 87 19 with with IN work_ooc22yw4undevd5gkw5wapert4 87 20 limited limited JJ work_ooc22yw4undevd5gkw5wapert4 87 21 computing computing NN work_ooc22yw4undevd5gkw5wapert4 87 22 skills skill NNS work_ooc22yw4undevd5gkw5wapert4 87 23 . . . work_ooc22yw4undevd5gkw5wapert4 88 1 3 3 CD work_ooc22yw4undevd5gkw5wapert4 88 2 Case Case NNP work_ooc22yw4undevd5gkw5wapert4 88 3 Study Study NNP work_ooc22yw4undevd5gkw5wapert4 88 4 : : : work_ooc22yw4undevd5gkw5wapert4 88 5 tweets tweet NNS 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work_ooc22yw4undevd5gkw5wapert4 88 25 educational educational JJ work_ooc22yw4undevd5gkw5wapert4 88 26 processes process NNS work_ooc22yw4undevd5gkw5wapert4 88 27 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 88 28 , , , work_ooc22yw4undevd5gkw5wapert4 88 29 our -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 88 30 aim aim NN work_ooc22yw4undevd5gkw5wapert4 88 31 is be VBZ work_ooc22yw4undevd5gkw5wapert4 88 32 to to TO work_ooc22yw4undevd5gkw5wapert4 88 33 examine examine VB work_ooc22yw4undevd5gkw5wapert4 88 34 teenagers teenager NNS work_ooc22yw4undevd5gkw5wapert4 88 35 ’ ’ POS work_ooc22yw4undevd5gkw5wapert4 88 36 perceptions perception NNS work_ooc22yw4undevd5gkw5wapert4 88 37 of of IN work_ooc22yw4undevd5gkw5wapert4 88 38 the the DT work_ooc22yw4undevd5gkw5wapert4 88 39 Frankfurt Frankfurt NNP work_ooc22yw4undevd5gkw5wapert4 88 40 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 88 41 Ostend ostend VBP work_ooc22yw4undevd5gkw5wapert4 88 42 in in IN work_ooc22yw4undevd5gkw5wapert4 88 43 the the DT work_ooc22yw4undevd5gkw5wapert4 88 44 age age NN work_ooc22yw4undevd5gkw5wapert4 88 45 of of IN work_ooc22yw4undevd5gkw5wapert4 88 46 digitalization digitalization NN work_ooc22yw4undevd5gkw5wapert4 88 47 , , , work_ooc22yw4undevd5gkw5wapert4 88 48 and and CC work_ooc22yw4undevd5gkw5wapert4 88 49 to to TO work_ooc22yw4undevd5gkw5wapert4 88 50 evaluate evaluate VB work_ooc22yw4undevd5gkw5wapert4 88 51 the the DT work_ooc22yw4undevd5gkw5wapert4 88 52 implications implication NNS work_ooc22yw4undevd5gkw5wapert4 88 53 for for IN work_ooc22yw4undevd5gkw5wapert4 88 54 cultural cultural JJ work_ooc22yw4undevd5gkw5wapert4 88 55 education education NN work_ooc22yw4undevd5gkw5wapert4 88 56 . . . work_ooc22yw4undevd5gkw5wapert4 89 1 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 89 2 is be VBZ work_ooc22yw4undevd5gkw5wapert4 89 3 a a DT work_ooc22yw4undevd5gkw5wapert4 89 4 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 89 5 in in IN work_ooc22yw4undevd5gkw5wapert4 89 6 transition transition NN work_ooc22yw4undevd5gkw5wapert4 89 7 and and CC work_ooc22yw4undevd5gkw5wapert4 89 8 has have VBZ work_ooc22yw4undevd5gkw5wapert4 89 9 a a DT work_ooc22yw4undevd5gkw5wapert4 89 10 young young JJ work_ooc22yw4undevd5gkw5wapert4 89 11 population population NN work_ooc22yw4undevd5gkw5wapert4 89 12 . . . work_ooc22yw4undevd5gkw5wapert4 90 1 Teenagers teenager NNS work_ooc22yw4undevd5gkw5wapert4 90 2 are be VBP work_ooc22yw4undevd5gkw5wapert4 90 3 now now RB work_ooc22yw4undevd5gkw5wapert4 90 4 growing grow VBG work_ooc22yw4undevd5gkw5wapert4 90 5 up up RP work_ooc22yw4undevd5gkw5wapert4 90 6 in in IN work_ooc22yw4undevd5gkw5wapert4 90 7 a a DT work_ooc22yw4undevd5gkw5wapert4 90 8 world world NN work_ooc22yw4undevd5gkw5wapert4 90 9 mediated mediate VBN work_ooc22yw4undevd5gkw5wapert4 90 10 by by IN work_ooc22yw4undevd5gkw5wapert4 90 11 social social JJ work_ooc22yw4undevd5gkw5wapert4 90 12 media medium NNS work_ooc22yw4undevd5gkw5wapert4 90 13 , , , work_ooc22yw4undevd5gkw5wapert4 90 14 which which WDT work_ooc22yw4undevd5gkw5wapert4 90 15 shape shape VBP work_ooc22yw4undevd5gkw5wapert4 90 16 their -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 90 17 views view NNS work_ooc22yw4undevd5gkw5wapert4 90 18 and and CC work_ooc22yw4undevd5gkw5wapert4 90 19 perceptions perception NNS work_ooc22yw4undevd5gkw5wapert4 90 20 . . . work_ooc22yw4undevd5gkw5wapert4 91 1 Thus thus RB work_ooc22yw4undevd5gkw5wapert4 91 2 research research NN work_ooc22yw4undevd5gkw5wapert4 91 3 on on IN work_ooc22yw4undevd5gkw5wapert4 91 4 such such JJ work_ooc22yw4undevd5gkw5wapert4 91 5 new new JJ work_ooc22yw4undevd5gkw5wapert4 91 6 media medium NNS work_ooc22yw4undevd5gkw5wapert4 91 7 should should MD work_ooc22yw4undevd5gkw5wapert4 91 8 deliver deliver VB work_ooc22yw4undevd5gkw5wapert4 91 9 new new JJ work_ooc22yw4undevd5gkw5wapert4 91 10 insights insight NNS work_ooc22yw4undevd5gkw5wapert4 91 11 into into IN work_ooc22yw4undevd5gkw5wapert4 91 12 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 91 13 and and CC work_ooc22yw4undevd5gkw5wapert4 91 14 geographic geographic JJ work_ooc22yw4undevd5gkw5wapert4 91 15 questions question NNS work_ooc22yw4undevd5gkw5wapert4 91 16 . . . work_ooc22yw4undevd5gkw5wapert4 92 1 Over over IN work_ooc22yw4undevd5gkw5wapert4 92 2 a a DT work_ooc22yw4undevd5gkw5wapert4 92 3 six six CD work_ooc22yw4undevd5gkw5wapert4 92 4 - - HYPH work_ooc22yw4undevd5gkw5wapert4 92 5 month month NN work_ooc22yw4undevd5gkw5wapert4 92 6 period period NN work_ooc22yw4undevd5gkw5wapert4 92 7 , , , work_ooc22yw4undevd5gkw5wapert4 92 8 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 92 9 will will MD work_ooc22yw4undevd5gkw5wapert4 92 10 be be VB work_ooc22yw4undevd5gkw5wapert4 92 11 collecting collect VBG work_ooc22yw4undevd5gkw5wapert4 92 12 posts post NNS work_ooc22yw4undevd5gkw5wapert4 92 13 on on IN work_ooc22yw4undevd5gkw5wapert4 92 14 Twitter Twitter NNP work_ooc22yw4undevd5gkw5wapert4 92 15 , , , work_ooc22yw4undevd5gkw5wapert4 92 16 Facebook Facebook NNP work_ooc22yw4undevd5gkw5wapert4 92 17 and and CC work_ooc22yw4undevd5gkw5wapert4 92 18 Instagram Instagram NNP work_ooc22yw4undevd5gkw5wapert4 92 19 that that WDT work_ooc22yw4undevd5gkw5wapert4 92 20 include include VBP work_ooc22yw4undevd5gkw5wapert4 92 21 hashtags hashtag NNS work_ooc22yw4undevd5gkw5wapert4 92 22 referring refer VBG work_ooc22yw4undevd5gkw5wapert4 92 23 to to IN work_ooc22yw4undevd5gkw5wapert4 92 24 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 92 25 in in IN work_ooc22yw4undevd5gkw5wapert4 92 26 order order NN work_ooc22yw4undevd5gkw5wapert4 92 27 to to TO work_ooc22yw4undevd5gkw5wapert4 92 28 survey survey VB work_ooc22yw4undevd5gkw5wapert4 92 29 the the DT work_ooc22yw4undevd5gkw5wapert4 92 30 various various JJ work_ooc22yw4undevd5gkw5wapert4 92 31 constructions construction NNS work_ooc22yw4undevd5gkw5wapert4 92 32 of of IN work_ooc22yw4undevd5gkw5wapert4 92 33 space space NN work_ooc22yw4undevd5gkw5wapert4 92 34 of of IN work_ooc22yw4undevd5gkw5wapert4 92 35 this this DT work_ooc22yw4undevd5gkw5wapert4 92 36 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 92 37 that that WDT work_ooc22yw4undevd5gkw5wapert4 92 38 emerge emerge VBP work_ooc22yw4undevd5gkw5wapert4 92 39 from from IN work_ooc22yw4undevd5gkw5wapert4 92 40 social social JJ work_ooc22yw4undevd5gkw5wapert4 92 41 media medium NNS work_ooc22yw4undevd5gkw5wapert4 92 42 in in IN work_ooc22yw4undevd5gkw5wapert4 92 43 general general JJ work_ooc22yw4undevd5gkw5wapert4 92 44 . . . work_ooc22yw4undevd5gkw5wapert4 93 1 Furthermore furthermore RB work_ooc22yw4undevd5gkw5wapert4 93 2 , , , work_ooc22yw4undevd5gkw5wapert4 93 3 a a DT work_ooc22yw4undevd5gkw5wapert4 93 4 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 93 5 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 93 6 will will MD work_ooc22yw4undevd5gkw5wapert4 93 7 be be VB work_ooc22yw4undevd5gkw5wapert4 93 8 conducted conduct VBN work_ooc22yw4undevd5gkw5wapert4 93 9 to to TO work_ooc22yw4undevd5gkw5wapert4 93 10 identify identify VB work_ooc22yw4undevd5gkw5wapert4 93 11 opinions opinion NNS work_ooc22yw4undevd5gkw5wapert4 93 12 concerning concern VBG work_ooc22yw4undevd5gkw5wapert4 93 13 the the DT work_ooc22yw4undevd5gkw5wapert4 93 14 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 93 15 . . . work_ooc22yw4undevd5gkw5wapert4 94 1 Reithmeier reithmei JJR work_ooc22yw4undevd5gkw5wapert4 94 2 et et NNP work_ooc22yw4undevd5gkw5wapert4 94 3 al al NNP work_ooc22yw4undevd5gkw5wapert4 94 4 89 89 CD work_ooc22yw4undevd5gkw5wapert4 94 5 This this DT work_ooc22yw4undevd5gkw5wapert4 94 6 article article NN work_ooc22yw4undevd5gkw5wapert4 94 7 presents present VBZ work_ooc22yw4undevd5gkw5wapert4 94 8 a a DT work_ooc22yw4undevd5gkw5wapert4 94 9 short short JJ work_ooc22yw4undevd5gkw5wapert4 94 10 exploratory exploratory JJ work_ooc22yw4undevd5gkw5wapert4 94 11 study study NN work_ooc22yw4undevd5gkw5wapert4 94 12 to to TO work_ooc22yw4undevd5gkw5wapert4 94 13 test test VB work_ooc22yw4undevd5gkw5wapert4 94 14 the the DT work_ooc22yw4undevd5gkw5wapert4 94 15 applicability applicability NN work_ooc22yw4undevd5gkw5wapert4 94 16 of of IN work_ooc22yw4undevd5gkw5wapert4 94 17 a a DT work_ooc22yw4undevd5gkw5wapert4 94 18 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 94 19 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 94 20 for for IN work_ooc22yw4undevd5gkw5wapert4 94 21 socio socio JJ work_ooc22yw4undevd5gkw5wapert4 94 22 - - HYPH work_ooc22yw4undevd5gkw5wapert4 94 23 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 94 24 research research NN work_ooc22yw4undevd5gkw5wapert4 94 25 purposes purpose NNS work_ooc22yw4undevd5gkw5wapert4 94 26 , , , work_ooc22yw4undevd5gkw5wapert4 94 27 using use VBG work_ooc22yw4undevd5gkw5wapert4 94 28 opinions opinion NNS work_ooc22yw4undevd5gkw5wapert4 94 29 on on IN work_ooc22yw4undevd5gkw5wapert4 94 30 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 94 31 as as IN work_ooc22yw4undevd5gkw5wapert4 94 32 a a DT work_ooc22yw4undevd5gkw5wapert4 94 33 test test NN work_ooc22yw4undevd5gkw5wapert4 94 34 case case NN work_ooc22yw4undevd5gkw5wapert4 94 35 . . . work_ooc22yw4undevd5gkw5wapert4 95 1 Based base VBN work_ooc22yw4undevd5gkw5wapert4 95 2 on on IN work_ooc22yw4undevd5gkw5wapert4 95 3 hashtags hashtag NNS work_ooc22yw4undevd5gkw5wapert4 95 4 like like UH work_ooc22yw4undevd5gkw5wapert4 95 5 # # $ work_ooc22yw4undevd5gkw5wapert4 95 6 ostend ostend VBP work_ooc22yw4undevd5gkw5wapert4 95 7 # # $ work_ooc22yw4undevd5gkw5wapert4 95 8 frankfurt frankfurt NNP work_ooc22yw4undevd5gkw5wapert4 95 9 , , , work_ooc22yw4undevd5gkw5wapert4 95 10 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 95 11 evaluated evaluate VBD work_ooc22yw4undevd5gkw5wapert4 95 12 the the DT work_ooc22yw4undevd5gkw5wapert4 95 13 feasibility feasibility NN 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construction NNS work_ooc22yw4undevd5gkw5wapert4 97 10 from from IN work_ooc22yw4undevd5gkw5wapert4 97 11 social social JJ work_ooc22yw4undevd5gkw5wapert4 97 12 media medium NNS work_ooc22yw4undevd5gkw5wapert4 97 13 ? ? . work_ooc22yw4undevd5gkw5wapert4 98 1 Sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 98 2 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 98 3 poses pose VBZ work_ooc22yw4undevd5gkw5wapert4 98 4 a a DT work_ooc22yw4undevd5gkw5wapert4 98 5 challenge challenge NN work_ooc22yw4undevd5gkw5wapert4 98 6 for for IN work_ooc22yw4undevd5gkw5wapert4 98 7 scientists scientist NNS work_ooc22yw4undevd5gkw5wapert4 98 8 since since IN work_ooc22yw4undevd5gkw5wapert4 98 9 it -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 98 10 requires require VBZ work_ooc22yw4undevd5gkw5wapert4 98 11 certain certain JJ work_ooc22yw4undevd5gkw5wapert4 98 12 skills skill NNS work_ooc22yw4undevd5gkw5wapert4 98 13 . . . work_ooc22yw4undevd5gkw5wapert4 99 1 While while IN 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cleansing cleansing NN work_ooc22yw4undevd5gkw5wapert4 101 19 time time NN work_ooc22yw4undevd5gkw5wapert4 101 20 . . . work_ooc22yw4undevd5gkw5wapert4 102 1 We -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 102 2 are be VBP work_ooc22yw4undevd5gkw5wapert4 102 3 aware aware JJ work_ooc22yw4undevd5gkw5wapert4 102 4 that that IN work_ooc22yw4undevd5gkw5wapert4 102 5 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 102 6 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 102 7 usually usually RB work_ooc22yw4undevd5gkw5wapert4 102 8 requires require VBZ work_ooc22yw4undevd5gkw5wapert4 102 9 a a DT work_ooc22yw4undevd5gkw5wapert4 102 10 certain certain JJ work_ooc22yw4undevd5gkw5wapert4 102 11 topic topic NN work_ooc22yw4undevd5gkw5wapert4 102 12 , , , work_ooc22yw4undevd5gkw5wapert4 102 13 and and CC work_ooc22yw4undevd5gkw5wapert4 102 14 that that IN work_ooc22yw4undevd5gkw5wapert4 102 15 the the DT work_ooc22yw4undevd5gkw5wapert4 102 16 collection collection NN 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15 of of IN work_ooc22yw4undevd5gkw5wapert4 108 16 posts post NNS work_ooc22yw4undevd5gkw5wapert4 108 17 . . . work_ooc22yw4undevd5gkw5wapert4 109 1 In in IN work_ooc22yw4undevd5gkw5wapert4 109 2 addition addition NN work_ooc22yw4undevd5gkw5wapert4 109 3 , , , work_ooc22yw4undevd5gkw5wapert4 109 4 our -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 109 5 own own JJ work_ooc22yw4undevd5gkw5wapert4 109 6 preselection preselection NN work_ooc22yw4undevd5gkw5wapert4 109 7 of of IN work_ooc22yw4undevd5gkw5wapert4 109 8 hashtags hashtag NNS work_ooc22yw4undevd5gkw5wapert4 109 9 excludes exclude NNS work_ooc22yw4undevd5gkw5wapert4 109 10 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 109 11 without without IN work_ooc22yw4undevd5gkw5wapert4 109 12 these these DT work_ooc22yw4undevd5gkw5wapert4 109 13 hashtags hashtag NNS work_ooc22yw4undevd5gkw5wapert4 109 14 . . . work_ooc22yw4undevd5gkw5wapert4 110 1 Furthermore furthermore RB work_ooc22yw4undevd5gkw5wapert4 110 2 , , , work_ooc22yw4undevd5gkw5wapert4 110 3 online online JJ work_ooc22yw4undevd5gkw5wapert4 110 4 data data NN work_ooc22yw4undevd5gkw5wapert4 110 5 is be VBZ work_ooc22yw4undevd5gkw5wapert4 110 6 transitory transitory JJ work_ooc22yw4undevd5gkw5wapert4 110 7 . . . work_ooc22yw4undevd5gkw5wapert4 111 1 In in IN work_ooc22yw4undevd5gkw5wapert4 111 2 order order NN work_ooc22yw4undevd5gkw5wapert4 111 3 to to TO work_ooc22yw4undevd5gkw5wapert4 111 4 capture capture VB work_ooc22yw4undevd5gkw5wapert4 111 5 as as IN work_ooc22yw4undevd5gkw5wapert4 111 6 many many JJ work_ooc22yw4undevd5gkw5wapert4 111 7 relevant relevant JJ work_ooc22yw4undevd5gkw5wapert4 111 8 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 111 9 as as IN work_ooc22yw4undevd5gkw5wapert4 111 10 possible possible JJ work_ooc22yw4undevd5gkw5wapert4 111 11 , , , work_ooc22yw4undevd5gkw5wapert4 111 12 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 111 13 synchronized synchronize VBD work_ooc22yw4undevd5gkw5wapert4 111 14 a a DT work_ooc22yw4undevd5gkw5wapert4 111 15 glossary glossary NN work_ooc22yw4undevd5gkw5wapert4 111 16 of of IN work_ooc22yw4undevd5gkw5wapert4 111 17 search search NN work_ooc22yw4undevd5gkw5wapert4 111 18 terms term NNS work_ooc22yw4undevd5gkw5wapert4 111 19 such such JJ work_ooc22yw4undevd5gkw5wapert4 111 20 as as IN work_ooc22yw4undevd5gkw5wapert4 111 21 # # $ work_ooc22yw4undevd5gkw5wapert4 111 22 Ostend ostend VBP work_ooc22yw4undevd5gkw5wapert4 111 23 # # NN work_ooc22yw4undevd5gkw5wapert4 111 24 ffm ffm NN work_ooc22yw4undevd5gkw5wapert4 111 25 with with IN work_ooc22yw4undevd5gkw5wapert4 111 26 the the DT work_ooc22yw4undevd5gkw5wapert4 111 27 database database NN work_ooc22yw4undevd5gkw5wapert4 111 28 . . . work_ooc22yw4undevd5gkw5wapert4 112 1 We -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 112 2 searched search VBD work_ooc22yw4undevd5gkw5wapert4 112 3 for for IN work_ooc22yw4undevd5gkw5wapert4 112 4 the the DT work_ooc22yw4undevd5gkw5wapert4 112 5 26 26 CD work_ooc22yw4undevd5gkw5wapert4 112 6 hashtags hashtag NNS work_ooc22yw4undevd5gkw5wapert4 112 7 in in IN work_ooc22yw4undevd5gkw5wapert4 112 8 our -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 112 9 glossary glossary NN work_ooc22yw4undevd5gkw5wapert4 112 10 individually individually RB work_ooc22yw4undevd5gkw5wapert4 112 11 , , , work_ooc22yw4undevd5gkw5wapert4 112 12 before before IN work_ooc22yw4undevd5gkw5wapert4 112 13 copying copy VBG work_ooc22yw4undevd5gkw5wapert4 112 14 the the DT work_ooc22yw4undevd5gkw5wapert4 112 15 results result NNS work_ooc22yw4undevd5gkw5wapert4 112 16 into into IN work_ooc22yw4undevd5gkw5wapert4 112 17 an an DT work_ooc22yw4undevd5gkw5wapert4 112 18 Excel Excel NNP work_ooc22yw4undevd5gkw5wapert4 112 19 spreadsheet spreadsheet NN work_ooc22yw4undevd5gkw5wapert4 112 20 . . . work_ooc22yw4undevd5gkw5wapert4 113 1 Here here RB work_ooc22yw4undevd5gkw5wapert4 113 2 , , , work_ooc22yw4undevd5gkw5wapert4 113 3 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 113 4 added add VBD work_ooc22yw4undevd5gkw5wapert4 113 5 information information NN work_ooc22yw4undevd5gkw5wapert4 113 6 on on IN work_ooc22yw4undevd5gkw5wapert4 113 7 user user NN work_ooc22yw4undevd5gkw5wapert4 113 8 , , , work_ooc22yw4undevd5gkw5wapert4 113 9 date date NN work_ooc22yw4undevd5gkw5wapert4 113 10 and and CC work_ooc22yw4undevd5gkw5wapert4 113 11 URL url NN work_ooc22yw4undevd5gkw5wapert4 113 12 , , , work_ooc22yw4undevd5gkw5wapert4 113 13 and and CC work_ooc22yw4undevd5gkw5wapert4 113 14 additional additional JJ work_ooc22yw4undevd5gkw5wapert4 113 15 content content NN work_ooc22yw4undevd5gkw5wapert4 113 16 such such JJ work_ooc22yw4undevd5gkw5wapert4 113 17 as as IN work_ooc22yw4undevd5gkw5wapert4 113 18 pictures picture NNS work_ooc22yw4undevd5gkw5wapert4 113 19 , , , work_ooc22yw4undevd5gkw5wapert4 113 20 videos video NNS work_ooc22yw4undevd5gkw5wapert4 113 21 and and CC work_ooc22yw4undevd5gkw5wapert4 113 22 links link NNS work_ooc22yw4undevd5gkw5wapert4 113 23 . . . work_ooc22yw4undevd5gkw5wapert4 114 1 The the DT work_ooc22yw4undevd5gkw5wapert4 114 2 data datum NNS work_ooc22yw4undevd5gkw5wapert4 114 3 was be VBD work_ooc22yw4undevd5gkw5wapert4 114 4 then then RB work_ooc22yw4undevd5gkw5wapert4 114 5 cleansed cleanse VBN work_ooc22yw4undevd5gkw5wapert4 114 6 . . . work_ooc22yw4undevd5gkw5wapert4 115 1 Since since IN work_ooc22yw4undevd5gkw5wapert4 115 2 an an DT work_ooc22yw4undevd5gkw5wapert4 115 3 area area NN work_ooc22yw4undevd5gkw5wapert4 115 4 known know VBN work_ooc22yw4undevd5gkw5wapert4 115 5 as as IN work_ooc22yw4undevd5gkw5wapert4 115 6 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 115 7 can can MD work_ooc22yw4undevd5gkw5wapert4 115 8 be be VB work_ooc22yw4undevd5gkw5wapert4 115 9 found find VBN work_ooc22yw4undevd5gkw5wapert4 115 10 in in IN work_ooc22yw4undevd5gkw5wapert4 115 11 multiple multiple JJ work_ooc22yw4undevd5gkw5wapert4 115 12 cities city NNS work_ooc22yw4undevd5gkw5wapert4 115 13 , , , work_ooc22yw4undevd5gkw5wapert4 115 14 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 115 15 rejected reject VBD work_ooc22yw4undevd5gkw5wapert4 115 16 those those DT work_ooc22yw4undevd5gkw5wapert4 115 17 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 115 18 that that WDT work_ooc22yw4undevd5gkw5wapert4 115 19 referred refer VBD work_ooc22yw4undevd5gkw5wapert4 115 20 to to IN work_ooc22yw4undevd5gkw5wapert4 115 21 anywhere anywhere RB work_ooc22yw4undevd5gkw5wapert4 115 22 other other JJ work_ooc22yw4undevd5gkw5wapert4 115 23 than than IN work_ooc22yw4undevd5gkw5wapert4 115 24 Frankfurt Frankfurt NNP work_ooc22yw4undevd5gkw5wapert4 115 25 ’s ’s POS work_ooc22yw4undevd5gkw5wapert4 115 26 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 115 27 . . . work_ooc22yw4undevd5gkw5wapert4 116 1 Numbering number VBG work_ooc22yw4undevd5gkw5wapert4 116 2 184 184 CD work_ooc22yw4undevd5gkw5wapert4 116 3 , , , work_ooc22yw4undevd5gkw5wapert4 116 4 these these DT work_ooc22yw4undevd5gkw5wapert4 116 5 Ostend ostend JJ work_ooc22yw4undevd5gkw5wapert4 116 6 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 116 7 were be VBD work_ooc22yw4undevd5gkw5wapert4 116 8 far far RB work_ooc22yw4undevd5gkw5wapert4 116 9 more more RBR work_ooc22yw4undevd5gkw5wapert4 116 10 numerous numerous JJ work_ooc22yw4undevd5gkw5wapert4 116 11 than than IN work_ooc22yw4undevd5gkw5wapert4 116 12 the the DT work_ooc22yw4undevd5gkw5wapert4 116 13 Frankfurt Frankfurt NNP work_ooc22yw4undevd5gkw5wapert4 116 14 - - HYPH work_ooc22yw4undevd5gkw5wapert4 116 15 related relate VBN work_ooc22yw4undevd5gkw5wapert4 116 16 ones one NNS work_ooc22yw4undevd5gkw5wapert4 116 17 . . . work_ooc22yw4undevd5gkw5wapert4 117 1 We -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 117 2 manually manually RB work_ooc22yw4undevd5gkw5wapert4 117 3 collected collect VBD work_ooc22yw4undevd5gkw5wapert4 117 4 a a DT work_ooc22yw4undevd5gkw5wapert4 117 5 total total NN work_ooc22yw4undevd5gkw5wapert4 117 6 of of IN work_ooc22yw4undevd5gkw5wapert4 117 7 89 89 CD work_ooc22yw4undevd5gkw5wapert4 117 8 Frankfurt Frankfurt NNP work_ooc22yw4undevd5gkw5wapert4 117 9 - - HYPH work_ooc22yw4undevd5gkw5wapert4 117 10 related relate VBN work_ooc22yw4undevd5gkw5wapert4 117 11 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 117 12 written write VBN work_ooc22yw4undevd5gkw5wapert4 117 13 by by IN work_ooc22yw4undevd5gkw5wapert4 117 14 69 69 CD work_ooc22yw4undevd5gkw5wapert4 117 15 different different JJ work_ooc22yw4undevd5gkw5wapert4 117 16 users user NNS work_ooc22yw4undevd5gkw5wapert4 117 17 . . . work_ooc22yw4undevd5gkw5wapert4 118 1 Six six CD work_ooc22yw4undevd5gkw5wapert4 118 2 further further JJ work_ooc22yw4undevd5gkw5wapert4 118 3 posts post NNS work_ooc22yw4undevd5gkw5wapert4 118 4 had have VBD work_ooc22yw4undevd5gkw5wapert4 118 5 to to TO work_ooc22yw4undevd5gkw5wapert4 118 6 be be VB work_ooc22yw4undevd5gkw5wapert4 118 7 excluded exclude VBN work_ooc22yw4undevd5gkw5wapert4 118 8 , , , work_ooc22yw4undevd5gkw5wapert4 118 9 since since IN work_ooc22yw4undevd5gkw5wapert4 118 10 they -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 118 11 were be VBD work_ooc22yw4undevd5gkw5wapert4 118 12 written write VBN work_ooc22yw4undevd5gkw5wapert4 118 13 in in IN work_ooc22yw4undevd5gkw5wapert4 118 14 Dutch Dutch NNP work_ooc22yw4undevd5gkw5wapert4 118 15 and and CC work_ooc22yw4undevd5gkw5wapert4 118 16 Indonesian Indonesian NNP work_ooc22yw4undevd5gkw5wapert4 118 17 . . . work_ooc22yw4undevd5gkw5wapert4 119 1 This this DT work_ooc22yw4undevd5gkw5wapert4 119 2 left leave VBD work_ooc22yw4undevd5gkw5wapert4 119 3 48 48 CD work_ooc22yw4undevd5gkw5wapert4 119 4 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 119 5 in in IN work_ooc22yw4undevd5gkw5wapert4 119 6 German German NNP work_ooc22yw4undevd5gkw5wapert4 119 7 and and CC work_ooc22yw4undevd5gkw5wapert4 119 8 35 35 CD work_ooc22yw4undevd5gkw5wapert4 119 9 in in IN work_ooc22yw4undevd5gkw5wapert4 119 10 English English NNP work_ooc22yw4undevd5gkw5wapert4 119 11 . . . work_ooc22yw4undevd5gkw5wapert4 120 1 We -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 120 2 then then RB work_ooc22yw4undevd5gkw5wapert4 120 3 classified classify VBD work_ooc22yw4undevd5gkw5wapert4 120 4 them -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 120 5 into into IN work_ooc22yw4undevd5gkw5wapert4 120 6 those those DT work_ooc22yw4undevd5gkw5wapert4 120 7 that that WDT work_ooc22yw4undevd5gkw5wapert4 120 8 referred refer VBD work_ooc22yw4undevd5gkw5wapert4 120 9 directly directly RB work_ooc22yw4undevd5gkw5wapert4 120 10 to to IN work_ooc22yw4undevd5gkw5wapert4 120 11 the the DT work_ooc22yw4undevd5gkw5wapert4 120 12 actual actual JJ work_ooc22yw4undevd5gkw5wapert4 120 13 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 120 14 and and CC work_ooc22yw4undevd5gkw5wapert4 120 15 those those DT work_ooc22yw4undevd5gkw5wapert4 120 16 that that WDT work_ooc22yw4undevd5gkw5wapert4 120 17 did do VBD work_ooc22yw4undevd5gkw5wapert4 120 18 not not RB work_ooc22yw4undevd5gkw5wapert4 120 19 . . . work_ooc22yw4undevd5gkw5wapert4 121 1 Among among IN work_ooc22yw4undevd5gkw5wapert4 121 2 the the DT work_ooc22yw4undevd5gkw5wapert4 121 3 latter latter JJ work_ooc22yw4undevd5gkw5wapert4 121 4 , , , work_ooc22yw4undevd5gkw5wapert4 121 5 for for IN work_ooc22yw4undevd5gkw5wapert4 121 6 example example NN work_ooc22yw4undevd5gkw5wapert4 121 7 , , , work_ooc22yw4undevd5gkw5wapert4 121 8 were be VBD work_ooc22yw4undevd5gkw5wapert4 121 9 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 121 10 marked mark VBD work_ooc22yw4undevd5gkw5wapert4 121 11 # # $ work_ooc22yw4undevd5gkw5wapert4 121 12 ecb ecb VBP work_ooc22yw4undevd5gkw5wapert4 121 13 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 121 14 European European NNP work_ooc22yw4undevd5gkw5wapert4 121 15 Central Central NNP work_ooc22yw4undevd5gkw5wapert4 121 16 Bank Bank NNP work_ooc22yw4undevd5gkw5wapert4 121 17 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 121 18 , , , work_ooc22yw4undevd5gkw5wapert4 121 19 which which WDT work_ooc22yw4undevd5gkw5wapert4 121 20 is be VBZ work_ooc22yw4undevd5gkw5wapert4 121 21 located locate VBN work_ooc22yw4undevd5gkw5wapert4 121 22 in in IN work_ooc22yw4undevd5gkw5wapert4 121 23 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 121 24 , , , work_ooc22yw4undevd5gkw5wapert4 121 25 but but CC work_ooc22yw4undevd5gkw5wapert4 121 26 the the DT work_ooc22yw4undevd5gkw5wapert4 121 27 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 121 28 were be VBD work_ooc22yw4undevd5gkw5wapert4 121 29 aimed aim VBN work_ooc22yw4undevd5gkw5wapert4 121 30 at at IN work_ooc22yw4undevd5gkw5wapert4 121 31 EU EU NNP work_ooc22yw4undevd5gkw5wapert4 121 32 policies policy NNS work_ooc22yw4undevd5gkw5wapert4 121 33 . . . work_ooc22yw4undevd5gkw5wapert4 122 1 We -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 122 2 kept keep VBD work_ooc22yw4undevd5gkw5wapert4 122 3 the the DT work_ooc22yw4undevd5gkw5wapert4 122 4 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 122 5 that that WDT work_ooc22yw4undevd5gkw5wapert4 122 6 did do VBD work_ooc22yw4undevd5gkw5wapert4 122 7 not not RB work_ooc22yw4undevd5gkw5wapert4 122 8 refer refer VB work_ooc22yw4undevd5gkw5wapert4 122 9 directly directly RB work_ooc22yw4undevd5gkw5wapert4 122 10 to to IN work_ooc22yw4undevd5gkw5wapert4 122 11 the the DT work_ooc22yw4undevd5gkw5wapert4 122 12 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 122 13 in in IN work_ooc22yw4undevd5gkw5wapert4 122 14 our -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 122 15 database database NN work_ooc22yw4undevd5gkw5wapert4 122 16 in in IN work_ooc22yw4undevd5gkw5wapert4 122 17 order order NN work_ooc22yw4undevd5gkw5wapert4 122 18 to to TO work_ooc22yw4undevd5gkw5wapert4 122 19 help help VB work_ooc22yw4undevd5gkw5wapert4 122 20 compare compare VB work_ooc22yw4undevd5gkw5wapert4 122 21 the the DT work_ooc22yw4undevd5gkw5wapert4 122 22 automatic automatic JJ work_ooc22yw4undevd5gkw5wapert4 122 23 and and CC work_ooc22yw4undevd5gkw5wapert4 122 24 the the DT work_ooc22yw4undevd5gkw5wapert4 122 25 manual manual JJ work_ooc22yw4undevd5gkw5wapert4 122 26 analyses analysis NNS work_ooc22yw4undevd5gkw5wapert4 122 27 . . . work_ooc22yw4undevd5gkw5wapert4 123 1 For for IN work_ooc22yw4undevd5gkw5wapert4 123 2 the the DT work_ooc22yw4undevd5gkw5wapert4 123 3 automated automated JJ work_ooc22yw4undevd5gkw5wapert4 123 4 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 123 5 , , , work_ooc22yw4undevd5gkw5wapert4 123 6 the the DT work_ooc22yw4undevd5gkw5wapert4 123 7 online online JJ work_ooc22yw4undevd5gkw5wapert4 123 8 version version NN work_ooc22yw4undevd5gkw5wapert4 123 9 of of IN work_ooc22yw4undevd5gkw5wapert4 123 10 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 123 11 , , , work_ooc22yw4undevd5gkw5wapert4 123 12 which which WDT work_ooc22yw4undevd5gkw5wapert4 123 13 classifies classify VBZ work_ooc22yw4undevd5gkw5wapert4 123 14 sentences sentence NNS work_ooc22yw4undevd5gkw5wapert4 123 15 based base VBN work_ooc22yw4undevd5gkw5wapert4 123 16 on on IN work_ooc22yw4undevd5gkw5wapert4 123 17 individual individual JJ work_ooc22yw4undevd5gkw5wapert4 123 18 words word NNS work_ooc22yw4undevd5gkw5wapert4 123 19 , , , work_ooc22yw4undevd5gkw5wapert4 123 20 was be VBD work_ooc22yw4undevd5gkw5wapert4 123 21 used use VBN work_ooc22yw4undevd5gkw5wapert4 123 22 to to TO work_ooc22yw4undevd5gkw5wapert4 123 23 classify classify VB work_ooc22yw4undevd5gkw5wapert4 123 24 the the DT work_ooc22yw4undevd5gkw5wapert4 123 25 collected collect VBN work_ooc22yw4undevd5gkw5wapert4 123 26 data datum NNS work_ooc22yw4undevd5gkw5wapert4 123 27 . . . work_ooc22yw4undevd5gkw5wapert4 124 1 If if IN work_ooc22yw4undevd5gkw5wapert4 124 2 words word NNS work_ooc22yw4undevd5gkw5wapert4 124 3 occur occur VBP work_ooc22yw4undevd5gkw5wapert4 124 4 which which WDT work_ooc22yw4undevd5gkw5wapert4 124 5 the the DT work_ooc22yw4undevd5gkw5wapert4 124 6 program program NN work_ooc22yw4undevd5gkw5wapert4 124 7 recognizes recognize VBZ work_ooc22yw4undevd5gkw5wapert4 124 8 as as IN work_ooc22yw4undevd5gkw5wapert4 124 9 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 124 10 , , , work_ooc22yw4undevd5gkw5wapert4 124 11 they -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 124 12 are be VBP work_ooc22yw4undevd5gkw5wapert4 124 13 given give VBN work_ooc22yw4undevd5gkw5wapert4 124 14 a a DT work_ooc22yw4undevd5gkw5wapert4 124 15 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 124 16 value value NN work_ooc22yw4undevd5gkw5wapert4 124 17 , , , work_ooc22yw4undevd5gkw5wapert4 124 18 whilst whilst IN work_ooc22yw4undevd5gkw5wapert4 124 19 those those DT work_ooc22yw4undevd5gkw5wapert4 124 20 that that WDT work_ooc22yw4undevd5gkw5wapert4 124 21 are be VBP work_ooc22yw4undevd5gkw5wapert4 124 22 recognized recognize VBN work_ooc22yw4undevd5gkw5wapert4 124 23 as as IN work_ooc22yw4undevd5gkw5wapert4 124 24 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 124 25 are be VBP work_ooc22yw4undevd5gkw5wapert4 124 26 given give VBN work_ooc22yw4undevd5gkw5wapert4 124 27 a a DT work_ooc22yw4undevd5gkw5wapert4 124 28 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 124 29 value value NN work_ooc22yw4undevd5gkw5wapert4 124 30 . . . work_ooc22yw4undevd5gkw5wapert4 125 1 The the DT work_ooc22yw4undevd5gkw5wapert4 125 2 scale scale NN work_ooc22yw4undevd5gkw5wapert4 125 3 ranges range VBZ work_ooc22yw4undevd5gkw5wapert4 125 4 from from IN work_ooc22yw4undevd5gkw5wapert4 125 5 plus plus CC work_ooc22yw4undevd5gkw5wapert4 125 6 5 5 CD work_ooc22yw4undevd5gkw5wapert4 125 7 for for IN work_ooc22yw4undevd5gkw5wapert4 125 8 very very RB work_ooc22yw4undevd5gkw5wapert4 125 9 Reithmeier reithmei JJR work_ooc22yw4undevd5gkw5wapert4 125 10 et et NN work_ooc22yw4undevd5gkw5wapert4 125 11 al al NNP work_ooc22yw4undevd5gkw5wapert4 125 12 90 90 CD work_ooc22yw4undevd5gkw5wapert4 125 13 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 125 14 scores score NNS work_ooc22yw4undevd5gkw5wapert4 125 15 to to IN work_ooc22yw4undevd5gkw5wapert4 125 16 minus minus IN work_ooc22yw4undevd5gkw5wapert4 125 17 5 5 CD work_ooc22yw4undevd5gkw5wapert4 125 18 for for IN work_ooc22yw4undevd5gkw5wapert4 125 19 very very RB work_ooc22yw4undevd5gkw5wapert4 125 20 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 125 21 ones one NNS work_ooc22yw4undevd5gkw5wapert4 125 22 . . . work_ooc22yw4undevd5gkw5wapert4 126 1 The the DT work_ooc22yw4undevd5gkw5wapert4 126 2 value value NN work_ooc22yw4undevd5gkw5wapert4 126 3 zero zero CD work_ooc22yw4undevd5gkw5wapert4 126 4 represents represent VBZ work_ooc22yw4undevd5gkw5wapert4 126 5 a a DT work_ooc22yw4undevd5gkw5wapert4 126 6 neutral neutral JJ work_ooc22yw4undevd5gkw5wapert4 126 7 attribution attribution NN work_ooc22yw4undevd5gkw5wapert4 126 8 . . . work_ooc22yw4undevd5gkw5wapert4 127 1 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 127 2 offers offer VBZ work_ooc22yw4undevd5gkw5wapert4 127 3 different different JJ work_ooc22yw4undevd5gkw5wapert4 127 4 classification classification NN work_ooc22yw4undevd5gkw5wapert4 127 5 forms form NNS work_ooc22yw4undevd5gkw5wapert4 127 6 : : : work_ooc22yw4undevd5gkw5wapert4 127 7 dual dual JJ work_ooc22yw4undevd5gkw5wapert4 127 8 , , , work_ooc22yw4undevd5gkw5wapert4 127 9 binary binary JJ work_ooc22yw4undevd5gkw5wapert4 127 10 , , , work_ooc22yw4undevd5gkw5wapert4 127 11 trinary trinary JJ work_ooc22yw4undevd5gkw5wapert4 127 12 and and CC work_ooc22yw4undevd5gkw5wapert4 127 13 scale scale NN work_ooc22yw4undevd5gkw5wapert4 127 14 . . . work_ooc22yw4undevd5gkw5wapert4 128 1 We -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 128 2 decided decide VBD work_ooc22yw4undevd5gkw5wapert4 128 3 to to TO work_ooc22yw4undevd5gkw5wapert4 128 4 use use VB work_ooc22yw4undevd5gkw5wapert4 128 5 the the DT work_ooc22yw4undevd5gkw5wapert4 128 6 dual dual JJ work_ooc22yw4undevd5gkw5wapert4 128 7 scale scale NN work_ooc22yw4undevd5gkw5wapert4 128 8 , , , work_ooc22yw4undevd5gkw5wapert4 128 9 since since IN work_ooc22yw4undevd5gkw5wapert4 128 10 it -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 128 11 classifies classify VBZ work_ooc22yw4undevd5gkw5wapert4 128 12 the the DT work_ooc22yw4undevd5gkw5wapert4 128 13 text text NN work_ooc22yw4undevd5gkw5wapert4 128 14 from from IN work_ooc22yw4undevd5gkw5wapert4 128 15 -5 -5 NNP work_ooc22yw4undevd5gkw5wapert4 128 16 to to IN work_ooc22yw4undevd5gkw5wapert4 128 17 +5 +5 JJ work_ooc22yw4undevd5gkw5wapert4 128 18 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 128 19 strong strong JJ work_ooc22yw4undevd5gkw5wapert4 128 20 negativity negativity NN work_ooc22yw4undevd5gkw5wapert4 128 21 to to IN work_ooc22yw4undevd5gkw5wapert4 128 22 strong strong JJ work_ooc22yw4undevd5gkw5wapert4 128 23 positivity positivity NN work_ooc22yw4undevd5gkw5wapert4 128 24 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 128 25 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 128 26 Thelwall Thelwall NNP work_ooc22yw4undevd5gkw5wapert4 128 27 , , , work_ooc22yw4undevd5gkw5wapert4 128 28 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 128 29 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 128 30 . . . work_ooc22yw4undevd5gkw5wapert4 129 1 In in IN work_ooc22yw4undevd5gkw5wapert4 129 2 a a DT work_ooc22yw4undevd5gkw5wapert4 129 3 third third JJ work_ooc22yw4undevd5gkw5wapert4 129 4 step step NN work_ooc22yw4undevd5gkw5wapert4 129 5 , , , work_ooc22yw4undevd5gkw5wapert4 129 6 for for IN work_ooc22yw4undevd5gkw5wapert4 129 7 comparison comparison NN work_ooc22yw4undevd5gkw5wapert4 129 8 , , , work_ooc22yw4undevd5gkw5wapert4 129 9 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 129 10 classified classify VBD work_ooc22yw4undevd5gkw5wapert4 129 11 the the DT work_ooc22yw4undevd5gkw5wapert4 129 12 posts post NNS work_ooc22yw4undevd5gkw5wapert4 129 13 manually manually RB work_ooc22yw4undevd5gkw5wapert4 129 14 into into IN work_ooc22yw4undevd5gkw5wapert4 129 15 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 129 16 , , , work_ooc22yw4undevd5gkw5wapert4 129 17 neutral neutral JJ work_ooc22yw4undevd5gkw5wapert4 129 18 and and CC work_ooc22yw4undevd5gkw5wapert4 129 19 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 129 20 . . . work_ooc22yw4undevd5gkw5wapert4 130 1 During during IN work_ooc22yw4undevd5gkw5wapert4 130 2 this this DT work_ooc22yw4undevd5gkw5wapert4 130 3 step step NN work_ooc22yw4undevd5gkw5wapert4 130 4 , , , work_ooc22yw4undevd5gkw5wapert4 130 5 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 130 6 took take VBD work_ooc22yw4undevd5gkw5wapert4 130 7 a a DT work_ooc22yw4undevd5gkw5wapert4 130 8 closer close JJR work_ooc22yw4undevd5gkw5wapert4 130 9 look look NN work_ooc22yw4undevd5gkw5wapert4 130 10 at at IN work_ooc22yw4undevd5gkw5wapert4 130 11 the the DT work_ooc22yw4undevd5gkw5wapert4 130 12 topics topic NNS work_ooc22yw4undevd5gkw5wapert4 130 13 of of IN work_ooc22yw4undevd5gkw5wapert4 130 14 our -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 130 15 collected collected JJ work_ooc22yw4undevd5gkw5wapert4 130 16 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 130 17 but but CC work_ooc22yw4undevd5gkw5wapert4 130 18 did do VBD work_ooc22yw4undevd5gkw5wapert4 130 19 not not RB work_ooc22yw4undevd5gkw5wapert4 130 20 create create VB work_ooc22yw4undevd5gkw5wapert4 130 21 categories category NNS work_ooc22yw4undevd5gkw5wapert4 130 22 . . . work_ooc22yw4undevd5gkw5wapert4 131 1 4 4 CD work_ooc22yw4undevd5gkw5wapert4 131 2 Results Results NNP work_ooc22yw4undevd5gkw5wapert4 131 3 Spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 131 4 construction construction NN work_ooc22yw4undevd5gkw5wapert4 131 5 of of IN work_ooc22yw4undevd5gkw5wapert4 131 6 Frankfurt Frankfurt NNP work_ooc22yw4undevd5gkw5wapert4 131 7 ’s ’s , work_ooc22yw4undevd5gkw5wapert4 131 8 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 131 9 in in IN work_ooc22yw4undevd5gkw5wapert4 131 10 social social JJ work_ooc22yw4undevd5gkw5wapert4 131 11 media medium NNS work_ooc22yw4undevd5gkw5wapert4 131 12 through through IN work_ooc22yw4undevd5gkw5wapert4 131 13 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 131 14 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 131 15 Overall overall RB work_ooc22yw4undevd5gkw5wapert4 131 16 , , , work_ooc22yw4undevd5gkw5wapert4 131 17 the the DT work_ooc22yw4undevd5gkw5wapert4 131 18 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 131 19 online online JJ work_ooc22yw4undevd5gkw5wapert4 131 20 tool tool NN work_ooc22yw4undevd5gkw5wapert4 131 21 classified classify VBD work_ooc22yw4undevd5gkw5wapert4 131 22 79 79 CD work_ooc22yw4undevd5gkw5wapert4 131 23 % % NN work_ooc22yw4undevd5gkw5wapert4 131 24 of of IN work_ooc22yw4undevd5gkw5wapert4 131 25 the the DT work_ooc22yw4undevd5gkw5wapert4 131 26 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 131 27 as as IN work_ooc22yw4undevd5gkw5wapert4 131 28 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 131 29 neutral neutral JJ work_ooc22yw4undevd5gkw5wapert4 131 30 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 131 31 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 131 32 0 0 NFP work_ooc22yw4undevd5gkw5wapert4 131 33 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 131 34 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 131 35 66 66 CD work_ooc22yw4undevd5gkw5wapert4 131 36 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 131 37 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 131 38 , , , work_ooc22yw4undevd5gkw5wapert4 131 39 16 16 CD work_ooc22yw4undevd5gkw5wapert4 131 40 % % NN work_ooc22yw4undevd5gkw5wapert4 131 41 as as IN work_ooc22yw4undevd5gkw5wapert4 131 42 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 131 43 not not RB work_ooc22yw4undevd5gkw5wapert4 131 44 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 131 45 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 131 46 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 131 47 1 1 CD work_ooc22yw4undevd5gkw5wapert4 131 48 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 131 49 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 131 50 13 13 CD work_ooc22yw4undevd5gkw5wapert4 131 51 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 131 52 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 131 53 and and CC work_ooc22yw4undevd5gkw5wapert4 131 54 5 5 CD work_ooc22yw4undevd5gkw5wapert4 131 55 % % NN work_ooc22yw4undevd5gkw5wapert4 131 56 as as IN work_ooc22yw4undevd5gkw5wapert4 131 57 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 131 58 not not RB work_ooc22yw4undevd5gkw5wapert4 131 59 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 131 60 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 131 61 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 131 62 -1 -1 NFP work_ooc22yw4undevd5gkw5wapert4 131 63 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 131 64 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 131 65 4 4 CD work_ooc22yw4undevd5gkw5wapert4 131 66 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 131 67 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 131 68 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 131 69 see see VB work_ooc22yw4undevd5gkw5wapert4 131 70 Figure Figure NNP work_ooc22yw4undevd5gkw5wapert4 131 71 1 1 CD work_ooc22yw4undevd5gkw5wapert4 131 72 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 131 73 . . . work_ooc22yw4undevd5gkw5wapert4 132 1 For for IN work_ooc22yw4undevd5gkw5wapert4 132 2 our -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 132 3 categories category NNS work_ooc22yw4undevd5gkw5wapert4 132 4 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 132 5 referring refer VBG work_ooc22yw4undevd5gkw5wapert4 132 6 to to IN work_ooc22yw4undevd5gkw5wapert4 132 7 the the DT work_ooc22yw4undevd5gkw5wapert4 132 8 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 132 9 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 132 10 and and CC work_ooc22yw4undevd5gkw5wapert4 132 11 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 132 12 not not RB work_ooc22yw4undevd5gkw5wapert4 132 13 directly directly RB work_ooc22yw4undevd5gkw5wapert4 132 14 referring refer VBG work_ooc22yw4undevd5gkw5wapert4 132 15 to to IN work_ooc22yw4undevd5gkw5wapert4 132 16 the the DT work_ooc22yw4undevd5gkw5wapert4 132 17 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 132 18 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 132 19 , , , work_ooc22yw4undevd5gkw5wapert4 132 20 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 132 21 classified classify VBD work_ooc22yw4undevd5gkw5wapert4 132 22 41 41 CD work_ooc22yw4undevd5gkw5wapert4 132 23 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 132 24 referring refer VBG work_ooc22yw4undevd5gkw5wapert4 132 25 to to IN work_ooc22yw4undevd5gkw5wapert4 132 26 the the DT work_ooc22yw4undevd5gkw5wapert4 132 27 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 132 28 as as IN work_ooc22yw4undevd5gkw5wapert4 132 29 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 132 30 neutral neutral JJ work_ooc22yw4undevd5gkw5wapert4 132 31 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 132 32 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 132 33 77 77 CD work_ooc22yw4undevd5gkw5wapert4 132 34 % % NN work_ooc22yw4undevd5gkw5wapert4 132 35 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 132 36 , , , work_ooc22yw4undevd5gkw5wapert4 132 37 9 9 CD work_ooc22yw4undevd5gkw5wapert4 132 38 as as IN work_ooc22yw4undevd5gkw5wapert4 132 39 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 132 40 not not RB work_ooc22yw4undevd5gkw5wapert4 132 41 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 132 42 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 132 43 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 132 44 17 17 CD work_ooc22yw4undevd5gkw5wapert4 132 45 % % NN work_ooc22yw4undevd5gkw5wapert4 132 46 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 132 47 , , , work_ooc22yw4undevd5gkw5wapert4 132 48 and and CC work_ooc22yw4undevd5gkw5wapert4 132 49 3 3 CD work_ooc22yw4undevd5gkw5wapert4 132 50 as as IN work_ooc22yw4undevd5gkw5wapert4 132 51 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 132 52 not not RB work_ooc22yw4undevd5gkw5wapert4 132 53 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 132 54 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 132 55 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 132 56 6 6 CD work_ooc22yw4undevd5gkw5wapert4 132 57 % % NN work_ooc22yw4undevd5gkw5wapert4 132 58 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 132 59 . . . work_ooc22yw4undevd5gkw5wapert4 133 1 Tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 133 2 not not RB work_ooc22yw4undevd5gkw5wapert4 133 3 referring refer VBG work_ooc22yw4undevd5gkw5wapert4 133 4 directly directly RB work_ooc22yw4undevd5gkw5wapert4 133 5 to to IN work_ooc22yw4undevd5gkw5wapert4 133 6 the the DT work_ooc22yw4undevd5gkw5wapert4 133 7 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 133 8 were be VBD work_ooc22yw4undevd5gkw5wapert4 133 9 classified classify VBN work_ooc22yw4undevd5gkw5wapert4 133 10 as as IN work_ooc22yw4undevd5gkw5wapert4 133 11 follows follow VBZ work_ooc22yw4undevd5gkw5wapert4 133 12 : : : work_ooc22yw4undevd5gkw5wapert4 133 13 25 25 CD work_ooc22yw4undevd5gkw5wapert4 133 14 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 133 15 neutral neutral JJ work_ooc22yw4undevd5gkw5wapert4 133 16 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 133 17 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 133 18 83.3 83.3 CD work_ooc22yw4undevd5gkw5wapert4 133 19 % % NN work_ooc22yw4undevd5gkw5wapert4 133 20 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 133 21 , , , work_ooc22yw4undevd5gkw5wapert4 133 22 4 4 CD work_ooc22yw4undevd5gkw5wapert4 133 23 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 133 24 not not RB work_ooc22yw4undevd5gkw5wapert4 133 25 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 133 26 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 133 27 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 133 28 13.3 13.3 CD work_ooc22yw4undevd5gkw5wapert4 133 29 % % NN work_ooc22yw4undevd5gkw5wapert4 133 30 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 133 31 , , , work_ooc22yw4undevd5gkw5wapert4 133 32 and and CC work_ooc22yw4undevd5gkw5wapert4 133 33 1 1 LS work_ooc22yw4undevd5gkw5wapert4 133 34 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 133 35 not not RB work_ooc22yw4undevd5gkw5wapert4 133 36 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 133 37 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 133 38 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 133 39 3.3 3.3 CD work_ooc22yw4undevd5gkw5wapert4 133 40 % % NN work_ooc22yw4undevd5gkw5wapert4 133 41 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 133 42 . . . work_ooc22yw4undevd5gkw5wapert4 134 1 By by IN work_ooc22yw4undevd5gkw5wapert4 134 2 comparison comparison NN work_ooc22yw4undevd5gkw5wapert4 134 3 , , , work_ooc22yw4undevd5gkw5wapert4 134 4 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 134 5 classified classify VBD work_ooc22yw4undevd5gkw5wapert4 134 6 48 48 CD work_ooc22yw4undevd5gkw5wapert4 134 7 % % NN work_ooc22yw4undevd5gkw5wapert4 134 8 of of IN work_ooc22yw4undevd5gkw5wapert4 134 9 all all PDT work_ooc22yw4undevd5gkw5wapert4 134 10 the the DT work_ooc22yw4undevd5gkw5wapert4 134 11 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 134 12 as as IN work_ooc22yw4undevd5gkw5wapert4 134 13 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 134 14 neutral neutral JJ work_ooc22yw4undevd5gkw5wapert4 134 15 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 134 16 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 134 17 40 40 CD work_ooc22yw4undevd5gkw5wapert4 134 18 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 134 19 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 134 20 , , , work_ooc22yw4undevd5gkw5wapert4 134 21 33 33 CD work_ooc22yw4undevd5gkw5wapert4 134 22 % % NN work_ooc22yw4undevd5gkw5wapert4 134 23 of of IN work_ooc22yw4undevd5gkw5wapert4 134 24 the the DT work_ooc22yw4undevd5gkw5wapert4 134 25 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 134 26 as as IN work_ooc22yw4undevd5gkw5wapert4 134 27 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 134 28 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 134 29 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 134 30 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 134 31 27 27 CD work_ooc22yw4undevd5gkw5wapert4 134 32 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 134 33 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 134 34 , , , work_ooc22yw4undevd5gkw5wapert4 134 35 and and CC work_ooc22yw4undevd5gkw5wapert4 134 36 19 19 CD work_ooc22yw4undevd5gkw5wapert4 134 37 % % NN work_ooc22yw4undevd5gkw5wapert4 134 38 as as IN work_ooc22yw4undevd5gkw5wapert4 134 39 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 134 40 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 134 41 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 134 42 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 134 43 16 16 CD work_ooc22yw4undevd5gkw5wapert4 134 44 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 134 45 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 134 46 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 134 47 see see VB work_ooc22yw4undevd5gkw5wapert4 134 48 Figure Figure NNP work_ooc22yw4undevd5gkw5wapert4 134 49 1 1 CD work_ooc22yw4undevd5gkw5wapert4 134 50 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 134 51 . . . work_ooc22yw4undevd5gkw5wapert4 135 1 We -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 135 2 identified identify VBD work_ooc22yw4undevd5gkw5wapert4 135 3 18 18 CD work_ooc22yw4undevd5gkw5wapert4 135 4 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 135 5 referring refer VBG work_ooc22yw4undevd5gkw5wapert4 135 6 to to IN work_ooc22yw4undevd5gkw5wapert4 135 7 the the DT work_ooc22yw4undevd5gkw5wapert4 135 8 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 135 9 as as IN work_ooc22yw4undevd5gkw5wapert4 135 10 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 135 11 neutral neutral JJ work_ooc22yw4undevd5gkw5wapert4 135 12 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 135 13 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 135 14 34 34 CD work_ooc22yw4undevd5gkw5wapert4 135 15 % % NN work_ooc22yw4undevd5gkw5wapert4 135 16 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 135 17 , , , work_ooc22yw4undevd5gkw5wapert4 135 18 26 26 CD work_ooc22yw4undevd5gkw5wapert4 135 19 as as IN work_ooc22yw4undevd5gkw5wapert4 135 20 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 135 21 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 135 22 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 135 23 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 135 24 49 49 CD work_ooc22yw4undevd5gkw5wapert4 135 25 % % NN work_ooc22yw4undevd5gkw5wapert4 135 26 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 135 27 , , , work_ooc22yw4undevd5gkw5wapert4 135 28 and and CC work_ooc22yw4undevd5gkw5wapert4 135 29 9 9 CD work_ooc22yw4undevd5gkw5wapert4 135 30 as as IN work_ooc22yw4undevd5gkw5wapert4 135 31 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 135 32 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 135 33 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 135 34 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 135 35 17 17 CD work_ooc22yw4undevd5gkw5wapert4 135 36 % % NN work_ooc22yw4undevd5gkw5wapert4 135 37 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 135 38 . . . work_ooc22yw4undevd5gkw5wapert4 136 1 Finally finally RB work_ooc22yw4undevd5gkw5wapert4 136 2 , , , work_ooc22yw4undevd5gkw5wapert4 136 3 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 136 4 categorized categorize VBD work_ooc22yw4undevd5gkw5wapert4 136 5 22 22 CD work_ooc22yw4undevd5gkw5wapert4 136 6 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 136 7 73.3 73.3 CD work_ooc22yw4undevd5gkw5wapert4 136 8 % % NN work_ooc22yw4undevd5gkw5wapert4 136 9 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 136 10 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 136 11 not not RB work_ooc22yw4undevd5gkw5wapert4 136 12 directly directly RB work_ooc22yw4undevd5gkw5wapert4 136 13 referring refer VBG work_ooc22yw4undevd5gkw5wapert4 136 14 to to IN work_ooc22yw4undevd5gkw5wapert4 136 15 the the DT work_ooc22yw4undevd5gkw5wapert4 136 16 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 136 17 as as IN work_ooc22yw4undevd5gkw5wapert4 136 18 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 136 19 neutral neutral JJ work_ooc22yw4undevd5gkw5wapert4 136 20 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 136 21 , , , work_ooc22yw4undevd5gkw5wapert4 136 22 1 1 CD work_ooc22yw4undevd5gkw5wapert4 136 23 as as IN work_ooc22yw4undevd5gkw5wapert4 136 24 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 136 25 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 136 26 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 136 27 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 136 28 3.3 3.3 CD work_ooc22yw4undevd5gkw5wapert4 136 29 % % NN work_ooc22yw4undevd5gkw5wapert4 136 30 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 136 31 , , , work_ooc22yw4undevd5gkw5wapert4 136 32 and and CC work_ooc22yw4undevd5gkw5wapert4 136 33 7 7 CD work_ooc22yw4undevd5gkw5wapert4 136 34 as as IN work_ooc22yw4undevd5gkw5wapert4 136 35 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 136 36 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 136 37 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 136 38 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 136 39 23.3 23.3 CD work_ooc22yw4undevd5gkw5wapert4 136 40 % % NN work_ooc22yw4undevd5gkw5wapert4 136 41 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 136 42 . . . work_ooc22yw4undevd5gkw5wapert4 137 1 In in IN work_ooc22yw4undevd5gkw5wapert4 137 2 sum sum NN work_ooc22yw4undevd5gkw5wapert4 137 3 , , , work_ooc22yw4undevd5gkw5wapert4 137 4 of of IN work_ooc22yw4undevd5gkw5wapert4 137 5 all all DT work_ooc22yw4undevd5gkw5wapert4 137 6 83 83 CD work_ooc22yw4undevd5gkw5wapert4 137 7 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 137 8 , , , work_ooc22yw4undevd5gkw5wapert4 137 9 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 137 10 classified classify VBD work_ooc22yw4undevd5gkw5wapert4 137 11 38 38 CD work_ooc22yw4undevd5gkw5wapert4 137 12 in in IN work_ooc22yw4undevd5gkw5wapert4 137 13 the the DT work_ooc22yw4undevd5gkw5wapert4 137 14 same same JJ work_ooc22yw4undevd5gkw5wapert4 137 15 way way NN work_ooc22yw4undevd5gkw5wapert4 137 16 as as IN work_ooc22yw4undevd5gkw5wapert4 137 17 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 137 18 , , , work_ooc22yw4undevd5gkw5wapert4 137 19 which which WDT work_ooc22yw4undevd5gkw5wapert4 137 20 presents present VBZ work_ooc22yw4undevd5gkw5wapert4 137 21 46 46 CD work_ooc22yw4undevd5gkw5wapert4 137 22 % % NN work_ooc22yw4undevd5gkw5wapert4 137 23 agreement agreement NN work_ooc22yw4undevd5gkw5wapert4 137 24 . . . work_ooc22yw4undevd5gkw5wapert4 138 1 Figure figure NN work_ooc22yw4undevd5gkw5wapert4 138 2 1 1 CD work_ooc22yw4undevd5gkw5wapert4 138 3 : : : work_ooc22yw4undevd5gkw5wapert4 138 4 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 138 5 ’s ’s POS work_ooc22yw4undevd5gkw5wapert4 138 6 classification classification NN work_ooc22yw4undevd5gkw5wapert4 138 7 of of IN work_ooc22yw4undevd5gkw5wapert4 138 8 all all DT work_ooc22yw4undevd5gkw5wapert4 138 9 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 138 10 referring refer VBG work_ooc22yw4undevd5gkw5wapert4 138 11 to to IN work_ooc22yw4undevd5gkw5wapert4 138 12 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 138 13 Frankfurt Frankfurt NNP work_ooc22yw4undevd5gkw5wapert4 138 14 in in IN work_ooc22yw4undevd5gkw5wapert4 138 15 comparison comparison NN work_ooc22yw4undevd5gkw5wapert4 138 16 to to IN work_ooc22yw4undevd5gkw5wapert4 138 17 manual manual JJ work_ooc22yw4undevd5gkw5wapert4 138 18 classification classification NN work_ooc22yw4undevd5gkw5wapert4 138 19 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 138 20 Source source NN work_ooc22yw4undevd5gkw5wapert4 138 21 : : : work_ooc22yw4undevd5gkw5wapert4 138 22 Own Own NNP work_ooc22yw4undevd5gkw5wapert4 138 23 Illustration illustration NN work_ooc22yw4undevd5gkw5wapert4 138 24 , , , work_ooc22yw4undevd5gkw5wapert4 138 25 2018 2018 CD work_ooc22yw4undevd5gkw5wapert4 138 26 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 138 27 Reithmeier Reithmeier NNP work_ooc22yw4undevd5gkw5wapert4 138 28 et et NNP work_ooc22yw4undevd5gkw5wapert4 138 29 al al NNP work_ooc22yw4undevd5gkw5wapert4 138 30 91 91 CD work_ooc22yw4undevd5gkw5wapert4 138 31 With with IN work_ooc22yw4undevd5gkw5wapert4 138 32 41 41 CD work_ooc22yw4undevd5gkw5wapert4 138 33 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 138 34 classified classify VBD work_ooc22yw4undevd5gkw5wapert4 138 35 as as IN work_ooc22yw4undevd5gkw5wapert4 138 36 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 138 37 neutral neutral JJ work_ooc22yw4undevd5gkw5wapert4 138 38 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 138 39 , , , work_ooc22yw4undevd5gkw5wapert4 138 40 9 9 CD work_ooc22yw4undevd5gkw5wapert4 138 41 as as IN work_ooc22yw4undevd5gkw5wapert4 138 42 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 138 43 not not RB work_ooc22yw4undevd5gkw5wapert4 138 44 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 138 45 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 138 46 and and CC work_ooc22yw4undevd5gkw5wapert4 138 47 3 3 CD work_ooc22yw4undevd5gkw5wapert4 138 48 as as IN work_ooc22yw4undevd5gkw5wapert4 138 49 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 138 50 not not RB work_ooc22yw4undevd5gkw5wapert4 138 51 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 138 52 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 138 53 , , , work_ooc22yw4undevd5gkw5wapert4 138 54 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 138 55 leaves leave VBZ work_ooc22yw4undevd5gkw5wapert4 138 56 us -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 138 57 with with IN work_ooc22yw4undevd5gkw5wapert4 138 58 a a DT work_ooc22yw4undevd5gkw5wapert4 138 59 few few JJ work_ooc22yw4undevd5gkw5wapert4 138 60 meaningful meaningful JJ work_ooc22yw4undevd5gkw5wapert4 138 61 constructions construction NNS work_ooc22yw4undevd5gkw5wapert4 138 62 of of IN work_ooc22yw4undevd5gkw5wapert4 138 63 space space NN work_ooc22yw4undevd5gkw5wapert4 138 64 . . . work_ooc22yw4undevd5gkw5wapert4 139 1 A a DT work_ooc22yw4undevd5gkw5wapert4 139 2 tweet tweet NN work_ooc22yw4undevd5gkw5wapert4 139 3 containing contain VBG work_ooc22yw4undevd5gkw5wapert4 139 4 a a DT work_ooc22yw4undevd5gkw5wapert4 139 5 reference reference NN work_ooc22yw4undevd5gkw5wapert4 139 6 to to IN work_ooc22yw4undevd5gkw5wapert4 139 7 a a DT work_ooc22yw4undevd5gkw5wapert4 139 8 free free JJ work_ooc22yw4undevd5gkw5wapert4 139 9 art art NN work_ooc22yw4undevd5gkw5wapert4 139 10 exhibition exhibition NN work_ooc22yw4undevd5gkw5wapert4 139 11 at at IN work_ooc22yw4undevd5gkw5wapert4 139 12 an an DT work_ooc22yw4undevd5gkw5wapert4 139 13 adult adult NN work_ooc22yw4undevd5gkw5wapert4 139 14 education education NN work_ooc22yw4undevd5gkw5wapert4 139 15 centre centre NN work_ooc22yw4undevd5gkw5wapert4 139 16 suggests suggest VBZ work_ooc22yw4undevd5gkw5wapert4 139 17 that that IN work_ooc22yw4undevd5gkw5wapert4 139 18 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 139 19 is be VBZ work_ooc22yw4undevd5gkw5wapert4 139 20 a a DT work_ooc22yw4undevd5gkw5wapert4 139 21 place place NN work_ooc22yw4undevd5gkw5wapert4 139 22 of of IN work_ooc22yw4undevd5gkw5wapert4 139 23 culture culture NN work_ooc22yw4undevd5gkw5wapert4 139 24 . . . work_ooc22yw4undevd5gkw5wapert4 140 1 Another another DT work_ooc22yw4undevd5gkw5wapert4 140 2 tweet tweet NN work_ooc22yw4undevd5gkw5wapert4 140 3 refers refer VBZ work_ooc22yw4undevd5gkw5wapert4 140 4 to to IN work_ooc22yw4undevd5gkw5wapert4 140 5 improvement improvement NN work_ooc22yw4undevd5gkw5wapert4 140 6 of of IN work_ooc22yw4undevd5gkw5wapert4 140 7 kerbs kerbs NNP work_ooc22yw4undevd5gkw5wapert4 140 8 in in IN work_ooc22yw4undevd5gkw5wapert4 140 9 the the DT work_ooc22yw4undevd5gkw5wapert4 140 10 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 140 11 , , , work_ooc22yw4undevd5gkw5wapert4 140 12 suggesting suggest VBG work_ooc22yw4undevd5gkw5wapert4 140 13 that that IN work_ooc22yw4undevd5gkw5wapert4 140 14 transport transport NN work_ooc22yw4undevd5gkw5wapert4 140 15 issues issue NNS work_ooc22yw4undevd5gkw5wapert4 140 16 are be VBP work_ooc22yw4undevd5gkw5wapert4 140 17 being be VBG work_ooc22yw4undevd5gkw5wapert4 140 18 dealt deal VBN work_ooc22yw4undevd5gkw5wapert4 140 19 with with IN work_ooc22yw4undevd5gkw5wapert4 140 20 . . . work_ooc22yw4undevd5gkw5wapert4 141 1 Tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 141 2 in in IN work_ooc22yw4undevd5gkw5wapert4 141 3 which which WDT work_ooc22yw4undevd5gkw5wapert4 141 4 users user NNS work_ooc22yw4undevd5gkw5wapert4 141 5 expressed express VBD work_ooc22yw4undevd5gkw5wapert4 141 6 their -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 141 7 joy joy NN work_ooc22yw4undevd5gkw5wapert4 141 8 about about IN work_ooc22yw4undevd5gkw5wapert4 141 9 the the DT work_ooc22yw4undevd5gkw5wapert4 141 10 skyline skyline NN work_ooc22yw4undevd5gkw5wapert4 141 11 give give VBP work_ooc22yw4undevd5gkw5wapert4 141 12 the the DT work_ooc22yw4undevd5gkw5wapert4 141 13 impression impression NN work_ooc22yw4undevd5gkw5wapert4 141 14 that that IN work_ooc22yw4undevd5gkw5wapert4 141 15 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 141 16 is be VBZ work_ooc22yw4undevd5gkw5wapert4 141 17 perceived perceive VBN work_ooc22yw4undevd5gkw5wapert4 141 18 as as IN work_ooc22yw4undevd5gkw5wapert4 141 19 a a DT work_ooc22yw4undevd5gkw5wapert4 141 20 beautiful beautiful JJ work_ooc22yw4undevd5gkw5wapert4 141 21 place place NN work_ooc22yw4undevd5gkw5wapert4 141 22 . . . work_ooc22yw4undevd5gkw5wapert4 142 1 The the DT work_ooc22yw4undevd5gkw5wapert4 142 2 classifications classification NNS work_ooc22yw4undevd5gkw5wapert4 142 3 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 142 4 not not RB work_ooc22yw4undevd5gkw5wapert4 142 5 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 142 6 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 142 7 and and CC work_ooc22yw4undevd5gkw5wapert4 142 8 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 142 9 neutral neutral JJ work_ooc22yw4undevd5gkw5wapert4 142 10 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 142 11 gave give VBD work_ooc22yw4undevd5gkw5wapert4 142 12 us -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 142 13 an an DT work_ooc22yw4undevd5gkw5wapert4 142 14 insight insight NN work_ooc22yw4undevd5gkw5wapert4 142 15 into into IN work_ooc22yw4undevd5gkw5wapert4 142 16 some some DT work_ooc22yw4undevd5gkw5wapert4 142 17 of of IN work_ooc22yw4undevd5gkw5wapert4 142 18 the the DT work_ooc22yw4undevd5gkw5wapert4 142 19 weaknesses weakness NNS work_ooc22yw4undevd5gkw5wapert4 142 20 of of IN work_ooc22yw4undevd5gkw5wapert4 142 21 the the DT work_ooc22yw4undevd5gkw5wapert4 142 22 online online JJ work_ooc22yw4undevd5gkw5wapert4 142 23 applications application NNS work_ooc22yw4undevd5gkw5wapert4 142 24 . . . work_ooc22yw4undevd5gkw5wapert4 143 1 As as IN work_ooc22yw4undevd5gkw5wapert4 143 2 Thelwell Thelwell NNP work_ooc22yw4undevd5gkw5wapert4 143 3 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 143 4 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 143 5 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 143 6 has have VBZ work_ooc22yw4undevd5gkw5wapert4 143 7 already already RB work_ooc22yw4undevd5gkw5wapert4 143 8 pointed point VBN work_ooc22yw4undevd5gkw5wapert4 143 9 out out RP work_ooc22yw4undevd5gkw5wapert4 143 10 , , , work_ooc22yw4undevd5gkw5wapert4 143 11 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 143 12 has have VBZ work_ooc22yw4undevd5gkw5wapert4 143 13 difficulties difficulty NNS work_ooc22yw4undevd5gkw5wapert4 143 14 detecting detect VBG work_ooc22yw4undevd5gkw5wapert4 143 15 sarcastic sarcastic JJ work_ooc22yw4undevd5gkw5wapert4 143 16 or or CC work_ooc22yw4undevd5gkw5wapert4 143 17 ironic ironic JJ work_ooc22yw4undevd5gkw5wapert4 143 18 content content NN work_ooc22yw4undevd5gkw5wapert4 143 19 , , , work_ooc22yw4undevd5gkw5wapert4 143 20 and and CC work_ooc22yw4undevd5gkw5wapert4 143 21 political political JJ work_ooc22yw4undevd5gkw5wapert4 143 22 or or CC work_ooc22yw4undevd5gkw5wapert4 143 23 controversial controversial JJ work_ooc22yw4undevd5gkw5wapert4 143 24 comments comment NNS work_ooc22yw4undevd5gkw5wapert4 143 25 . . . work_ooc22yw4undevd5gkw5wapert4 144 1 Consequently consequently RB work_ooc22yw4undevd5gkw5wapert4 144 2 , , , work_ooc22yw4undevd5gkw5wapert4 144 3 the the DT work_ooc22yw4undevd5gkw5wapert4 144 4 tool tool NN work_ooc22yw4undevd5gkw5wapert4 144 5 will will MD work_ooc22yw4undevd5gkw5wapert4 144 6 have have VB work_ooc22yw4undevd5gkw5wapert4 144 7 a a DT work_ooc22yw4undevd5gkw5wapert4 144 8 lower low JJR work_ooc22yw4undevd5gkw5wapert4 144 9 accuracy accuracy NN work_ooc22yw4undevd5gkw5wapert4 144 10 when when WRB work_ooc22yw4undevd5gkw5wapert4 144 11 applied apply VBN work_ooc22yw4undevd5gkw5wapert4 144 12 to to IN work_ooc22yw4undevd5gkw5wapert4 144 13 datasets dataset NNS work_ooc22yw4undevd5gkw5wapert4 144 14 that that WDT work_ooc22yw4undevd5gkw5wapert4 144 15 include include VBP work_ooc22yw4undevd5gkw5wapert4 144 16 a a DT work_ooc22yw4undevd5gkw5wapert4 144 17 large large JJ work_ooc22yw4undevd5gkw5wapert4 144 18 number number NN work_ooc22yw4undevd5gkw5wapert4 144 19 of of IN work_ooc22yw4undevd5gkw5wapert4 144 20 such such JJ work_ooc22yw4undevd5gkw5wapert4 144 21 comments comment NNS work_ooc22yw4undevd5gkw5wapert4 144 22 . . . work_ooc22yw4undevd5gkw5wapert4 145 1 Some some DT work_ooc22yw4undevd5gkw5wapert4 145 2 of of IN work_ooc22yw4undevd5gkw5wapert4 145 3 the the DT work_ooc22yw4undevd5gkw5wapert4 145 4 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 145 5 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 145 6 collected collect VBD work_ooc22yw4undevd5gkw5wapert4 145 7 fall fall VBP work_ooc22yw4undevd5gkw5wapert4 145 8 into into IN work_ooc22yw4undevd5gkw5wapert4 145 9 this this DT work_ooc22yw4undevd5gkw5wapert4 145 10 category category NN work_ooc22yw4undevd5gkw5wapert4 145 11 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 145 12 see see VB work_ooc22yw4undevd5gkw5wapert4 145 13 Figure Figure NNP work_ooc22yw4undevd5gkw5wapert4 145 14 2 2 CD work_ooc22yw4undevd5gkw5wapert4 145 15 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 145 16 . . . work_ooc22yw4undevd5gkw5wapert4 146 1 Figure figure NN work_ooc22yw4undevd5gkw5wapert4 146 2 2 2 CD work_ooc22yw4undevd5gkw5wapert4 146 3 : : : work_ooc22yw4undevd5gkw5wapert4 146 4 Ironic ironic JJ work_ooc22yw4undevd5gkw5wapert4 146 5 tweet tweet NN work_ooc22yw4undevd5gkw5wapert4 146 6 with with IN work_ooc22yw4undevd5gkw5wapert4 146 7 photo photo NN work_ooc22yw4undevd5gkw5wapert4 146 8 attached attach VBN work_ooc22yw4undevd5gkw5wapert4 146 9 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 146 10 Source source NN work_ooc22yw4undevd5gkw5wapert4 146 11 : : : work_ooc22yw4undevd5gkw5wapert4 146 12 https://twitter.com/_blickwinkel_/status/919633264083636224 https://twitter.com/_blickwinkel_/status/919633264083636224 LS work_ooc22yw4undevd5gkw5wapert4 146 13 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 146 14 The the DT work_ooc22yw4undevd5gkw5wapert4 146 15 tweet tweet NN work_ooc22yw4undevd5gkw5wapert4 146 16 translates translate VBZ work_ooc22yw4undevd5gkw5wapert4 146 17 as as IN work_ooc22yw4undevd5gkw5wapert4 146 18 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 146 19 How how WRB work_ooc22yw4undevd5gkw5wapert4 146 20 can can MD work_ooc22yw4undevd5gkw5wapert4 146 21 anyone anyone NN work_ooc22yw4undevd5gkw5wapert4 146 22 live live VB work_ooc22yw4undevd5gkw5wapert4 146 23 in in IN work_ooc22yw4undevd5gkw5wapert4 146 24 a a DT work_ooc22yw4undevd5gkw5wapert4 146 25 big big JJ work_ooc22yw4undevd5gkw5wapert4 146 26 city city NN work_ooc22yw4undevd5gkw5wapert4 146 27 , , , work_ooc22yw4undevd5gkw5wapert4 146 28 so so RB work_ooc22yw4undevd5gkw5wapert4 146 29 ugly ugly JJ work_ooc22yw4undevd5gkw5wapert4 146 30 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 146 31 , , , work_ooc22yw4undevd5gkw5wapert4 146 32 which which WDT work_ooc22yw4undevd5gkw5wapert4 146 33 given give VBD work_ooc22yw4undevd5gkw5wapert4 146 34 the the DT work_ooc22yw4undevd5gkw5wapert4 146 35 emoticons emoticon NNS work_ooc22yw4undevd5gkw5wapert4 146 36 used use VBN work_ooc22yw4undevd5gkw5wapert4 146 37 and and CC work_ooc22yw4undevd5gkw5wapert4 146 38 the the DT work_ooc22yw4undevd5gkw5wapert4 146 39 photos photo NNS work_ooc22yw4undevd5gkw5wapert4 146 40 attached attach VBN work_ooc22yw4undevd5gkw5wapert4 146 41 is be VBZ work_ooc22yw4undevd5gkw5wapert4 146 42 clearly clearly RB work_ooc22yw4undevd5gkw5wapert4 146 43 an an DT work_ooc22yw4undevd5gkw5wapert4 146 44 ironic ironic JJ work_ooc22yw4undevd5gkw5wapert4 146 45 statement statement NN work_ooc22yw4undevd5gkw5wapert4 146 46 . . . work_ooc22yw4undevd5gkw5wapert4 147 1 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 147 2 classified classify VBD work_ooc22yw4undevd5gkw5wapert4 147 3 this this DT work_ooc22yw4undevd5gkw5wapert4 147 4 tweet tweet NN work_ooc22yw4undevd5gkw5wapert4 147 5 as as IN work_ooc22yw4undevd5gkw5wapert4 147 6 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 147 7 not not RB work_ooc22yw4undevd5gkw5wapert4 147 8 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 147 9 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 147 10 . . . work_ooc22yw4undevd5gkw5wapert4 148 1 Another another DT work_ooc22yw4undevd5gkw5wapert4 148 2 problem problem NN work_ooc22yw4undevd5gkw5wapert4 148 3 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 148 4 faced face VBD work_ooc22yw4undevd5gkw5wapert4 148 5 was be VBD work_ooc22yw4undevd5gkw5wapert4 148 6 the the DT work_ooc22yw4undevd5gkw5wapert4 148 7 evaluation evaluation NN work_ooc22yw4undevd5gkw5wapert4 148 8 of of IN work_ooc22yw4undevd5gkw5wapert4 148 9 nouns noun NNS work_ooc22yw4undevd5gkw5wapert4 148 10 . . . work_ooc22yw4undevd5gkw5wapert4 149 1 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 149 2 did do VBD work_ooc22yw4undevd5gkw5wapert4 149 3 not not RB work_ooc22yw4undevd5gkw5wapert4 149 4 rate rate VB work_ooc22yw4undevd5gkw5wapert4 149 5 any any DT work_ooc22yw4undevd5gkw5wapert4 149 6 of of IN work_ooc22yw4undevd5gkw5wapert4 149 7 the the DT work_ooc22yw4undevd5gkw5wapert4 149 8 nouns noun NNS work_ooc22yw4undevd5gkw5wapert4 149 9 , , , work_ooc22yw4undevd5gkw5wapert4 149 10 but but CC work_ooc22yw4undevd5gkw5wapert4 149 11 nouns noun NNS work_ooc22yw4undevd5gkw5wapert4 149 12 can can MD work_ooc22yw4undevd5gkw5wapert4 149 13 also also RB work_ooc22yw4undevd5gkw5wapert4 149 14 convey convey VB work_ooc22yw4undevd5gkw5wapert4 149 15 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 149 16 or or CC work_ooc22yw4undevd5gkw5wapert4 149 17 point point NN work_ooc22yw4undevd5gkw5wapert4 149 18 towards towards IN work_ooc22yw4undevd5gkw5wapert4 149 19 a a DT work_ooc22yw4undevd5gkw5wapert4 149 20 certain certain JJ work_ooc22yw4undevd5gkw5wapert4 149 21 opinion opinion NN work_ooc22yw4undevd5gkw5wapert4 149 22 . . . work_ooc22yw4undevd5gkw5wapert4 150 1 For for IN work_ooc22yw4undevd5gkw5wapert4 150 2 example example NN work_ooc22yw4undevd5gkw5wapert4 150 3 , , , work_ooc22yw4undevd5gkw5wapert4 150 4 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 150 5 containing contain VBG work_ooc22yw4undevd5gkw5wapert4 150 6 the the DT work_ooc22yw4undevd5gkw5wapert4 150 7 nouns noun NNS work_ooc22yw4undevd5gkw5wapert4 150 8 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 150 9 Tötungsdelikt Tötungsdelikt NNP work_ooc22yw4undevd5gkw5wapert4 150 10 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 150 11 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 150 12 homicide homicide NN work_ooc22yw4undevd5gkw5wapert4 150 13 offence offence NN work_ooc22yw4undevd5gkw5wapert4 150 14 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 150 15 or or CC work_ooc22yw4undevd5gkw5wapert4 150 16 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 150 17 Überfall Überfall NNP work_ooc22yw4undevd5gkw5wapert4 150 18 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 150 19 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 150 20 robbery robbery NN work_ooc22yw4undevd5gkw5wapert4 150 21 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 150 22 were be VBD work_ooc22yw4undevd5gkw5wapert4 150 23 rated rate VBN work_ooc22yw4undevd5gkw5wapert4 150 24 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 150 25 neutral neutral JJ work_ooc22yw4undevd5gkw5wapert4 150 26 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 150 27 . . . work_ooc22yw4undevd5gkw5wapert4 151 1 We -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 151 2 also also RB work_ooc22yw4undevd5gkw5wapert4 151 3 had have VBD work_ooc22yw4undevd5gkw5wapert4 151 4 two two CD work_ooc22yw4undevd5gkw5wapert4 151 5 cases case NNS work_ooc22yw4undevd5gkw5wapert4 151 6 in in IN work_ooc22yw4undevd5gkw5wapert4 151 7 which which WDT work_ooc22yw4undevd5gkw5wapert4 151 8 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 151 9 rated rate VBD work_ooc22yw4undevd5gkw5wapert4 151 10 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 151 11 # # NNP work_ooc22yw4undevd5gkw5wapert4 151 12 Germany Germany NNP work_ooc22yw4undevd5gkw5wapert4 151 13 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 151 14 and and CC work_ooc22yw4undevd5gkw5wapert4 151 15 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 151 16 # # $ work_ooc22yw4undevd5gkw5wapert4 151 17 GermanDAX GermanDAX . work_ooc22yw4undevd5gkw5wapert4 151 18 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 151 19 as as RB work_ooc22yw4undevd5gkw5wapert4 151 20 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 151 21 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 151 22 -2 -2 , work_ooc22yw4undevd5gkw5wapert4 151 23 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 151 24 for for IN work_ooc22yw4undevd5gkw5wapert4 151 25 no no DT work_ooc22yw4undevd5gkw5wapert4 151 26 comprehensible comprehensible JJ work_ooc22yw4undevd5gkw5wapert4 151 27 reason reason NN work_ooc22yw4undevd5gkw5wapert4 151 28 , , , work_ooc22yw4undevd5gkw5wapert4 151 29 because because IN work_ooc22yw4undevd5gkw5wapert4 151 30 the the DT work_ooc22yw4undevd5gkw5wapert4 151 31 content content NN work_ooc22yw4undevd5gkw5wapert4 151 32 of of IN work_ooc22yw4undevd5gkw5wapert4 151 33 the the DT work_ooc22yw4undevd5gkw5wapert4 151 34 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 151 35 was be VBD work_ooc22yw4undevd5gkw5wapert4 151 36 not not RB work_ooc22yw4undevd5gkw5wapert4 151 37 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 151 38 in in IN work_ooc22yw4undevd5gkw5wapert4 151 39 any any DT work_ooc22yw4undevd5gkw5wapert4 151 40 way way NN work_ooc22yw4undevd5gkw5wapert4 151 41 . . . work_ooc22yw4undevd5gkw5wapert4 152 1 Dialect dialect VB work_ooc22yw4undevd5gkw5wapert4 152 2 or or CC work_ooc22yw4undevd5gkw5wapert4 152 3 colloquial colloquial JJ work_ooc22yw4undevd5gkw5wapert4 152 4 language language NN work_ooc22yw4undevd5gkw5wapert4 152 5 also also RB work_ooc22yw4undevd5gkw5wapert4 152 6 posed pose VBD work_ooc22yw4undevd5gkw5wapert4 152 7 a a DT work_ooc22yw4undevd5gkw5wapert4 152 8 problem problem NN work_ooc22yw4undevd5gkw5wapert4 152 9 . . . work_ooc22yw4undevd5gkw5wapert4 153 1 A a DT work_ooc22yw4undevd5gkw5wapert4 153 2 tweet tweet NN work_ooc22yw4undevd5gkw5wapert4 153 3 containing contain VBG work_ooc22yw4undevd5gkw5wapert4 153 4 the the DT work_ooc22yw4undevd5gkw5wapert4 153 5 word word NN work_ooc22yw4undevd5gkw5wapert4 153 6 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 153 7 Morsche Morsche NNP work_ooc22yw4undevd5gkw5wapert4 153 8 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 153 9 , , , work_ooc22yw4undevd5gkw5wapert4 153 10 meaning mean VBG work_ooc22yw4undevd5gkw5wapert4 153 11 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 153 12 good good JJ work_ooc22yw4undevd5gkw5wapert4 153 13 morning morning NN work_ooc22yw4undevd5gkw5wapert4 153 14 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 153 15 in in IN work_ooc22yw4undevd5gkw5wapert4 153 16 Hessian Hessian NNP work_ooc22yw4undevd5gkw5wapert4 153 17 but but CC work_ooc22yw4undevd5gkw5wapert4 153 18 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 153 19 rotten rotten JJ work_ooc22yw4undevd5gkw5wapert4 153 20 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 153 21 or or CC work_ooc22yw4undevd5gkw5wapert4 153 22 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 153 23 brittle brittle JJ work_ooc22yw4undevd5gkw5wapert4 153 24 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 153 25 in in IN work_ooc22yw4undevd5gkw5wapert4 153 26 German German NNP work_ooc22yw4undevd5gkw5wapert4 153 27 , , , work_ooc22yw4undevd5gkw5wapert4 153 28 was be VBD work_ooc22yw4undevd5gkw5wapert4 153 29 rated rate VBN work_ooc22yw4undevd5gkw5wapert4 153 30 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 153 31 not not RB work_ooc22yw4undevd5gkw5wapert4 153 32 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 153 33 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 153 34 . . . work_ooc22yw4undevd5gkw5wapert4 154 1 In in IN work_ooc22yw4undevd5gkw5wapert4 154 2 another another DT work_ooc22yw4undevd5gkw5wapert4 154 3 example example NN work_ooc22yw4undevd5gkw5wapert4 154 4 , , , work_ooc22yw4undevd5gkw5wapert4 154 5 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 154 6 could could MD work_ooc22yw4undevd5gkw5wapert4 154 7 not not RB work_ooc22yw4undevd5gkw5wapert4 154 8 identify identify VB work_ooc22yw4undevd5gkw5wapert4 154 9 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 154 10 # # NNP work_ooc22yw4undevd5gkw5wapert4 154 11 dopeshit dopeshit NNP work_ooc22yw4undevd5gkw5wapert4 154 12 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 154 13 as as IN work_ooc22yw4undevd5gkw5wapert4 154 14 a a DT work_ooc22yw4undevd5gkw5wapert4 154 15 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 154 16 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 154 17 due due JJ work_ooc22yw4undevd5gkw5wapert4 154 18 to to IN work_ooc22yw4undevd5gkw5wapert4 154 19 it -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 154 20 being be VBG work_ooc22yw4undevd5gkw5wapert4 154 21 colloquial colloquial JJ work_ooc22yw4undevd5gkw5wapert4 154 22 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 154 23 see see VB work_ooc22yw4undevd5gkw5wapert4 154 24 Figure Figure NNP work_ooc22yw4undevd5gkw5wapert4 154 25 3 3 CD work_ooc22yw4undevd5gkw5wapert4 154 26 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 154 27 . . . work_ooc22yw4undevd5gkw5wapert4 155 1 https://twitter.com/_blickwinkel_/status/919633264083636224 https://twitter.com/_blickwinkel_/status/919633264083636224 NFP work_ooc22yw4undevd5gkw5wapert4 155 2 Reithmeier reithmei JJR work_ooc22yw4undevd5gkw5wapert4 155 3 et et NNP work_ooc22yw4undevd5gkw5wapert4 155 4 al al NNP work_ooc22yw4undevd5gkw5wapert4 155 5 92 92 CD work_ooc22yw4undevd5gkw5wapert4 155 6 Figure figure NN work_ooc22yw4undevd5gkw5wapert4 155 7 3 3 CD work_ooc22yw4undevd5gkw5wapert4 155 8 : : : work_ooc22yw4undevd5gkw5wapert4 155 9 Tweet Tweet NNP work_ooc22yw4undevd5gkw5wapert4 155 10 containing contain VBG work_ooc22yw4undevd5gkw5wapert4 155 11 colloquial colloquial JJ work_ooc22yw4undevd5gkw5wapert4 155 12 language language NN work_ooc22yw4undevd5gkw5wapert4 155 13 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 155 14 Source source NN work_ooc22yw4undevd5gkw5wapert4 155 15 : : : work_ooc22yw4undevd5gkw5wapert4 155 16 https://twitter.com/DjMenelik/status/919218251971772416 https://twitter.com/djmenelik/status/919218251971772416 LS work_ooc22yw4undevd5gkw5wapert4 155 17 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 155 18 The the DT work_ooc22yw4undevd5gkw5wapert4 155 19 fact fact NN work_ooc22yw4undevd5gkw5wapert4 155 20 that that IN work_ooc22yw4undevd5gkw5wapert4 155 21 the the DT work_ooc22yw4undevd5gkw5wapert4 155 22 overwhelming overwhelming JJ work_ooc22yw4undevd5gkw5wapert4 155 23 majority majority NN work_ooc22yw4undevd5gkw5wapert4 155 24 of of IN work_ooc22yw4undevd5gkw5wapert4 155 25 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 155 26 were be VBD work_ooc22yw4undevd5gkw5wapert4 155 27 neutral neutral JJ work_ooc22yw4undevd5gkw5wapert4 155 28 can can MD work_ooc22yw4undevd5gkw5wapert4 155 29 be be VB work_ooc22yw4undevd5gkw5wapert4 155 30 ascribed ascribe VBN work_ooc22yw4undevd5gkw5wapert4 155 31 to to IN work_ooc22yw4undevd5gkw5wapert4 155 32 the the DT work_ooc22yw4undevd5gkw5wapert4 155 33 fact fact NN work_ooc22yw4undevd5gkw5wapert4 155 34 that that IN work_ooc22yw4undevd5gkw5wapert4 155 35 they -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 155 36 contained contain VBD work_ooc22yw4undevd5gkw5wapert4 155 37 a a DT work_ooc22yw4undevd5gkw5wapert4 155 38 picture picture NN work_ooc22yw4undevd5gkw5wapert4 155 39 or or CC work_ooc22yw4undevd5gkw5wapert4 155 40 a a DT work_ooc22yw4undevd5gkw5wapert4 155 41 link link NN work_ooc22yw4undevd5gkw5wapert4 155 42 to to IN work_ooc22yw4undevd5gkw5wapert4 155 43 a a DT work_ooc22yw4undevd5gkw5wapert4 155 44 picture picture NN work_ooc22yw4undevd5gkw5wapert4 155 45 on on IN work_ooc22yw4undevd5gkw5wapert4 155 46 Instagram Instagram NNP work_ooc22yw4undevd5gkw5wapert4 155 47 , , , work_ooc22yw4undevd5gkw5wapert4 155 48 a a DT work_ooc22yw4undevd5gkw5wapert4 155 49 photo photo NN work_ooc22yw4undevd5gkw5wapert4 155 50 - - HYPH work_ooc22yw4undevd5gkw5wapert4 155 51 sharing share VBG work_ooc22yw4undevd5gkw5wapert4 155 52 application application NN work_ooc22yw4undevd5gkw5wapert4 155 53 . . . work_ooc22yw4undevd5gkw5wapert4 156 1 Although although IN work_ooc22yw4undevd5gkw5wapert4 156 2 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 156 3 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 156 4 is be VBZ work_ooc22yw4undevd5gkw5wapert4 156 5 often often RB work_ooc22yw4undevd5gkw5wapert4 156 6 linked link VBN work_ooc22yw4undevd5gkw5wapert4 156 7 to to IN work_ooc22yw4undevd5gkw5wapert4 156 8 a a DT work_ooc22yw4undevd5gkw5wapert4 156 9 certain certain JJ work_ooc22yw4undevd5gkw5wapert4 156 10 place place NN work_ooc22yw4undevd5gkw5wapert4 156 11 in in IN work_ooc22yw4undevd5gkw5wapert4 156 12 the the DT work_ooc22yw4undevd5gkw5wapert4 156 13 picture picture NN work_ooc22yw4undevd5gkw5wapert4 156 14 , , , work_ooc22yw4undevd5gkw5wapert4 156 15 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 156 16 is be VBZ work_ooc22yw4undevd5gkw5wapert4 156 17 not not RB work_ooc22yw4undevd5gkw5wapert4 156 18 able able JJ work_ooc22yw4undevd5gkw5wapert4 156 19 to to TO work_ooc22yw4undevd5gkw5wapert4 156 20 analyse analyse VB work_ooc22yw4undevd5gkw5wapert4 156 21 pictures picture NNS work_ooc22yw4undevd5gkw5wapert4 156 22 or or CC work_ooc22yw4undevd5gkw5wapert4 156 23 videos video NNS work_ooc22yw4undevd5gkw5wapert4 156 24 . . . work_ooc22yw4undevd5gkw5wapert4 157 1 For for IN work_ooc22yw4undevd5gkw5wapert4 157 2 example example NN work_ooc22yw4undevd5gkw5wapert4 157 3 , , , work_ooc22yw4undevd5gkw5wapert4 157 4 a a DT work_ooc22yw4undevd5gkw5wapert4 157 5 tweet tweet NN work_ooc22yw4undevd5gkw5wapert4 157 6 containing contain VBG work_ooc22yw4undevd5gkw5wapert4 157 7 a a DT work_ooc22yw4undevd5gkw5wapert4 157 8 picture picture NN work_ooc22yw4undevd5gkw5wapert4 157 9 tagged tag VBN work_ooc22yw4undevd5gkw5wapert4 157 10 with with IN work_ooc22yw4undevd5gkw5wapert4 157 11 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 157 12 # # JJS work_ooc22yw4undevd5gkw5wapert4 157 13 frankfurtliebe frankfurtliebe NN work_ooc22yw4undevd5gkw5wapert4 157 14 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 157 15 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 157 16 # # $ work_ooc22yw4undevd5gkw5wapert4 157 17 FrankfurtLove FrankfurtLove NNP work_ooc22yw4undevd5gkw5wapert4 157 18 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 157 19 was be VBD work_ooc22yw4undevd5gkw5wapert4 157 20 rated rate VBN work_ooc22yw4undevd5gkw5wapert4 157 21 as as IN work_ooc22yw4undevd5gkw5wapert4 157 22 neutral neutral JJ work_ooc22yw4undevd5gkw5wapert4 157 23 , , , work_ooc22yw4undevd5gkw5wapert4 157 24 as as IN work_ooc22yw4undevd5gkw5wapert4 157 25 was be VBD work_ooc22yw4undevd5gkw5wapert4 157 26 a a DT work_ooc22yw4undevd5gkw5wapert4 157 27 tweet tweet NN work_ooc22yw4undevd5gkw5wapert4 157 28 containing contain VBG work_ooc22yw4undevd5gkw5wapert4 157 29 a a DT work_ooc22yw4undevd5gkw5wapert4 157 30 picture picture NN work_ooc22yw4undevd5gkw5wapert4 157 31 and and CC work_ooc22yw4undevd5gkw5wapert4 157 32 the the DT work_ooc22yw4undevd5gkw5wapert4 157 33 words word NNS work_ooc22yw4undevd5gkw5wapert4 157 34 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 157 35 nett nett NNP work_ooc22yw4undevd5gkw5wapert4 157 36 da da NNP work_ooc22yw4undevd5gkw5wapert4 157 37 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 157 38 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 157 39 nice nice JJ work_ooc22yw4undevd5gkw5wapert4 157 40 here here RB work_ooc22yw4undevd5gkw5wapert4 157 41 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 157 42 . . . work_ooc22yw4undevd5gkw5wapert4 158 1 Our -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 158 2 own own JJ work_ooc22yw4undevd5gkw5wapert4 158 3 manual manual JJ work_ooc22yw4undevd5gkw5wapert4 158 4 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 158 5 of of IN work_ooc22yw4undevd5gkw5wapert4 158 6 the the DT work_ooc22yw4undevd5gkw5wapert4 158 7 material material NN work_ooc22yw4undevd5gkw5wapert4 158 8 results result NNS work_ooc22yw4undevd5gkw5wapert4 158 9 in in IN work_ooc22yw4undevd5gkw5wapert4 158 10 more more RBR work_ooc22yw4undevd5gkw5wapert4 158 11 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 158 12 constructions construction NNS work_ooc22yw4undevd5gkw5wapert4 158 13 of of IN work_ooc22yw4undevd5gkw5wapert4 158 14 space space NN work_ooc22yw4undevd5gkw5wapert4 158 15 , , , work_ooc22yw4undevd5gkw5wapert4 158 16 as as IN work_ooc22yw4undevd5gkw5wapert4 158 17 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 158 18 identified identify VBD work_ooc22yw4undevd5gkw5wapert4 158 19 a a DT work_ooc22yw4undevd5gkw5wapert4 158 20 significantly significantly RB work_ooc22yw4undevd5gkw5wapert4 158 21 higher high JJR work_ooc22yw4undevd5gkw5wapert4 158 22 number number NN work_ooc22yw4undevd5gkw5wapert4 158 23 of of IN work_ooc22yw4undevd5gkw5wapert4 158 24 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 158 25 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 158 26 than than IN work_ooc22yw4undevd5gkw5wapert4 158 27 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 158 28 . . . work_ooc22yw4undevd5gkw5wapert4 159 1 We -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 159 2 also also RB work_ooc22yw4undevd5gkw5wapert4 159 3 classified classify VBD work_ooc22yw4undevd5gkw5wapert4 159 4 the the DT work_ooc22yw4undevd5gkw5wapert4 159 5 tweet tweet NN work_ooc22yw4undevd5gkw5wapert4 159 6 praising praise VBG work_ooc22yw4undevd5gkw5wapert4 159 7 the the DT work_ooc22yw4undevd5gkw5wapert4 159 8 improved improved JJ work_ooc22yw4undevd5gkw5wapert4 159 9 kerbs kerbs NN work_ooc22yw4undevd5gkw5wapert4 159 10 , , , work_ooc22yw4undevd5gkw5wapert4 159 11 the the DT work_ooc22yw4undevd5gkw5wapert4 159 12 art art NN work_ooc22yw4undevd5gkw5wapert4 159 13 exhibition exhibition NN work_ooc22yw4undevd5gkw5wapert4 159 14 and and CC work_ooc22yw4undevd5gkw5wapert4 159 15 the the DT work_ooc22yw4undevd5gkw5wapert4 159 16 skyline skyline NN work_ooc22yw4undevd5gkw5wapert4 159 17 as as IN work_ooc22yw4undevd5gkw5wapert4 159 18 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 159 19 . . . work_ooc22yw4undevd5gkw5wapert4 160 1 There there EX work_ooc22yw4undevd5gkw5wapert4 160 2 are be VBP work_ooc22yw4undevd5gkw5wapert4 160 3 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 160 4 in in IN work_ooc22yw4undevd5gkw5wapert4 160 5 which which WDT work_ooc22yw4undevd5gkw5wapert4 160 6 deliberately deliberately RB work_ooc22yw4undevd5gkw5wapert4 160 7 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 160 8 vocabulary vocabulary NN work_ooc22yw4undevd5gkw5wapert4 160 9 is be VBZ work_ooc22yw4undevd5gkw5wapert4 160 10 used use VBN work_ooc22yw4undevd5gkw5wapert4 160 11 to to TO work_ooc22yw4undevd5gkw5wapert4 160 12 praise praise VB work_ooc22yw4undevd5gkw5wapert4 160 13 food food NN work_ooc22yw4undevd5gkw5wapert4 160 14 and and CC work_ooc22yw4undevd5gkw5wapert4 160 15 restaurants restaurant NNS work_ooc22yw4undevd5gkw5wapert4 160 16 , , , work_ooc22yw4undevd5gkw5wapert4 160 17 suggesting suggest VBG work_ooc22yw4undevd5gkw5wapert4 160 18 that that IN work_ooc22yw4undevd5gkw5wapert4 160 19 the the DT work_ooc22yw4undevd5gkw5wapert4 160 20 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 160 21 is be VBZ work_ooc22yw4undevd5gkw5wapert4 160 22 a a DT work_ooc22yw4undevd5gkw5wapert4 160 23 good good JJ work_ooc22yw4undevd5gkw5wapert4 160 24 place place NN work_ooc22yw4undevd5gkw5wapert4 160 25 to to TO work_ooc22yw4undevd5gkw5wapert4 160 26 eat eat VB work_ooc22yw4undevd5gkw5wapert4 160 27 . . . work_ooc22yw4undevd5gkw5wapert4 161 1 Even even RB work_ooc22yw4undevd5gkw5wapert4 161 2 though though IN work_ooc22yw4undevd5gkw5wapert4 161 3 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 161 4 descriptive descriptive JJ work_ooc22yw4undevd5gkw5wapert4 161 5 adjectives adjective NNS work_ooc22yw4undevd5gkw5wapert4 161 6 were be VBD work_ooc22yw4undevd5gkw5wapert4 161 7 used use VBN work_ooc22yw4undevd5gkw5wapert4 161 8 here here RB work_ooc22yw4undevd5gkw5wapert4 161 9 , , , work_ooc22yw4undevd5gkw5wapert4 161 10 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 161 11 rated rate VBD work_ooc22yw4undevd5gkw5wapert4 161 12 these these DT work_ooc22yw4undevd5gkw5wapert4 161 13 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 161 14 as as IN work_ooc22yw4undevd5gkw5wapert4 161 15 neutral neutral JJ work_ooc22yw4undevd5gkw5wapert4 161 16 . . . work_ooc22yw4undevd5gkw5wapert4 162 1 A a DT work_ooc22yw4undevd5gkw5wapert4 162 2 high high JJ work_ooc22yw4undevd5gkw5wapert4 162 3 number number NN work_ooc22yw4undevd5gkw5wapert4 162 4 of of IN work_ooc22yw4undevd5gkw5wapert4 162 5 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 162 6 contain contain VBP work_ooc22yw4undevd5gkw5wapert4 162 7 an an DT work_ooc22yw4undevd5gkw5wapert4 162 8 image image NN work_ooc22yw4undevd5gkw5wapert4 162 9 , , , work_ooc22yw4undevd5gkw5wapert4 162 10 which which WDT work_ooc22yw4undevd5gkw5wapert4 162 11 establishes establish VBZ work_ooc22yw4undevd5gkw5wapert4 162 12 the the DT work_ooc22yw4undevd5gkw5wapert4 162 13 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 162 14 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 162 15 towards towards IN work_ooc22yw4undevd5gkw5wapert4 162 16 a a DT work_ooc22yw4undevd5gkw5wapert4 162 17 certain certain JJ work_ooc22yw4undevd5gkw5wapert4 162 18 place place NN work_ooc22yw4undevd5gkw5wapert4 162 19 within within IN work_ooc22yw4undevd5gkw5wapert4 162 20 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 162 21 or or CC work_ooc22yw4undevd5gkw5wapert4 162 22 the the DT work_ooc22yw4undevd5gkw5wapert4 162 23 Frankfurt Frankfurt NNP work_ooc22yw4undevd5gkw5wapert4 162 24 skyline skyline NN work_ooc22yw4undevd5gkw5wapert4 162 25 . . . work_ooc22yw4undevd5gkw5wapert4 163 1 By by IN work_ooc22yw4undevd5gkw5wapert4 163 2 contrast contrast NN work_ooc22yw4undevd5gkw5wapert4 163 3 , , , work_ooc22yw4undevd5gkw5wapert4 163 4 some some DT work_ooc22yw4undevd5gkw5wapert4 163 5 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 163 6 contain contain VBP work_ooc22yw4undevd5gkw5wapert4 163 7 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 163 8 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 163 9 . . . work_ooc22yw4undevd5gkw5wapert4 164 1 For for IN work_ooc22yw4undevd5gkw5wapert4 164 2 example example NN work_ooc22yw4undevd5gkw5wapert4 164 3 , , , work_ooc22yw4undevd5gkw5wapert4 164 4 regarding regard VBG work_ooc22yw4undevd5gkw5wapert4 164 5 the the DT work_ooc22yw4undevd5gkw5wapert4 164 6 police police NN work_ooc22yw4undevd5gkw5wapert4 164 7 asking ask VBG work_ooc22yw4undevd5gkw5wapert4 164 8 for for IN work_ooc22yw4undevd5gkw5wapert4 164 9 assistance assistance NN work_ooc22yw4undevd5gkw5wapert4 164 10 in in IN work_ooc22yw4undevd5gkw5wapert4 164 11 the the DT work_ooc22yw4undevd5gkw5wapert4 164 12 investigation investigation NN work_ooc22yw4undevd5gkw5wapert4 164 13 of of IN work_ooc22yw4undevd5gkw5wapert4 164 14 crimes crime NNS work_ooc22yw4undevd5gkw5wapert4 164 15 , , , work_ooc22yw4undevd5gkw5wapert4 164 16 a a DT work_ooc22yw4undevd5gkw5wapert4 164 17 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 164 18 feeling feeling NN work_ooc22yw4undevd5gkw5wapert4 164 19 arises arise VBZ work_ooc22yw4undevd5gkw5wapert4 164 20 through through IN 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redesign redesign NN work_ooc22yw4undevd5gkw5wapert4 165 13 of of IN work_ooc22yw4undevd5gkw5wapert4 165 14 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 165 15 . . . work_ooc22yw4undevd5gkw5wapert4 166 1 Again again RB work_ooc22yw4undevd5gkw5wapert4 166 2 , , , work_ooc22yw4undevd5gkw5wapert4 166 3 there there EX work_ooc22yw4undevd5gkw5wapert4 166 4 is be VBZ work_ooc22yw4undevd5gkw5wapert4 166 5 a a DT work_ooc22yw4undevd5gkw5wapert4 166 6 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 166 7 feeling feeling NN work_ooc22yw4undevd5gkw5wapert4 166 8 through through IN work_ooc22yw4undevd5gkw5wapert4 166 9 the the DT work_ooc22yw4undevd5gkw5wapert4 166 10 context context NN work_ooc22yw4undevd5gkw5wapert4 166 11 in in IN work_ooc22yw4undevd5gkw5wapert4 166 12 which which WDT work_ooc22yw4undevd5gkw5wapert4 166 13 the the DT work_ooc22yw4undevd5gkw5wapert4 166 14 word word NN work_ooc22yw4undevd5gkw5wapert4 166 15 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 166 16 Gentrifizierung Gentrifizierung NNP work_ooc22yw4undevd5gkw5wapert4 166 17 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 166 18 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 166 19 gentrification gentrification NN work_ooc22yw4undevd5gkw5wapert4 166 20 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 166 21 is be VBZ work_ooc22yw4undevd5gkw5wapert4 166 22 used use VBN work_ooc22yw4undevd5gkw5wapert4 166 23 , , , work_ooc22yw4undevd5gkw5wapert4 166 24 the the DT work_ooc22yw4undevd5gkw5wapert4 166 25 context context NN work_ooc22yw4undevd5gkw5wapert4 166 26 implying imply VBG work_ooc22yw4undevd5gkw5wapert4 166 27 that that IN work_ooc22yw4undevd5gkw5wapert4 166 28 the the DT work_ooc22yw4undevd5gkw5wapert4 166 29 author author NN work_ooc22yw4undevd5gkw5wapert4 166 30 disagrees disagree VBZ work_ooc22yw4undevd5gkw5wapert4 166 31 with with IN work_ooc22yw4undevd5gkw5wapert4 166 32 the the DT work_ooc22yw4undevd5gkw5wapert4 166 33 transformation transformation NN work_ooc22yw4undevd5gkw5wapert4 166 34 of of IN 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NNP work_ooc22yw4undevd5gkw5wapert4 168 7 in in IN work_ooc22yw4undevd5gkw5wapert4 168 8 geographic geographic JJ work_ooc22yw4undevd5gkw5wapert4 168 9 research research NN work_ooc22yw4undevd5gkw5wapert4 168 10 The the DT work_ooc22yw4undevd5gkw5wapert4 168 11 automatic automatic JJ work_ooc22yw4undevd5gkw5wapert4 168 12 and and CC work_ooc22yw4undevd5gkw5wapert4 168 13 manual manual JJ work_ooc22yw4undevd5gkw5wapert4 168 14 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 168 15 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 168 16 of of IN work_ooc22yw4undevd5gkw5wapert4 168 17 our -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 168 18 data datum NNS work_ooc22yw4undevd5gkw5wapert4 168 19 gave give VBD work_ooc22yw4undevd5gkw5wapert4 168 20 a a DT work_ooc22yw4undevd5gkw5wapert4 168 21 first first JJ work_ooc22yw4undevd5gkw5wapert4 168 22 impression impression NN work_ooc22yw4undevd5gkw5wapert4 168 23 of of IN work_ooc22yw4undevd5gkw5wapert4 168 24 the the DT work_ooc22yw4undevd5gkw5wapert4 168 25 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 168 26 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 168 27 . . . work_ooc22yw4undevd5gkw5wapert4 169 1 By by IN work_ooc22yw4undevd5gkw5wapert4 169 2 classifying classify VBG work_ooc22yw4undevd5gkw5wapert4 169 3 the the DT work_ooc22yw4undevd5gkw5wapert4 169 4 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 169 5 into into IN work_ooc22yw4undevd5gkw5wapert4 169 6 neutral neutral JJ work_ooc22yw4undevd5gkw5wapert4 169 7 , , , work_ooc22yw4undevd5gkw5wapert4 169 8 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 169 9 and and CC work_ooc22yw4undevd5gkw5wapert4 169 10 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 169 11 , , , work_ooc22yw4undevd5gkw5wapert4 169 12 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 169 13 helped help VBD work_ooc22yw4undevd5gkw5wapert4 169 14 us -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 169 15 identify identify VB 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work_ooc22yw4undevd5gkw5wapert4 170 12 application application NN work_ooc22yw4undevd5gkw5wapert4 170 13 . . . work_ooc22yw4undevd5gkw5wapert4 171 1 The the DT work_ooc22yw4undevd5gkw5wapert4 171 2 desktop desktop NN work_ooc22yw4undevd5gkw5wapert4 171 3 version version NN work_ooc22yw4undevd5gkw5wapert4 171 4 of of IN work_ooc22yw4undevd5gkw5wapert4 171 5 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 171 6 offers offer VBZ work_ooc22yw4undevd5gkw5wapert4 171 7 an an DT work_ooc22yw4undevd5gkw5wapert4 171 8 adaptable adaptable JJ work_ooc22yw4undevd5gkw5wapert4 171 9 lexicon lexicon NN work_ooc22yw4undevd5gkw5wapert4 171 10 for for IN work_ooc22yw4undevd5gkw5wapert4 171 11 the the DT work_ooc22yw4undevd5gkw5wapert4 171 12 English english JJ work_ooc22yw4undevd5gkw5wapert4 171 13 and and CC work_ooc22yw4undevd5gkw5wapert4 171 14 German german JJ work_ooc22yw4undevd5gkw5wapert4 171 15 languages language NNS work_ooc22yw4undevd5gkw5wapert4 171 16 and and CC work_ooc22yw4undevd5gkw5wapert4 171 17 will will MD work_ooc22yw4undevd5gkw5wapert4 171 18 probably probably RB work_ooc22yw4undevd5gkw5wapert4 171 19 solve solve VB work_ooc22yw4undevd5gkw5wapert4 171 20 some some DT work_ooc22yw4undevd5gkw5wapert4 171 21 of of IN work_ooc22yw4undevd5gkw5wapert4 171 22 the the DT work_ooc22yw4undevd5gkw5wapert4 171 23 issues issue NNS work_ooc22yw4undevd5gkw5wapert4 171 24 involved involve VBN work_ooc22yw4undevd5gkw5wapert4 171 25 , , , work_ooc22yw4undevd5gkw5wapert4 171 26 such such JJ work_ooc22yw4undevd5gkw5wapert4 171 27 as as IN work_ooc22yw4undevd5gkw5wapert4 171 28 how how WRB work_ooc22yw4undevd5gkw5wapert4 171 29 to to TO work_ooc22yw4undevd5gkw5wapert4 171 30 judge judge VB work_ooc22yw4undevd5gkw5wapert4 171 31 nouns noun NNS work_ooc22yw4undevd5gkw5wapert4 171 32 , , , work_ooc22yw4undevd5gkw5wapert4 171 33 exclamation exclamation NN work_ooc22yw4undevd5gkw5wapert4 171 34 marks mark NNS work_ooc22yw4undevd5gkw5wapert4 171 35 , , , 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work_ooc22yw4undevd5gkw5wapert4 173 2 modifying modify VBG work_ooc22yw4undevd5gkw5wapert4 173 3 the the DT work_ooc22yw4undevd5gkw5wapert4 173 4 lexicon lexicon NN work_ooc22yw4undevd5gkw5wapert4 173 5 , , , work_ooc22yw4undevd5gkw5wapert4 173 6 the the DT work_ooc22yw4undevd5gkw5wapert4 173 7 evaluation evaluation NN work_ooc22yw4undevd5gkw5wapert4 173 8 of of IN work_ooc22yw4undevd5gkw5wapert4 173 9 https://twitter.com/DjMenelik/status/919218251971772416 https://twitter.com/DjMenelik/status/919218251971772416 NNP work_ooc22yw4undevd5gkw5wapert4 173 10 Reithmeier Reithmeier NNP work_ooc22yw4undevd5gkw5wapert4 173 11 et et NNP work_ooc22yw4undevd5gkw5wapert4 173 12 al al NNP work_ooc22yw4undevd5gkw5wapert4 173 13 93 93 CD work_ooc22yw4undevd5gkw5wapert4 173 14 nouns noun NNS work_ooc22yw4undevd5gkw5wapert4 173 15 and and CC work_ooc22yw4undevd5gkw5wapert4 173 16 the the DT work_ooc22yw4undevd5gkw5wapert4 173 17 weighting weighting NN work_ooc22yw4undevd5gkw5wapert4 173 18 of of IN 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work_ooc22yw4undevd5gkw5wapert4 174 12 could could MD work_ooc22yw4undevd5gkw5wapert4 174 13 also also RB work_ooc22yw4undevd5gkw5wapert4 174 14 lead lead VB work_ooc22yw4undevd5gkw5wapert4 174 15 to to IN work_ooc22yw4undevd5gkw5wapert4 174 16 an an DT work_ooc22yw4undevd5gkw5wapert4 174 17 improvement improvement NN work_ooc22yw4undevd5gkw5wapert4 174 18 . . . work_ooc22yw4undevd5gkw5wapert4 175 1 However however RB work_ooc22yw4undevd5gkw5wapert4 175 2 , , , work_ooc22yw4undevd5gkw5wapert4 175 3 issues issue NNS work_ooc22yw4undevd5gkw5wapert4 175 4 with with IN work_ooc22yw4undevd5gkw5wapert4 175 5 sarcastic sarcastic JJ work_ooc22yw4undevd5gkw5wapert4 175 6 or or CC work_ooc22yw4undevd5gkw5wapert4 175 7 ironic ironic JJ work_ooc22yw4undevd5gkw5wapert4 175 8 content content NN work_ooc22yw4undevd5gkw5wapert4 175 9 and and CC work_ooc22yw4undevd5gkw5wapert4 175 10 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 175 11 consisting consist VBG work_ooc22yw4undevd5gkw5wapert4 175 12 of of IN work_ooc22yw4undevd5gkw5wapert4 175 13 images image NNS work_ooc22yw4undevd5gkw5wapert4 175 14 or or CC work_ooc22yw4undevd5gkw5wapert4 175 15 videos video NNS work_ooc22yw4undevd5gkw5wapert4 175 16 will will MD work_ooc22yw4undevd5gkw5wapert4 175 17 persist persist VB work_ooc22yw4undevd5gkw5wapert4 175 18 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 175 19 Canhoto Canhoto NNP work_ooc22yw4undevd5gkw5wapert4 175 20 & & CC work_ooc22yw4undevd5gkw5wapert4 175 21 Padmanabhan Padmanabhan NNP work_ooc22yw4undevd5gkw5wapert4 175 22 , , , work_ooc22yw4undevd5gkw5wapert4 175 23 2015 2015 CD work_ooc22yw4undevd5gkw5wapert4 175 24 ; ; : work_ooc22yw4undevd5gkw5wapert4 175 25 Thelwall Thelwall NNP work_ooc22yw4undevd5gkw5wapert4 175 26 , , , work_ooc22yw4undevd5gkw5wapert4 175 27 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 175 28 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 175 29 . . . work_ooc22yw4undevd5gkw5wapert4 176 1 It -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 176 2 should should MD work_ooc22yw4undevd5gkw5wapert4 176 3 be be VB work_ooc22yw4undevd5gkw5wapert4 176 4 noted note VBN work_ooc22yw4undevd5gkw5wapert4 176 5 that that IN work_ooc22yw4undevd5gkw5wapert4 176 6 different different JJ work_ooc22yw4undevd5gkw5wapert4 176 7 tools tool NNS work_ooc22yw4undevd5gkw5wapert4 176 8 make make VBP work_ooc22yw4undevd5gkw5wapert4 176 9 different different JJ work_ooc22yw4undevd5gkw5wapert4 176 10 classifications classification NNS work_ooc22yw4undevd5gkw5wapert4 176 11 , , , work_ooc22yw4undevd5gkw5wapert4 176 12 as as IN work_ooc22yw4undevd5gkw5wapert4 176 13 Lu Lu NNP work_ooc22yw4undevd5gkw5wapert4 176 14 et et FW work_ooc22yw4undevd5gkw5wapert4 176 15 al al NNP work_ooc22yw4undevd5gkw5wapert4 176 16 . . . work_ooc22yw4undevd5gkw5wapert4 177 1 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 177 2 2015 2015 CD work_ooc22yw4undevd5gkw5wapert4 177 3 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 177 4 have have VBP work_ooc22yw4undevd5gkw5wapert4 177 5 pointed point VBN work_ooc22yw4undevd5gkw5wapert4 177 6 out out RP work_ooc22yw4undevd5gkw5wapert4 177 7 . . . work_ooc22yw4undevd5gkw5wapert4 178 1 Pang Pang NNP work_ooc22yw4undevd5gkw5wapert4 178 2 and and CC work_ooc22yw4undevd5gkw5wapert4 178 3 Lee Lee NNP work_ooc22yw4undevd5gkw5wapert4 178 4 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 178 5 2008 2008 CD work_ooc22yw4undevd5gkw5wapert4 178 6 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 178 7 also also RB work_ooc22yw4undevd5gkw5wapert4 178 8 note note VBP work_ooc22yw4undevd5gkw5wapert4 178 9 that that IN work_ooc22yw4undevd5gkw5wapert4 178 10 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 178 11 and and CC work_ooc22yw4undevd5gkw5wapert4 178 12 subjectivity subjectivity NN work_ooc22yw4undevd5gkw5wapert4 178 13 are be VBP work_ooc22yw4undevd5gkw5wapert4 178 14 always always RB work_ooc22yw4undevd5gkw5wapert4 178 15 context context NN work_ooc22yw4undevd5gkw5wapert4 178 16 - - HYPH work_ooc22yw4undevd5gkw5wapert4 178 17 sensitive sensitive JJ work_ooc22yw4undevd5gkw5wapert4 178 18 and and CC work_ooc22yw4undevd5gkw5wapert4 178 19 domain- domain- JJ work_ooc22yw4undevd5gkw5wapert4 178 20 dependent dependent JJ work_ooc22yw4undevd5gkw5wapert4 178 21 . . . work_ooc22yw4undevd5gkw5wapert4 179 1 Whether whether IN work_ooc22yw4undevd5gkw5wapert4 179 2 something something NN work_ooc22yw4undevd5gkw5wapert4 179 3 is be VBZ work_ooc22yw4undevd5gkw5wapert4 179 4 labelled label VBN work_ooc22yw4undevd5gkw5wapert4 179 5 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 179 6 or or CC work_ooc22yw4undevd5gkw5wapert4 179 7 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 179 8 is be VBZ work_ooc22yw4undevd5gkw5wapert4 179 9 not not RB work_ooc22yw4undevd5gkw5wapert4 179 10 consistent consistent JJ work_ooc22yw4undevd5gkw5wapert4 179 11 across across IN work_ooc22yw4undevd5gkw5wapert4 179 12 domains domain NNS work_ooc22yw4undevd5gkw5wapert4 179 13 . . . work_ooc22yw4undevd5gkw5wapert4 180 1 A a DT work_ooc22yw4undevd5gkw5wapert4 180 2 further further JJ work_ooc22yw4undevd5gkw5wapert4 180 3 problem problem NN work_ooc22yw4undevd5gkw5wapert4 180 4 is be VBZ work_ooc22yw4undevd5gkw5wapert4 180 5 the the DT work_ooc22yw4undevd5gkw5wapert4 180 6 limit limit NN work_ooc22yw4undevd5gkw5wapert4 180 7 of of IN work_ooc22yw4undevd5gkw5wapert4 180 8 100 100 CD work_ooc22yw4undevd5gkw5wapert4 180 9 characters character NNS work_ooc22yw4undevd5gkw5wapert4 180 10 in in IN work_ooc22yw4undevd5gkw5wapert4 180 11 the the DT work_ooc22yw4undevd5gkw5wapert4 180 12 online online JJ work_ooc22yw4undevd5gkw5wapert4 180 13 version version NN work_ooc22yw4undevd5gkw5wapert4 180 14 , , , work_ooc22yw4undevd5gkw5wapert4 180 15 which which WDT work_ooc22yw4undevd5gkw5wapert4 180 16 requires require VBZ work_ooc22yw4undevd5gkw5wapert4 180 17 splitting splitting JJ work_ooc22yw4undevd5gkw5wapert4 180 18 up up RP work_ooc22yw4undevd5gkw5wapert4 180 19 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 180 20 , , , work_ooc22yw4undevd5gkw5wapert4 180 21 since since IN work_ooc22yw4undevd5gkw5wapert4 180 22 Twitter Twitter NNP work_ooc22yw4undevd5gkw5wapert4 180 23 allows allow VBZ work_ooc22yw4undevd5gkw5wapert4 180 24 up up IN work_ooc22yw4undevd5gkw5wapert4 180 25 to to TO work_ooc22yw4undevd5gkw5wapert4 180 26 280 280 CD work_ooc22yw4undevd5gkw5wapert4 180 27 characters character NNS work_ooc22yw4undevd5gkw5wapert4 180 28 . . . work_ooc22yw4undevd5gkw5wapert4 181 1 An an DT work_ooc22yw4undevd5gkw5wapert4 181 2 extension extension NN work_ooc22yw4undevd5gkw5wapert4 181 3 of of IN work_ooc22yw4undevd5gkw5wapert4 181 4 the the DT work_ooc22yw4undevd5gkw5wapert4 181 5 character character NN work_ooc22yw4undevd5gkw5wapert4 181 6 limit limit NN work_ooc22yw4undevd5gkw5wapert4 181 7 could could MD work_ooc22yw4undevd5gkw5wapert4 181 8 lead lead VB work_ooc22yw4undevd5gkw5wapert4 181 9 to to IN work_ooc22yw4undevd5gkw5wapert4 181 10 a a DT work_ooc22yw4undevd5gkw5wapert4 181 11 more more RBR work_ooc22yw4undevd5gkw5wapert4 181 12 accurate accurate JJ work_ooc22yw4undevd5gkw5wapert4 181 13 classification classification NN work_ooc22yw4undevd5gkw5wapert4 181 14 . . . work_ooc22yw4undevd5gkw5wapert4 182 1 Evaluation evaluation NN work_ooc22yw4undevd5gkw5wapert4 182 2 tools tool NNS work_ooc22yw4undevd5gkw5wapert4 182 3 such such JJ work_ooc22yw4undevd5gkw5wapert4 182 4 as as IN work_ooc22yw4undevd5gkw5wapert4 182 5 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 182 6 , , , work_ooc22yw4undevd5gkw5wapert4 182 7 which which WDT work_ooc22yw4undevd5gkw5wapert4 182 8 can can MD work_ooc22yw4undevd5gkw5wapert4 182 9 be be VB work_ooc22yw4undevd5gkw5wapert4 182 10 used use VBN work_ooc22yw4undevd5gkw5wapert4 182 11 without without IN work_ooc22yw4undevd5gkw5wapert4 182 12 programming programming NN work_ooc22yw4undevd5gkw5wapert4 182 13 skills skill NNS work_ooc22yw4undevd5gkw5wapert4 182 14 , , , work_ooc22yw4undevd5gkw5wapert4 182 15 have have VBP work_ooc22yw4undevd5gkw5wapert4 182 16 already already RB work_ooc22yw4undevd5gkw5wapert4 182 17 been be VBN work_ooc22yw4undevd5gkw5wapert4 182 18 developed develop VBN work_ooc22yw4undevd5gkw5wapert4 182 19 for for IN work_ooc22yw4undevd5gkw5wapert4 182 20 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 182 21 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 182 22 . . . work_ooc22yw4undevd5gkw5wapert4 183 1 However however RB work_ooc22yw4undevd5gkw5wapert4 183 2 , , , work_ooc22yw4undevd5gkw5wapert4 183 3 when when WRB work_ooc22yw4undevd5gkw5wapert4 183 4 using use VBG work_ooc22yw4undevd5gkw5wapert4 183 5 such such JJ work_ooc22yw4undevd5gkw5wapert4 183 6 tools tool NNS work_ooc22yw4undevd5gkw5wapert4 183 7 , , , work_ooc22yw4undevd5gkw5wapert4 183 8 researchers researcher NNS work_ooc22yw4undevd5gkw5wapert4 183 9 are be VBP work_ooc22yw4undevd5gkw5wapert4 183 10 forced force VBN work_ooc22yw4undevd5gkw5wapert4 183 11 to to TO work_ooc22yw4undevd5gkw5wapert4 183 12 accept accept VB work_ooc22yw4undevd5gkw5wapert4 183 13 the the DT work_ooc22yw4undevd5gkw5wapert4 183 14 presets preset NNS work_ooc22yw4undevd5gkw5wapert4 183 15 and and CC work_ooc22yw4undevd5gkw5wapert4 183 16 algorithms algorithm NNS work_ooc22yw4undevd5gkw5wapert4 183 17 that that WDT work_ooc22yw4undevd5gkw5wapert4 183 18 are be VBP work_ooc22yw4undevd5gkw5wapert4 183 19 unknown unknown JJ work_ooc22yw4undevd5gkw5wapert4 183 20 to to IN work_ooc22yw4undevd5gkw5wapert4 183 21 them -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 183 22 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 183 23 Canhoto Canhoto NNP work_ooc22yw4undevd5gkw5wapert4 183 24 & & CC work_ooc22yw4undevd5gkw5wapert4 183 25 Padmanabhan Padmanabhan NNP work_ooc22yw4undevd5gkw5wapert4 183 26 , , , work_ooc22yw4undevd5gkw5wapert4 183 27 2015 2015 CD work_ooc22yw4undevd5gkw5wapert4 183 28 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 183 29 . . . work_ooc22yw4undevd5gkw5wapert4 184 1 Our -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 184 2 manual manual JJ work_ooc22yw4undevd5gkw5wapert4 184 3 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 184 4 of of IN work_ooc22yw4undevd5gkw5wapert4 184 5 the the DT work_ooc22yw4undevd5gkw5wapert4 184 6 classified classify VBN work_ooc22yw4undevd5gkw5wapert4 184 7 data data NN work_ooc22yw4undevd5gkw5wapert4 184 8 material material NN work_ooc22yw4undevd5gkw5wapert4 184 9 also also RB work_ooc22yw4undevd5gkw5wapert4 184 10 reveals reveal VBZ work_ooc22yw4undevd5gkw5wapert4 184 11 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 184 12 constructions construction NNS work_ooc22yw4undevd5gkw5wapert4 184 13 . . . work_ooc22yw4undevd5gkw5wapert4 185 1 It -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 185 2 is be VBZ work_ooc22yw4undevd5gkw5wapert4 185 3 clear clear JJ work_ooc22yw4undevd5gkw5wapert4 185 4 that that IN work_ooc22yw4undevd5gkw5wapert4 185 5 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 185 6 is be VBZ work_ooc22yw4undevd5gkw5wapert4 185 7 currently currently RB work_ooc22yw4undevd5gkw5wapert4 185 8 undergoing undergo VBG work_ooc22yw4undevd5gkw5wapert4 185 9 a a DT work_ooc22yw4undevd5gkw5wapert4 185 10 transformation transformation NN work_ooc22yw4undevd5gkw5wapert4 185 11 , , , work_ooc22yw4undevd5gkw5wapert4 185 12 which which WDT work_ooc22yw4undevd5gkw5wapert4 185 13 is be VBZ work_ooc22yw4undevd5gkw5wapert4 185 14 changing change VBG work_ooc22yw4undevd5gkw5wapert4 185 15 the the DT work_ooc22yw4undevd5gkw5wapert4 185 16 district district NN work_ooc22yw4undevd5gkw5wapert4 185 17 not not RB work_ooc22yw4undevd5gkw5wapert4 185 18 only only RB work_ooc22yw4undevd5gkw5wapert4 185 19 structurally structurally RB work_ooc22yw4undevd5gkw5wapert4 185 20 but but CC work_ooc22yw4undevd5gkw5wapert4 185 21 also also RB work_ooc22yw4undevd5gkw5wapert4 185 22 according accord VBG work_ooc22yw4undevd5gkw5wapert4 185 23 to to IN work_ooc22yw4undevd5gkw5wapert4 185 24 its -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 185 25 demographics demographic NNS work_ooc22yw4undevd5gkw5wapert4 185 26 . . . work_ooc22yw4undevd5gkw5wapert4 186 1 This this DT work_ooc22yw4undevd5gkw5wapert4 186 2 is be VBZ work_ooc22yw4undevd5gkw5wapert4 186 3 evident evident JJ work_ooc22yw4undevd5gkw5wapert4 186 4 in in IN work_ooc22yw4undevd5gkw5wapert4 186 5 both both CC work_ooc22yw4undevd5gkw5wapert4 186 6 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 186 7 and and CC work_ooc22yw4undevd5gkw5wapert4 186 8 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 186 9 contributions contribution NNS work_ooc22yw4undevd5gkw5wapert4 186 10 . . . work_ooc22yw4undevd5gkw5wapert4 187 1 On on IN work_ooc22yw4undevd5gkw5wapert4 187 2 the the DT work_ooc22yw4undevd5gkw5wapert4 187 3 one one CD work_ooc22yw4undevd5gkw5wapert4 187 4 hand hand NN work_ooc22yw4undevd5gkw5wapert4 187 5 , , , work_ooc22yw4undevd5gkw5wapert4 187 6 technological technological JJ work_ooc22yw4undevd5gkw5wapert4 187 7 progress progress NN work_ooc22yw4undevd5gkw5wapert4 187 8 is be VBZ work_ooc22yw4undevd5gkw5wapert4 187 9 evidenced evidence VBN work_ooc22yw4undevd5gkw5wapert4 187 10 by by IN work_ooc22yw4undevd5gkw5wapert4 187 11 the the DT work_ooc22yw4undevd5gkw5wapert4 187 12 fact fact NN work_ooc22yw4undevd5gkw5wapert4 187 13 that that IN work_ooc22yw4undevd5gkw5wapert4 187 14 some some DT work_ooc22yw4undevd5gkw5wapert4 187 15 companies company NNS work_ooc22yw4undevd5gkw5wapert4 187 16 based base VBN work_ooc22yw4undevd5gkw5wapert4 187 17 there there RB work_ooc22yw4undevd5gkw5wapert4 187 18 use use VBP work_ooc22yw4undevd5gkw5wapert4 187 19 online online JJ work_ooc22yw4undevd5gkw5wapert4 187 20 platforms platform NNS work_ooc22yw4undevd5gkw5wapert4 187 21 for for IN work_ooc22yw4undevd5gkw5wapert4 187 22 self- self- NNP work_ooc22yw4undevd5gkw5wapert4 187 23 promotion promotion NN work_ooc22yw4undevd5gkw5wapert4 187 24 . . . work_ooc22yw4undevd5gkw5wapert4 188 1 Of of RB work_ooc22yw4undevd5gkw5wapert4 188 2 course course RB work_ooc22yw4undevd5gkw5wapert4 188 3 , , , work_ooc22yw4undevd5gkw5wapert4 188 4 these these DT work_ooc22yw4undevd5gkw5wapert4 188 5 contributions contribution NNS work_ooc22yw4undevd5gkw5wapert4 188 6 are be VBP work_ooc22yw4undevd5gkw5wapert4 188 7 deliberately deliberately RB work_ooc22yw4undevd5gkw5wapert4 188 8 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 188 9 since since IN work_ooc22yw4undevd5gkw5wapert4 188 10 they -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 188 11 are be VBP work_ooc22yw4undevd5gkw5wapert4 188 12 intended intend VBN work_ooc22yw4undevd5gkw5wapert4 188 13 for for IN work_ooc22yw4undevd5gkw5wapert4 188 14 advertising advertising NN work_ooc22yw4undevd5gkw5wapert4 188 15 purposes purpose NNS work_ooc22yw4undevd5gkw5wapert4 188 16 . . . work_ooc22yw4undevd5gkw5wapert4 189 1 On on IN work_ooc22yw4undevd5gkw5wapert4 189 2 the the DT work_ooc22yw4undevd5gkw5wapert4 189 3 other other JJ work_ooc22yw4undevd5gkw5wapert4 189 4 hand hand NN work_ooc22yw4undevd5gkw5wapert4 189 5 , , , work_ooc22yw4undevd5gkw5wapert4 189 6 this this DT work_ooc22yw4undevd5gkw5wapert4 189 7 same same JJ work_ooc22yw4undevd5gkw5wapert4 189 8 technological technological JJ work_ooc22yw4undevd5gkw5wapert4 189 9 progress progress NN work_ooc22yw4undevd5gkw5wapert4 189 10 makes make VBZ work_ooc22yw4undevd5gkw5wapert4 189 11 it -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 189 12 easier easy JJR work_ooc22yw4undevd5gkw5wapert4 189 13 for for IN work_ooc22yw4undevd5gkw5wapert4 189 14 individuals individual NNS work_ooc22yw4undevd5gkw5wapert4 189 15 to to TO work_ooc22yw4undevd5gkw5wapert4 189 16 disseminate disseminate VB work_ooc22yw4undevd5gkw5wapert4 189 17 their -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 189 18 political political JJ work_ooc22yw4undevd5gkw5wapert4 189 19 opinions opinion NNS work_ooc22yw4undevd5gkw5wapert4 189 20 to to IN work_ooc22yw4undevd5gkw5wapert4 189 21 a a DT work_ooc22yw4undevd5gkw5wapert4 189 22 broad broad JJ work_ooc22yw4undevd5gkw5wapert4 189 23 section section NN work_ooc22yw4undevd5gkw5wapert4 189 24 of of IN work_ooc22yw4undevd5gkw5wapert4 189 25 the the DT work_ooc22yw4undevd5gkw5wapert4 189 26 population population NN work_ooc22yw4undevd5gkw5wapert4 189 27 , , , work_ooc22yw4undevd5gkw5wapert4 189 28 thus thus RB work_ooc22yw4undevd5gkw5wapert4 189 29 furthering further VBG work_ooc22yw4undevd5gkw5wapert4 189 30 the the DT work_ooc22yw4undevd5gkw5wapert4 189 31 stigmatization stigmatization NN work_ooc22yw4undevd5gkw5wapert4 189 32 of of IN work_ooc22yw4undevd5gkw5wapert4 189 33 other other JJ work_ooc22yw4undevd5gkw5wapert4 189 34 individuals individual NNS work_ooc22yw4undevd5gkw5wapert4 189 35 . . . work_ooc22yw4undevd5gkw5wapert4 190 1 Sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 190 2 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 190 3 itself -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 190 4 could could MD work_ooc22yw4undevd5gkw5wapert4 190 5 be be VB work_ooc22yw4undevd5gkw5wapert4 190 6 used use VBN work_ooc22yw4undevd5gkw5wapert4 190 7 for for IN work_ooc22yw4undevd5gkw5wapert4 190 8 different different JJ work_ooc22yw4undevd5gkw5wapert4 190 9 scenarios scenario NNS work_ooc22yw4undevd5gkw5wapert4 190 10 . . . work_ooc22yw4undevd5gkw5wapert4 191 1 With with IN work_ooc22yw4undevd5gkw5wapert4 191 2 this this DT work_ooc22yw4undevd5gkw5wapert4 191 3 method method NN work_ooc22yw4undevd5gkw5wapert4 191 4 , , , work_ooc22yw4undevd5gkw5wapert4 191 5 we -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 191 6 can can MD work_ooc22yw4undevd5gkw5wapert4 191 7 identify identify VB work_ooc22yw4undevd5gkw5wapert4 191 8 opinions opinion NNS work_ooc22yw4undevd5gkw5wapert4 191 9 and and CC work_ooc22yw4undevd5gkw5wapert4 191 10 feelings feeling NNS work_ooc22yw4undevd5gkw5wapert4 191 11 about about IN work_ooc22yw4undevd5gkw5wapert4 191 12 tagged tag VBN work_ooc22yw4undevd5gkw5wapert4 191 13 neighbourhoods neighbourhood NNS work_ooc22yw4undevd5gkw5wapert4 191 14 , , , work_ooc22yw4undevd5gkw5wapert4 191 15 but but CC work_ooc22yw4undevd5gkw5wapert4 191 16 posts post NNS work_ooc22yw4undevd5gkw5wapert4 191 17 and and CC work_ooc22yw4undevd5gkw5wapert4 191 18 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 191 19 on on IN work_ooc22yw4undevd5gkw5wapert4 191 20 specific specific JJ work_ooc22yw4undevd5gkw5wapert4 191 21 topics topic NNS work_ooc22yw4undevd5gkw5wapert4 191 22 tagged tag VBN work_ooc22yw4undevd5gkw5wapert4 191 23 with with IN work_ooc22yw4undevd5gkw5wapert4 191 24 the the DT work_ooc22yw4undevd5gkw5wapert4 191 25 hashtag hashtag NN work_ooc22yw4undevd5gkw5wapert4 191 26 of of IN work_ooc22yw4undevd5gkw5wapert4 191 27 the the DT work_ooc22yw4undevd5gkw5wapert4 191 28 district district NN work_ooc22yw4undevd5gkw5wapert4 191 29 name name NN work_ooc22yw4undevd5gkw5wapert4 191 30 can can MD work_ooc22yw4undevd5gkw5wapert4 191 31 also also RB work_ooc22yw4undevd5gkw5wapert4 191 32 be be VB work_ooc22yw4undevd5gkw5wapert4 191 33 analysed analyse VBN work_ooc22yw4undevd5gkw5wapert4 191 34 , , , work_ooc22yw4undevd5gkw5wapert4 191 35 and and CC work_ooc22yw4undevd5gkw5wapert4 191 36 positive positive JJ work_ooc22yw4undevd5gkw5wapert4 191 37 as as RB work_ooc22yw4undevd5gkw5wapert4 191 38 well well RB work_ooc22yw4undevd5gkw5wapert4 191 39 as as IN work_ooc22yw4undevd5gkw5wapert4 191 40 negative negative JJ work_ooc22yw4undevd5gkw5wapert4 191 41 aspects aspect NNS work_ooc22yw4undevd5gkw5wapert4 191 42 of of IN work_ooc22yw4undevd5gkw5wapert4 191 43 a a DT work_ooc22yw4undevd5gkw5wapert4 191 44 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 191 45 can can MD work_ooc22yw4undevd5gkw5wapert4 191 46 be be VB work_ooc22yw4undevd5gkw5wapert4 191 47 identified identify VBN work_ooc22yw4undevd5gkw5wapert4 191 48 . . . work_ooc22yw4undevd5gkw5wapert4 192 1 Such such PDT work_ooc22yw4undevd5gkw5wapert4 192 2 an an DT work_ooc22yw4undevd5gkw5wapert4 192 3 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 192 4 can can MD work_ooc22yw4undevd5gkw5wapert4 192 5 serve serve VB work_ooc22yw4undevd5gkw5wapert4 192 6 as as IN work_ooc22yw4undevd5gkw5wapert4 192 7 an an DT work_ooc22yw4undevd5gkw5wapert4 192 8 overview overview NN work_ooc22yw4undevd5gkw5wapert4 192 9 on on IN work_ooc22yw4undevd5gkw5wapert4 192 10 how how WRB work_ooc22yw4undevd5gkw5wapert4 192 11 the the DT work_ooc22yw4undevd5gkw5wapert4 192 12 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 192 13 is be VBZ work_ooc22yw4undevd5gkw5wapert4 192 14 perceived perceive VBN work_ooc22yw4undevd5gkw5wapert4 192 15 and and CC work_ooc22yw4undevd5gkw5wapert4 192 16 produced produce VBN work_ooc22yw4undevd5gkw5wapert4 192 17 in in IN work_ooc22yw4undevd5gkw5wapert4 192 18 social social JJ work_ooc22yw4undevd5gkw5wapert4 192 19 media medium NNS work_ooc22yw4undevd5gkw5wapert4 192 20 . . . work_ooc22yw4undevd5gkw5wapert4 193 1 Canhoto Canhoto NNP work_ooc22yw4undevd5gkw5wapert4 193 2 and and CC work_ooc22yw4undevd5gkw5wapert4 193 3 Padmanabhan Padmanabhan NNP work_ooc22yw4undevd5gkw5wapert4 193 4 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 193 5 2015 2015 CD work_ooc22yw4undevd5gkw5wapert4 193 6 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 193 7 suggest suggest VBP work_ooc22yw4undevd5gkw5wapert4 193 8 that that IN work_ooc22yw4undevd5gkw5wapert4 193 9 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 193 10 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 193 11 needs need VBZ work_ooc22yw4undevd5gkw5wapert4 193 12 also also RB work_ooc22yw4undevd5gkw5wapert4 193 13 to to TO work_ooc22yw4undevd5gkw5wapert4 193 14 consider consider VB work_ooc22yw4undevd5gkw5wapert4 193 15 the the DT work_ooc22yw4undevd5gkw5wapert4 193 16 social social JJ work_ooc22yw4undevd5gkw5wapert4 193 17 context context NN work_ooc22yw4undevd5gkw5wapert4 193 18 within within IN work_ooc22yw4undevd5gkw5wapert4 193 19 which which WDT work_ooc22yw4undevd5gkw5wapert4 193 20 a a DT work_ooc22yw4undevd5gkw5wapert4 193 21 conversation conversation NN work_ooc22yw4undevd5gkw5wapert4 193 22 takes take VBZ work_ooc22yw4undevd5gkw5wapert4 193 23 place place NN work_ooc22yw4undevd5gkw5wapert4 193 24 . . . work_ooc22yw4undevd5gkw5wapert4 194 1 As as IN work_ooc22yw4undevd5gkw5wapert4 194 2 Zhang Zhang NNP work_ooc22yw4undevd5gkw5wapert4 194 3 and and CC work_ooc22yw4undevd5gkw5wapert4 194 4 Feick Feick NNP work_ooc22yw4undevd5gkw5wapert4 194 5 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 194 6 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 194 7 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 194 8 show show NN work_ooc22yw4undevd5gkw5wapert4 194 9 , , , work_ooc22yw4undevd5gkw5wapert4 194 10 the the DT work_ooc22yw4undevd5gkw5wapert4 194 11 results result NNS work_ooc22yw4undevd5gkw5wapert4 194 12 of of IN work_ooc22yw4undevd5gkw5wapert4 194 13 such such PDT work_ooc22yw4undevd5gkw5wapert4 194 14 an an DT work_ooc22yw4undevd5gkw5wapert4 194 15 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 194 16 have have VBP work_ooc22yw4undevd5gkw5wapert4 194 17 the the DT work_ooc22yw4undevd5gkw5wapert4 194 18 potential potential NN work_ooc22yw4undevd5gkw5wapert4 194 19 to to TO work_ooc22yw4undevd5gkw5wapert4 194 20 boost boost VB work_ooc22yw4undevd5gkw5wapert4 194 21 citizens citizen NNS work_ooc22yw4undevd5gkw5wapert4 194 22 ’ ’ POS work_ooc22yw4undevd5gkw5wapert4 194 23 contributions contribution NNS work_ooc22yw4undevd5gkw5wapert4 194 24 to to IN work_ooc22yw4undevd5gkw5wapert4 194 25 society society NN work_ooc22yw4undevd5gkw5wapert4 194 26 . . . work_ooc22yw4undevd5gkw5wapert4 195 1 This this DT work_ooc22yw4undevd5gkw5wapert4 195 2 leads lead VBZ work_ooc22yw4undevd5gkw5wapert4 195 3 to to IN work_ooc22yw4undevd5gkw5wapert4 195 4 the the DT work_ooc22yw4undevd5gkw5wapert4 195 5 concept concept NN work_ooc22yw4undevd5gkw5wapert4 195 6 of of IN work_ooc22yw4undevd5gkw5wapert4 195 7 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 195 8 citizenship citizenship NN work_ooc22yw4undevd5gkw5wapert4 195 9 , , , work_ooc22yw4undevd5gkw5wapert4 195 10 in in IN work_ooc22yw4undevd5gkw5wapert4 195 11 which which WDT work_ooc22yw4undevd5gkw5wapert4 195 12 citizens citizen NNS work_ooc22yw4undevd5gkw5wapert4 195 13 are be VBP work_ooc22yw4undevd5gkw5wapert4 195 14 able able JJ work_ooc22yw4undevd5gkw5wapert4 195 15 to to TO work_ooc22yw4undevd5gkw5wapert4 195 16 access access VB work_ooc22yw4undevd5gkw5wapert4 195 17 , , , work_ooc22yw4undevd5gkw5wapert4 195 18 read read VB work_ooc22yw4undevd5gkw5wapert4 195 19 , , , work_ooc22yw4undevd5gkw5wapert4 195 20 interpret interpret NN work_ooc22yw4undevd5gkw5wapert4 195 21 and and CC work_ooc22yw4undevd5gkw5wapert4 195 22 critically critically RB work_ooc22yw4undevd5gkw5wapert4 195 23 reflect reflect VB work_ooc22yw4undevd5gkw5wapert4 195 24 on on IN work_ooc22yw4undevd5gkw5wapert4 195 25 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 195 26 information information NN work_ooc22yw4undevd5gkw5wapert4 195 27 , , , work_ooc22yw4undevd5gkw5wapert4 195 28 and and CC work_ooc22yw4undevd5gkw5wapert4 195 29 express express VB work_ooc22yw4undevd5gkw5wapert4 195 30 location location NN work_ooc22yw4undevd5gkw5wapert4 195 31 - - HYPH work_ooc22yw4undevd5gkw5wapert4 195 32 specific specific JJ work_ooc22yw4undevd5gkw5wapert4 195 33 opinions opinion NNS work_ooc22yw4undevd5gkw5wapert4 195 34 using use VBG work_ooc22yw4undevd5gkw5wapert4 195 35 geo- geo- NN work_ooc22yw4undevd5gkw5wapert4 195 36 media medium NNS work_ooc22yw4undevd5gkw5wapert4 195 37 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 195 38 Gryl Gryl NNP work_ooc22yw4undevd5gkw5wapert4 195 39 & & CC work_ooc22yw4undevd5gkw5wapert4 195 40 Jekel Jekel NNP work_ooc22yw4undevd5gkw5wapert4 195 41 , , , work_ooc22yw4undevd5gkw5wapert4 195 42 2012 2012 CD work_ooc22yw4undevd5gkw5wapert4 195 43 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 195 44 . . . work_ooc22yw4undevd5gkw5wapert4 196 1 Data datum NNS work_ooc22yw4undevd5gkw5wapert4 196 2 collection collection NN work_ooc22yw4undevd5gkw5wapert4 196 3 without without IN work_ooc22yw4undevd5gkw5wapert4 196 4 programming programming NN work_ooc22yw4undevd5gkw5wapert4 196 5 skills skill NNS work_ooc22yw4undevd5gkw5wapert4 196 6 is be VBZ work_ooc22yw4undevd5gkw5wapert4 196 7 only only RB work_ooc22yw4undevd5gkw5wapert4 196 8 possible possible JJ work_ooc22yw4undevd5gkw5wapert4 196 9 with with IN work_ooc22yw4undevd5gkw5wapert4 196 10 the the DT work_ooc22yw4undevd5gkw5wapert4 196 11 platform platform NN work_ooc22yw4undevd5gkw5wapert4 196 12 - - HYPH work_ooc22yw4undevd5gkw5wapert4 196 13 specific specific JJ work_ooc22yw4undevd5gkw5wapert4 196 14 search search NN work_ooc22yw4undevd5gkw5wapert4 196 15 tools tool NNS work_ooc22yw4undevd5gkw5wapert4 196 16 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 196 17 APIs APIs NNP work_ooc22yw4undevd5gkw5wapert4 196 18 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 196 19 of of IN work_ooc22yw4undevd5gkw5wapert4 196 20 the the DT work_ooc22yw4undevd5gkw5wapert4 196 21 various various JJ work_ooc22yw4undevd5gkw5wapert4 196 22 social social JJ work_ooc22yw4undevd5gkw5wapert4 196 23 networks network NNS work_ooc22yw4undevd5gkw5wapert4 196 24 , , , work_ooc22yw4undevd5gkw5wapert4 196 25 or or CC work_ooc22yw4undevd5gkw5wapert4 196 26 commercial commercial JJ work_ooc22yw4undevd5gkw5wapert4 196 27 social social JJ work_ooc22yw4undevd5gkw5wapert4 196 28 monitoring monitoring NN work_ooc22yw4undevd5gkw5wapert4 196 29 programs program NNS work_ooc22yw4undevd5gkw5wapert4 196 30 such such JJ work_ooc22yw4undevd5gkw5wapert4 196 31 as as IN work_ooc22yw4undevd5gkw5wapert4 196 32 talkwalker talkwalker NN work_ooc22yw4undevd5gkw5wapert4 196 33 and and CC work_ooc22yw4undevd5gkw5wapert4 196 34 twitcident twitcident NN work_ooc22yw4undevd5gkw5wapert4 196 35 . . . work_ooc22yw4undevd5gkw5wapert4 197 1 A a DT work_ooc22yw4undevd5gkw5wapert4 197 2 good good JJ work_ooc22yw4undevd5gkw5wapert4 197 3 alternative alternative NN work_ooc22yw4undevd5gkw5wapert4 197 4 is be VBZ work_ooc22yw4undevd5gkw5wapert4 197 5 R r NN work_ooc22yw4undevd5gkw5wapert4 197 6 , , , work_ooc22yw4undevd5gkw5wapert4 197 7 which which WDT work_ooc22yw4undevd5gkw5wapert4 197 8 requires require VBZ work_ooc22yw4undevd5gkw5wapert4 197 9 only only RB work_ooc22yw4undevd5gkw5wapert4 197 10 minimal minimal JJ work_ooc22yw4undevd5gkw5wapert4 197 11 training training NN work_ooc22yw4undevd5gkw5wapert4 197 12 and and CC work_ooc22yw4undevd5gkw5wapert4 197 13 knowledge knowledge NN work_ooc22yw4undevd5gkw5wapert4 197 14 , , , work_ooc22yw4undevd5gkw5wapert4 197 15 and and CC work_ooc22yw4undevd5gkw5wapert4 197 16 enables enable VBZ work_ooc22yw4undevd5gkw5wapert4 197 17 social social JJ work_ooc22yw4undevd5gkw5wapert4 197 18 researchers researcher NNS work_ooc22yw4undevd5gkw5wapert4 197 19 to to TO work_ooc22yw4undevd5gkw5wapert4 197 20 collect collect VB work_ooc22yw4undevd5gkw5wapert4 197 21 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 197 22 automatically automatically RB work_ooc22yw4undevd5gkw5wapert4 197 23 . . . work_ooc22yw4undevd5gkw5wapert4 198 1 All all DT work_ooc22yw4undevd5gkw5wapert4 198 2 of of IN work_ooc22yw4undevd5gkw5wapert4 198 3 these these DT work_ooc22yw4undevd5gkw5wapert4 198 4 programs program NNS work_ooc22yw4undevd5gkw5wapert4 198 5 can can MD work_ooc22yw4undevd5gkw5wapert4 198 6 help help VB work_ooc22yw4undevd5gkw5wapert4 198 7 to to TO work_ooc22yw4undevd5gkw5wapert4 198 8 collect collect VB work_ooc22yw4undevd5gkw5wapert4 198 9 the the DT work_ooc22yw4undevd5gkw5wapert4 198 10 desired desire VBN work_ooc22yw4undevd5gkw5wapert4 198 11 datasets dataset NNS work_ooc22yw4undevd5gkw5wapert4 198 12 , , , work_ooc22yw4undevd5gkw5wapert4 198 13 but but CC work_ooc22yw4undevd5gkw5wapert4 198 14 they -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 198 15 reach reach VBP work_ooc22yw4undevd5gkw5wapert4 198 16 their -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 198 17 limits limit NNS work_ooc22yw4undevd5gkw5wapert4 198 18 when when WRB work_ooc22yw4undevd5gkw5wapert4 198 19 it -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 198 20 comes come VBZ work_ooc22yw4undevd5gkw5wapert4 198 21 to to IN work_ooc22yw4undevd5gkw5wapert4 198 22 distinguishing distinguish VBG work_ooc22yw4undevd5gkw5wapert4 198 23 between between IN work_ooc22yw4undevd5gkw5wapert4 198 24 different different JJ work_ooc22yw4undevd5gkw5wapert4 198 25 places place NNS work_ooc22yw4undevd5gkw5wapert4 198 26 with with IN work_ooc22yw4undevd5gkw5wapert4 198 27 the the DT work_ooc22yw4undevd5gkw5wapert4 198 28 same same JJ work_ooc22yw4undevd5gkw5wapert4 198 29 name name NN work_ooc22yw4undevd5gkw5wapert4 198 30 . . . work_ooc22yw4undevd5gkw5wapert4 199 1 This this DT work_ooc22yw4undevd5gkw5wapert4 199 2 necessitates necessitate VBZ work_ooc22yw4undevd5gkw5wapert4 199 3 an an DT work_ooc22yw4undevd5gkw5wapert4 199 4 initial initial JJ work_ooc22yw4undevd5gkw5wapert4 199 5 visual visual JJ work_ooc22yw4undevd5gkw5wapert4 199 6 identification identification NN work_ooc22yw4undevd5gkw5wapert4 199 7 and and CC work_ooc22yw4undevd5gkw5wapert4 199 8 manual manual NN work_ooc22yw4undevd5gkw5wapert4 199 9 selection selection NN work_ooc22yw4undevd5gkw5wapert4 199 10 of of IN work_ooc22yw4undevd5gkw5wapert4 199 11 possible possible JJ work_ooc22yw4undevd5gkw5wapert4 199 12 hashtags hashtag NNS work_ooc22yw4undevd5gkw5wapert4 199 13 with with IN work_ooc22yw4undevd5gkw5wapert4 199 14 reference reference NN work_ooc22yw4undevd5gkw5wapert4 199 15 to to IN work_ooc22yw4undevd5gkw5wapert4 199 16 certain certain JJ work_ooc22yw4undevd5gkw5wapert4 199 17 places place NNS work_ooc22yw4undevd5gkw5wapert4 199 18 . . . work_ooc22yw4undevd5gkw5wapert4 200 1 Searching search VBG work_ooc22yw4undevd5gkw5wapert4 200 2 for for IN work_ooc22yw4undevd5gkw5wapert4 200 3 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 200 4 hashtags hashtag NNS work_ooc22yw4undevd5gkw5wapert4 200 5 and and CC work_ooc22yw4undevd5gkw5wapert4 200 6 not not RB work_ooc22yw4undevd5gkw5wapert4 200 7 for for IN work_ooc22yw4undevd5gkw5wapert4 200 8 a a DT work_ooc22yw4undevd5gkw5wapert4 200 9 certain certain JJ work_ooc22yw4undevd5gkw5wapert4 200 10 topic topic NN work_ooc22yw4undevd5gkw5wapert4 200 11 , , , work_ooc22yw4undevd5gkw5wapert4 200 12 one one PRP work_ooc22yw4undevd5gkw5wapert4 200 13 will will MD work_ooc22yw4undevd5gkw5wapert4 200 14 collect collect VB work_ooc22yw4undevd5gkw5wapert4 200 15 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 200 16 containing contain VBG work_ooc22yw4undevd5gkw5wapert4 200 17 different different JJ work_ooc22yw4undevd5gkw5wapert4 200 18 topics topic NNS work_ooc22yw4undevd5gkw5wapert4 200 19 . . . work_ooc22yw4undevd5gkw5wapert4 201 1 In in IN work_ooc22yw4undevd5gkw5wapert4 201 2 the the DT work_ooc22yw4undevd5gkw5wapert4 201 3 next next JJ work_ooc22yw4undevd5gkw5wapert4 201 4 step step NN work_ooc22yw4undevd5gkw5wapert4 201 5 , , , work_ooc22yw4undevd5gkw5wapert4 201 6 these these DT work_ooc22yw4undevd5gkw5wapert4 201 7 tagged tag VBN work_ooc22yw4undevd5gkw5wapert4 201 8 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 201 9 can can MD work_ooc22yw4undevd5gkw5wapert4 201 10 be be VB work_ooc22yw4undevd5gkw5wapert4 201 11 categorized categorize VBN work_ooc22yw4undevd5gkw5wapert4 201 12 by by IN work_ooc22yw4undevd5gkw5wapert4 201 13 topic topic NN work_ooc22yw4undevd5gkw5wapert4 201 14 . . . work_ooc22yw4undevd5gkw5wapert4 202 1 It -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 202 2 is be VBZ work_ooc22yw4undevd5gkw5wapert4 202 3 also also RB work_ooc22yw4undevd5gkw5wapert4 202 4 worth worth JJ work_ooc22yw4undevd5gkw5wapert4 202 5 pointing point VBG work_ooc22yw4undevd5gkw5wapert4 202 6 out out RP work_ooc22yw4undevd5gkw5wapert4 202 7 that that IN work_ooc22yw4undevd5gkw5wapert4 202 8 a a DT work_ooc22yw4undevd5gkw5wapert4 202 9 larger large JJR work_ooc22yw4undevd5gkw5wapert4 202 10 dataset dataset NN work_ooc22yw4undevd5gkw5wapert4 202 11 would would MD work_ooc22yw4undevd5gkw5wapert4 202 12 probably probably RB work_ooc22yw4undevd5gkw5wapert4 202 13 require require VB work_ooc22yw4undevd5gkw5wapert4 202 14 an an DT work_ooc22yw4undevd5gkw5wapert4 202 15 automatic automatic JJ work_ooc22yw4undevd5gkw5wapert4 202 16 content content NN work_ooc22yw4undevd5gkw5wapert4 202 17 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 202 18 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 202 19 Reithmeier Reithmeier NNP work_ooc22yw4undevd5gkw5wapert4 202 20 et et NNP work_ooc22yw4undevd5gkw5wapert4 202 21 al al NNP work_ooc22yw4undevd5gkw5wapert4 202 22 . . NNP work_ooc22yw4undevd5gkw5wapert4 202 23 , , , work_ooc22yw4undevd5gkw5wapert4 202 24 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 202 25 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 202 26 . . . work_ooc22yw4undevd5gkw5wapert4 203 1 Reithmeier reithmei JJR work_ooc22yw4undevd5gkw5wapert4 203 2 et et NNP work_ooc22yw4undevd5gkw5wapert4 203 3 al al NNP work_ooc22yw4undevd5gkw5wapert4 203 4 94 94 CD work_ooc22yw4undevd5gkw5wapert4 203 5 6 6 CD work_ooc22yw4undevd5gkw5wapert4 203 6 Outlook Outlook NNP work_ooc22yw4undevd5gkw5wapert4 203 7 So so RB work_ooc22yw4undevd5gkw5wapert4 203 8 far far RB work_ooc22yw4undevd5gkw5wapert4 203 9 , , , work_ooc22yw4undevd5gkw5wapert4 203 10 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 203 11 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 203 12 has have VBZ work_ooc22yw4undevd5gkw5wapert4 203 13 been be VBN work_ooc22yw4undevd5gkw5wapert4 203 14 used use VBN work_ooc22yw4undevd5gkw5wapert4 203 15 either either CC work_ooc22yw4undevd5gkw5wapert4 203 16 within within IN work_ooc22yw4undevd5gkw5wapert4 203 17 computer computer NN work_ooc22yw4undevd5gkw5wapert4 203 18 science science NN work_ooc22yw4undevd5gkw5wapert4 203 19 research research NN work_ooc22yw4undevd5gkw5wapert4 203 20 or or CC work_ooc22yw4undevd5gkw5wapert4 203 21 for for IN work_ooc22yw4undevd5gkw5wapert4 203 22 the the DT work_ooc22yw4undevd5gkw5wapert4 203 23 purpose purpose NN work_ooc22yw4undevd5gkw5wapert4 203 24 of of IN work_ooc22yw4undevd5gkw5wapert4 203 25 showing show VBG work_ooc22yw4undevd5gkw5wapert4 203 26 the the DT work_ooc22yw4undevd5gkw5wapert4 203 27 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 203 28 distribution distribution NN work_ooc22yw4undevd5gkw5wapert4 203 29 of of IN work_ooc22yw4undevd5gkw5wapert4 203 30 postings posting NNS work_ooc22yw4undevd5gkw5wapert4 203 31 . . . work_ooc22yw4undevd5gkw5wapert4 204 1 In in IN work_ooc22yw4undevd5gkw5wapert4 204 2 these these DT work_ooc22yw4undevd5gkw5wapert4 204 3 contexts contexts NN work_ooc22yw4undevd5gkw5wapert4 204 4 , , , work_ooc22yw4undevd5gkw5wapert4 204 5 it -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 204 6 has have VBZ work_ooc22yw4undevd5gkw5wapert4 204 7 proved prove VBN work_ooc22yw4undevd5gkw5wapert4 204 8 to to TO work_ooc22yw4undevd5gkw5wapert4 204 9 be be VB work_ooc22yw4undevd5gkw5wapert4 204 10 a a DT work_ooc22yw4undevd5gkw5wapert4 204 11 useful useful JJ work_ooc22yw4undevd5gkw5wapert4 204 12 instrument instrument NN work_ooc22yw4undevd5gkw5wapert4 204 13 for for IN work_ooc22yw4undevd5gkw5wapert4 204 14 obtaining obtain VBG work_ooc22yw4undevd5gkw5wapert4 204 15 new new JJ work_ooc22yw4undevd5gkw5wapert4 204 16 knowledge knowledge NN work_ooc22yw4undevd5gkw5wapert4 204 17 about about IN work_ooc22yw4undevd5gkw5wapert4 204 18 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 204 19 distribution distribution NN work_ooc22yw4undevd5gkw5wapert4 204 20 patterns pattern NNS work_ooc22yw4undevd5gkw5wapert4 204 21 . . . work_ooc22yw4undevd5gkw5wapert4 205 1 However however RB work_ooc22yw4undevd5gkw5wapert4 205 2 , , , work_ooc22yw4undevd5gkw5wapert4 205 3 as as RB work_ooc22yw4undevd5gkw5wapert4 205 4 soon soon RB work_ooc22yw4undevd5gkw5wapert4 205 5 as as IN work_ooc22yw4undevd5gkw5wapert4 205 6 qualitative qualitative JJ work_ooc22yw4undevd5gkw5wapert4 205 7 research research NN work_ooc22yw4undevd5gkw5wapert4 205 8 questions question NNS work_ooc22yw4undevd5gkw5wapert4 205 9 are be VBP work_ooc22yw4undevd5gkw5wapert4 205 10 posed pose VBN work_ooc22yw4undevd5gkw5wapert4 205 11 , , , work_ooc22yw4undevd5gkw5wapert4 205 12 there there EX work_ooc22yw4undevd5gkw5wapert4 205 13 are be VBP work_ooc22yw4undevd5gkw5wapert4 205 14 certain certain JJ work_ooc22yw4undevd5gkw5wapert4 205 15 aspects aspect NNS work_ooc22yw4undevd5gkw5wapert4 205 16 that that WDT work_ooc22yw4undevd5gkw5wapert4 205 17 must must MD work_ooc22yw4undevd5gkw5wapert4 205 18 be be VB work_ooc22yw4undevd5gkw5wapert4 205 19 taken take VBN work_ooc22yw4undevd5gkw5wapert4 205 20 into into IN work_ooc22yw4undevd5gkw5wapert4 205 21 account account NN work_ooc22yw4undevd5gkw5wapert4 205 22 , , , work_ooc22yw4undevd5gkw5wapert4 205 23 as as IN work_ooc22yw4undevd5gkw5wapert4 205 24 this this DT work_ooc22yw4undevd5gkw5wapert4 205 25 exploratory exploratory JJ work_ooc22yw4undevd5gkw5wapert4 205 26 study study NN work_ooc22yw4undevd5gkw5wapert4 205 27 has have VBZ work_ooc22yw4undevd5gkw5wapert4 205 28 shown show VBN work_ooc22yw4undevd5gkw5wapert4 205 29 . . . work_ooc22yw4undevd5gkw5wapert4 206 1 Research research NN work_ooc22yw4undevd5gkw5wapert4 206 2 questions question NNS work_ooc22yw4undevd5gkw5wapert4 206 3 that that WDT work_ooc22yw4undevd5gkw5wapert4 206 4 allow allow VBP work_ooc22yw4undevd5gkw5wapert4 206 5 qualitative qualitative JJ work_ooc22yw4undevd5gkw5wapert4 206 6 results result NNS work_ooc22yw4undevd5gkw5wapert4 206 7 and and CC work_ooc22yw4undevd5gkw5wapert4 206 8 statements statement NNS work_ooc22yw4undevd5gkw5wapert4 206 9 thus thus RB work_ooc22yw4undevd5gkw5wapert4 206 10 always always RB work_ooc22yw4undevd5gkw5wapert4 206 11 refer refer VBP work_ooc22yw4undevd5gkw5wapert4 206 12 to to IN work_ooc22yw4undevd5gkw5wapert4 206 13 an an DT work_ooc22yw4undevd5gkw5wapert4 206 14 evaluation evaluation NN work_ooc22yw4undevd5gkw5wapert4 206 15 of of IN work_ooc22yw4undevd5gkw5wapert4 206 16 known known JJ work_ooc22yw4undevd5gkw5wapert4 206 17 topics topic NNS work_ooc22yw4undevd5gkw5wapert4 206 18 and and CC work_ooc22yw4undevd5gkw5wapert4 206 19 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 206 20 limitations limitation NNS work_ooc22yw4undevd5gkw5wapert4 206 21 . . . work_ooc22yw4undevd5gkw5wapert4 207 1 Although although IN work_ooc22yw4undevd5gkw5wapert4 207 2 the the DT work_ooc22yw4undevd5gkw5wapert4 207 3 hashtag hashtag NN work_ooc22yw4undevd5gkw5wapert4 207 4 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 207 5 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 207 6 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 207 7 represents represent VBZ work_ooc22yw4undevd5gkw5wapert4 207 8 a a DT work_ooc22yw4undevd5gkw5wapert4 207 9 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 207 10 limitation limitation NN work_ooc22yw4undevd5gkw5wapert4 207 11 , , , work_ooc22yw4undevd5gkw5wapert4 207 12 no no DT work_ooc22yw4undevd5gkw5wapert4 207 13 thematic thematic JJ work_ooc22yw4undevd5gkw5wapert4 207 14 categorization categorization NN work_ooc22yw4undevd5gkw5wapert4 207 15 was be VBD work_ooc22yw4undevd5gkw5wapert4 207 16 conducted conduct VBN work_ooc22yw4undevd5gkw5wapert4 207 17 , , , work_ooc22yw4undevd5gkw5wapert4 207 18 making make VBG work_ooc22yw4undevd5gkw5wapert4 207 19 it -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 207 20 difficult difficult JJ work_ooc22yw4undevd5gkw5wapert4 207 21 to to TO work_ooc22yw4undevd5gkw5wapert4 207 22 relate relate VB work_ooc22yw4undevd5gkw5wapert4 207 23 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 207 24 constructions construction NNS work_ooc22yw4undevd5gkw5wapert4 207 25 to to IN work_ooc22yw4undevd5gkw5wapert4 207 26 specific specific JJ work_ooc22yw4undevd5gkw5wapert4 207 27 locations location NNS work_ooc22yw4undevd5gkw5wapert4 207 28 . . . work_ooc22yw4undevd5gkw5wapert4 208 1 It -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 208 2 would would MD work_ooc22yw4undevd5gkw5wapert4 208 3 therefore therefore RB work_ooc22yw4undevd5gkw5wapert4 208 4 be be VB work_ooc22yw4undevd5gkw5wapert4 208 5 necessary necessary JJ work_ooc22yw4undevd5gkw5wapert4 208 6 to to TO work_ooc22yw4undevd5gkw5wapert4 208 7 ask ask VB work_ooc22yw4undevd5gkw5wapert4 208 8 about about IN work_ooc22yw4undevd5gkw5wapert4 208 9 specific specific JJ work_ooc22yw4undevd5gkw5wapert4 208 10 events event NNS work_ooc22yw4undevd5gkw5wapert4 208 11 or or CC work_ooc22yw4undevd5gkw5wapert4 208 12 locations location NNS work_ooc22yw4undevd5gkw5wapert4 208 13 . . . work_ooc22yw4undevd5gkw5wapert4 209 1 For for IN work_ooc22yw4undevd5gkw5wapert4 209 2 Ostend Ostend NNP work_ooc22yw4undevd5gkw5wapert4 209 3 , , , work_ooc22yw4undevd5gkw5wapert4 209 4 one one PRP work_ooc22yw4undevd5gkw5wapert4 209 5 could could MD work_ooc22yw4undevd5gkw5wapert4 209 6 , , , work_ooc22yw4undevd5gkw5wapert4 209 7 for for IN work_ooc22yw4undevd5gkw5wapert4 209 8 example example NN work_ooc22yw4undevd5gkw5wapert4 209 9 , , , work_ooc22yw4undevd5gkw5wapert4 209 10 specifically specifically RB work_ooc22yw4undevd5gkw5wapert4 209 11 ask ask VB work_ooc22yw4undevd5gkw5wapert4 209 12 about about IN work_ooc22yw4undevd5gkw5wapert4 209 13 a a DT work_ooc22yw4undevd5gkw5wapert4 209 14 favourite favourite JJ work_ooc22yw4undevd5gkw5wapert4 209 15 place place NN work_ooc22yw4undevd5gkw5wapert4 209 16 among among IN work_ooc22yw4undevd5gkw5wapert4 209 17 young young JJ work_ooc22yw4undevd5gkw5wapert4 209 18 people people NNS work_ooc22yw4undevd5gkw5wapert4 209 19 , , , work_ooc22yw4undevd5gkw5wapert4 209 20 which which WDT work_ooc22yw4undevd5gkw5wapert4 209 21 would would MD work_ooc22yw4undevd5gkw5wapert4 209 22 make make VB work_ooc22yw4undevd5gkw5wapert4 209 23 prior prior JJ work_ooc22yw4undevd5gkw5wapert4 209 24 identification identification NN work_ooc22yw4undevd5gkw5wapert4 209 25 of of IN work_ooc22yw4undevd5gkw5wapert4 209 26 such such JJ work_ooc22yw4undevd5gkw5wapert4 209 27 places place NNS work_ooc22yw4undevd5gkw5wapert4 209 28 indispensable indispensable JJ work_ooc22yw4undevd5gkw5wapert4 209 29 . . . work_ooc22yw4undevd5gkw5wapert4 210 1 Furthermore furthermore RB work_ooc22yw4undevd5gkw5wapert4 210 2 , , , work_ooc22yw4undevd5gkw5wapert4 210 3 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 210 4 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 210 5 could could MD work_ooc22yw4undevd5gkw5wapert4 210 6 focus focus VB work_ooc22yw4undevd5gkw5wapert4 210 7 on on IN work_ooc22yw4undevd5gkw5wapert4 210 8 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 210 9 on on IN work_ooc22yw4undevd5gkw5wapert4 210 10 topics topic NNS work_ooc22yw4undevd5gkw5wapert4 210 11 like like IN work_ooc22yw4undevd5gkw5wapert4 210 12 gentrification gentrification NN work_ooc22yw4undevd5gkw5wapert4 210 13 and and CC work_ooc22yw4undevd5gkw5wapert4 210 14 give give VB work_ooc22yw4undevd5gkw5wapert4 210 15 a a DT work_ooc22yw4undevd5gkw5wapert4 210 16 long long JJ work_ooc22yw4undevd5gkw5wapert4 210 17 - - HYPH work_ooc22yw4undevd5gkw5wapert4 210 18 term term NN work_ooc22yw4undevd5gkw5wapert4 210 19 overview overview NN work_ooc22yw4undevd5gkw5wapert4 210 20 of of IN work_ooc22yw4undevd5gkw5wapert4 210 21 ongoing ongoing JJ work_ooc22yw4undevd5gkw5wapert4 210 22 changes change NNS work_ooc22yw4undevd5gkw5wapert4 210 23 in in IN work_ooc22yw4undevd5gkw5wapert4 210 24 a a DT work_ooc22yw4undevd5gkw5wapert4 210 25 neighbourhood neighbourhood NN work_ooc22yw4undevd5gkw5wapert4 210 26 . . . work_ooc22yw4undevd5gkw5wapert4 211 1 This this DT work_ooc22yw4undevd5gkw5wapert4 211 2 could could MD work_ooc22yw4undevd5gkw5wapert4 211 3 also also RB work_ooc22yw4undevd5gkw5wapert4 211 4 highlight highlight VB work_ooc22yw4undevd5gkw5wapert4 211 5 spatio spatio NN work_ooc22yw4undevd5gkw5wapert4 211 6 - - HYPH work_ooc22yw4undevd5gkw5wapert4 211 7 temporal temporal JJ work_ooc22yw4undevd5gkw5wapert4 211 8 changes change NNS work_ooc22yw4undevd5gkw5wapert4 211 9 in in IN work_ooc22yw4undevd5gkw5wapert4 211 10 perception perception NN work_ooc22yw4undevd5gkw5wapert4 211 11 . . . work_ooc22yw4undevd5gkw5wapert4 212 1 Even even RB work_ooc22yw4undevd5gkw5wapert4 212 2 in in IN work_ooc22yw4undevd5gkw5wapert4 212 3 a a DT work_ooc22yw4undevd5gkw5wapert4 212 4 larger large JJR work_ooc22yw4undevd5gkw5wapert4 212 5 study study NN work_ooc22yw4undevd5gkw5wapert4 212 6 area area NN work_ooc22yw4undevd5gkw5wapert4 212 7 , , , work_ooc22yw4undevd5gkw5wapert4 212 8 different different JJ work_ooc22yw4undevd5gkw5wapert4 212 9 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 212 10 constructions construction NNS work_ooc22yw4undevd5gkw5wapert4 212 11 can can MD work_ooc22yw4undevd5gkw5wapert4 212 12 be be VB work_ooc22yw4undevd5gkw5wapert4 212 13 identified identify VBN work_ooc22yw4undevd5gkw5wapert4 212 14 using use VBG work_ooc22yw4undevd5gkw5wapert4 212 15 this this DT work_ooc22yw4undevd5gkw5wapert4 212 16 method method NN work_ooc22yw4undevd5gkw5wapert4 212 17 , , , work_ooc22yw4undevd5gkw5wapert4 212 18 which which WDT work_ooc22yw4undevd5gkw5wapert4 212 19 offers offer VBZ work_ooc22yw4undevd5gkw5wapert4 212 20 multiple multiple JJ work_ooc22yw4undevd5gkw5wapert4 212 21 potentials potential NNS work_ooc22yw4undevd5gkw5wapert4 212 22 for for IN work_ooc22yw4undevd5gkw5wapert4 212 23 geographers geographer NNS work_ooc22yw4undevd5gkw5wapert4 212 24 to to TO work_ooc22yw4undevd5gkw5wapert4 212 25 explore explore VB work_ooc22yw4undevd5gkw5wapert4 212 26 new new JJ work_ooc22yw4undevd5gkw5wapert4 212 27 approaches approach NNS work_ooc22yw4undevd5gkw5wapert4 212 28 . . . work_ooc22yw4undevd5gkw5wapert4 213 1 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 213 2 online online NN work_ooc22yw4undevd5gkw5wapert4 213 3 provides provide VBZ work_ooc22yw4undevd5gkw5wapert4 213 4 access access NN work_ooc22yw4undevd5gkw5wapert4 213 5 to to IN work_ooc22yw4undevd5gkw5wapert4 213 6 computer computer NN work_ooc22yw4undevd5gkw5wapert4 213 7 - - HYPH work_ooc22yw4undevd5gkw5wapert4 213 8 based base VBN work_ooc22yw4undevd5gkw5wapert4 213 9 research research NN work_ooc22yw4undevd5gkw5wapert4 213 10 methods method NNS work_ooc22yw4undevd5gkw5wapert4 213 11 for for IN work_ooc22yw4undevd5gkw5wapert4 213 12 social social JJ work_ooc22yw4undevd5gkw5wapert4 213 13 scientists scientist NNS work_ooc22yw4undevd5gkw5wapert4 213 14 lacking lack VBG work_ooc22yw4undevd5gkw5wapert4 213 15 basic basic JJ work_ooc22yw4undevd5gkw5wapert4 213 16 programming programming NN work_ooc22yw4undevd5gkw5wapert4 213 17 skills skill NNS work_ooc22yw4undevd5gkw5wapert4 213 18 , , , work_ooc22yw4undevd5gkw5wapert4 213 19 but but CC work_ooc22yw4undevd5gkw5wapert4 213 20 it -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 213 21 is be VBZ work_ooc22yw4undevd5gkw5wapert4 213 22 not not RB work_ooc22yw4undevd5gkw5wapert4 213 23 applicable applicable JJ work_ooc22yw4undevd5gkw5wapert4 213 24 to to IN work_ooc22yw4undevd5gkw5wapert4 213 25 every every DT work_ooc22yw4undevd5gkw5wapert4 213 26 research research NN work_ooc22yw4undevd5gkw5wapert4 213 27 purpose purpose NN work_ooc22yw4undevd5gkw5wapert4 213 28 . . . work_ooc22yw4undevd5gkw5wapert4 214 1 This this DT work_ooc22yw4undevd5gkw5wapert4 214 2 is be VBZ work_ooc22yw4undevd5gkw5wapert4 214 3 due due JJ work_ooc22yw4undevd5gkw5wapert4 214 4 to to IN work_ooc22yw4undevd5gkw5wapert4 214 5 the the DT work_ooc22yw4undevd5gkw5wapert4 214 6 preset preset JJ work_ooc22yw4undevd5gkw5wapert4 214 7 algorithms algorithm NNS work_ooc22yw4undevd5gkw5wapert4 214 8 , , , work_ooc22yw4undevd5gkw5wapert4 214 9 which which WDT work_ooc22yw4undevd5gkw5wapert4 214 10 most most JJS work_ooc22yw4undevd5gkw5wapert4 214 11 social social JJ work_ooc22yw4undevd5gkw5wapert4 214 12 scientists scientist NNS work_ooc22yw4undevd5gkw5wapert4 214 13 would would MD work_ooc22yw4undevd5gkw5wapert4 214 14 be be VB work_ooc22yw4undevd5gkw5wapert4 214 15 unable unable JJ work_ooc22yw4undevd5gkw5wapert4 214 16 to to TO work_ooc22yw4undevd5gkw5wapert4 214 17 change change VB work_ooc22yw4undevd5gkw5wapert4 214 18 , , , work_ooc22yw4undevd5gkw5wapert4 214 19 because because IN work_ooc22yw4undevd5gkw5wapert4 214 20 at at IN work_ooc22yw4undevd5gkw5wapert4 214 21 least least JJS work_ooc22yw4undevd5gkw5wapert4 214 22 a a DT work_ooc22yw4undevd5gkw5wapert4 214 23 basic basic JJ work_ooc22yw4undevd5gkw5wapert4 214 24 knowledge knowledge NN work_ooc22yw4undevd5gkw5wapert4 214 25 of of IN work_ooc22yw4undevd5gkw5wapert4 214 26 programming programming NN work_ooc22yw4undevd5gkw5wapert4 214 27 is be VBZ work_ooc22yw4undevd5gkw5wapert4 214 28 necessary necessary JJ work_ooc22yw4undevd5gkw5wapert4 214 29 . . . work_ooc22yw4undevd5gkw5wapert4 215 1 In in IN work_ooc22yw4undevd5gkw5wapert4 215 2 order order NN work_ooc22yw4undevd5gkw5wapert4 215 3 to to TO work_ooc22yw4undevd5gkw5wapert4 215 4 achieve achieve VB work_ooc22yw4undevd5gkw5wapert4 215 5 ideal ideal JJ work_ooc22yw4undevd5gkw5wapert4 215 6 results result NNS work_ooc22yw4undevd5gkw5wapert4 215 7 , , , work_ooc22yw4undevd5gkw5wapert4 215 8 the the DT work_ooc22yw4undevd5gkw5wapert4 215 9 preset preset JJ work_ooc22yw4undevd5gkw5wapert4 215 10 dictionary dictionary NNP work_ooc22yw4undevd5gkw5wapert4 215 11 would would MD work_ooc22yw4undevd5gkw5wapert4 215 12 also also RB work_ooc22yw4undevd5gkw5wapert4 215 13 have have VB work_ooc22yw4undevd5gkw5wapert4 215 14 to to TO work_ooc22yw4undevd5gkw5wapert4 215 15 be be VB work_ooc22yw4undevd5gkw5wapert4 215 16 vastly vastly RB work_ooc22yw4undevd5gkw5wapert4 215 17 extended extend VBN work_ooc22yw4undevd5gkw5wapert4 215 18 and and CC work_ooc22yw4undevd5gkw5wapert4 215 19 adapted adapt VBN work_ooc22yw4undevd5gkw5wapert4 215 20 for for IN work_ooc22yw4undevd5gkw5wapert4 215 21 particular particular JJ work_ooc22yw4undevd5gkw5wapert4 215 22 research research NN work_ooc22yw4undevd5gkw5wapert4 215 23 topics topic NNS work_ooc22yw4undevd5gkw5wapert4 215 24 . . . work_ooc22yw4undevd5gkw5wapert4 216 1 This this DT work_ooc22yw4undevd5gkw5wapert4 216 2 leaves leave VBZ work_ooc22yw4undevd5gkw5wapert4 216 3 many many JJ work_ooc22yw4undevd5gkw5wapert4 216 4 researchers researcher NNS work_ooc22yw4undevd5gkw5wapert4 216 5 with with IN work_ooc22yw4undevd5gkw5wapert4 216 6 a a DT work_ooc22yw4undevd5gkw5wapert4 216 7 limited limited JJ work_ooc22yw4undevd5gkw5wapert4 216 8 number number NN work_ooc22yw4undevd5gkw5wapert4 216 9 of of IN work_ooc22yw4undevd5gkw5wapert4 216 10 functions function NNS work_ooc22yw4undevd5gkw5wapert4 216 11 , , , work_ooc22yw4undevd5gkw5wapert4 216 12 and and CC work_ooc22yw4undevd5gkw5wapert4 216 13 the the DT work_ooc22yw4undevd5gkw5wapert4 216 14 full full JJ work_ooc22yw4undevd5gkw5wapert4 216 15 potential potential NN work_ooc22yw4undevd5gkw5wapert4 216 16 of of IN work_ooc22yw4undevd5gkw5wapert4 216 17 the the DT work_ooc22yw4undevd5gkw5wapert4 216 18 tool tool NN work_ooc22yw4undevd5gkw5wapert4 216 19 remains remain VBZ work_ooc22yw4undevd5gkw5wapert4 216 20 unused unused JJ work_ooc22yw4undevd5gkw5wapert4 216 21 . . . work_ooc22yw4undevd5gkw5wapert4 217 1 Further further JJ work_ooc22yw4undevd5gkw5wapert4 217 2 research research NN work_ooc22yw4undevd5gkw5wapert4 217 3 in in IN work_ooc22yw4undevd5gkw5wapert4 217 4 this this DT work_ooc22yw4undevd5gkw5wapert4 217 5 area area NN work_ooc22yw4undevd5gkw5wapert4 217 6 would would MD work_ooc22yw4undevd5gkw5wapert4 217 7 have have VB work_ooc22yw4undevd5gkw5wapert4 217 8 to to TO work_ooc22yw4undevd5gkw5wapert4 217 9 adapt adapt VB work_ooc22yw4undevd5gkw5wapert4 217 10 to to IN work_ooc22yw4undevd5gkw5wapert4 217 11 the the DT work_ooc22yw4undevd5gkw5wapert4 217 12 preset preset JJ work_ooc22yw4undevd5gkw5wapert4 217 13 algorithms algorithm NNS work_ooc22yw4undevd5gkw5wapert4 217 14 and and CC work_ooc22yw4undevd5gkw5wapert4 217 15 dictionary dictionary JJ work_ooc22yw4undevd5gkw5wapert4 217 16 extensions extension NNS work_ooc22yw4undevd5gkw5wapert4 217 17 or or CC work_ooc22yw4undevd5gkw5wapert4 217 18 develop develop VB work_ooc22yw4undevd5gkw5wapert4 217 19 its -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 217 20 own own JJ work_ooc22yw4undevd5gkw5wapert4 217 21 classification classification NN work_ooc22yw4undevd5gkw5wapert4 217 22 methods method NNS work_ooc22yw4undevd5gkw5wapert4 217 23 . . . work_ooc22yw4undevd5gkw5wapert4 218 1 Training training NN work_ooc22yw4undevd5gkw5wapert4 218 2 in in IN work_ooc22yw4undevd5gkw5wapert4 218 3 the the DT work_ooc22yw4undevd5gkw5wapert4 218 4 utilization utilization NN work_ooc22yw4undevd5gkw5wapert4 218 5 of of IN work_ooc22yw4undevd5gkw5wapert4 218 6 different different JJ work_ooc22yw4undevd5gkw5wapert4 218 7 tools tool NNS work_ooc22yw4undevd5gkw5wapert4 218 8 for for IN work_ooc22yw4undevd5gkw5wapert4 218 9 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 218 10 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 218 11 is be VBZ work_ooc22yw4undevd5gkw5wapert4 218 12 absolutely absolutely RB work_ooc22yw4undevd5gkw5wapert4 218 13 necessary necessary JJ work_ooc22yw4undevd5gkw5wapert4 218 14 for for IN work_ooc22yw4undevd5gkw5wapert4 218 15 conducting conduct VBG work_ooc22yw4undevd5gkw5wapert4 218 16 an an DT work_ooc22yw4undevd5gkw5wapert4 218 17 extensive extensive JJ work_ooc22yw4undevd5gkw5wapert4 218 18 comparison comparison NN work_ooc22yw4undevd5gkw5wapert4 218 19 between between IN work_ooc22yw4undevd5gkw5wapert4 218 20 the the DT work_ooc22yw4undevd5gkw5wapert4 218 21 different different JJ work_ooc22yw4undevd5gkw5wapert4 218 22 tools tool NNS work_ooc22yw4undevd5gkw5wapert4 218 23 and and CC work_ooc22yw4undevd5gkw5wapert4 218 24 methods method NNS work_ooc22yw4undevd5gkw5wapert4 218 25 . . . work_ooc22yw4undevd5gkw5wapert4 219 1 Possible possible JJ work_ooc22yw4undevd5gkw5wapert4 219 2 future future JJ work_ooc22yw4undevd5gkw5wapert4 219 3 research research NN work_ooc22yw4undevd5gkw5wapert4 219 4 should should MD work_ooc22yw4undevd5gkw5wapert4 219 5 also also RB work_ooc22yw4undevd5gkw5wapert4 219 6 go go VB work_ooc22yw4undevd5gkw5wapert4 219 7 beyond beyond IN work_ooc22yw4undevd5gkw5wapert4 219 8 the the DT work_ooc22yw4undevd5gkw5wapert4 219 9 posts post NNS work_ooc22yw4undevd5gkw5wapert4 219 10 and and CC work_ooc22yw4undevd5gkw5wapert4 219 11 analyse analyse VB work_ooc22yw4undevd5gkw5wapert4 219 12 the the DT work_ooc22yw4undevd5gkw5wapert4 219 13 participating participate VBG work_ooc22yw4undevd5gkw5wapert4 219 14 users user NNS work_ooc22yw4undevd5gkw5wapert4 219 15 , , , work_ooc22yw4undevd5gkw5wapert4 219 16 looking look VBG work_ooc22yw4undevd5gkw5wapert4 219 17 at at IN work_ooc22yw4undevd5gkw5wapert4 219 18 their -PRON- PRP$ work_ooc22yw4undevd5gkw5wapert4 219 19 behaviour behaviour NN work_ooc22yw4undevd5gkw5wapert4 219 20 and and CC work_ooc22yw4undevd5gkw5wapert4 219 21 intentions intention NNS work_ooc22yw4undevd5gkw5wapert4 219 22 . . . work_ooc22yw4undevd5gkw5wapert4 220 1 This this DT work_ooc22yw4undevd5gkw5wapert4 220 2 work work NN work_ooc22yw4undevd5gkw5wapert4 220 3 was be VBD work_ooc22yw4undevd5gkw5wapert4 220 4 supported support VBN work_ooc22yw4undevd5gkw5wapert4 220 5 by by IN work_ooc22yw4undevd5gkw5wapert4 220 6 the the DT work_ooc22yw4undevd5gkw5wapert4 220 7 German German NNP work_ooc22yw4undevd5gkw5wapert4 220 8 Federal Federal NNP work_ooc22yw4undevd5gkw5wapert4 220 9 Ministry Ministry NNP work_ooc22yw4undevd5gkw5wapert4 220 10 of of IN work_ooc22yw4undevd5gkw5wapert4 220 11 Education Education NNP work_ooc22yw4undevd5gkw5wapert4 220 12 and and CC work_ooc22yw4undevd5gkw5wapert4 220 13 Research Research NNP work_ooc22yw4undevd5gkw5wapert4 220 14 under under IN work_ooc22yw4undevd5gkw5wapert4 220 15 Grant Grant NNP work_ooc22yw4undevd5gkw5wapert4 220 16 01JKD1707 01jkd1707 NN work_ooc22yw4undevd5gkw5wapert4 220 17 . . . work_ooc22yw4undevd5gkw5wapert4 221 1 Reithmeier reithmei JJR work_ooc22yw4undevd5gkw5wapert4 221 2 et et NNP work_ooc22yw4undevd5gkw5wapert4 221 3 al al NNP work_ooc22yw4undevd5gkw5wapert4 221 4 95 95 CD work_ooc22yw4undevd5gkw5wapert4 221 5 References References NNPS work_ooc22yw4undevd5gkw5wapert4 221 6 Amplayo Amplayo NNP work_ooc22yw4undevd5gkw5wapert4 221 7 , , , work_ooc22yw4undevd5gkw5wapert4 221 8 R. R. NNP work_ooc22yw4undevd5gkw5wapert4 221 9 K. K. NNP work_ooc22yw4undevd5gkw5wapert4 221 10 & & CC work_ooc22yw4undevd5gkw5wapert4 221 11 Song Song NNP work_ooc22yw4undevd5gkw5wapert4 221 12 , , , work_ooc22yw4undevd5gkw5wapert4 221 13 M. M. NNP work_ooc22yw4undevd5gkw5wapert4 221 14 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 221 15 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 221 16 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 221 17 . . . work_ooc22yw4undevd5gkw5wapert4 222 1 An an DT work_ooc22yw4undevd5gkw5wapert4 222 2 adaptable adaptable JJ work_ooc22yw4undevd5gkw5wapert4 222 3 fine fine RB work_ooc22yw4undevd5gkw5wapert4 222 4 - - HYPH work_ooc22yw4undevd5gkw5wapert4 222 5 grained grain VBN work_ooc22yw4undevd5gkw5wapert4 222 6 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 222 7 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 222 8 for for IN work_ooc22yw4undevd5gkw5wapert4 222 9 summarization summarization NN work_ooc22yw4undevd5gkw5wapert4 222 10 of of IN work_ooc22yw4undevd5gkw5wapert4 222 11 multiple multiple JJ work_ooc22yw4undevd5gkw5wapert4 222 12 short short JJ work_ooc22yw4undevd5gkw5wapert4 222 13 online online JJ work_ooc22yw4undevd5gkw5wapert4 222 14 reviews review NNS work_ooc22yw4undevd5gkw5wapert4 222 15 . . . work_ooc22yw4undevd5gkw5wapert4 223 1 Data Data NNP work_ooc22yw4undevd5gkw5wapert4 223 2 & & CC work_ooc22yw4undevd5gkw5wapert4 223 3 Knowledge Knowledge NNP work_ooc22yw4undevd5gkw5wapert4 223 4 Engineering Engineering NNP work_ooc22yw4undevd5gkw5wapert4 223 5 , , , work_ooc22yw4undevd5gkw5wapert4 223 6 110 110 CD work_ooc22yw4undevd5gkw5wapert4 223 7 , , , work_ooc22yw4undevd5gkw5wapert4 223 8 54 54 CD work_ooc22yw4undevd5gkw5wapert4 223 9 - - SYM work_ooc22yw4undevd5gkw5wapert4 223 10 67 67 CD work_ooc22yw4undevd5gkw5wapert4 223 11 . . . work_ooc22yw4undevd5gkw5wapert4 224 1 Baccianella Baccianella NNP work_ooc22yw4undevd5gkw5wapert4 224 2 , , , work_ooc22yw4undevd5gkw5wapert4 224 3 S. S. NNP work_ooc22yw4undevd5gkw5wapert4 224 4 , , , work_ooc22yw4undevd5gkw5wapert4 224 5 Esuli Esuli NNP work_ooc22yw4undevd5gkw5wapert4 224 6 , , , work_ooc22yw4undevd5gkw5wapert4 224 7 A. a. NN work_ooc22yw4undevd5gkw5wapert4 225 1 & & CC work_ooc22yw4undevd5gkw5wapert4 225 2 Sebastiani Sebastiani NNP work_ooc22yw4undevd5gkw5wapert4 225 3 , , , work_ooc22yw4undevd5gkw5wapert4 225 4 F. F. NNP work_ooc22yw4undevd5gkw5wapert4 225 5 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 225 6 2010 2010 CD work_ooc22yw4undevd5gkw5wapert4 225 7 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 225 8 . . . work_ooc22yw4undevd5gkw5wapert4 226 1 SentiWordNet SentiWordNet NNP work_ooc22yw4undevd5gkw5wapert4 226 2 3.0 3.0 CD work_ooc22yw4undevd5gkw5wapert4 226 3 : : : work_ooc22yw4undevd5gkw5wapert4 226 4 An an DT work_ooc22yw4undevd5gkw5wapert4 226 5 Enhanced Enhanced NNP work_ooc22yw4undevd5gkw5wapert4 226 6 Lexical Lexical NNP work_ooc22yw4undevd5gkw5wapert4 226 7 Resource Resource NNP work_ooc22yw4undevd5gkw5wapert4 226 8 for for IN work_ooc22yw4undevd5gkw5wapert4 226 9 Sentiment Sentiment NNP work_ooc22yw4undevd5gkw5wapert4 226 10 Analysis Analysis NNP work_ooc22yw4undevd5gkw5wapert4 226 11 and and CC work_ooc22yw4undevd5gkw5wapert4 226 12 Opinion Opinion NNP work_ooc22yw4undevd5gkw5wapert4 226 13 Mining Mining NNP work_ooc22yw4undevd5gkw5wapert4 226 14 . . . work_ooc22yw4undevd5gkw5wapert4 227 1 Proceedings proceeding NNS work_ooc22yw4undevd5gkw5wapert4 227 2 of of IN work_ooc22yw4undevd5gkw5wapert4 227 3 the the DT work_ooc22yw4undevd5gkw5wapert4 227 4 International International NNP work_ooc22yw4undevd5gkw5wapert4 227 5 Conference Conference NNP work_ooc22yw4undevd5gkw5wapert4 227 6 on on IN work_ooc22yw4undevd5gkw5wapert4 227 7 Language Language NNP work_ooc22yw4undevd5gkw5wapert4 227 8 Resources Resources NNPS work_ooc22yw4undevd5gkw5wapert4 227 9 and and CC work_ooc22yw4undevd5gkw5wapert4 227 10 Evaluation Evaluation NNP work_ooc22yw4undevd5gkw5wapert4 227 11 , , , work_ooc22yw4undevd5gkw5wapert4 227 12 LREC LREC NNP work_ooc22yw4undevd5gkw5wapert4 227 13 2010 2010 CD work_ooc22yw4undevd5gkw5wapert4 227 14 , , , work_ooc22yw4undevd5gkw5wapert4 227 15 2200 2200 CD work_ooc22yw4undevd5gkw5wapert4 227 16 - - SYM work_ooc22yw4undevd5gkw5wapert4 227 17 2204 2204 CD work_ooc22yw4undevd5gkw5wapert4 227 18 . . . work_ooc22yw4undevd5gkw5wapert4 228 1 Bruns Bruns NNP work_ooc22yw4undevd5gkw5wapert4 228 2 , , , work_ooc22yw4undevd5gkw5wapert4 228 3 A. a. NN work_ooc22yw4undevd5gkw5wapert4 229 1 & & CC work_ooc22yw4undevd5gkw5wapert4 229 2 Stieglitz Stieglitz NNP work_ooc22yw4undevd5gkw5wapert4 229 3 , , , work_ooc22yw4undevd5gkw5wapert4 229 4 S. S. NNP work_ooc22yw4undevd5gkw5wapert4 229 5 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 229 6 2012 2012 CD work_ooc22yw4undevd5gkw5wapert4 229 7 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 229 8 . . . work_ooc22yw4undevd5gkw5wapert4 230 1 Quantitative quantitative JJ work_ooc22yw4undevd5gkw5wapert4 230 2 Approaches approach NNS work_ooc22yw4undevd5gkw5wapert4 230 3 to to IN work_ooc22yw4undevd5gkw5wapert4 230 4 Comparing compare VBG work_ooc22yw4undevd5gkw5wapert4 230 5 Communication communication NN work_ooc22yw4undevd5gkw5wapert4 230 6 Patterns Patterns NNPS work_ooc22yw4undevd5gkw5wapert4 230 7 on on IN work_ooc22yw4undevd5gkw5wapert4 230 8 Twitter Twitter NNP work_ooc22yw4undevd5gkw5wapert4 230 9 . . . work_ooc22yw4undevd5gkw5wapert4 231 1 Journal Journal NNP work_ooc22yw4undevd5gkw5wapert4 231 2 of of IN work_ooc22yw4undevd5gkw5wapert4 231 3 Technology Technology NNP work_ooc22yw4undevd5gkw5wapert4 231 4 in in IN work_ooc22yw4undevd5gkw5wapert4 231 5 Human Human NNP work_ooc22yw4undevd5gkw5wapert4 231 6 Services Services NNPS work_ooc22yw4undevd5gkw5wapert4 231 7 , , , work_ooc22yw4undevd5gkw5wapert4 231 8 30(3 30(3 JJ work_ooc22yw4undevd5gkw5wapert4 231 9 - - SYM work_ooc22yw4undevd5gkw5wapert4 231 10 4 4 CD work_ooc22yw4undevd5gkw5wapert4 231 11 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 231 12 , , , work_ooc22yw4undevd5gkw5wapert4 231 13 160 160 CD work_ooc22yw4undevd5gkw5wapert4 231 14 - - SYM work_ooc22yw4undevd5gkw5wapert4 231 15 185 185 CD work_ooc22yw4undevd5gkw5wapert4 231 16 . . . work_ooc22yw4undevd5gkw5wapert4 232 1 Canhoto canhoto NN work_ooc22yw4undevd5gkw5wapert4 232 2 , , , work_ooc22yw4undevd5gkw5wapert4 232 3 A.I. A.I. NNP work_ooc22yw4undevd5gkw5wapert4 233 1 & & CC work_ooc22yw4undevd5gkw5wapert4 233 2 Padmanabhan Padmanabhan NNP work_ooc22yw4undevd5gkw5wapert4 233 3 , , , work_ooc22yw4undevd5gkw5wapert4 233 4 Y. Y. NNP work_ooc22yw4undevd5gkw5wapert4 234 1 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 234 2 2015 2015 CD work_ooc22yw4undevd5gkw5wapert4 234 3 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 234 4 . . . work_ooc22yw4undevd5gkw5wapert4 235 1 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 235 2 We -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 235 3 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 235 4 do do VB work_ooc22yw4undevd5gkw5wapert4 235 5 n’t not RB work_ooc22yw4undevd5gkw5wapert4 235 6 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 235 7 know know VB work_ooc22yw4undevd5gkw5wapert4 235 8 how how WRB work_ooc22yw4undevd5gkw5wapert4 235 9 you -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 235 10 feel feel VBP work_ooc22yw4undevd5gkw5wapert4 235 11 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 235 12 – – : work_ooc22yw4undevd5gkw5wapert4 235 13 a a DT work_ooc22yw4undevd5gkw5wapert4 235 14 comparative comparative JJ work_ooc22yw4undevd5gkw5wapert4 235 15 study study NN work_ooc22yw4undevd5gkw5wapert4 235 16 of of IN work_ooc22yw4undevd5gkw5wapert4 235 17 automated automated NNP work_ooc22yw4undevd5gkw5wapert4 235 18 vs. vs. IN work_ooc22yw4undevd5gkw5wapert4 235 19 manual manual JJ work_ooc22yw4undevd5gkw5wapert4 235 20 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 235 21 of of IN work_ooc22yw4undevd5gkw5wapert4 235 22 social social JJ work_ooc22yw4undevd5gkw5wapert4 235 23 media medium NNS work_ooc22yw4undevd5gkw5wapert4 235 24 conversations conversation NNS work_ooc22yw4undevd5gkw5wapert4 235 25 . . . work_ooc22yw4undevd5gkw5wapert4 236 1 Journal Journal NNP work_ooc22yw4undevd5gkw5wapert4 236 2 of of IN work_ooc22yw4undevd5gkw5wapert4 236 3 Marketing Marketing NNP work_ooc22yw4undevd5gkw5wapert4 236 4 Management Management NNP work_ooc22yw4undevd5gkw5wapert4 236 5 , , , work_ooc22yw4undevd5gkw5wapert4 236 6 31(9- 31(9- CD work_ooc22yw4undevd5gkw5wapert4 236 7 10 10 CD work_ooc22yw4undevd5gkw5wapert4 236 8 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 236 9 , , , work_ooc22yw4undevd5gkw5wapert4 236 10 1141 1141 CD work_ooc22yw4undevd5gkw5wapert4 236 11 - - SYM work_ooc22yw4undevd5gkw5wapert4 236 12 1157 1157 CD work_ooc22yw4undevd5gkw5wapert4 236 13 . . . work_ooc22yw4undevd5gkw5wapert4 237 1 Colace colace NN work_ooc22yw4undevd5gkw5wapert4 237 2 , , , work_ooc22yw4undevd5gkw5wapert4 237 3 F. F. NNP work_ooc22yw4undevd5gkw5wapert4 237 4 , , , work_ooc22yw4undevd5gkw5wapert4 237 5 Casaburi Casaburi NNP work_ooc22yw4undevd5gkw5wapert4 237 6 , , , work_ooc22yw4undevd5gkw5wapert4 237 7 L. L. NNP work_ooc22yw4undevd5gkw5wapert4 237 8 , , , work_ooc22yw4undevd5gkw5wapert4 237 9 De De NNP work_ooc22yw4undevd5gkw5wapert4 237 10 Santo Santo NNP work_ooc22yw4undevd5gkw5wapert4 237 11 , , , work_ooc22yw4undevd5gkw5wapert4 237 12 M. M. NNP work_ooc22yw4undevd5gkw5wapert4 237 13 & & CC work_ooc22yw4undevd5gkw5wapert4 237 14 Greco Greco NNP work_ooc22yw4undevd5gkw5wapert4 237 15 , , , work_ooc22yw4undevd5gkw5wapert4 237 16 L. L. NNP work_ooc22yw4undevd5gkw5wapert4 237 17 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 237 18 2015 2015 CD work_ooc22yw4undevd5gkw5wapert4 237 19 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 237 20 . . . work_ooc22yw4undevd5gkw5wapert4 238 1 Sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 238 2 detection detection NN work_ooc22yw4undevd5gkw5wapert4 238 3 in in IN work_ooc22yw4undevd5gkw5wapert4 238 4 social social JJ work_ooc22yw4undevd5gkw5wapert4 238 5 networks network NNS work_ooc22yw4undevd5gkw5wapert4 238 6 and and CC work_ooc22yw4undevd5gkw5wapert4 238 7 in in IN work_ooc22yw4undevd5gkw5wapert4 238 8 collaborative collaborative JJ work_ooc22yw4undevd5gkw5wapert4 238 9 learning learning NN work_ooc22yw4undevd5gkw5wapert4 238 10 environments environment NNS work_ooc22yw4undevd5gkw5wapert4 238 11 . . . work_ooc22yw4undevd5gkw5wapert4 239 1 Computers computer NNS work_ooc22yw4undevd5gkw5wapert4 239 2 in in IN work_ooc22yw4undevd5gkw5wapert4 239 3 Human Human NNP work_ooc22yw4undevd5gkw5wapert4 239 4 Behavior Behavior NNP work_ooc22yw4undevd5gkw5wapert4 239 5 , , , work_ooc22yw4undevd5gkw5wapert4 239 6 51 51 CD work_ooc22yw4undevd5gkw5wapert4 239 7 , , , work_ooc22yw4undevd5gkw5wapert4 239 8 Part Part NNP work_ooc22yw4undevd5gkw5wapert4 239 9 B B NNP work_ooc22yw4undevd5gkw5wapert4 239 10 , , , work_ooc22yw4undevd5gkw5wapert4 239 11 1061 1061 CD work_ooc22yw4undevd5gkw5wapert4 239 12 - - SYM work_ooc22yw4undevd5gkw5wapert4 239 13 1067 1067 CD work_ooc22yw4undevd5gkw5wapert4 239 14 . . . work_ooc22yw4undevd5gkw5wapert4 240 1 Coletto Coletto NNP work_ooc22yw4undevd5gkw5wapert4 240 2 , , , work_ooc22yw4undevd5gkw5wapert4 240 3 M. M. NNP work_ooc22yw4undevd5gkw5wapert4 240 4 , , , work_ooc22yw4undevd5gkw5wapert4 240 5 Esuli Esuli NNP work_ooc22yw4undevd5gkw5wapert4 240 6 , , , work_ooc22yw4undevd5gkw5wapert4 240 7 A. a. NN work_ooc22yw4undevd5gkw5wapert4 240 8 , , , work_ooc22yw4undevd5gkw5wapert4 240 9 Lucchese Lucchese NNP work_ooc22yw4undevd5gkw5wapert4 240 10 , , , work_ooc22yw4undevd5gkw5wapert4 240 11 C. C. NNP work_ooc22yw4undevd5gkw5wapert4 240 12 , , , work_ooc22yw4undevd5gkw5wapert4 240 13 Muntean Muntean NNP work_ooc22yw4undevd5gkw5wapert4 240 14 , , , work_ooc22yw4undevd5gkw5wapert4 240 15 C.I. C.I. NNP work_ooc22yw4undevd5gkw5wapert4 240 16 , , , work_ooc22yw4undevd5gkw5wapert4 240 17 Nardini Nardini NNP work_ooc22yw4undevd5gkw5wapert4 240 18 , , , work_ooc22yw4undevd5gkw5wapert4 240 19 F.M. F.M. NNP work_ooc22yw4undevd5gkw5wapert4 240 20 , , , work_ooc22yw4undevd5gkw5wapert4 240 21 Perego Perego NNP work_ooc22yw4undevd5gkw5wapert4 240 22 , , , work_ooc22yw4undevd5gkw5wapert4 240 23 R. R. NNP work_ooc22yw4undevd5gkw5wapert4 240 24 & & CC work_ooc22yw4undevd5gkw5wapert4 240 25 Renso Renso NNP work_ooc22yw4undevd5gkw5wapert4 240 26 , , , work_ooc22yw4undevd5gkw5wapert4 240 27 C. C. NNP work_ooc22yw4undevd5gkw5wapert4 240 28 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 240 29 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 240 30 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 240 31 . . . work_ooc22yw4undevd5gkw5wapert4 241 1 Sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 241 2 - - HYPH work_ooc22yw4undevd5gkw5wapert4 241 3 enhanced enhance VBN work_ooc22yw4undevd5gkw5wapert4 241 4 Multidimensional Multidimensional NNP work_ooc22yw4undevd5gkw5wapert4 241 5 Analysis Analysis NNP work_ooc22yw4undevd5gkw5wapert4 241 6 of of IN work_ooc22yw4undevd5gkw5wapert4 241 7 Online Online NNP work_ooc22yw4undevd5gkw5wapert4 241 8 Social Social NNP work_ooc22yw4undevd5gkw5wapert4 241 9 Networks Networks NNPS work_ooc22yw4undevd5gkw5wapert4 241 10 : : : work_ooc22yw4undevd5gkw5wapert4 241 11 Perception perception NN work_ooc22yw4undevd5gkw5wapert4 241 12 of of IN work_ooc22yw4undevd5gkw5wapert4 241 13 the the DT work_ooc22yw4undevd5gkw5wapert4 241 14 Mediterranean Mediterranean NNP work_ooc22yw4undevd5gkw5wapert4 241 15 Refugees Refugees NNPS work_ooc22yw4undevd5gkw5wapert4 241 16 Crisis Crisis NNP work_ooc22yw4undevd5gkw5wapert4 241 17 . . . work_ooc22yw4undevd5gkw5wapert4 242 1 Proceedings proceeding NNS work_ooc22yw4undevd5gkw5wapert4 242 2 of of IN work_ooc22yw4undevd5gkw5wapert4 242 3 the the DT work_ooc22yw4undevd5gkw5wapert4 242 4 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 242 5 IEEE IEEE NNP work_ooc22yw4undevd5gkw5wapert4 242 6 / / SYM work_ooc22yw4undevd5gkw5wapert4 242 7 ACM ACM NNP work_ooc22yw4undevd5gkw5wapert4 242 8 International International NNP work_ooc22yw4undevd5gkw5wapert4 242 9 Conference Conference NNP work_ooc22yw4undevd5gkw5wapert4 242 10 on on IN work_ooc22yw4undevd5gkw5wapert4 242 11 Advances Advances NNPS work_ooc22yw4undevd5gkw5wapert4 242 12 in in IN work_ooc22yw4undevd5gkw5wapert4 242 13 Social Social NNP work_ooc22yw4undevd5gkw5wapert4 242 14 Networks Networks NNP work_ooc22yw4undevd5gkw5wapert4 242 15 Analysis Analysis NNP work_ooc22yw4undevd5gkw5wapert4 242 16 and and CC work_ooc22yw4undevd5gkw5wapert4 242 17 Mining Mining NNP work_ooc22yw4undevd5gkw5wapert4 242 18 ASONAM ASONAM NNP work_ooc22yw4undevd5gkw5wapert4 242 19 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 242 20 , , , work_ooc22yw4undevd5gkw5wapert4 242 21 1270 1270 CD work_ooc22yw4undevd5gkw5wapert4 242 22 - - SYM work_ooc22yw4undevd5gkw5wapert4 242 23 1277 1277 CD work_ooc22yw4undevd5gkw5wapert4 242 24 . . . work_ooc22yw4undevd5gkw5wapert4 242 25 Cooper Cooper NNP work_ooc22yw4undevd5gkw5wapert4 242 26 , , , work_ooc22yw4undevd5gkw5wapert4 242 27 A A NNP work_ooc22yw4undevd5gkw5wapert4 242 28 - - HYPH work_ooc22yw4undevd5gkw5wapert4 242 29 P. P. NNP work_ooc22yw4undevd5gkw5wapert4 242 30 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 242 31 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 242 32 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 242 33 . . . work_ooc22yw4undevd5gkw5wapert4 243 1 Assessing assess VBG work_ooc22yw4undevd5gkw5wapert4 243 2 the the DT work_ooc22yw4undevd5gkw5wapert4 243 3 Possible possible JJ work_ooc22yw4undevd5gkw5wapert4 243 4 Relationship relationship NN work_ooc22yw4undevd5gkw5wapert4 243 5 between between IN work_ooc22yw4undevd5gkw5wapert4 243 6 the the DT work_ooc22yw4undevd5gkw5wapert4 243 7 Sentiment Sentiment NNP work_ooc22yw4undevd5gkw5wapert4 243 8 of of IN work_ooc22yw4undevd5gkw5wapert4 243 9 Church Church NNP work_ooc22yw4undevd5gkw5wapert4 243 10 - - HYPH work_ooc22yw4undevd5gkw5wapert4 243 11 related relate VBN work_ooc22yw4undevd5gkw5wapert4 243 12 Tweets Tweets NNPS work_ooc22yw4undevd5gkw5wapert4 243 13 and and CC work_ooc22yw4undevd5gkw5wapert4 243 14 Church Church NNP work_ooc22yw4undevd5gkw5wapert4 243 15 Growth Growth NNP work_ooc22yw4undevd5gkw5wapert4 243 16 . . . work_ooc22yw4undevd5gkw5wapert4 244 1 Studies study NNS work_ooc22yw4undevd5gkw5wapert4 244 2 in in IN work_ooc22yw4undevd5gkw5wapert4 244 3 Religion Religion NNP work_ooc22yw4undevd5gkw5wapert4 244 4 - - HYPH work_ooc22yw4undevd5gkw5wapert4 244 5 Sciences Sciences NNPS work_ooc22yw4undevd5gkw5wapert4 244 6 Religieuses Religieuses NNP work_ooc22yw4undevd5gkw5wapert4 244 7 , , , work_ooc22yw4undevd5gkw5wapert4 244 8 46(1 46(1 CD work_ooc22yw4undevd5gkw5wapert4 244 9 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 244 10 , , , work_ooc22yw4undevd5gkw5wapert4 244 11 37 37 CD work_ooc22yw4undevd5gkw5wapert4 244 12 - - SYM work_ooc22yw4undevd5gkw5wapert4 244 13 49 49 CD work_ooc22yw4undevd5gkw5wapert4 244 14 . . . work_ooc22yw4undevd5gkw5wapert4 245 1 Crampton Crampton NNP work_ooc22yw4undevd5gkw5wapert4 245 2 , , , work_ooc22yw4undevd5gkw5wapert4 245 3 J. J. NNP work_ooc22yw4undevd5gkw5wapert4 245 4 W. W. NNP work_ooc22yw4undevd5gkw5wapert4 245 5 , , , work_ooc22yw4undevd5gkw5wapert4 245 6 Graham Graham NNP work_ooc22yw4undevd5gkw5wapert4 245 7 , , , work_ooc22yw4undevd5gkw5wapert4 245 8 M. M. NNP work_ooc22yw4undevd5gkw5wapert4 245 9 , , , work_ooc22yw4undevd5gkw5wapert4 245 10 Poorthuis Poorthuis NNP work_ooc22yw4undevd5gkw5wapert4 245 11 , , , work_ooc22yw4undevd5gkw5wapert4 245 12 A. A. NNP work_ooc22yw4undevd5gkw5wapert4 245 13 , , , work_ooc22yw4undevd5gkw5wapert4 245 14 Shelton Shelton NNP work_ooc22yw4undevd5gkw5wapert4 245 15 , , , work_ooc22yw4undevd5gkw5wapert4 245 16 T. T. NNP work_ooc22yw4undevd5gkw5wapert4 245 17 , , , work_ooc22yw4undevd5gkw5wapert4 245 18 Stephens Stephens NNP work_ooc22yw4undevd5gkw5wapert4 245 19 , , , work_ooc22yw4undevd5gkw5wapert4 245 20 M. M. NNP work_ooc22yw4undevd5gkw5wapert4 245 21 , , , work_ooc22yw4undevd5gkw5wapert4 245 22 Wilson Wilson NNP work_ooc22yw4undevd5gkw5wapert4 245 23 , , , work_ooc22yw4undevd5gkw5wapert4 245 24 M. M. NNP work_ooc22yw4undevd5gkw5wapert4 245 25 W. W. NNP work_ooc22yw4undevd5gkw5wapert4 245 26 & & CC work_ooc22yw4undevd5gkw5wapert4 245 27 Zook Zook NNP work_ooc22yw4undevd5gkw5wapert4 245 28 , , , work_ooc22yw4undevd5gkw5wapert4 245 29 M. M. NNP work_ooc22yw4undevd5gkw5wapert4 245 30 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 245 31 2013 2013 CD work_ooc22yw4undevd5gkw5wapert4 245 32 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 245 33 . . . work_ooc22yw4undevd5gkw5wapert4 246 1 Beyond beyond IN work_ooc22yw4undevd5gkw5wapert4 246 2 the the DT work_ooc22yw4undevd5gkw5wapert4 246 3 Geotag Geotag NNP work_ooc22yw4undevd5gkw5wapert4 246 4 : : : work_ooc22yw4undevd5gkw5wapert4 246 5 situating situate VBG work_ooc22yw4undevd5gkw5wapert4 246 6 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 246 7 big big JJ work_ooc22yw4undevd5gkw5wapert4 246 8 data datum NNS work_ooc22yw4undevd5gkw5wapert4 246 9 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 246 10 and and CC work_ooc22yw4undevd5gkw5wapert4 246 11 leveraging leverage VBG work_ooc22yw4undevd5gkw5wapert4 246 12 the the DT work_ooc22yw4undevd5gkw5wapert4 246 13 potential potential NN work_ooc22yw4undevd5gkw5wapert4 246 14 of of IN work_ooc22yw4undevd5gkw5wapert4 246 15 the the DT work_ooc22yw4undevd5gkw5wapert4 246 16 geoweb geoweb JJ work_ooc22yw4undevd5gkw5wapert4 246 17 . . . work_ooc22yw4undevd5gkw5wapert4 247 1 Cartography Cartography NNP work_ooc22yw4undevd5gkw5wapert4 247 2 and and CC work_ooc22yw4undevd5gkw5wapert4 247 3 Geographic Geographic NNP work_ooc22yw4undevd5gkw5wapert4 247 4 Information Information NNP work_ooc22yw4undevd5gkw5wapert4 247 5 Science Science NNP work_ooc22yw4undevd5gkw5wapert4 247 6 , , , work_ooc22yw4undevd5gkw5wapert4 247 7 40(2 40(2 NN work_ooc22yw4undevd5gkw5wapert4 247 8 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 247 9 , , , work_ooc22yw4undevd5gkw5wapert4 247 10 130 130 CD work_ooc22yw4undevd5gkw5wapert4 247 11 - - SYM work_ooc22yw4undevd5gkw5wapert4 247 12 139 139 CD work_ooc22yw4undevd5gkw5wapert4 247 13 . . . work_ooc22yw4undevd5gkw5wapert4 248 1 Daniulaityte Daniulaityte NNP work_ooc22yw4undevd5gkw5wapert4 248 2 , , , work_ooc22yw4undevd5gkw5wapert4 248 3 R. R. NNP work_ooc22yw4undevd5gkw5wapert4 248 4 , , , work_ooc22yw4undevd5gkw5wapert4 248 5 Lamy Lamy NNP work_ooc22yw4undevd5gkw5wapert4 248 6 , , , work_ooc22yw4undevd5gkw5wapert4 248 7 F.R. F.R. NNP work_ooc22yw4undevd5gkw5wapert4 248 8 , , , work_ooc22yw4undevd5gkw5wapert4 248 9 Smith Smith NNP work_ooc22yw4undevd5gkw5wapert4 248 10 , , , work_ooc22yw4undevd5gkw5wapert4 248 11 G.A. G.A. NNP work_ooc22yw4undevd5gkw5wapert4 248 12 , , , work_ooc22yw4undevd5gkw5wapert4 248 13 Nahhas Nahhas NNP work_ooc22yw4undevd5gkw5wapert4 248 14 , , , work_ooc22yw4undevd5gkw5wapert4 248 15 R.W. R.W. NNP work_ooc22yw4undevd5gkw5wapert4 249 1 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 249 2 , , , work_ooc22yw4undevd5gkw5wapert4 249 3 Carlson Carlson NNP work_ooc22yw4undevd5gkw5wapert4 249 4 , , , work_ooc22yw4undevd5gkw5wapert4 249 5 R.G. R.G. NNP work_ooc22yw4undevd5gkw5wapert4 249 6 , , , work_ooc22yw4undevd5gkw5wapert4 249 7 Thirunarayan Thirunarayan NNP work_ooc22yw4undevd5gkw5wapert4 249 8 , , , work_ooc22yw4undevd5gkw5wapert4 249 9 K. K. NNP work_ooc22yw4undevd5gkw5wapert4 249 10 , , , work_ooc22yw4undevd5gkw5wapert4 249 11 Martins Martins NNP work_ooc22yw4undevd5gkw5wapert4 249 12 , , , work_ooc22yw4undevd5gkw5wapert4 249 13 S.S. S.S. NNP work_ooc22yw4undevd5gkw5wapert4 249 14 , , , work_ooc22yw4undevd5gkw5wapert4 249 15 Boyer Boyer NNP work_ooc22yw4undevd5gkw5wapert4 249 16 , , , work_ooc22yw4undevd5gkw5wapert4 249 17 E.W. E.W. NNP work_ooc22yw4undevd5gkw5wapert4 250 1 & & CC work_ooc22yw4undevd5gkw5wapert4 250 2 Sheth Sheth NNP work_ooc22yw4undevd5gkw5wapert4 250 3 , , , work_ooc22yw4undevd5gkw5wapert4 250 4 A. a. NN work_ooc22yw4undevd5gkw5wapert4 251 1 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 251 2 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 251 3 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 251 4 . . . work_ooc22yw4undevd5gkw5wapert4 252 1 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 252 2 Retweet retweet NN work_ooc22yw4undevd5gkw5wapert4 252 3 to to TO work_ooc22yw4undevd5gkw5wapert4 252 4 Pass pass VB work_ooc22yw4undevd5gkw5wapert4 252 5 the the DT work_ooc22yw4undevd5gkw5wapert4 252 6 Blunt Blunt NNP work_ooc22yw4undevd5gkw5wapert4 252 7 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 252 8 : : : work_ooc22yw4undevd5gkw5wapert4 252 9 Analyzing Analyzing NNP work_ooc22yw4undevd5gkw5wapert4 252 10 Geographic Geographic NNP work_ooc22yw4undevd5gkw5wapert4 252 11 and and CC work_ooc22yw4undevd5gkw5wapert4 252 12 Content Content NNP work_ooc22yw4undevd5gkw5wapert4 252 13 Features Features NNPS work_ooc22yw4undevd5gkw5wapert4 252 14 of of IN work_ooc22yw4undevd5gkw5wapert4 252 15 Cannabis Cannabis NNP work_ooc22yw4undevd5gkw5wapert4 252 16 - - HYPH work_ooc22yw4undevd5gkw5wapert4 252 17 Related relate VBN work_ooc22yw4undevd5gkw5wapert4 252 18 Tweeting Tweeting NNP work_ooc22yw4undevd5gkw5wapert4 252 19 Across across IN work_ooc22yw4undevd5gkw5wapert4 252 20 the the DT work_ooc22yw4undevd5gkw5wapert4 252 21 United United NNP work_ooc22yw4undevd5gkw5wapert4 252 22 States States NNP work_ooc22yw4undevd5gkw5wapert4 252 23 . . . work_ooc22yw4undevd5gkw5wapert4 253 1 Journal Journal NNP work_ooc22yw4undevd5gkw5wapert4 253 2 of of IN work_ooc22yw4undevd5gkw5wapert4 253 3 Studies Studies NNPS work_ooc22yw4undevd5gkw5wapert4 253 4 on on IN work_ooc22yw4undevd5gkw5wapert4 253 5 Alcohol Alcohol NNP work_ooc22yw4undevd5gkw5wapert4 253 6 and and CC work_ooc22yw4undevd5gkw5wapert4 253 7 Drugs Drugs NNP work_ooc22yw4undevd5gkw5wapert4 253 8 , , , work_ooc22yw4undevd5gkw5wapert4 253 9 78(6 78(6 NNP work_ooc22yw4undevd5gkw5wapert4 253 10 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 253 11 , , , work_ooc22yw4undevd5gkw5wapert4 253 12 910 910 CD work_ooc22yw4undevd5gkw5wapert4 253 13 - - SYM work_ooc22yw4undevd5gkw5wapert4 253 14 915 915 CD work_ooc22yw4undevd5gkw5wapert4 253 15 . . . work_ooc22yw4undevd5gkw5wapert4 254 1 Dhaoui Dhaoui NNP work_ooc22yw4undevd5gkw5wapert4 254 2 , , , work_ooc22yw4undevd5gkw5wapert4 254 3 C. C. NNP work_ooc22yw4undevd5gkw5wapert4 254 4 , , , work_ooc22yw4undevd5gkw5wapert4 254 5 Webster Webster NNP work_ooc22yw4undevd5gkw5wapert4 254 6 , , , work_ooc22yw4undevd5gkw5wapert4 254 7 C.M C.M NNP work_ooc22yw4undevd5gkw5wapert4 254 8 , , , work_ooc22yw4undevd5gkw5wapert4 254 9 & & CC work_ooc22yw4undevd5gkw5wapert4 254 10 Tan Tan NNP work_ooc22yw4undevd5gkw5wapert4 254 11 , , , work_ooc22yw4undevd5gkw5wapert4 254 12 L.P. L.P. NNP work_ooc22yw4undevd5gkw5wapert4 254 13 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 254 14 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 254 15 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 254 16 . . . work_ooc22yw4undevd5gkw5wapert4 255 1 Social social JJ work_ooc22yw4undevd5gkw5wapert4 255 2 media medium NNS work_ooc22yw4undevd5gkw5wapert4 255 3 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 255 4 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 255 5 : : : work_ooc22yw4undevd5gkw5wapert4 255 6 lexicon lexicon NN work_ooc22yw4undevd5gkw5wapert4 255 7 versus versus IN work_ooc22yw4undevd5gkw5wapert4 255 8 machine machine NN work_ooc22yw4undevd5gkw5wapert4 255 9 learning learning NN work_ooc22yw4undevd5gkw5wapert4 255 10 . . . work_ooc22yw4undevd5gkw5wapert4 256 1 Journal Journal NNP work_ooc22yw4undevd5gkw5wapert4 256 2 of of IN work_ooc22yw4undevd5gkw5wapert4 256 3 Consumer Consumer NNP work_ooc22yw4undevd5gkw5wapert4 256 4 Marketing Marketing NNP work_ooc22yw4undevd5gkw5wapert4 256 5 , , , work_ooc22yw4undevd5gkw5wapert4 256 6 34(6 34(6 CD work_ooc22yw4undevd5gkw5wapert4 256 7 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 256 8 , , , work_ooc22yw4undevd5gkw5wapert4 256 9 480 480 CD work_ooc22yw4undevd5gkw5wapert4 256 10 - - SYM work_ooc22yw4undevd5gkw5wapert4 256 11 488 488 CD work_ooc22yw4undevd5gkw5wapert4 256 12 . . . work_ooc22yw4undevd5gkw5wapert4 257 1 Gryl Gryl NNP work_ooc22yw4undevd5gkw5wapert4 257 2 , , , work_ooc22yw4undevd5gkw5wapert4 257 3 I. I. NNP work_ooc22yw4undevd5gkw5wapert4 258 1 & & CC work_ooc22yw4undevd5gkw5wapert4 258 2 Jekel Jekel NNP work_ooc22yw4undevd5gkw5wapert4 258 3 , , , work_ooc22yw4undevd5gkw5wapert4 258 4 T. T. NNP work_ooc22yw4undevd5gkw5wapert4 258 5 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 258 6 2012 2012 CD work_ooc22yw4undevd5gkw5wapert4 258 7 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 258 8 . . . work_ooc22yw4undevd5gkw5wapert4 259 1 Re Re VBG work_ooc22yw4undevd5gkw5wapert4 259 2 - - VBG work_ooc22yw4undevd5gkw5wapert4 259 3 centering center VBG work_ooc22yw4undevd5gkw5wapert4 259 4 GI GI NNP work_ooc22yw4undevd5gkw5wapert4 259 5 in in IN work_ooc22yw4undevd5gkw5wapert4 259 6 secondary secondary JJ work_ooc22yw4undevd5gkw5wapert4 259 7 education education NN work_ooc22yw4undevd5gkw5wapert4 259 8 : : : work_ooc22yw4undevd5gkw5wapert4 259 9 Towards towards IN work_ooc22yw4undevd5gkw5wapert4 259 10 a a DT work_ooc22yw4undevd5gkw5wapert4 259 11 spatial spatial JJ work_ooc22yw4undevd5gkw5wapert4 259 12 citizenship citizenship NN work_ooc22yw4undevd5gkw5wapert4 259 13 approach approach NN work_ooc22yw4undevd5gkw5wapert4 259 14 . . . work_ooc22yw4undevd5gkw5wapert4 260 1 Cartographica Cartographica NNP work_ooc22yw4undevd5gkw5wapert4 260 2 : : : work_ooc22yw4undevd5gkw5wapert4 260 3 the the DT work_ooc22yw4undevd5gkw5wapert4 260 4 international international JJ work_ooc22yw4undevd5gkw5wapert4 260 5 journal journal NNP work_ooc22yw4undevd5gkw5wapert4 260 6 for for IN work_ooc22yw4undevd5gkw5wapert4 260 7 geographic geographic JJ work_ooc22yw4undevd5gkw5wapert4 260 8 information information NN work_ooc22yw4undevd5gkw5wapert4 260 9 and and CC work_ooc22yw4undevd5gkw5wapert4 260 10 geovisualization geovisualization NN work_ooc22yw4undevd5gkw5wapert4 260 11 , , , work_ooc22yw4undevd5gkw5wapert4 260 12 47 47 CD work_ooc22yw4undevd5gkw5wapert4 260 13 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 260 14 1 1 CD work_ooc22yw4undevd5gkw5wapert4 260 15 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 260 16 , , , work_ooc22yw4undevd5gkw5wapert4 260 17 18- 18- CD work_ooc22yw4undevd5gkw5wapert4 260 18 29 29 CD work_ooc22yw4undevd5gkw5wapert4 260 19 . . . work_ooc22yw4undevd5gkw5wapert4 261 1 Habernal Habernal NNP work_ooc22yw4undevd5gkw5wapert4 261 2 , , , work_ooc22yw4undevd5gkw5wapert4 261 3 I. I. NNP work_ooc22yw4undevd5gkw5wapert4 261 4 , , , work_ooc22yw4undevd5gkw5wapert4 261 5 Ptáček Ptáček NNP work_ooc22yw4undevd5gkw5wapert4 261 6 , , , work_ooc22yw4undevd5gkw5wapert4 261 7 T. T. NNP work_ooc22yw4undevd5gkw5wapert4 261 8 & & CC work_ooc22yw4undevd5gkw5wapert4 261 9 Steinberger Steinberger NNP work_ooc22yw4undevd5gkw5wapert4 261 10 , , , work_ooc22yw4undevd5gkw5wapert4 261 11 J. J. NNP work_ooc22yw4undevd5gkw5wapert4 262 1 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 262 2 2015 2015 CD work_ooc22yw4undevd5gkw5wapert4 262 3 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 262 4 . . . work_ooc22yw4undevd5gkw5wapert4 263 1 Reprint reprint VB work_ooc22yw4undevd5gkw5wapert4 263 2 of of IN work_ooc22yw4undevd5gkw5wapert4 263 3 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 263 4 Supervised supervised JJ work_ooc22yw4undevd5gkw5wapert4 263 5 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 263 6 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 263 7 in in IN work_ooc22yw4undevd5gkw5wapert4 263 8 Czech czech JJ work_ooc22yw4undevd5gkw5wapert4 263 9 social social JJ work_ooc22yw4undevd5gkw5wapert4 263 10 media medium NNS work_ooc22yw4undevd5gkw5wapert4 263 11 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 263 12 . . . work_ooc22yw4undevd5gkw5wapert4 264 1 Information Information NNP work_ooc22yw4undevd5gkw5wapert4 264 2 Processing Processing NNP work_ooc22yw4undevd5gkw5wapert4 264 3 and and CC work_ooc22yw4undevd5gkw5wapert4 264 4 Management Management NNP work_ooc22yw4undevd5gkw5wapert4 264 5 , , , work_ooc22yw4undevd5gkw5wapert4 264 6 51(4 51(4 CD work_ooc22yw4undevd5gkw5wapert4 264 7 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 264 8 , , , work_ooc22yw4undevd5gkw5wapert4 264 9 532 532 CD work_ooc22yw4undevd5gkw5wapert4 264 10 - - SYM work_ooc22yw4undevd5gkw5wapert4 264 11 546 546 CD work_ooc22yw4undevd5gkw5wapert4 264 12 . . . work_ooc22yw4undevd5gkw5wapert4 265 1 Lim Lim NNP work_ooc22yw4undevd5gkw5wapert4 265 2 , , , work_ooc22yw4undevd5gkw5wapert4 265 3 S. S. NNP work_ooc22yw4undevd5gkw5wapert4 265 4 , , , work_ooc22yw4undevd5gkw5wapert4 265 5 Tucker Tucker NNP work_ooc22yw4undevd5gkw5wapert4 265 6 , , , work_ooc22yw4undevd5gkw5wapert4 265 7 C. C. NNP work_ooc22yw4undevd5gkw5wapert4 265 8 S. S. NNP work_ooc22yw4undevd5gkw5wapert4 265 9 & & CC work_ooc22yw4undevd5gkw5wapert4 265 10 Kumara Kumara NNP work_ooc22yw4undevd5gkw5wapert4 265 11 , , , work_ooc22yw4undevd5gkw5wapert4 265 12 S. S. NNP work_ooc22yw4undevd5gkw5wapert4 265 13 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 265 14 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 265 15 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 265 16 . . . work_ooc22yw4undevd5gkw5wapert4 266 1 An an DT work_ooc22yw4undevd5gkw5wapert4 266 2 unsupervised unsupervised JJ work_ooc22yw4undevd5gkw5wapert4 266 3 machine machine NN work_ooc22yw4undevd5gkw5wapert4 266 4 learning learning NN work_ooc22yw4undevd5gkw5wapert4 266 5 model model NN work_ooc22yw4undevd5gkw5wapert4 266 6 for for IN work_ooc22yw4undevd5gkw5wapert4 266 7 discovering discover VBG work_ooc22yw4undevd5gkw5wapert4 266 8 latent latent JJ work_ooc22yw4undevd5gkw5wapert4 266 9 infectious infectious JJ work_ooc22yw4undevd5gkw5wapert4 266 10 diseases disease NNS work_ooc22yw4undevd5gkw5wapert4 266 11 using use VBG work_ooc22yw4undevd5gkw5wapert4 266 12 social social JJ work_ooc22yw4undevd5gkw5wapert4 266 13 media medium NNS work_ooc22yw4undevd5gkw5wapert4 266 14 data datum NNS work_ooc22yw4undevd5gkw5wapert4 266 15 . . . work_ooc22yw4undevd5gkw5wapert4 267 1 Journal Journal NNP work_ooc22yw4undevd5gkw5wapert4 267 2 of of IN work_ooc22yw4undevd5gkw5wapert4 267 3 Biomedical Biomedical NNP work_ooc22yw4undevd5gkw5wapert4 267 4 Informatics Informatics NNP work_ooc22yw4undevd5gkw5wapert4 267 5 , , , work_ooc22yw4undevd5gkw5wapert4 267 6 66 66 CD work_ooc22yw4undevd5gkw5wapert4 267 7 , , , work_ooc22yw4undevd5gkw5wapert4 267 8 82 82 CD work_ooc22yw4undevd5gkw5wapert4 267 9 - - SYM work_ooc22yw4undevd5gkw5wapert4 267 10 94 94 CD work_ooc22yw4undevd5gkw5wapert4 267 11 . . . work_ooc22yw4undevd5gkw5wapert4 268 1 Lu Lu NNP work_ooc22yw4undevd5gkw5wapert4 268 2 , , , work_ooc22yw4undevd5gkw5wapert4 268 3 Y. Y. NNP work_ooc22yw4undevd5gkw5wapert4 268 4 , , , work_ooc22yw4undevd5gkw5wapert4 268 5 Hu Hu NNP work_ooc22yw4undevd5gkw5wapert4 268 6 , , , work_ooc22yw4undevd5gkw5wapert4 268 7 X. X. NNP work_ooc22yw4undevd5gkw5wapert4 268 8 , , , work_ooc22yw4undevd5gkw5wapert4 268 9 Wang Wang NNP work_ooc22yw4undevd5gkw5wapert4 268 10 , , , work_ooc22yw4undevd5gkw5wapert4 268 11 F. F. NNP work_ooc22yw4undevd5gkw5wapert4 268 12 , , , work_ooc22yw4undevd5gkw5wapert4 268 13 Kumar Kumar NNP work_ooc22yw4undevd5gkw5wapert4 268 14 , , , work_ooc22yw4undevd5gkw5wapert4 268 15 S. S. NNP work_ooc22yw4undevd5gkw5wapert4 268 16 , , , work_ooc22yw4undevd5gkw5wapert4 268 17 Liu Liu NNP work_ooc22yw4undevd5gkw5wapert4 268 18 , , , work_ooc22yw4undevd5gkw5wapert4 268 19 H. H. NNP work_ooc22yw4undevd5gkw5wapert4 268 20 & & CC work_ooc22yw4undevd5gkw5wapert4 268 21 Maciejewski Maciejewski NNP work_ooc22yw4undevd5gkw5wapert4 268 22 , , , work_ooc22yw4undevd5gkw5wapert4 268 23 R. R. NNP work_ooc22yw4undevd5gkw5wapert4 268 24 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 268 25 2015 2015 CD work_ooc22yw4undevd5gkw5wapert4 268 26 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 268 27 . . . work_ooc22yw4undevd5gkw5wapert4 269 1 Visualizing visualize VBG work_ooc22yw4undevd5gkw5wapert4 269 2 Social Social NNP work_ooc22yw4undevd5gkw5wapert4 269 3 Media medium NNS work_ooc22yw4undevd5gkw5wapert4 269 4 Sentiment Sentiment NNP work_ooc22yw4undevd5gkw5wapert4 269 5 in in IN work_ooc22yw4undevd5gkw5wapert4 269 6 Disaster Disaster NNP work_ooc22yw4undevd5gkw5wapert4 269 7 Scenarios Scenarios NNPS work_ooc22yw4undevd5gkw5wapert4 269 8 . . . work_ooc22yw4undevd5gkw5wapert4 270 1 WWW’15 WWW’15 NNP work_ooc22yw4undevd5gkw5wapert4 270 2 Companion Companion NNP work_ooc22yw4undevd5gkw5wapert4 270 3 : : : work_ooc22yw4undevd5gkw5wapert4 270 4 Proceedings proceeding NNS work_ooc22yw4undevd5gkw5wapert4 270 5 of of IN work_ooc22yw4undevd5gkw5wapert4 270 6 the the DT work_ooc22yw4undevd5gkw5wapert4 270 7 24th 24th JJ work_ooc22yw4undevd5gkw5wapert4 270 8 International International NNP work_ooc22yw4undevd5gkw5wapert4 270 9 Conference Conference NNP work_ooc22yw4undevd5gkw5wapert4 270 10 on on IN work_ooc22yw4undevd5gkw5wapert4 270 11 World World NNP work_ooc22yw4undevd5gkw5wapert4 270 12 Wide Wide NNP work_ooc22yw4undevd5gkw5wapert4 270 13 Web Web NNP work_ooc22yw4undevd5gkw5wapert4 270 14 , , , work_ooc22yw4undevd5gkw5wapert4 270 15 1211 1211 CD work_ooc22yw4undevd5gkw5wapert4 270 16 - - SYM work_ooc22yw4undevd5gkw5wapert4 270 17 1215 1215 CD work_ooc22yw4undevd5gkw5wapert4 270 18 . . . work_ooc22yw4undevd5gkw5wapert4 271 1 Manning manning NN work_ooc22yw4undevd5gkw5wapert4 271 2 , , , work_ooc22yw4undevd5gkw5wapert4 271 3 C.D. C.D. NNP work_ooc22yw4undevd5gkw5wapert4 271 4 , , , work_ooc22yw4undevd5gkw5wapert4 271 5 Surdeanu Surdeanu NNP work_ooc22yw4undevd5gkw5wapert4 271 6 , , , work_ooc22yw4undevd5gkw5wapert4 271 7 M. M. NNP work_ooc22yw4undevd5gkw5wapert4 271 8 , , , work_ooc22yw4undevd5gkw5wapert4 271 9 Bauer Bauer NNP work_ooc22yw4undevd5gkw5wapert4 271 10 , , , work_ooc22yw4undevd5gkw5wapert4 271 11 J. J. NNP work_ooc22yw4undevd5gkw5wapert4 271 12 , , , work_ooc22yw4undevd5gkw5wapert4 271 13 Finkel Finkel NNP work_ooc22yw4undevd5gkw5wapert4 271 14 , , , work_ooc22yw4undevd5gkw5wapert4 271 15 J. J. NNP work_ooc22yw4undevd5gkw5wapert4 271 16 , , , work_ooc22yw4undevd5gkw5wapert4 271 17 Bethard Bethard NNP work_ooc22yw4undevd5gkw5wapert4 271 18 , , , work_ooc22yw4undevd5gkw5wapert4 271 19 S.J. S.J. NNP work_ooc22yw4undevd5gkw5wapert4 272 1 & & CC work_ooc22yw4undevd5gkw5wapert4 272 2 McClosky McClosky NNP work_ooc22yw4undevd5gkw5wapert4 272 3 , , , work_ooc22yw4undevd5gkw5wapert4 272 4 D. D. NNP work_ooc22yw4undevd5gkw5wapert4 272 5 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 272 6 2014 2014 CD work_ooc22yw4undevd5gkw5wapert4 272 7 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 272 8 . . . work_ooc22yw4undevd5gkw5wapert4 273 1 The the DT work_ooc22yw4undevd5gkw5wapert4 273 2 Stanford Stanford NNP work_ooc22yw4undevd5gkw5wapert4 273 3 CoreNLP CoreNLP NNP work_ooc22yw4undevd5gkw5wapert4 273 4 Natural Natural NNP work_ooc22yw4undevd5gkw5wapert4 273 5 Language Language NNP work_ooc22yw4undevd5gkw5wapert4 273 6 Processing Processing NNP work_ooc22yw4undevd5gkw5wapert4 273 7 Toolkit Toolkit NNP work_ooc22yw4undevd5gkw5wapert4 273 8 . . . work_ooc22yw4undevd5gkw5wapert4 274 1 Proceedings proceeding NNS work_ooc22yw4undevd5gkw5wapert4 274 2 of of IN work_ooc22yw4undevd5gkw5wapert4 274 3 the the DT work_ooc22yw4undevd5gkw5wapert4 274 4 52nd 52nd JJ work_ooc22yw4undevd5gkw5wapert4 274 5 Annual Annual NNP work_ooc22yw4undevd5gkw5wapert4 274 6 Meeting Meeting NNP work_ooc22yw4undevd5gkw5wapert4 274 7 of of IN work_ooc22yw4undevd5gkw5wapert4 274 8 the the DT work_ooc22yw4undevd5gkw5wapert4 274 9 Association Association NNP work_ooc22yw4undevd5gkw5wapert4 274 10 for for IN work_ooc22yw4undevd5gkw5wapert4 274 11 Computational Computational NNP work_ooc22yw4undevd5gkw5wapert4 274 12 Linguistics Linguistics NNPS work_ooc22yw4undevd5gkw5wapert4 274 13 : : : work_ooc22yw4undevd5gkw5wapert4 274 14 System System NNP work_ooc22yw4undevd5gkw5wapert4 274 15 Demonstrations Demonstrations NNPS work_ooc22yw4undevd5gkw5wapert4 274 16 , , , work_ooc22yw4undevd5gkw5wapert4 274 17 55 55 CD work_ooc22yw4undevd5gkw5wapert4 274 18 - - SYM work_ooc22yw4undevd5gkw5wapert4 274 19 60 60 CD work_ooc22yw4undevd5gkw5wapert4 274 20 . . . work_ooc22yw4undevd5gkw5wapert4 275 1 Mirani Mirani NNP work_ooc22yw4undevd5gkw5wapert4 275 2 , , , work_ooc22yw4undevd5gkw5wapert4 275 3 T.B. T.B. NNP work_ooc22yw4undevd5gkw5wapert4 275 4 , , , work_ooc22yw4undevd5gkw5wapert4 275 5 & & CC work_ooc22yw4undevd5gkw5wapert4 275 6 Sasi Sasi NNP work_ooc22yw4undevd5gkw5wapert4 275 7 , , , work_ooc22yw4undevd5gkw5wapert4 275 8 S. S. NNP work_ooc22yw4undevd5gkw5wapert4 275 9 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 275 10 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 275 11 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 275 12 . . . work_ooc22yw4undevd5gkw5wapert4 276 1 Sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 276 2 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 276 3 of of IN work_ooc22yw4undevd5gkw5wapert4 276 4 ISIS ISIS NNP work_ooc22yw4undevd5gkw5wapert4 276 5 related related JJ work_ooc22yw4undevd5gkw5wapert4 276 6 Tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 276 7 using use VBG work_ooc22yw4undevd5gkw5wapert4 276 8 Absolute absolute JJ work_ooc22yw4undevd5gkw5wapert4 276 9 location location NN work_ooc22yw4undevd5gkw5wapert4 276 10 . . . work_ooc22yw4undevd5gkw5wapert4 277 1 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 277 2 International International NNP work_ooc22yw4undevd5gkw5wapert4 277 3 Conference Conference NNP work_ooc22yw4undevd5gkw5wapert4 277 4 on on IN work_ooc22yw4undevd5gkw5wapert4 277 5 Computational Computational NNP work_ooc22yw4undevd5gkw5wapert4 277 6 Science Science NNP work_ooc22yw4undevd5gkw5wapert4 277 7 & & CC work_ooc22yw4undevd5gkw5wapert4 277 8 Computational Computational NNP work_ooc22yw4undevd5gkw5wapert4 277 9 Intelligence Intelligence NNP work_ooc22yw4undevd5gkw5wapert4 277 10 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 277 11 CSCI CSCI NNP work_ooc22yw4undevd5gkw5wapert4 277 12 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 277 13 , , , work_ooc22yw4undevd5gkw5wapert4 277 14 1140 1140 CD work_ooc22yw4undevd5gkw5wapert4 277 15 - - SYM work_ooc22yw4undevd5gkw5wapert4 277 16 1145 1145 CD work_ooc22yw4undevd5gkw5wapert4 277 17 . . . work_ooc22yw4undevd5gkw5wapert4 278 1 Öztürk Öztürk NNP work_ooc22yw4undevd5gkw5wapert4 278 2 , , , work_ooc22yw4undevd5gkw5wapert4 278 3 N. N. NNP work_ooc22yw4undevd5gkw5wapert4 278 4 & & CC work_ooc22yw4undevd5gkw5wapert4 278 5 Ayvaz Ayvaz NNP work_ooc22yw4undevd5gkw5wapert4 278 6 , , , work_ooc22yw4undevd5gkw5wapert4 278 7 S. S. NNP work_ooc22yw4undevd5gkw5wapert4 278 8 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 278 9 2018 2018 CD work_ooc22yw4undevd5gkw5wapert4 278 10 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 278 11 . . . work_ooc22yw4undevd5gkw5wapert4 279 1 Sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 279 2 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 279 3 on on IN work_ooc22yw4undevd5gkw5wapert4 279 4 Twitter Twitter NNP work_ooc22yw4undevd5gkw5wapert4 279 5 : : : work_ooc22yw4undevd5gkw5wapert4 279 6 A a DT work_ooc22yw4undevd5gkw5wapert4 279 7 text text NN work_ooc22yw4undevd5gkw5wapert4 279 8 mining mining NN work_ooc22yw4undevd5gkw5wapert4 279 9 approach approach NN work_ooc22yw4undevd5gkw5wapert4 279 10 to to IN work_ooc22yw4undevd5gkw5wapert4 279 11 the the DT work_ooc22yw4undevd5gkw5wapert4 279 12 Syrian syrian JJ work_ooc22yw4undevd5gkw5wapert4 279 13 refugee refugee NN work_ooc22yw4undevd5gkw5wapert4 279 14 crisis crisis NN work_ooc22yw4undevd5gkw5wapert4 279 15 . . . work_ooc22yw4undevd5gkw5wapert4 280 1 Telematics telematic NNS work_ooc22yw4undevd5gkw5wapert4 280 2 and and CC work_ooc22yw4undevd5gkw5wapert4 280 3 Information information NN work_ooc22yw4undevd5gkw5wapert4 280 4 , , , work_ooc22yw4undevd5gkw5wapert4 280 5 35(1 35(1 CD work_ooc22yw4undevd5gkw5wapert4 280 6 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 280 7 , , , work_ooc22yw4undevd5gkw5wapert4 280 8 136 136 CD work_ooc22yw4undevd5gkw5wapert4 280 9 - - SYM work_ooc22yw4undevd5gkw5wapert4 280 10 147 147 CD work_ooc22yw4undevd5gkw5wapert4 280 11 . . . work_ooc22yw4undevd5gkw5wapert4 281 1 Pang Pang NNP work_ooc22yw4undevd5gkw5wapert4 281 2 , , , work_ooc22yw4undevd5gkw5wapert4 281 3 B. B. NNP work_ooc22yw4undevd5gkw5wapert4 282 1 & & CC work_ooc22yw4undevd5gkw5wapert4 282 2 Lee Lee NNP work_ooc22yw4undevd5gkw5wapert4 282 3 , , , work_ooc22yw4undevd5gkw5wapert4 282 4 L. L. NNP work_ooc22yw4undevd5gkw5wapert4 282 5 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 282 6 2008 2008 CD work_ooc22yw4undevd5gkw5wapert4 282 7 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 282 8 . . . work_ooc22yw4undevd5gkw5wapert4 283 1 Opinion opinion NN work_ooc22yw4undevd5gkw5wapert4 283 2 mining mining NN work_ooc22yw4undevd5gkw5wapert4 283 3 and and CC work_ooc22yw4undevd5gkw5wapert4 283 4 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 283 5 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 283 6 . . . work_ooc22yw4undevd5gkw5wapert4 284 1 Foundations foundation NNS work_ooc22yw4undevd5gkw5wapert4 284 2 and and CC work_ooc22yw4undevd5gkw5wapert4 284 3 Trends Trends NNPS work_ooc22yw4undevd5gkw5wapert4 284 4 in in IN work_ooc22yw4undevd5gkw5wapert4 284 5 Information Information NNP work_ooc22yw4undevd5gkw5wapert4 284 6 Retrieval Retrieval NNP work_ooc22yw4undevd5gkw5wapert4 284 7 , , , work_ooc22yw4undevd5gkw5wapert4 284 8 2(1 2(1 NNP work_ooc22yw4undevd5gkw5wapert4 284 9 - - HYPH work_ooc22yw4undevd5gkw5wapert4 284 10 2 2 CD work_ooc22yw4undevd5gkw5wapert4 284 11 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 284 12 , , , work_ooc22yw4undevd5gkw5wapert4 284 13 1 1 CD work_ooc22yw4undevd5gkw5wapert4 284 14 - - SYM work_ooc22yw4undevd5gkw5wapert4 284 15 135 135 CD work_ooc22yw4undevd5gkw5wapert4 284 16 . . . work_ooc22yw4undevd5gkw5wapert4 285 1 Reithmeier reithmei JJR work_ooc22yw4undevd5gkw5wapert4 285 2 et et NNP work_ooc22yw4undevd5gkw5wapert4 285 3 al al NNP work_ooc22yw4undevd5gkw5wapert4 285 4 96 96 CD work_ooc22yw4undevd5gkw5wapert4 285 5 Poorthuis Poorthuis NNP work_ooc22yw4undevd5gkw5wapert4 285 6 , , , work_ooc22yw4undevd5gkw5wapert4 285 7 A. a. NN work_ooc22yw4undevd5gkw5wapert4 285 8 , , , work_ooc22yw4undevd5gkw5wapert4 285 9 Zook Zook NNP work_ooc22yw4undevd5gkw5wapert4 285 10 , , , work_ooc22yw4undevd5gkw5wapert4 285 11 M. M. NNP work_ooc22yw4undevd5gkw5wapert4 285 12 , , , work_ooc22yw4undevd5gkw5wapert4 285 13 Shelton Shelton NNP work_ooc22yw4undevd5gkw5wapert4 285 14 , , , work_ooc22yw4undevd5gkw5wapert4 285 15 T. T. NNP work_ooc22yw4undevd5gkw5wapert4 285 16 , , , work_ooc22yw4undevd5gkw5wapert4 285 17 Graham Graham NNP work_ooc22yw4undevd5gkw5wapert4 285 18 , , , work_ooc22yw4undevd5gkw5wapert4 285 19 M. M. NNP work_ooc22yw4undevd5gkw5wapert4 285 20 & & CC work_ooc22yw4undevd5gkw5wapert4 285 21 Stephens Stephens NNP work_ooc22yw4undevd5gkw5wapert4 285 22 , , , work_ooc22yw4undevd5gkw5wapert4 285 23 M. M. NNP work_ooc22yw4undevd5gkw5wapert4 285 24 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 285 25 2014 2014 CD work_ooc22yw4undevd5gkw5wapert4 285 26 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 285 27 . . . work_ooc22yw4undevd5gkw5wapert4 286 1 Using use VBG work_ooc22yw4undevd5gkw5wapert4 286 2 Geotagged Geotagged NNP work_ooc22yw4undevd5gkw5wapert4 286 3 Digital Digital NNP work_ooc22yw4undevd5gkw5wapert4 286 4 Social Social NNP work_ooc22yw4undevd5gkw5wapert4 286 5 Data Data NNP work_ooc22yw4undevd5gkw5wapert4 286 6 in in IN work_ooc22yw4undevd5gkw5wapert4 286 7 Geographic Geographic NNP work_ooc22yw4undevd5gkw5wapert4 286 8 Research Research NNP work_ooc22yw4undevd5gkw5wapert4 286 9 . . . work_ooc22yw4undevd5gkw5wapert4 287 1 Retrieved retrieve VBN work_ooc22yw4undevd5gkw5wapert4 287 2 from from IN work_ooc22yw4undevd5gkw5wapert4 287 3 https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2513938 https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2513938 NN work_ooc22yw4undevd5gkw5wapert4 287 4 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 287 5 December December NNP work_ooc22yw4undevd5gkw5wapert4 287 6 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 287 7 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 287 8 . . . work_ooc22yw4undevd5gkw5wapert4 288 1 Reithmeier Reithmeier NNP work_ooc22yw4undevd5gkw5wapert4 288 2 C. C. NNP work_ooc22yw4undevd5gkw5wapert4 288 3 , , , work_ooc22yw4undevd5gkw5wapert4 288 4 Buschbaum Buschbaum NNP work_ooc22yw4undevd5gkw5wapert4 288 5 , , , work_ooc22yw4undevd5gkw5wapert4 288 6 K. K. NNP work_ooc22yw4undevd5gkw5wapert4 288 7 , , , work_ooc22yw4undevd5gkw5wapert4 288 8 Blitz Blitz NNP work_ooc22yw4undevd5gkw5wapert4 288 9 , , , work_ooc22yw4undevd5gkw5wapert4 288 10 A. a. NN work_ooc22yw4undevd5gkw5wapert4 289 1 & & CC work_ooc22yw4undevd5gkw5wapert4 289 2 Kanwischer Kanwischer NNP work_ooc22yw4undevd5gkw5wapert4 289 3 , , , work_ooc22yw4undevd5gkw5wapert4 289 4 D. D. NNP work_ooc22yw4undevd5gkw5wapert4 289 5 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 289 6 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 289 7 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 289 8 . . . work_ooc22yw4undevd5gkw5wapert4 290 1 ‘ ' `` work_ooc22yw4undevd5gkw5wapert4 290 2 Heaven Heaven NNP work_ooc22yw4undevd5gkw5wapert4 290 3 . . . work_ooc22yw4undevd5gkw5wapert4 291 1 # # JJR work_ooc22yw4undevd5gkw5wapert4 291 2 shopping shop VBG work_ooc22yw4undevd5gkw5wapert4 291 3 # # NNP work_ooc22yw4undevd5gkw5wapert4 291 4 Frankfurt Frankfurt NNP work_ooc22yw4undevd5gkw5wapert4 291 5 # # NN work_ooc22yw4undevd5gkw5wapert4 291 6 weekend weekend VB work_ooc22yw4undevd5gkw5wapert4 291 7 # # $ work_ooc22yw4undevd5gkw5wapert4 291 8 joy joy NN work_ooc22yw4undevd5gkw5wapert4 291 9 ’ ' '' work_ooc22yw4undevd5gkw5wapert4 291 10 – – : work_ooc22yw4undevd5gkw5wapert4 291 11 Hashtags hashtag NNS work_ooc22yw4undevd5gkw5wapert4 291 12 , , , work_ooc22yw4undevd5gkw5wapert4 291 13 Constructions Constructions NNPS work_ooc22yw4undevd5gkw5wapert4 291 14 of of IN work_ooc22yw4undevd5gkw5wapert4 291 15 Space Space NNP work_ooc22yw4undevd5gkw5wapert4 291 16 , , , work_ooc22yw4undevd5gkw5wapert4 291 17 and and CC work_ooc22yw4undevd5gkw5wapert4 291 18 Geography Geography NNP work_ooc22yw4undevd5gkw5wapert4 291 19 Education Education NNP work_ooc22yw4undevd5gkw5wapert4 291 20 . . . work_ooc22yw4undevd5gkw5wapert4 292 1 GI_Forum GI_Forum NFP work_ooc22yw4undevd5gkw5wapert4 292 2 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 292 3 , , , work_ooc22yw4undevd5gkw5wapert4 292 4 Vol Vol NNP work_ooc22yw4undevd5gkw5wapert4 292 5 . . . work_ooc22yw4undevd5gkw5wapert4 293 1 1 1 CD work_ooc22yw4undevd5gkw5wapert4 293 2 , , , work_ooc22yw4undevd5gkw5wapert4 293 3 282 282 CD work_ooc22yw4undevd5gkw5wapert4 293 4 - - SYM work_ooc22yw4undevd5gkw5wapert4 293 5 294 294 CD work_ooc22yw4undevd5gkw5wapert4 293 6 . . . work_ooc22yw4undevd5gkw5wapert4 294 1 Stefanidis Stefanidis NNP work_ooc22yw4undevd5gkw5wapert4 294 2 , , , work_ooc22yw4undevd5gkw5wapert4 294 3 A. a. NN work_ooc22yw4undevd5gkw5wapert4 294 4 , , , work_ooc22yw4undevd5gkw5wapert4 294 5 Crooks Crooks NNP work_ooc22yw4undevd5gkw5wapert4 294 6 , , , work_ooc22yw4undevd5gkw5wapert4 294 7 A. a. NN work_ooc22yw4undevd5gkw5wapert4 295 1 & & CC work_ooc22yw4undevd5gkw5wapert4 295 2 Radzikowski Radzikowski NNP work_ooc22yw4undevd5gkw5wapert4 295 3 , , , work_ooc22yw4undevd5gkw5wapert4 295 4 J. J. NNP work_ooc22yw4undevd5gkw5wapert4 296 1 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 296 2 2013 2013 CD work_ooc22yw4undevd5gkw5wapert4 296 3 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 296 4 . . . work_ooc22yw4undevd5gkw5wapert4 297 1 Harvesting harvest VBG work_ooc22yw4undevd5gkw5wapert4 297 2 ambient ambient JJ work_ooc22yw4undevd5gkw5wapert4 297 3 geospatial geospatial JJ work_ooc22yw4undevd5gkw5wapert4 297 4 information information NN work_ooc22yw4undevd5gkw5wapert4 297 5 from from IN work_ooc22yw4undevd5gkw5wapert4 297 6 social social JJ work_ooc22yw4undevd5gkw5wapert4 297 7 media medium NNS work_ooc22yw4undevd5gkw5wapert4 297 8 feeds feed NNS work_ooc22yw4undevd5gkw5wapert4 297 9 . . . work_ooc22yw4undevd5gkw5wapert4 298 1 GeoJournal GeoJournal NNP work_ooc22yw4undevd5gkw5wapert4 298 2 , , , work_ooc22yw4undevd5gkw5wapert4 298 3 78 78 CD work_ooc22yw4undevd5gkw5wapert4 298 4 , , , work_ooc22yw4undevd5gkw5wapert4 298 5 319 319 CD work_ooc22yw4undevd5gkw5wapert4 298 6 - - SYM work_ooc22yw4undevd5gkw5wapert4 298 7 338 338 CD work_ooc22yw4undevd5gkw5wapert4 298 8 . . . work_ooc22yw4undevd5gkw5wapert4 299 1 Strohmaier strohmai JJR work_ooc22yw4undevd5gkw5wapert4 299 2 , , , work_ooc22yw4undevd5gkw5wapert4 299 3 M. M. NNP work_ooc22yw4undevd5gkw5wapert4 299 4 & & CC work_ooc22yw4undevd5gkw5wapert4 299 5 Zens Zens NNP work_ooc22yw4undevd5gkw5wapert4 299 6 , , , work_ooc22yw4undevd5gkw5wapert4 299 7 M. M. NNP work_ooc22yw4undevd5gkw5wapert4 299 8 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 299 9 2014 2014 CD work_ooc22yw4undevd5gkw5wapert4 299 10 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 299 11 . . . work_ooc22yw4undevd5gkw5wapert4 300 1 Analyse Analyse NNP work_ooc22yw4undevd5gkw5wapert4 300 2 Sozialer Sozialer NNP work_ooc22yw4undevd5gkw5wapert4 300 3 Medien Medien NNP work_ooc22yw4undevd5gkw5wapert4 300 4 an an DT work_ooc22yw4undevd5gkw5wapert4 300 5 der der NN work_ooc22yw4undevd5gkw5wapert4 300 6 Schnittstelle Schnittstelle NNP work_ooc22yw4undevd5gkw5wapert4 300 7 zwischen zwischen NNP work_ooc22yw4undevd5gkw5wapert4 300 8 Informatik Informatik NNP work_ooc22yw4undevd5gkw5wapert4 300 9 und und RB work_ooc22yw4undevd5gkw5wapert4 300 10 Sozialwissenschaften Sozialwissenschaften NNP work_ooc22yw4undevd5gkw5wapert4 300 11 . . . work_ooc22yw4undevd5gkw5wapert4 301 1 In in IN work_ooc22yw4undevd5gkw5wapert4 301 2 König König NNP work_ooc22yw4undevd5gkw5wapert4 301 3 , , , work_ooc22yw4undevd5gkw5wapert4 301 4 C. C. NNP work_ooc22yw4undevd5gkw5wapert4 301 5 , , , work_ooc22yw4undevd5gkw5wapert4 301 6 Stahl Stahl NNP work_ooc22yw4undevd5gkw5wapert4 301 7 , , , work_ooc22yw4undevd5gkw5wapert4 301 8 M. M. NNP work_ooc22yw4undevd5gkw5wapert4 301 9 & & CC work_ooc22yw4undevd5gkw5wapert4 301 10 Wiegand Wiegand NNP work_ooc22yw4undevd5gkw5wapert4 301 11 , , , work_ooc22yw4undevd5gkw5wapert4 301 12 E. E. NNP work_ooc22yw4undevd5gkw5wapert4 302 1 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 302 2 Eds Eds NNP work_ooc22yw4undevd5gkw5wapert4 302 3 . . . work_ooc22yw4undevd5gkw5wapert4 302 4 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 302 5 . . . work_ooc22yw4undevd5gkw5wapert4 303 1 Soziale Soziale NNP work_ooc22yw4undevd5gkw5wapert4 303 2 Medien Medien NNP work_ooc22yw4undevd5gkw5wapert4 303 3 : : : work_ooc22yw4undevd5gkw5wapert4 303 4 Gegenstand Gegenstand NNP work_ooc22yw4undevd5gkw5wapert4 303 5 und und JJ work_ooc22yw4undevd5gkw5wapert4 303 6 Instrument Instrument NNP work_ooc22yw4undevd5gkw5wapert4 303 7 der der VBP work_ooc22yw4undevd5gkw5wapert4 303 8 Forschung Forschung NNP work_ooc22yw4undevd5gkw5wapert4 303 9 . . . work_ooc22yw4undevd5gkw5wapert4 304 1 Schriftenreihe Schriftenreihe NNP work_ooc22yw4undevd5gkw5wapert4 304 2 der der VBD work_ooc22yw4undevd5gkw5wapert4 304 3 Arbeitsgemeinschaft Arbeitsgemeinschaft NNP work_ooc22yw4undevd5gkw5wapert4 304 4 Sozialwissenschaftlicher Sozialwissenschaftlicher NNP work_ooc22yw4undevd5gkw5wapert4 304 5 Institute Institute NNP work_ooc22yw4undevd5gkw5wapert4 304 6 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 304 7 ASI ASI NNP work_ooc22yw4undevd5gkw5wapert4 304 8 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 304 9 . . . work_ooc22yw4undevd5gkw5wapert4 305 1 Wiesbaden Wiesbaden NNP work_ooc22yw4undevd5gkw5wapert4 305 2 : : : work_ooc22yw4undevd5gkw5wapert4 305 3 Springer Springer NNP work_ooc22yw4undevd5gkw5wapert4 305 4 , , , work_ooc22yw4undevd5gkw5wapert4 305 5 73 73 CD work_ooc22yw4undevd5gkw5wapert4 305 6 - - SYM work_ooc22yw4undevd5gkw5wapert4 305 7 95 95 CD work_ooc22yw4undevd5gkw5wapert4 305 8 . . . work_ooc22yw4undevd5gkw5wapert4 306 1 Thelwall Thelwall NNP work_ooc22yw4undevd5gkw5wapert4 306 2 , , , work_ooc22yw4undevd5gkw5wapert4 306 3 M. M. NNP work_ooc22yw4undevd5gkw5wapert4 306 4 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 306 5 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 306 6 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 306 7 . . . work_ooc22yw4undevd5gkw5wapert4 307 1 Heart heart NN work_ooc22yw4undevd5gkw5wapert4 307 2 and and CC work_ooc22yw4undevd5gkw5wapert4 307 3 Soul soul NN work_ooc22yw4undevd5gkw5wapert4 307 4 : : : work_ooc22yw4undevd5gkw5wapert4 307 5 Sentiment Sentiment NNP work_ooc22yw4undevd5gkw5wapert4 307 6 Strength Strength NNP work_ooc22yw4undevd5gkw5wapert4 307 7 Detection detection NN work_ooc22yw4undevd5gkw5wapert4 307 8 in in IN work_ooc22yw4undevd5gkw5wapert4 307 9 the the DT work_ooc22yw4undevd5gkw5wapert4 307 10 Social Social NNP work_ooc22yw4undevd5gkw5wapert4 307 11 Web Web NNP work_ooc22yw4undevd5gkw5wapert4 307 12 with with IN work_ooc22yw4undevd5gkw5wapert4 307 13 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 307 14 . . . work_ooc22yw4undevd5gkw5wapert4 308 1 In in IN work_ooc22yw4undevd5gkw5wapert4 308 2 Hołyst Hołyst NNP work_ooc22yw4undevd5gkw5wapert4 308 3 , , , work_ooc22yw4undevd5gkw5wapert4 308 4 J. J. NNP work_ooc22yw4undevd5gkw5wapert4 309 1 A. A. NNP work_ooc22yw4undevd5gkw5wapert4 310 1 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 310 2 Eds Eds NNP work_ooc22yw4undevd5gkw5wapert4 310 3 . . . work_ooc22yw4undevd5gkw5wapert4 310 4 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 310 5 . . . work_ooc22yw4undevd5gkw5wapert4 311 1 Cyberemotions cyberemotion NNS work_ooc22yw4undevd5gkw5wapert4 311 2 : : : work_ooc22yw4undevd5gkw5wapert4 311 3 Collective collective JJ work_ooc22yw4undevd5gkw5wapert4 311 4 emotions emotion NNS work_ooc22yw4undevd5gkw5wapert4 311 5 in in IN work_ooc22yw4undevd5gkw5wapert4 311 6 cyberspace cyberspace NN work_ooc22yw4undevd5gkw5wapert4 311 7 . . . work_ooc22yw4undevd5gkw5wapert4 312 1 Cham Cham NNP work_ooc22yw4undevd5gkw5wapert4 312 2 : : : work_ooc22yw4undevd5gkw5wapert4 312 3 Springer Springer NNP work_ooc22yw4undevd5gkw5wapert4 312 4 International International NNP work_ooc22yw4undevd5gkw5wapert4 312 5 , , , work_ooc22yw4undevd5gkw5wapert4 312 6 119 119 CD work_ooc22yw4undevd5gkw5wapert4 312 7 - - SYM work_ooc22yw4undevd5gkw5wapert4 312 8 134 134 CD work_ooc22yw4undevd5gkw5wapert4 312 9 . . . work_ooc22yw4undevd5gkw5wapert4 313 1 Thelwall Thelwall NNP work_ooc22yw4undevd5gkw5wapert4 313 2 , , , work_ooc22yw4undevd5gkw5wapert4 313 3 M. M. NNP work_ooc22yw4undevd5gkw5wapert4 313 4 , , , work_ooc22yw4undevd5gkw5wapert4 313 5 Buckley Buckley NNP work_ooc22yw4undevd5gkw5wapert4 313 6 ; ; : work_ooc22yw4undevd5gkw5wapert4 313 7 K. K. NNP work_ooc22yw4undevd5gkw5wapert4 313 8 & & CC work_ooc22yw4undevd5gkw5wapert4 313 9 Paltoglou Paltoglou NNP work_ooc22yw4undevd5gkw5wapert4 313 10 , , , work_ooc22yw4undevd5gkw5wapert4 313 11 G. G. NNP work_ooc22yw4undevd5gkw5wapert4 313 12 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 313 13 2011 2011 CD work_ooc22yw4undevd5gkw5wapert4 313 14 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 313 15 . . . work_ooc22yw4undevd5gkw5wapert4 314 1 Sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 314 2 in in IN work_ooc22yw4undevd5gkw5wapert4 314 3 Twitter Twitter NNP work_ooc22yw4undevd5gkw5wapert4 314 4 events event NNS work_ooc22yw4undevd5gkw5wapert4 314 5 . . . work_ooc22yw4undevd5gkw5wapert4 315 1 Journal Journal NNP work_ooc22yw4undevd5gkw5wapert4 315 2 of of IN work_ooc22yw4undevd5gkw5wapert4 315 3 the the DT work_ooc22yw4undevd5gkw5wapert4 315 4 American American NNP work_ooc22yw4undevd5gkw5wapert4 315 5 Society Society NNP work_ooc22yw4undevd5gkw5wapert4 315 6 for for IN work_ooc22yw4undevd5gkw5wapert4 315 7 Information Information NNP work_ooc22yw4undevd5gkw5wapert4 315 8 Science Science NNP work_ooc22yw4undevd5gkw5wapert4 315 9 and and CC work_ooc22yw4undevd5gkw5wapert4 315 10 Technology Technology NNP work_ooc22yw4undevd5gkw5wapert4 315 11 , , , work_ooc22yw4undevd5gkw5wapert4 315 12 62(2 62(2 CD work_ooc22yw4undevd5gkw5wapert4 315 13 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 315 14 , , , work_ooc22yw4undevd5gkw5wapert4 315 15 406 406 CD work_ooc22yw4undevd5gkw5wapert4 315 16 - - SYM work_ooc22yw4undevd5gkw5wapert4 315 17 418 418 CD work_ooc22yw4undevd5gkw5wapert4 315 18 . . . work_ooc22yw4undevd5gkw5wapert4 316 1 University University NNP work_ooc22yw4undevd5gkw5wapert4 316 2 of of IN work_ooc22yw4undevd5gkw5wapert4 316 3 Sheffield Sheffield NNP work_ooc22yw4undevd5gkw5wapert4 316 4 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 316 5 2018 2018 CD work_ooc22yw4undevd5gkw5wapert4 316 6 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 316 7 : : : work_ooc22yw4undevd5gkw5wapert4 316 8 GATE GATE NNP work_ooc22yw4undevd5gkw5wapert4 316 9 – – : work_ooc22yw4undevd5gkw5wapert4 316 10 general general JJ work_ooc22yw4undevd5gkw5wapert4 316 11 architecture architecture NN work_ooc22yw4undevd5gkw5wapert4 316 12 for for IN work_ooc22yw4undevd5gkw5wapert4 316 13 text text NN work_ooc22yw4undevd5gkw5wapert4 316 14 engineering engineering NN work_ooc22yw4undevd5gkw5wapert4 316 15 . . . work_ooc22yw4undevd5gkw5wapert4 317 1 Retrieved retrieve VBN work_ooc22yw4undevd5gkw5wapert4 317 2 from from IN work_ooc22yw4undevd5gkw5wapert4 317 3 https://gate.ac.uk/ https://gate.ac.uk/ NN work_ooc22yw4undevd5gkw5wapert4 317 4 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 317 5 April April NNP work_ooc22yw4undevd5gkw5wapert4 317 6 2018 2018 CD work_ooc22yw4undevd5gkw5wapert4 317 7 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 317 8 . . . work_ooc22yw4undevd5gkw5wapert4 318 1 University University NNP work_ooc22yw4undevd5gkw5wapert4 318 2 of of IN work_ooc22yw4undevd5gkw5wapert4 318 3 Waikato Waikato NNP work_ooc22yw4undevd5gkw5wapert4 318 4 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 318 5 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 318 6 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 318 7 . . . work_ooc22yw4undevd5gkw5wapert4 319 1 Weka Weka NNP work_ooc22yw4undevd5gkw5wapert4 319 2 3 3 CD work_ooc22yw4undevd5gkw5wapert4 319 3 : : : work_ooc22yw4undevd5gkw5wapert4 319 4 Data Data NNP work_ooc22yw4undevd5gkw5wapert4 319 5 Mining Mining NNP work_ooc22yw4undevd5gkw5wapert4 319 6 Software Software NNP work_ooc22yw4undevd5gkw5wapert4 319 7 in in IN work_ooc22yw4undevd5gkw5wapert4 319 8 Java Java NNP work_ooc22yw4undevd5gkw5wapert4 319 9 . . . work_ooc22yw4undevd5gkw5wapert4 320 1 Retrieved retrieve VBN work_ooc22yw4undevd5gkw5wapert4 320 2 from from IN work_ooc22yw4undevd5gkw5wapert4 320 3 https://www.cs.waikato.ac.nz/ml/weka/index.html https://www.cs.waikato.ac.nz/ml/weka/index.html NN work_ooc22yw4undevd5gkw5wapert4 320 4 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 320 5 December December NNP work_ooc22yw4undevd5gkw5wapert4 320 6 2017 2017 CD work_ooc22yw4undevd5gkw5wapert4 320 7 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 320 8 . . . work_ooc22yw4undevd5gkw5wapert4 321 1 Willis Willis NNP work_ooc22yw4undevd5gkw5wapert4 321 2 , , , work_ooc22yw4undevd5gkw5wapert4 321 3 E. E. NNP work_ooc22yw4undevd5gkw5wapert4 321 4 R. R. NNP work_ooc22yw4undevd5gkw5wapert4 321 5 & & CC work_ooc22yw4undevd5gkw5wapert4 321 6 Fecteau Fecteau NNP work_ooc22yw4undevd5gkw5wapert4 321 7 , , , work_ooc22yw4undevd5gkw5wapert4 321 8 A. a. NN work_ooc22yw4undevd5gkw5wapert4 322 1 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 322 2 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 322 3 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 322 4 . . . work_ooc22yw4undevd5gkw5wapert4 323 1 Humor humor NN work_ooc22yw4undevd5gkw5wapert4 323 2 and and CC work_ooc22yw4undevd5gkw5wapert4 323 3 Identity Identity NNP work_ooc22yw4undevd5gkw5wapert4 323 4 on on IN work_ooc22yw4undevd5gkw5wapert4 323 5 Twitter Twitter NNP work_ooc22yw4undevd5gkw5wapert4 323 6 : : : work_ooc22yw4undevd5gkw5wapert4 323 7 # # NN work_ooc22yw4undevd5gkw5wapert4 323 8 muslimcandyheartrejects muslimcandyheartreject NNS work_ooc22yw4undevd5gkw5wapert4 323 9 as as IN work_ooc22yw4undevd5gkw5wapert4 323 10 a a DT work_ooc22yw4undevd5gkw5wapert4 323 11 Digital Digital NNP work_ooc22yw4undevd5gkw5wapert4 323 12 Space Space NNP work_ooc22yw4undevd5gkw5wapert4 323 13 for for IN work_ooc22yw4undevd5gkw5wapert4 323 14 Identity Identity NNP work_ooc22yw4undevd5gkw5wapert4 323 15 Construction Construction NNP work_ooc22yw4undevd5gkw5wapert4 323 16 . . . work_ooc22yw4undevd5gkw5wapert4 324 1 Journal Journal NNP work_ooc22yw4undevd5gkw5wapert4 324 2 of of IN work_ooc22yw4undevd5gkw5wapert4 324 3 Muslim Muslim NNP work_ooc22yw4undevd5gkw5wapert4 324 4 Minority Minority NNP work_ooc22yw4undevd5gkw5wapert4 324 5 Affairs Affairs NNPS work_ooc22yw4undevd5gkw5wapert4 324 6 , , , work_ooc22yw4undevd5gkw5wapert4 324 7 36(1 36(1 JJ work_ooc22yw4undevd5gkw5wapert4 324 8 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 324 9 , , , work_ooc22yw4undevd5gkw5wapert4 324 10 32 32 CD work_ooc22yw4undevd5gkw5wapert4 324 11 - - SYM work_ooc22yw4undevd5gkw5wapert4 324 12 45 45 CD work_ooc22yw4undevd5gkw5wapert4 324 13 . . . work_ooc22yw4undevd5gkw5wapert4 325 1 Xia Xia NNP work_ooc22yw4undevd5gkw5wapert4 325 2 , , , work_ooc22yw4undevd5gkw5wapert4 325 3 R. R. NNP work_ooc22yw4undevd5gkw5wapert4 325 4 , , , work_ooc22yw4undevd5gkw5wapert4 325 5 Xu Xu NNP work_ooc22yw4undevd5gkw5wapert4 325 6 , , , work_ooc22yw4undevd5gkw5wapert4 325 7 F. F. NNP work_ooc22yw4undevd5gkw5wapert4 325 8 , , , work_ooc22yw4undevd5gkw5wapert4 325 9 Yu Yu NNP work_ooc22yw4undevd5gkw5wapert4 325 10 , , , work_ooc22yw4undevd5gkw5wapert4 325 11 J. J. NNP work_ooc22yw4undevd5gkw5wapert4 325 12 , , , work_ooc22yw4undevd5gkw5wapert4 325 13 Qi Qi NNP work_ooc22yw4undevd5gkw5wapert4 325 14 , , , work_ooc22yw4undevd5gkw5wapert4 325 15 Y. Y. NNP work_ooc22yw4undevd5gkw5wapert4 326 1 & & CC work_ooc22yw4undevd5gkw5wapert4 326 2 Cambria Cambria NNP work_ooc22yw4undevd5gkw5wapert4 326 3 , , , work_ooc22yw4undevd5gkw5wapert4 326 4 E. E. NNP work_ooc22yw4undevd5gkw5wapert4 326 5 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 326 6 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 326 7 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 326 8 . . . work_ooc22yw4undevd5gkw5wapert4 327 1 Polarity polarity NN work_ooc22yw4undevd5gkw5wapert4 327 2 shift shift VBP work_ooc22yw4undevd5gkw5wapert4 327 3 detection detection NN work_ooc22yw4undevd5gkw5wapert4 327 4 , , , work_ooc22yw4undevd5gkw5wapert4 327 5 elimination elimination NN work_ooc22yw4undevd5gkw5wapert4 327 6 and and CC work_ooc22yw4undevd5gkw5wapert4 327 7 ensemble ensemble NN work_ooc22yw4undevd5gkw5wapert4 327 8 : : : work_ooc22yw4undevd5gkw5wapert4 327 9 A a DT work_ooc22yw4undevd5gkw5wapert4 327 10 three three CD work_ooc22yw4undevd5gkw5wapert4 327 11 - - HYPH work_ooc22yw4undevd5gkw5wapert4 327 12 stage stage NN work_ooc22yw4undevd5gkw5wapert4 327 13 model model NN work_ooc22yw4undevd5gkw5wapert4 327 14 for for IN work_ooc22yw4undevd5gkw5wapert4 327 15 document document NN work_ooc22yw4undevd5gkw5wapert4 327 16 - - HYPH work_ooc22yw4undevd5gkw5wapert4 327 17 level level NN work_ooc22yw4undevd5gkw5wapert4 327 18 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 327 19 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 327 20 . . . work_ooc22yw4undevd5gkw5wapert4 328 1 Information Information NNP work_ooc22yw4undevd5gkw5wapert4 328 2 Processing Processing NNP work_ooc22yw4undevd5gkw5wapert4 328 3 and and CC work_ooc22yw4undevd5gkw5wapert4 328 4 Management Management NNP work_ooc22yw4undevd5gkw5wapert4 328 5 , , , work_ooc22yw4undevd5gkw5wapert4 328 6 52(1 52(1 CD work_ooc22yw4undevd5gkw5wapert4 328 7 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 328 8 , , , work_ooc22yw4undevd5gkw5wapert4 328 9 36 36 CD work_ooc22yw4undevd5gkw5wapert4 328 10 - - SYM work_ooc22yw4undevd5gkw5wapert4 328 11 45 45 CD work_ooc22yw4undevd5gkw5wapert4 328 12 . . . work_ooc22yw4undevd5gkw5wapert4 329 1 You -PRON- PRP work_ooc22yw4undevd5gkw5wapert4 329 2 , , , work_ooc22yw4undevd5gkw5wapert4 329 3 L. L. NNP work_ooc22yw4undevd5gkw5wapert4 329 4 & & CC work_ooc22yw4undevd5gkw5wapert4 329 5 Tuncer Tuncer NNP work_ooc22yw4undevd5gkw5wapert4 329 6 , , , work_ooc22yw4undevd5gkw5wapert4 329 7 B. B. NNP work_ooc22yw4undevd5gkw5wapert4 330 1 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 330 2 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 330 3 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 330 4 . . . work_ooc22yw4undevd5gkw5wapert4 331 1 Exploring explore VBG work_ooc22yw4undevd5gkw5wapert4 331 2 public public JJ work_ooc22yw4undevd5gkw5wapert4 331 3 sentiments sentiment NNS work_ooc22yw4undevd5gkw5wapert4 331 4 for for IN work_ooc22yw4undevd5gkw5wapert4 331 5 livable livable JJ work_ooc22yw4undevd5gkw5wapert4 331 6 places place NNS work_ooc22yw4undevd5gkw5wapert4 331 7 based base VBN work_ooc22yw4undevd5gkw5wapert4 331 8 on on IN work_ooc22yw4undevd5gkw5wapert4 331 9 a a DT work_ooc22yw4undevd5gkw5wapert4 331 10 crowd- crowd- NN work_ooc22yw4undevd5gkw5wapert4 331 11 calibrated calibrate VBN work_ooc22yw4undevd5gkw5wapert4 331 12 sentiment sentiment NN work_ooc22yw4undevd5gkw5wapert4 331 13 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 331 14 mechanism mechanism NN work_ooc22yw4undevd5gkw5wapert4 331 15 . . . work_ooc22yw4undevd5gkw5wapert4 332 1 Proceedings proceeding NNS work_ooc22yw4undevd5gkw5wapert4 332 2 of of IN work_ooc22yw4undevd5gkw5wapert4 332 3 the the DT work_ooc22yw4undevd5gkw5wapert4 332 4 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 332 5 IEEE IEEE NNP work_ooc22yw4undevd5gkw5wapert4 332 6 / / SYM work_ooc22yw4undevd5gkw5wapert4 332 7 ACM ACM NNP work_ooc22yw4undevd5gkw5wapert4 332 8 International International NNP work_ooc22yw4undevd5gkw5wapert4 332 9 Conference Conference NNP work_ooc22yw4undevd5gkw5wapert4 332 10 on on IN work_ooc22yw4undevd5gkw5wapert4 332 11 Advances Advances NNPS work_ooc22yw4undevd5gkw5wapert4 332 12 in in IN work_ooc22yw4undevd5gkw5wapert4 332 13 Social Social NNP work_ooc22yw4undevd5gkw5wapert4 332 14 Networks Networks NNP work_ooc22yw4undevd5gkw5wapert4 332 15 Analysis Analysis NNP work_ooc22yw4undevd5gkw5wapert4 332 16 and and CC work_ooc22yw4undevd5gkw5wapert4 332 17 Mining Mining NNP work_ooc22yw4undevd5gkw5wapert4 332 18 ASONAM ASONAM NNP work_ooc22yw4undevd5gkw5wapert4 332 19 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 332 20 , , , work_ooc22yw4undevd5gkw5wapert4 332 21 693 693 CD work_ooc22yw4undevd5gkw5wapert4 332 22 - - SYM work_ooc22yw4undevd5gkw5wapert4 332 23 700 700 CD work_ooc22yw4undevd5gkw5wapert4 332 24 . . . work_ooc22yw4undevd5gkw5wapert4 333 1 Zhang Zhang NNP work_ooc22yw4undevd5gkw5wapert4 333 2 , , , work_ooc22yw4undevd5gkw5wapert4 333 3 S. S. NNP work_ooc22yw4undevd5gkw5wapert4 333 4 & & CC work_ooc22yw4undevd5gkw5wapert4 333 5 Feick Feick NNP work_ooc22yw4undevd5gkw5wapert4 333 6 , , , work_ooc22yw4undevd5gkw5wapert4 333 7 R. R. NNP work_ooc22yw4undevd5gkw5wapert4 333 8 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 333 9 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 333 10 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 333 11 . . . work_ooc22yw4undevd5gkw5wapert4 334 1 Understanding understand VBG work_ooc22yw4undevd5gkw5wapert4 334 2 Public Public NNP work_ooc22yw4undevd5gkw5wapert4 334 3 Opinions Opinions NNPS work_ooc22yw4undevd5gkw5wapert4 334 4 from from IN work_ooc22yw4undevd5gkw5wapert4 334 5 Geosocial Geosocial NNP work_ooc22yw4undevd5gkw5wapert4 334 6 Media Media NNP work_ooc22yw4undevd5gkw5wapert4 334 7 . . . work_ooc22yw4undevd5gkw5wapert4 335 1 ISPRS ISPRS NNP work_ooc22yw4undevd5gkw5wapert4 335 2 International International NNP work_ooc22yw4undevd5gkw5wapert4 335 3 Journal Journal NNP work_ooc22yw4undevd5gkw5wapert4 335 4 of of IN work_ooc22yw4undevd5gkw5wapert4 335 5 Geo Geo NNP work_ooc22yw4undevd5gkw5wapert4 335 6 - - HYPH work_ooc22yw4undevd5gkw5wapert4 335 7 Information Information NNP work_ooc22yw4undevd5gkw5wapert4 335 8 , , , work_ooc22yw4undevd5gkw5wapert4 335 9 5(6 5(6 NNP work_ooc22yw4undevd5gkw5wapert4 335 10 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 335 11 , , , work_ooc22yw4undevd5gkw5wapert4 335 12 Nr Nr NNP work_ooc22yw4undevd5gkw5wapert4 335 13 . . . work_ooc22yw4undevd5gkw5wapert4 336 1 74 74 CD work_ooc22yw4undevd5gkw5wapert4 336 2 , , , work_ooc22yw4undevd5gkw5wapert4 336 3 1 1 CD work_ooc22yw4undevd5gkw5wapert4 336 4 - - SYM work_ooc22yw4undevd5gkw5wapert4 336 5 20 20 CD work_ooc22yw4undevd5gkw5wapert4 336 6 . . . work_ooc22yw4undevd5gkw5wapert4 337 1 Zhu Zhu NNP work_ooc22yw4undevd5gkw5wapert4 337 2 , , , work_ooc22yw4undevd5gkw5wapert4 337 3 Y. Y. NNP work_ooc22yw4undevd5gkw5wapert4 338 1 & & CC work_ooc22yw4undevd5gkw5wapert4 338 2 Newsam Newsam NNP work_ooc22yw4undevd5gkw5wapert4 338 3 , , , work_ooc22yw4undevd5gkw5wapert4 338 4 S. S. NNP work_ooc22yw4undevd5gkw5wapert4 338 5 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 338 6 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 338 7 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 338 8 . . . work_ooc22yw4undevd5gkw5wapert4 339 1 Spatio spatio NN work_ooc22yw4undevd5gkw5wapert4 339 2 - - HYPH work_ooc22yw4undevd5gkw5wapert4 339 3 Temporal Temporal NNP work_ooc22yw4undevd5gkw5wapert4 339 4 Sentiment Sentiment NNP work_ooc22yw4undevd5gkw5wapert4 339 5 Hotspot Hotspot NNP work_ooc22yw4undevd5gkw5wapert4 339 6 Detection detection NN work_ooc22yw4undevd5gkw5wapert4 339 7 Using use VBG work_ooc22yw4undevd5gkw5wapert4 339 8 Geotagged Geotagged NNP work_ooc22yw4undevd5gkw5wapert4 339 9 Photos Photos NNP work_ooc22yw4undevd5gkw5wapert4 339 10 . . . work_ooc22yw4undevd5gkw5wapert4 340 1 24th 24th JJ work_ooc22yw4undevd5gkw5wapert4 340 2 ACM ACM NNP work_ooc22yw4undevd5gkw5wapert4 340 3 Sigspatial Sigspatial NNP work_ooc22yw4undevd5gkw5wapert4 340 4 International International NNP work_ooc22yw4undevd5gkw5wapert4 340 5 Conference Conference NNP work_ooc22yw4undevd5gkw5wapert4 340 6 on on IN work_ooc22yw4undevd5gkw5wapert4 340 7 Advances Advances NNPS work_ooc22yw4undevd5gkw5wapert4 340 8 in in IN work_ooc22yw4undevd5gkw5wapert4 340 9 Geographic Geographic NNP work_ooc22yw4undevd5gkw5wapert4 340 10 Information Information NNP work_ooc22yw4undevd5gkw5wapert4 340 11 Systems Systems NNPS work_ooc22yw4undevd5gkw5wapert4 340 12 ( ( -LRB- work_ooc22yw4undevd5gkw5wapert4 340 13 ACM ACM NNP work_ooc22yw4undevd5gkw5wapert4 340 14 SIGSPATIAL sigspatial NN work_ooc22yw4undevd5gkw5wapert4 340 15 GIS GIS NNP work_ooc22yw4undevd5gkw5wapert4 340 16 2016 2016 CD work_ooc22yw4undevd5gkw5wapert4 340 17 ) ) -RRB- work_ooc22yw4undevd5gkw5wapert4 340 18 . . . work_ooc22yw4undevd5gkw5wapert4 341 1 1 1 CD work_ooc22yw4undevd5gkw5wapert4 341 2 Introduction introduction NN work_ooc22yw4undevd5gkw5wapert4 341 3 2 2 CD work_ooc22yw4undevd5gkw5wapert4 341 4 Sentiment Sentiment NNP work_ooc22yw4undevd5gkw5wapert4 341 5 analysis analysis NN work_ooc22yw4undevd5gkw5wapert4 341 6 in in IN work_ooc22yw4undevd5gkw5wapert4 341 7 current current JJ work_ooc22yw4undevd5gkw5wapert4 341 8 research research NN work_ooc22yw4undevd5gkw5wapert4 341 9 3 3 CD work_ooc22yw4undevd5gkw5wapert4 341 10 Case Case NNP work_ooc22yw4undevd5gkw5wapert4 341 11 Study Study NNP work_ooc22yw4undevd5gkw5wapert4 341 12 : : : work_ooc22yw4undevd5gkw5wapert4 341 13 tweets tweet NNS work_ooc22yw4undevd5gkw5wapert4 341 14 containing contain VBG work_ooc22yw4undevd5gkw5wapert4 341 15 # # $ work_ooc22yw4undevd5gkw5wapert4 341 16 ostend ostend VBP work_ooc22yw4undevd5gkw5wapert4 341 17 # # $ work_ooc22yw4undevd5gkw5wapert4 341 18 frankfurt frankfurt NNP work_ooc22yw4undevd5gkw5wapert4 341 19 4 4 CD work_ooc22yw4undevd5gkw5wapert4 341 20 Results result NNS work_ooc22yw4undevd5gkw5wapert4 341 21 5 5 CD work_ooc22yw4undevd5gkw5wapert4 341 22 Discussion discussion NN work_ooc22yw4undevd5gkw5wapert4 341 23 : : : work_ooc22yw4undevd5gkw5wapert4 341 24 Potentials Potentials NNPS work_ooc22yw4undevd5gkw5wapert4 341 25 of of IN work_ooc22yw4undevd5gkw5wapert4 341 26 SentiStrength SentiStrength NNP work_ooc22yw4undevd5gkw5wapert4 341 27 in in IN work_ooc22yw4undevd5gkw5wapert4 341 28 geographic geographic JJ work_ooc22yw4undevd5gkw5wapert4 341 29 research research NN work_ooc22yw4undevd5gkw5wapert4 341 30 6 6 CD work_ooc22yw4undevd5gkw5wapert4 341 31 Outlook Outlook NNP work_ooc22yw4undevd5gkw5wapert4 341 32 References References NNPS