id sid tid token lemma pos cord-319323-1qt7vf59 1 1 key key JJ cord-319323-1qt7vf59 1 2 : : : cord-319323-1qt7vf59 1 3 cord-319323 cord-319323 NNP cord-319323-1qt7vf59 1 4 - - HYPH cord-319323-1qt7vf59 1 5 1qt7vf59 1qt7vf59 CD cord-319323-1qt7vf59 1 6 authors author NNS cord-319323-1qt7vf59 1 7 : : : cord-319323-1qt7vf59 1 8 Chakraborty Chakraborty NNP cord-319323-1qt7vf59 1 9 , , , cord-319323-1qt7vf59 1 10 Amartya Amartya NNP cord-319323-1qt7vf59 1 11 ; ; : cord-319323-1qt7vf59 1 12 Bose Bose NNP cord-319323-1qt7vf59 1 13 , , , cord-319323-1qt7vf59 1 14 Sunanda Sunanda NNP cord-319323-1qt7vf59 2 1 title title NN cord-319323-1qt7vf59 2 2 : : : cord-319323-1qt7vf59 2 3 Around around IN cord-319323-1qt7vf59 2 4 the the DT cord-319323-1qt7vf59 2 5 world world NN cord-319323-1qt7vf59 2 6 in in IN cord-319323-1qt7vf59 2 7 60 60 CD cord-319323-1qt7vf59 2 8 days day NNS cord-319323-1qt7vf59 2 9 : : : cord-319323-1qt7vf59 2 10 an an DT cord-319323-1qt7vf59 2 11 exploratory exploratory JJ cord-319323-1qt7vf59 2 12 study study NN cord-319323-1qt7vf59 2 13 of of IN cord-319323-1qt7vf59 2 14 impact impact NN cord-319323-1qt7vf59 2 15 of of IN cord-319323-1qt7vf59 2 16 COVID-19 COVID-19 NNP cord-319323-1qt7vf59 2 17 on on IN cord-319323-1qt7vf59 2 18 online online JJ cord-319323-1qt7vf59 2 19 global global JJ cord-319323-1qt7vf59 2 20 news news NN cord-319323-1qt7vf59 2 21 sentiment sentiment NN cord-319323-1qt7vf59 2 22 date date NN cord-319323-1qt7vf59 2 23 : : : cord-319323-1qt7vf59 2 24 2020 2020 CD cord-319323-1qt7vf59 2 25 - - SYM cord-319323-1qt7vf59 2 26 10 10 CD cord-319323-1qt7vf59 2 27 - - SYM cord-319323-1qt7vf59 2 28 21 21 CD cord-319323-1qt7vf59 2 29 journal journal NN cord-319323-1qt7vf59 2 30 : : : cord-319323-1qt7vf59 2 31 J J NNP cord-319323-1qt7vf59 2 32 Comput Comput NNP cord-319323-1qt7vf59 2 33 Soc Soc NNP cord-319323-1qt7vf59 2 34 Sci Sci NNP cord-319323-1qt7vf59 2 35 DOI DOI NNP cord-319323-1qt7vf59 2 36 : : : cord-319323-1qt7vf59 3 1 10.1007 10.1007 CD cord-319323-1qt7vf59 3 2 / / SYM cord-319323-1qt7vf59 3 3 s42001 s42001 NN cord-319323-1qt7vf59 3 4 - - HYPH cord-319323-1qt7vf59 3 5 020 020 CD cord-319323-1qt7vf59 3 6 - - HYPH cord-319323-1qt7vf59 3 7 00088 00088 CD cord-319323-1qt7vf59 3 8 - - SYM cord-319323-1qt7vf59 3 9 3 3 CD cord-319323-1qt7vf59 3 10 sha sha NN cord-319323-1qt7vf59 3 11 : : : cord-319323-1qt7vf59 4 1 dd77844deff7211974f67ddfa4793950c09f30b7 dd77844deff7211974f67ddfa4793950c09f30b7 NNP cord-319323-1qt7vf59 4 2 doc_id doc_id CD cord-319323-1qt7vf59 4 3 : : : cord-319323-1qt7vf59 5 1 319323 319323 CD cord-319323-1qt7vf59 5 2 cord_uid cord_uid NNS cord-319323-1qt7vf59 5 3 : : : cord-319323-1qt7vf59 5 4 1qt7vf59 1qt7vf59 CD cord-319323-1qt7vf59 6 1 The the DT cord-319323-1qt7vf59 6 2 world world NN cord-319323-1qt7vf59 6 3 is be VBZ cord-319323-1qt7vf59 6 4 going go VBG cord-319323-1qt7vf59 6 5 through through IN cord-319323-1qt7vf59 6 6 an an DT cord-319323-1qt7vf59 6 7 unprecedented unprecedented JJ cord-319323-1qt7vf59 6 8 crisis crisis NN cord-319323-1qt7vf59 6 9 due due IN cord-319323-1qt7vf59 6 10 to to IN cord-319323-1qt7vf59 6 11 COVID-19 covid-19 JJ cord-319323-1qt7vf59 6 12 breakout breakout NN cord-319323-1qt7vf59 6 13 , , , cord-319323-1qt7vf59 6 14 and and CC cord-319323-1qt7vf59 6 15 people people NNS cord-319323-1qt7vf59 6 16 all all RB cord-319323-1qt7vf59 6 17 over over IN cord-319323-1qt7vf59 6 18 the the DT cord-319323-1qt7vf59 6 19 world world NN cord-319323-1qt7vf59 6 20 are be VBP cord-319323-1qt7vf59 6 21 forced force VBN cord-319323-1qt7vf59 6 22 to to TO cord-319323-1qt7vf59 6 23 stay stay VB cord-319323-1qt7vf59 6 24 indoors indoors RB cord-319323-1qt7vf59 6 25 for for IN cord-319323-1qt7vf59 6 26 safety safety NN cord-319323-1qt7vf59 6 27 . . . cord-319323-1qt7vf59 7 1 In in IN cord-319323-1qt7vf59 7 2 such such PDT cord-319323-1qt7vf59 7 3 a a DT cord-319323-1qt7vf59 7 4 situation situation NN cord-319323-1qt7vf59 7 5 , , , cord-319323-1qt7vf59 7 6 the the DT cord-319323-1qt7vf59 7 7 rise rise NN cord-319323-1qt7vf59 7 8 and and CC cord-319323-1qt7vf59 7 9 fall fall NN cord-319323-1qt7vf59 7 10 of of IN cord-319323-1qt7vf59 7 11 the the DT cord-319323-1qt7vf59 7 12 number number NN cord-319323-1qt7vf59 7 13 of of IN cord-319323-1qt7vf59 7 14 affected affected JJ cord-319323-1qt7vf59 7 15 cases case NNS cord-319323-1qt7vf59 7 16 or or CC cord-319323-1qt7vf59 7 17 deaths death NNS cord-319323-1qt7vf59 7 18 has have VBZ cord-319323-1qt7vf59 7 19 turned turn VBN cord-319323-1qt7vf59 7 20 into into IN cord-319323-1qt7vf59 7 21 a a DT cord-319323-1qt7vf59 7 22 constant constant JJ cord-319323-1qt7vf59 7 23 headline headline NN cord-319323-1qt7vf59 7 24 in in IN cord-319323-1qt7vf59 7 25 most most JJS cord-319323-1qt7vf59 7 26 news news NN cord-319323-1qt7vf59 7 27 channels channel NNS cord-319323-1qt7vf59 7 28 . . . cord-319323-1qt7vf59 8 1 Consequently consequently RB cord-319323-1qt7vf59 8 2 , , , cord-319323-1qt7vf59 8 3 there there EX cord-319323-1qt7vf59 8 4 is be VBZ cord-319323-1qt7vf59 8 5 a a DT cord-319323-1qt7vf59 8 6 lack lack NN cord-319323-1qt7vf59 8 7 of of IN cord-319323-1qt7vf59 8 8 positivity positivity NN cord-319323-1qt7vf59 8 9 in in IN cord-319323-1qt7vf59 8 10 the the DT cord-319323-1qt7vf59 8 11 world world NN cord-319323-1qt7vf59 8 12 - - HYPH cord-319323-1qt7vf59 8 13 wide wide JJ cord-319323-1qt7vf59 8 14 news news NN cord-319323-1qt7vf59 8 15 published publish VBN cord-319323-1qt7vf59 8 16 in in IN cord-319323-1qt7vf59 8 17 different different JJ cord-319323-1qt7vf59 8 18 forms form NNS cord-319323-1qt7vf59 8 19 of of IN cord-319323-1qt7vf59 8 20 media medium NNS cord-319323-1qt7vf59 8 21 . . . cord-319323-1qt7vf59 9 1 Texts text NNS cord-319323-1qt7vf59 9 2 based base VBN cord-319323-1qt7vf59 9 3 on on IN cord-319323-1qt7vf59 9 4 news news NN cord-319323-1qt7vf59 9 5 articles article NNS cord-319323-1qt7vf59 9 6 , , , cord-319323-1qt7vf59 9 7 movie movie NN cord-319323-1qt7vf59 9 8 reviews review NNS cord-319323-1qt7vf59 9 9 , , , cord-319323-1qt7vf59 9 10 tweets tweet NNS cord-319323-1qt7vf59 9 11 , , , cord-319323-1qt7vf59 9 12 etc etc FW cord-319323-1qt7vf59 9 13 . . . cord-319323-1qt7vf59 9 14 are be VBP cord-319323-1qt7vf59 9 15 often often RB cord-319323-1qt7vf59 9 16 analyzed analyze VBN cord-319323-1qt7vf59 9 17 by by IN cord-319323-1qt7vf59 9 18 researchers researcher NNS cord-319323-1qt7vf59 9 19 , , , cord-319323-1qt7vf59 9 20 and and CC cord-319323-1qt7vf59 9 21 mined mine VBN cord-319323-1qt7vf59 9 22 for for IN cord-319323-1qt7vf59 9 23 determining determine VBG cord-319323-1qt7vf59 9 24 opinion opinion NN cord-319323-1qt7vf59 9 25 or or CC cord-319323-1qt7vf59 9 26 sentiment sentiment NN cord-319323-1qt7vf59 9 27 , , , cord-319323-1qt7vf59 9 28 using use VBG cord-319323-1qt7vf59 9 29 supervised supervise VBN cord-319323-1qt7vf59 9 30 and and CC cord-319323-1qt7vf59 9 31 unsupervised unsupervised JJ cord-319323-1qt7vf59 9 32 methods method NNS cord-319323-1qt7vf59 9 33 . . . cord-319323-1qt7vf59 10 1 The the DT cord-319323-1qt7vf59 10 2 proposed propose VBN cord-319323-1qt7vf59 10 3 work work NN cord-319323-1qt7vf59 10 4 takes take VBZ cord-319323-1qt7vf59 10 5 up up RP cord-319323-1qt7vf59 10 6 the the DT cord-319323-1qt7vf59 10 7 challenge challenge NN cord-319323-1qt7vf59 10 8 of of IN cord-319323-1qt7vf59 10 9 mining mining NN cord-319323-1qt7vf59 10 10 a a DT cord-319323-1qt7vf59 10 11 comprehensive comprehensive JJ cord-319323-1qt7vf59 10 12 set set NN cord-319323-1qt7vf59 10 13 of of IN cord-319323-1qt7vf59 10 14 online online JJ cord-319323-1qt7vf59 10 15 news news NN cord-319323-1qt7vf59 10 16 texts text NNS cord-319323-1qt7vf59 10 17 , , , cord-319323-1qt7vf59 10 18 for for IN cord-319323-1qt7vf59 10 19 determining determine VBG cord-319323-1qt7vf59 10 20 the the DT cord-319323-1qt7vf59 10 21 prevailing prevail VBG cord-319323-1qt7vf59 10 22 sentiment sentiment NN cord-319323-1qt7vf59 10 23 in in IN cord-319323-1qt7vf59 10 24 the the DT cord-319323-1qt7vf59 10 25 context context NN cord-319323-1qt7vf59 10 26 of of IN cord-319323-1qt7vf59 10 27 the the DT cord-319323-1qt7vf59 10 28 ongoing ongoing JJ cord-319323-1qt7vf59 10 29 pandemic pandemic NN cord-319323-1qt7vf59 10 30 , , , cord-319323-1qt7vf59 10 31 along along IN cord-319323-1qt7vf59 10 32 with with IN cord-319323-1qt7vf59 10 33 a a DT cord-319323-1qt7vf59 10 34 statistical statistical JJ cord-319323-1qt7vf59 10 35 analysis analysis NN cord-319323-1qt7vf59 10 36 of of IN cord-319323-1qt7vf59 10 37 the the DT cord-319323-1qt7vf59 10 38 relation relation NN cord-319323-1qt7vf59 10 39 between between IN cord-319323-1qt7vf59 10 40 actual actual JJ cord-319323-1qt7vf59 10 41 effect effect NN cord-319323-1qt7vf59 10 42 of of IN cord-319323-1qt7vf59 10 43 COVID-19 COVID-19 NNP cord-319323-1qt7vf59 10 44 and and CC cord-319323-1qt7vf59 10 45 online online JJ cord-319323-1qt7vf59 10 46 news news NN cord-319323-1qt7vf59 10 47 sentiment sentiment NN cord-319323-1qt7vf59 10 48 . . . cord-319323-1qt7vf59 11 1 The the DT cord-319323-1qt7vf59 11 2 amount amount NN cord-319323-1qt7vf59 11 3 and and CC cord-319323-1qt7vf59 11 4 observed observed JJ cord-319323-1qt7vf59 11 5 delay delay NN cord-319323-1qt7vf59 11 6 of of IN cord-319323-1qt7vf59 11 7 impact impact NN cord-319323-1qt7vf59 11 8 of of IN cord-319323-1qt7vf59 11 9 the the DT cord-319323-1qt7vf59 11 10 ground ground NN cord-319323-1qt7vf59 11 11 truth truth NN cord-319323-1qt7vf59 11 12 situation situation NN cord-319323-1qt7vf59 11 13 on on IN cord-319323-1qt7vf59 11 14 online online JJ cord-319323-1qt7vf59 11 15 news news NN cord-319323-1qt7vf59 11 16 is be VBZ cord-319323-1qt7vf59 11 17 determined determine VBN cord-319323-1qt7vf59 11 18 on on IN cord-319323-1qt7vf59 11 19 a a DT cord-319323-1qt7vf59 11 20 global global JJ cord-319323-1qt7vf59 11 21 scale scale NN cord-319323-1qt7vf59 11 22 , , , cord-319323-1qt7vf59 11 23 as as RB cord-319323-1qt7vf59 11 24 well well RB cord-319323-1qt7vf59 11 25 as as IN cord-319323-1qt7vf59 11 26 at at IN cord-319323-1qt7vf59 11 27 country country NN cord-319323-1qt7vf59 11 28 level level NN cord-319323-1qt7vf59 11 29 . . . cord-319323-1qt7vf59 12 1 The the DT cord-319323-1qt7vf59 12 2 authors author NNS cord-319323-1qt7vf59 12 3 conclude conclude VBP cord-319323-1qt7vf59 12 4 that that IN cord-319323-1qt7vf59 12 5 at at IN cord-319323-1qt7vf59 12 6 a a DT cord-319323-1qt7vf59 12 7 global global JJ cord-319323-1qt7vf59 12 8 level level NN cord-319323-1qt7vf59 12 9 , , , cord-319323-1qt7vf59 12 10 the the DT cord-319323-1qt7vf59 12 11 news news NN cord-319323-1qt7vf59 12 12 sentiment sentiment NN cord-319323-1qt7vf59 12 13 has have VBZ cord-319323-1qt7vf59 12 14 a a DT cord-319323-1qt7vf59 12 15 good good JJ cord-319323-1qt7vf59 12 16 amount amount NN cord-319323-1qt7vf59 12 17 of of IN cord-319323-1qt7vf59 12 18 dependence dependence NN cord-319323-1qt7vf59 12 19 on on IN cord-319323-1qt7vf59 12 20 the the DT cord-319323-1qt7vf59 12 21 number number NN cord-319323-1qt7vf59 12 22 of of IN cord-319323-1qt7vf59 12 23 new new JJ cord-319323-1qt7vf59 12 24 cases case NNS cord-319323-1qt7vf59 12 25 or or CC cord-319323-1qt7vf59 12 26 deaths death NNS cord-319323-1qt7vf59 12 27 , , , cord-319323-1qt7vf59 12 28 while while IN cord-319323-1qt7vf59 12 29 the the DT cord-319323-1qt7vf59 12 30 effect effect NN cord-319323-1qt7vf59 12 31 varies vary VBZ cord-319323-1qt7vf59 12 32 for for IN cord-319323-1qt7vf59 12 33 different different JJ cord-319323-1qt7vf59 12 34 countries country NNS cord-319323-1qt7vf59 12 35 , , , cord-319323-1qt7vf59 12 36 and and CC cord-319323-1qt7vf59 12 37 is be VBZ cord-319323-1qt7vf59 12 38 also also RB cord-319323-1qt7vf59 12 39 dependent dependent JJ cord-319323-1qt7vf59 12 40 on on IN cord-319323-1qt7vf59 12 41 regional regional JJ cord-319323-1qt7vf59 12 42 socio socio JJ cord-319323-1qt7vf59 12 43 - - HYPH cord-319323-1qt7vf59 12 44 political political JJ cord-319323-1qt7vf59 12 45 factors factor NNS cord-319323-1qt7vf59 12 46 . . . cord-319323-1qt7vf59 13 1 We -PRON- PRP cord-319323-1qt7vf59 13 2 are be VBP cord-319323-1qt7vf59 13 3 in in IN cord-319323-1qt7vf59 13 4 the the DT cord-319323-1qt7vf59 13 5 midst midst NN cord-319323-1qt7vf59 13 6 of of IN cord-319323-1qt7vf59 13 7 a a DT cord-319323-1qt7vf59 13 8 global global JJ cord-319323-1qt7vf59 13 9 crisis crisis NN cord-319323-1qt7vf59 13 10 , , , cord-319323-1qt7vf59 13 11 owing owe VBG cord-319323-1qt7vf59 13 12 to to IN cord-319323-1qt7vf59 13 13 the the DT cord-319323-1qt7vf59 13 14 outbreak outbreak NN cord-319323-1qt7vf59 13 15 and and CC cord-319323-1qt7vf59 13 16 spread spread NN cord-319323-1qt7vf59 13 17 of of IN cord-319323-1qt7vf59 13 18 the the DT cord-319323-1qt7vf59 13 19 COVID-19 COVID-19 NNP cord-319323-1qt7vf59 13 20 virus virus NN cord-319323-1qt7vf59 13 21 , , , cord-319323-1qt7vf59 13 22 and and CC cord-319323-1qt7vf59 13 23 the the DT cord-319323-1qt7vf59 13 24 substantially substantially RB cord-319323-1qt7vf59 13 25 damaging damaging JJ cord-319323-1qt7vf59 13 26 influence influence NN cord-319323-1qt7vf59 13 27 of of IN cord-319323-1qt7vf59 13 28 this this DT cord-319323-1qt7vf59 13 29 viral viral JJ cord-319323-1qt7vf59 13 30 infection infection NN cord-319323-1qt7vf59 13 31 has have VBZ cord-319323-1qt7vf59 13 32 forced force VBN cord-319323-1qt7vf59 13 33 the the DT cord-319323-1qt7vf59 13 34 World World NNP cord-319323-1qt7vf59 13 35 Health Health NNP cord-319323-1qt7vf59 13 36 Organization Organization NNP cord-319323-1qt7vf59 13 37 ( ( -LRB- cord-319323-1qt7vf59 13 38 WHO who WP cord-319323-1qt7vf59 13 39 ) ) -RRB- cord-319323-1qt7vf59 13 40 to to TO cord-319323-1qt7vf59 13 41 declare declare VB cord-319323-1qt7vf59 13 42 the the DT cord-319323-1qt7vf59 13 43 ongoing ongoing JJ cord-319323-1qt7vf59 13 44 situation situation NN cord-319323-1qt7vf59 13 45 as as IN cord-319323-1qt7vf59 13 46 a a DT cord-319323-1qt7vf59 13 47 pandemic pandemic NN cord-319323-1qt7vf59 13 48 . . . cord-319323-1qt7vf59 14 1 As as IN cord-319323-1qt7vf59 14 2 per per IN cord-319323-1qt7vf59 14 3 the the DT cord-319323-1qt7vf59 14 4 official official JJ cord-319323-1qt7vf59 14 5 statement statement NN cord-319323-1qt7vf59 14 6 of of IN cord-319323-1qt7vf59 14 7 WHO WHO NNP cord-319323-1qt7vf59 14 8 , , , cord-319323-1qt7vf59 14 9 " " `` cord-319323-1qt7vf59 14 10 COVID-19 covid-19 NN cord-319323-1qt7vf59 14 11 is be VBZ cord-319323-1qt7vf59 14 12 the the DT cord-319323-1qt7vf59 14 13 infectious infectious JJ cord-319323-1qt7vf59 14 14 disease disease NN cord-319323-1qt7vf59 14 15 caused cause VBN cord-319323-1qt7vf59 14 16 by by IN cord-319323-1qt7vf59 14 17 the the DT cord-319323-1qt7vf59 14 18 most most RBS cord-319323-1qt7vf59 14 19 recently recently RB cord-319323-1qt7vf59 14 20 discovered discover VBN cord-319323-1qt7vf59 14 21 coronavirus coronavirus NN cord-319323-1qt7vf59 14 22 . . . cord-319323-1qt7vf59 15 1 This this DT cord-319323-1qt7vf59 15 2 new new JJ cord-319323-1qt7vf59 15 3 virus virus NN cord-319323-1qt7vf59 15 4 and and CC cord-319323-1qt7vf59 15 5 disease disease NN cord-319323-1qt7vf59 15 6 were be VBD cord-319323-1qt7vf59 15 7 unknown unknown JJ cord-319323-1qt7vf59 15 8 before before IN cord-319323-1qt7vf59 15 9 the the DT cord-319323-1qt7vf59 15 10 outbreak outbreak NN cord-319323-1qt7vf59 15 11 began begin VBD cord-319323-1qt7vf59 15 12 in in IN cord-319323-1qt7vf59 15 13 Wuhan Wuhan NNP cord-319323-1qt7vf59 15 14 , , , cord-319323-1qt7vf59 15 15 China China NNP cord-319323-1qt7vf59 15 16 , , , cord-319323-1qt7vf59 15 17 in in IN cord-319323-1qt7vf59 15 18 December December NNP cord-319323-1qt7vf59 15 19 2019 2019 CD cord-319323-1qt7vf59 15 20 . . . cord-319323-1qt7vf59 16 1 COVID-19 COVID-19 NNP cord-319323-1qt7vf59 16 2 is be VBZ cord-319323-1qt7vf59 16 3 now now RB cord-319323-1qt7vf59 16 4 a a DT cord-319323-1qt7vf59 16 5 pandemic pandemic NN cord-319323-1qt7vf59 16 6 affecting affect VBG cord-319323-1qt7vf59 16 7 many many JJ cord-319323-1qt7vf59 16 8 countries country NNS cord-319323-1qt7vf59 16 9 globally globally RB cord-319323-1qt7vf59 16 10 " " '' cord-319323-1qt7vf59 16 11 [ [ -LRB- cord-319323-1qt7vf59 16 12 1 1 CD cord-319323-1qt7vf59 16 13 ] ] -RRB- cord-319323-1qt7vf59 16 14 . . . cord-319323-1qt7vf59 17 1 As as IN cord-319323-1qt7vf59 17 2 a a DT cord-319323-1qt7vf59 17 3 precautionary precautionary JJ cord-319323-1qt7vf59 17 4 or or CC cord-319323-1qt7vf59 17 5 preventive preventive JJ cord-319323-1qt7vf59 17 6 response response NN cord-319323-1qt7vf59 17 7 to to IN cord-319323-1qt7vf59 17 8 this this DT cord-319323-1qt7vf59 17 9 declared declare VBN cord-319323-1qt7vf59 17 10 pandemic pandemic NN cord-319323-1qt7vf59 17 11 , , , cord-319323-1qt7vf59 17 12 countries country NNS cord-319323-1qt7vf59 17 13 all all RB cord-319323-1qt7vf59 17 14 over over IN cord-319323-1qt7vf59 17 15 the the DT cord-319323-1qt7vf59 17 16 world world NN cord-319323-1qt7vf59 17 17 have have VBP cord-319323-1qt7vf59 17 18 introduced introduce VBN cord-319323-1qt7vf59 17 19 restrictions restriction NNS cord-319323-1qt7vf59 17 20 on on IN cord-319323-1qt7vf59 17 21 mobility mobility NN cord-319323-1qt7vf59 17 22 and and CC cord-319323-1qt7vf59 17 23 transportation transportation NN cord-319323-1qt7vf59 17 24 , , , cord-319323-1qt7vf59 17 25 referred refer VBD cord-319323-1qt7vf59 17 26 to to IN cord-319323-1qt7vf59 17 27 as as IN cord-319323-1qt7vf59 17 28 lockdowns lockdown NNS cord-319323-1qt7vf59 17 29 . . . cord-319323-1qt7vf59 18 1 Consequently consequently RB cord-319323-1qt7vf59 18 2 , , , cord-319323-1qt7vf59 18 3 citizens citizen NNS cord-319323-1qt7vf59 18 4 are be VBP cord-319323-1qt7vf59 18 5 being be VBG cord-319323-1qt7vf59 18 6 asked ask VBN cord-319323-1qt7vf59 18 7 to to TO cord-319323-1qt7vf59 18 8 stay stay VB cord-319323-1qt7vf59 18 9 indoors indoors RB cord-319323-1qt7vf59 18 10 as as IN cord-319323-1qt7vf59 18 11 a a DT cord-319323-1qt7vf59 18 12 measure measure NN cord-319323-1qt7vf59 18 13 of of IN cord-319323-1qt7vf59 18 14 safety safety NN cord-319323-1qt7vf59 18 15 from from IN cord-319323-1qt7vf59 18 16 the the DT cord-319323-1qt7vf59 18 17 infection infection NN cord-319323-1qt7vf59 18 18 . . . cord-319323-1qt7vf59 19 1 In in IN cord-319323-1qt7vf59 19 2 this this DT cord-319323-1qt7vf59 19 3 age age NN cord-319323-1qt7vf59 19 4 of of IN cord-319323-1qt7vf59 19 5 a a DT cord-319323-1qt7vf59 19 6 multitude multitude NN cord-319323-1qt7vf59 19 7 of of IN cord-319323-1qt7vf59 19 8 news news NN cord-319323-1qt7vf59 19 9 channels channel NNS cord-319323-1qt7vf59 19 10 and and CC cord-319323-1qt7vf59 19 11 popular popular JJ cord-319323-1qt7vf59 19 12 virtual virtual JJ cord-319323-1qt7vf59 19 13 social social JJ cord-319323-1qt7vf59 19 14 frameworks framework NNS cord-319323-1qt7vf59 19 15 aimed aim VBN cord-319323-1qt7vf59 19 16 at at IN cord-319323-1qt7vf59 19 17 better well JJR cord-319323-1qt7vf59 19 18 connectivity connectivity NN cord-319323-1qt7vf59 19 19 , , , cord-319323-1qt7vf59 19 20 a a DT cord-319323-1qt7vf59 19 21 massive massive JJ cord-319323-1qt7vf59 19 22 share share NN cord-319323-1qt7vf59 19 23 of of IN cord-319323-1qt7vf59 19 24 the the DT cord-319323-1qt7vf59 19 25 time time NN cord-319323-1qt7vf59 19 26 spent spend VBN cord-319323-1qt7vf59 19 27 indoors indoor NNS cord-319323-1qt7vf59 19 28 is be VBZ cord-319323-1qt7vf59 19 29 undoubtedly undoubtedly RB cord-319323-1qt7vf59 19 30 invested invest VBN cord-319323-1qt7vf59 19 31 in in IN cord-319323-1qt7vf59 19 32 engaging engage VBG cord-319323-1qt7vf59 19 33 with with IN cord-319323-1qt7vf59 19 34 such such JJ cord-319323-1qt7vf59 19 35 media medium NNS cord-319323-1qt7vf59 19 36 . . . cord-319323-1qt7vf59 20 1 This this DT cord-319323-1qt7vf59 20 2 is be VBZ cord-319323-1qt7vf59 20 3 corroborated corroborate VBN cord-319323-1qt7vf59 20 4 by by IN cord-319323-1qt7vf59 20 5 the the DT cord-319323-1qt7vf59 20 6 recent recent JJ cord-319323-1qt7vf59 20 7 study study NN cord-319323-1qt7vf59 20 8 [ [ -LRB- cord-319323-1qt7vf59 20 9 2 2 CD cord-319323-1qt7vf59 20 10 ] ] -RRB- cord-319323-1qt7vf59 20 11 which which WDT cord-319323-1qt7vf59 20 12 has have VBZ cord-319323-1qt7vf59 20 13 revealed reveal VBN cord-319323-1qt7vf59 20 14 that that IN cord-319323-1qt7vf59 20 15 there there EX cord-319323-1qt7vf59 20 16 has have VBZ cord-319323-1qt7vf59 20 17 been be VBN cord-319323-1qt7vf59 20 18 about about IN cord-319323-1qt7vf59 20 19 57 57 CD cord-319323-1qt7vf59 20 20 % % NN cord-319323-1qt7vf59 20 21 increase increase NN cord-319323-1qt7vf59 20 22 in in IN cord-319323-1qt7vf59 20 23 news news NN cord-319323-1qt7vf59 20 24 consumption consumption NN cord-319323-1qt7vf59 20 25 by by IN cord-319323-1qt7vf59 20 26 watching watch VBG cord-319323-1qt7vf59 20 27 television television NN cord-319323-1qt7vf59 20 28 or or CC cord-319323-1qt7vf59 20 29 on on IN cord-319323-1qt7vf59 20 30 smartphones smartphone NNS cord-319323-1qt7vf59 20 31 , , , cord-319323-1qt7vf59 20 32 due due JJ cord-319323-1qt7vf59 20 33 to to IN cord-319323-1qt7vf59 20 34 constant constant JJ cord-319323-1qt7vf59 20 35 indoor indoor JJ cord-319323-1qt7vf59 20 36 presence presence NN cord-319323-1qt7vf59 20 37 . . . cord-319323-1qt7vf59 21 1 A a DT cord-319323-1qt7vf59 21 2 primary primary JJ cord-319323-1qt7vf59 21 3 obsession obsession NN cord-319323-1qt7vf59 21 4 of of IN cord-319323-1qt7vf59 21 5 people people NNS cord-319323-1qt7vf59 21 6 during during IN cord-319323-1qt7vf59 21 7 this this DT cord-319323-1qt7vf59 21 8 pandemic pandemic NN cord-319323-1qt7vf59 21 9 is be VBZ cord-319323-1qt7vf59 21 10 about about IN cord-319323-1qt7vf59 21 11 the the DT cord-319323-1qt7vf59 21 12 changing change VBG cord-319323-1qt7vf59 21 13 statistics statistic NNS cord-319323-1qt7vf59 21 14 of of IN cord-319323-1qt7vf59 21 15 affected affect VBN cord-319323-1qt7vf59 21 16 or or CC cord-319323-1qt7vf59 21 17 deceased deceased JJ cord-319323-1qt7vf59 21 18 people people NNS cord-319323-1qt7vf59 21 19 world world NN cord-319323-1qt7vf59 21 20 - - HYPH cord-319323-1qt7vf59 21 21 wide wide RB cord-319323-1qt7vf59 21 22 , , , cord-319323-1qt7vf59 21 23 and and CC cord-319323-1qt7vf59 21 24 needless needless JJ cord-319323-1qt7vf59 21 25 to to TO cord-319323-1qt7vf59 21 26 say say VB cord-319323-1qt7vf59 21 27 , , , cord-319323-1qt7vf59 21 28 such such JJ cord-319323-1qt7vf59 21 29 articles article NNS cord-319323-1qt7vf59 21 30 form form VBP cord-319323-1qt7vf59 21 31 the the DT cord-319323-1qt7vf59 21 32 crux crux NN cord-319323-1qt7vf59 21 33 of of IN cord-319323-1qt7vf59 21 34 news news NN cord-319323-1qt7vf59 21 35 that that IN cord-319323-1qt7vf59 21 36 the the DT cord-319323-1qt7vf59 21 37 different different JJ cord-319323-1qt7vf59 21 38 media medium NNS cord-319323-1qt7vf59 21 39 channels channel NNS cord-319323-1qt7vf59 21 40 publish publish VBP cord-319323-1qt7vf59 21 41 . . . cord-319323-1qt7vf59 22 1 This this DT cord-319323-1qt7vf59 22 2 virus virus NN cord-319323-1qt7vf59 22 3 outbreak outbreak NN cord-319323-1qt7vf59 22 4 has have VBZ cord-319323-1qt7vf59 22 5 also also RB cord-319323-1qt7vf59 22 6 raised raise VBN cord-319323-1qt7vf59 22 7 a a DT cord-319323-1qt7vf59 22 8 plethora plethora NN cord-319323-1qt7vf59 22 9 of of IN cord-319323-1qt7vf59 22 10 other other JJ cord-319323-1qt7vf59 22 11 controversial controversial JJ cord-319323-1qt7vf59 22 12 issues issue NNS cord-319323-1qt7vf59 22 13 , , , cord-319323-1qt7vf59 22 14 leading lead VBG cord-319323-1qt7vf59 22 15 to to IN cord-319323-1qt7vf59 22 16 continuing continue VBG cord-319323-1qt7vf59 22 17 debates debate NNS cord-319323-1qt7vf59 22 18 and and CC cord-319323-1qt7vf59 22 19 discussions discussion NNS cord-319323-1qt7vf59 22 20 with with IN cord-319323-1qt7vf59 22 21 consequences consequence NNS cord-319323-1qt7vf59 22 22 at at IN cord-319323-1qt7vf59 22 23 both both CC cord-319323-1qt7vf59 22 24 local local JJ cord-319323-1qt7vf59 22 25 and and CC cord-319323-1qt7vf59 22 26 global global JJ cord-319323-1qt7vf59 22 27 levels level NNS cord-319323-1qt7vf59 22 28 . . . cord-319323-1qt7vf59 23 1 As as IN cord-319323-1qt7vf59 23 2 a a DT cord-319323-1qt7vf59 23 3 whole whole NN cord-319323-1qt7vf59 23 4 , , , cord-319323-1qt7vf59 23 5 it -PRON- PRP cord-319323-1qt7vf59 23 6 is be VBZ cord-319323-1qt7vf59 23 7 apparent apparent JJ cord-319323-1qt7vf59 23 8 that that IN cord-319323-1qt7vf59 23 9 there there EX cord-319323-1qt7vf59 23 10 is be VBZ cord-319323-1qt7vf59 23 11 only only RB cord-319323-1qt7vf59 23 12 a a DT cord-319323-1qt7vf59 23 13 limited limited JJ cord-319323-1qt7vf59 23 14 number number NN cord-319323-1qt7vf59 23 15 of of IN cord-319323-1qt7vf59 23 16 news news NN cord-319323-1qt7vf59 23 17 delivered deliver VBN cord-319323-1qt7vf59 23 18 with with IN cord-319323-1qt7vf59 23 19 a a DT cord-319323-1qt7vf59 23 20 positive positive JJ cord-319323-1qt7vf59 23 21 note note NN cord-319323-1qt7vf59 23 22 . . . cord-319323-1qt7vf59 24 1 The the DT cord-319323-1qt7vf59 24 2 impact impact NN cord-319323-1qt7vf59 24 3 of of IN cord-319323-1qt7vf59 24 4 negativity negativity NN cord-319323-1qt7vf59 24 5 in in IN cord-319323-1qt7vf59 24 6 the the DT cord-319323-1qt7vf59 24 7 news news NN cord-319323-1qt7vf59 24 8 is be VBZ cord-319323-1qt7vf59 24 9 a a DT cord-319323-1qt7vf59 24 10 long long RB cord-319323-1qt7vf59 24 11 - - HYPH cord-319323-1qt7vf59 24 12 standing stand VBG cord-319323-1qt7vf59 24 13 concern concern NN cord-319323-1qt7vf59 24 14 , , , cord-319323-1qt7vf59 24 15 and and CC cord-319323-1qt7vf59 24 16 has have VBZ cord-319323-1qt7vf59 24 17 been be VBN cord-319323-1qt7vf59 24 18 addressed address VBN cord-319323-1qt7vf59 24 19 from from IN cord-319323-1qt7vf59 24 20 time time NN cord-319323-1qt7vf59 24 21 to to IN cord-319323-1qt7vf59 24 22 time time NN cord-319323-1qt7vf59 24 23 [ [ -LRB- cord-319323-1qt7vf59 24 24 3 3 CD cord-319323-1qt7vf59 24 25 , , , cord-319323-1qt7vf59 24 26 4 4 CD cord-319323-1qt7vf59 24 27 ] ] -RRB- cord-319323-1qt7vf59 24 28 , , , cord-319323-1qt7vf59 24 29 but but CC cord-319323-1qt7vf59 24 30 the the DT cord-319323-1qt7vf59 24 31 prevailing prevail VBG cord-319323-1qt7vf59 24 32 situation situation NN cord-319323-1qt7vf59 24 33 is be VBZ cord-319323-1qt7vf59 24 34 predicted predict VBN cord-319323-1qt7vf59 24 35 to to TO cord-319323-1qt7vf59 24 36 leave leave VB cord-319323-1qt7vf59 24 37 a a DT cord-319323-1qt7vf59 24 38 long long RB cord-319323-1qt7vf59 24 39 - - HYPH cord-319323-1qt7vf59 24 40 lasting last VBG cord-319323-1qt7vf59 24 41 and and CC cord-319323-1qt7vf59 24 42 damaging damaging JJ cord-319323-1qt7vf59 24 43 impact impact NN cord-319323-1qt7vf59 24 44 on on IN cord-319323-1qt7vf59 24 45 mental mental JJ cord-319323-1qt7vf59 24 46 health health NN cord-319323-1qt7vf59 24 47 and and CC cord-319323-1qt7vf59 24 48 human human JJ cord-319323-1qt7vf59 24 49 psychology psychology NN cord-319323-1qt7vf59 24 50 as as IN cord-319323-1qt7vf59 24 51 a a DT cord-319323-1qt7vf59 24 52 whole whole NN cord-319323-1qt7vf59 24 53 [ [ -LRB- cord-319323-1qt7vf59 24 54 5 5 CD cord-319323-1qt7vf59 24 55 ] ] -RRB- cord-319323-1qt7vf59 24 56 . . . cord-319323-1qt7vf59 25 1 Meanwhile meanwhile RB cord-319323-1qt7vf59 25 2 , , , cord-319323-1qt7vf59 25 3 the the DT cord-319323-1qt7vf59 25 4 day day NN cord-319323-1qt7vf59 25 5 - - HYPH cord-319323-1qt7vf59 25 6 to to IN cord-319323-1qt7vf59 25 7 - - HYPH cord-319323-1qt7vf59 25 8 day day NN cord-319323-1qt7vf59 25 9 statistics statistic NNS cord-319323-1qt7vf59 25 10 of of IN cord-319323-1qt7vf59 25 11 deaths death NNS cord-319323-1qt7vf59 25 12 or or CC cord-319323-1qt7vf59 25 13 count count NN cord-319323-1qt7vf59 25 14 of of IN cord-319323-1qt7vf59 25 15 affected affected JJ cord-319323-1qt7vf59 25 16 patients patient NNS cord-319323-1qt7vf59 25 17 due due JJ cord-319323-1qt7vf59 25 18 to to IN cord-319323-1qt7vf59 25 19 the the DT cord-319323-1qt7vf59 25 20 pandemic pandemic NN cord-319323-1qt7vf59 25 21 is be VBZ cord-319323-1qt7vf59 25 22 expected expect VBN cord-319323-1qt7vf59 25 23 to to TO cord-319323-1qt7vf59 25 24 influence influence VB cord-319323-1qt7vf59 25 25 the the DT cord-319323-1qt7vf59 25 26 news news NN cord-319323-1qt7vf59 25 27 sentiment sentiment NN cord-319323-1qt7vf59 25 28 too too RB cord-319323-1qt7vf59 25 29 . . . cord-319323-1qt7vf59 26 1 The the DT cord-319323-1qt7vf59 26 2 authors author NNS cord-319323-1qt7vf59 26 3 have have VBP cord-319323-1qt7vf59 26 4 taken take VBN cord-319323-1qt7vf59 26 5 up up RP cord-319323-1qt7vf59 26 6 this this DT cord-319323-1qt7vf59 26 7 challenge challenge NN cord-319323-1qt7vf59 26 8 of of IN cord-319323-1qt7vf59 26 9 determining determine VBG cord-319323-1qt7vf59 26 10 the the DT cord-319323-1qt7vf59 26 11 news news NN cord-319323-1qt7vf59 26 12 sentiment sentiment NN cord-319323-1qt7vf59 26 13 during during IN cord-319323-1qt7vf59 26 14 a a DT cord-319323-1qt7vf59 26 15 fixed fixed JJ cord-319323-1qt7vf59 26 16 period period NN cord-319323-1qt7vf59 26 17 of of IN cord-319323-1qt7vf59 26 18 study study NN cord-319323-1qt7vf59 26 19 , , , cord-319323-1qt7vf59 26 20 as as RB cord-319323-1qt7vf59 26 21 well well RB cord-319323-1qt7vf59 26 22 as as IN cord-319323-1qt7vf59 26 23 analyzing analyze VBG cord-319323-1qt7vf59 26 24 the the DT cord-319323-1qt7vf59 26 25 influence influence NN cord-319323-1qt7vf59 26 26 of of IN cord-319323-1qt7vf59 26 27 world world NN cord-319323-1qt7vf59 26 28 - - HYPH cord-319323-1qt7vf59 26 29 wide wide JJ cord-319323-1qt7vf59 26 30 and and CC cord-319323-1qt7vf59 26 31 countrywide countrywide JJ cord-319323-1qt7vf59 26 32 statistics statistic NNS cord-319323-1qt7vf59 26 33 on on IN cord-319323-1qt7vf59 26 34 the the DT cord-319323-1qt7vf59 26 35 news news NN cord-319323-1qt7vf59 26 36 sentiment sentiment NN cord-319323-1qt7vf59 26 37 during during IN cord-319323-1qt7vf59 26 38 the the DT cord-319323-1qt7vf59 26 39 selected select VBN cord-319323-1qt7vf59 26 40 duration duration NN cord-319323-1qt7vf59 26 41 . . . cord-319323-1qt7vf59 27 1 The the DT cord-319323-1qt7vf59 27 2 organization organization NN cord-319323-1qt7vf59 27 3 of of IN cord-319323-1qt7vf59 27 4 the the DT cord-319323-1qt7vf59 27 5 paper paper NN cord-319323-1qt7vf59 27 6 is be VBZ cord-319323-1qt7vf59 27 7 as as IN cord-319323-1qt7vf59 27 8 follows follow VBZ cord-319323-1qt7vf59 27 9 : : : cord-319323-1qt7vf59 27 10 " " `` cord-319323-1qt7vf59 27 11 Literature literature NN cord-319323-1qt7vf59 27 12 review review NN cord-319323-1qt7vf59 27 13 " " '' cord-319323-1qt7vf59 27 14 section section NN cord-319323-1qt7vf59 27 15 gives give VBZ cord-319323-1qt7vf59 27 16 a a DT cord-319323-1qt7vf59 27 17 brief brief JJ cord-319323-1qt7vf59 27 18 description description NN cord-319323-1qt7vf59 27 19 of of IN cord-319323-1qt7vf59 27 20 the the DT cord-319323-1qt7vf59 27 21 studied study VBN cord-319323-1qt7vf59 27 22 related related JJ cord-319323-1qt7vf59 27 23 works work NNS cord-319323-1qt7vf59 27 24 and and CC cord-319323-1qt7vf59 27 25 motivations motivation NNS cord-319323-1qt7vf59 27 26 drawn draw VBN cord-319323-1qt7vf59 27 27 for for IN cord-319323-1qt7vf59 27 28 the the DT cord-319323-1qt7vf59 27 29 current current JJ cord-319323-1qt7vf59 27 30 work work NN cord-319323-1qt7vf59 27 31 ; ; : cord-319323-1qt7vf59 27 32 the the DT cord-319323-1qt7vf59 27 33 details detail NNS cord-319323-1qt7vf59 27 34 of of IN cord-319323-1qt7vf59 27 35 each each DT cord-319323-1qt7vf59 27 36 data datum NNS cord-319323-1qt7vf59 27 37 corpus corpus NN cord-319323-1qt7vf59 27 38 used use VBN cord-319323-1qt7vf59 27 39 in in IN cord-319323-1qt7vf59 27 40 the the DT cord-319323-1qt7vf59 27 41 work work NN cord-319323-1qt7vf59 27 42 are be VBP cord-319323-1qt7vf59 27 43 provided provide VBN cord-319323-1qt7vf59 27 44 in in IN cord-319323-1qt7vf59 27 45 " " `` cord-319323-1qt7vf59 27 46 Data data NN cord-319323-1qt7vf59 27 47 description description NN cord-319323-1qt7vf59 27 48 " " '' cord-319323-1qt7vf59 27 49 section section NN cord-319323-1qt7vf59 27 50 ; ; : cord-319323-1qt7vf59 27 51 " " `` cord-319323-1qt7vf59 27 52 Data data NN cord-319323-1qt7vf59 27 53 processing processing NN cord-319323-1qt7vf59 27 54 " " '' cord-319323-1qt7vf59 27 55 section section NN cord-319323-1qt7vf59 27 56 lists list VBZ cord-319323-1qt7vf59 27 57 the the DT cord-319323-1qt7vf59 27 58 techniques technique NNS cord-319323-1qt7vf59 27 59 used use VBN cord-319323-1qt7vf59 27 60 for for IN cord-319323-1qt7vf59 27 61 processing process VBG cord-319323-1qt7vf59 27 62 the the DT cord-319323-1qt7vf59 27 63 comprehensive comprehensive JJ cord-319323-1qt7vf59 27 64 data data NN cord-319323-1qt7vf59 27 65 corpora corpora NN cord-319323-1qt7vf59 27 66 ; ; : cord-319323-1qt7vf59 27 67 the the DT cord-319323-1qt7vf59 27 68 experiments experiment NNS cord-319323-1qt7vf59 27 69 and and CC cord-319323-1qt7vf59 27 70 observations observation NNS cord-319323-1qt7vf59 27 71 are be VBP cord-319323-1qt7vf59 27 72 discussed discuss VBN cord-319323-1qt7vf59 27 73 in in IN cord-319323-1qt7vf59 27 74 " " `` cord-319323-1qt7vf59 27 75 Experiment experiment NN cord-319323-1qt7vf59 27 76 1 1 CD cord-319323-1qt7vf59 27 77 : : : cord-319323-1qt7vf59 27 78 sentiment sentiment NN cord-319323-1qt7vf59 27 79 analysis analysis NN cord-319323-1qt7vf59 27 80 " " '' cord-319323-1qt7vf59 27 81 section section NN cord-319323-1qt7vf59 27 82 , , , cord-319323-1qt7vf59 27 83 " " '' cord-319323-1qt7vf59 27 84 Experiment experiment NN cord-319323-1qt7vf59 27 85 2 2 CD cord-319323-1qt7vf59 27 86 : : : cord-319323-1qt7vf59 27 87 statistical statistical JJ cord-319323-1qt7vf59 27 88 analysis analysis NN cord-319323-1qt7vf59 27 89 " " '' cord-319323-1qt7vf59 27 90 section section NN cord-319323-1qt7vf59 27 91 , , , cord-319323-1qt7vf59 27 92 " " '' cord-319323-1qt7vf59 27 93 Experiment experiment NN cord-319323-1qt7vf59 27 94 3 3 CD cord-319323-1qt7vf59 27 95 : : : cord-319323-1qt7vf59 27 96 n n CD cord-319323-1qt7vf59 27 97 - - HYPH cord-319323-1qt7vf59 27 98 gram gram NN cord-319323-1qt7vf59 27 99 analysis analysis NN cord-319323-1qt7vf59 27 100 " " '' cord-319323-1qt7vf59 27 101 section section NN cord-319323-1qt7vf59 27 102 , , , cord-319323-1qt7vf59 27 103 " " '' cord-319323-1qt7vf59 27 104 Experiment experiment NN cord-319323-1qt7vf59 27 105 4 4 CD cord-319323-1qt7vf59 27 106 : : : cord-319323-1qt7vf59 27 107 case case NN cord-319323-1qt7vf59 27 108 studies study NNS cord-319323-1qt7vf59 27 109 " " '' cord-319323-1qt7vf59 27 110 section section NN cord-319323-1qt7vf59 27 111 ; ; : cord-319323-1qt7vf59 27 112 finally finally RB cord-319323-1qt7vf59 27 113 , , , cord-319323-1qt7vf59 27 114 the the DT cord-319323-1qt7vf59 27 115 concluding conclude VBG cord-319323-1qt7vf59 27 116 remarks remark NNS cord-319323-1qt7vf59 27 117 are be VBP cord-319323-1qt7vf59 27 118 offered offer VBN cord-319323-1qt7vf59 27 119 in in IN cord-319323-1qt7vf59 27 120 " " `` cord-319323-1qt7vf59 27 121 Conclusion conclusion NN cord-319323-1qt7vf59 27 122 " " '' cord-319323-1qt7vf59 27 123 section section NN cord-319323-1qt7vf59 27 124 . . . cord-319323-1qt7vf59 28 1 The the DT cord-319323-1qt7vf59 28 2 challenge challenge NN cord-319323-1qt7vf59 28 3 of of IN cord-319323-1qt7vf59 28 4 opinion opinion NN cord-319323-1qt7vf59 28 5 mining mining NN cord-319323-1qt7vf59 28 6 as as IN cord-319323-1qt7vf59 28 7 an an DT cord-319323-1qt7vf59 28 8 application application NN cord-319323-1qt7vf59 28 9 field field NN cord-319323-1qt7vf59 28 10 of of IN cord-319323-1qt7vf59 28 11 data datum NNS cord-319323-1qt7vf59 28 12 mining mining NN cord-319323-1qt7vf59 28 13 is be VBZ cord-319323-1qt7vf59 28 14 well well RB cord-319323-1qt7vf59 28 15 addressed address VBN cord-319323-1qt7vf59 28 16 , , , cord-319323-1qt7vf59 28 17 and and CC cord-319323-1qt7vf59 28 18 there there EX cord-319323-1qt7vf59 28 19 have have VBP cord-319323-1qt7vf59 28 20 been be VBN cord-319323-1qt7vf59 28 21 multiple multiple JJ cord-319323-1qt7vf59 28 22 works work NNS cord-319323-1qt7vf59 28 23 in in IN cord-319323-1qt7vf59 28 24 this this DT cord-319323-1qt7vf59 28 25 domain domain NN cord-319323-1qt7vf59 28 26 with with IN cord-319323-1qt7vf59 28 27 a a DT cord-319323-1qt7vf59 28 28 variety variety NN cord-319323-1qt7vf59 28 29 of of IN cord-319323-1qt7vf59 28 30 solutions solution NNS cord-319323-1qt7vf59 28 31 based base VBN cord-319323-1qt7vf59 28 32 on on IN cord-319323-1qt7vf59 28 33 the the DT cord-319323-1qt7vf59 28 34 increasing increase VBG cord-319323-1qt7vf59 28 35 availability availability NN cord-319323-1qt7vf59 28 36 of of IN cord-319323-1qt7vf59 28 37 growing grow VBG cord-319323-1qt7vf59 28 38 datasets dataset NNS cord-319323-1qt7vf59 28 39 . . . cord-319323-1qt7vf59 29 1 A a DT cord-319323-1qt7vf59 29 2 vast vast JJ cord-319323-1qt7vf59 29 3 majority majority NN cord-319323-1qt7vf59 29 4 of of IN cord-319323-1qt7vf59 29 5 these these DT cord-319323-1qt7vf59 29 6 works work NNS cord-319323-1qt7vf59 29 7 are be VBP cord-319323-1qt7vf59 29 8 dedicated dedicate VBN cord-319323-1qt7vf59 29 9 to to IN cord-319323-1qt7vf59 29 10 the the DT cord-319323-1qt7vf59 29 11 challenge challenge NN cord-319323-1qt7vf59 29 12 of of IN cord-319323-1qt7vf59 29 13 sentiment sentiment NN cord-319323-1qt7vf59 29 14 analysis analysis NN cord-319323-1qt7vf59 29 15 in in IN cord-319323-1qt7vf59 29 16 text text NN cord-319323-1qt7vf59 29 17 collections collection NNS cord-319323-1qt7vf59 29 18 of of IN cord-319323-1qt7vf59 29 19 different different JJ cord-319323-1qt7vf59 29 20 types type NNS cord-319323-1qt7vf59 29 21 . . . cord-319323-1qt7vf59 30 1 Similar similar JJ cord-319323-1qt7vf59 30 2 to to IN cord-319323-1qt7vf59 30 3 challenges challenge NNS cord-319323-1qt7vf59 30 4 in in IN cord-319323-1qt7vf59 30 5 other other JJ cord-319323-1qt7vf59 30 6 domains domain NNS cord-319323-1qt7vf59 30 7 , , , cord-319323-1qt7vf59 30 8 the the DT cord-319323-1qt7vf59 30 9 task task NN cord-319323-1qt7vf59 30 10 of of IN cord-319323-1qt7vf59 30 11 sentiment sentiment NN cord-319323-1qt7vf59 30 12 analysis analysis NN cord-319323-1qt7vf59 30 13 can can MD cord-319323-1qt7vf59 30 14 also also RB cord-319323-1qt7vf59 30 15 be be VB cord-319323-1qt7vf59 30 16 approached approach VBN cord-319323-1qt7vf59 30 17 as as IN cord-319323-1qt7vf59 30 18 either either CC cord-319323-1qt7vf59 30 19 as as IN cord-319323-1qt7vf59 30 20 a a DT cord-319323-1qt7vf59 30 21 supervised supervise VBN cord-319323-1qt7vf59 30 22 classification classification NN cord-319323-1qt7vf59 30 23 problem problem NN cord-319323-1qt7vf59 30 24 , , , cord-319323-1qt7vf59 30 25 or or CC cord-319323-1qt7vf59 30 26 an an DT cord-319323-1qt7vf59 30 27 unsupervised unsupervised JJ cord-319323-1qt7vf59 30 28 approach approach NN cord-319323-1qt7vf59 30 29 for for IN cord-319323-1qt7vf59 30 30 sentiment sentiment NN cord-319323-1qt7vf59 30 31 identification identification NN cord-319323-1qt7vf59 30 32 [ [ -LRB- cord-319323-1qt7vf59 30 33 6 6 CD cord-319323-1qt7vf59 30 34 ] ] -RRB- cord-319323-1qt7vf59 30 35 . . . cord-319323-1qt7vf59 31 1 The the DT cord-319323-1qt7vf59 31 2 number number NN cord-319323-1qt7vf59 31 3 of of IN cord-319323-1qt7vf59 31 4 works work NNS cord-319323-1qt7vf59 31 5 that that WDT cord-319323-1qt7vf59 31 6 have have VBP cord-319323-1qt7vf59 31 7 addressed address VBN cord-319323-1qt7vf59 31 8 the the DT cord-319323-1qt7vf59 31 9 problem problem NN cord-319323-1qt7vf59 31 10 of of IN cord-319323-1qt7vf59 31 11 sentiment sentiment NN cord-319323-1qt7vf59 31 12 analysis analysis NN cord-319323-1qt7vf59 31 13 with with IN cord-319323-1qt7vf59 31 14 a a DT cord-319323-1qt7vf59 31 15 supervised supervise VBN cord-319323-1qt7vf59 31 16 approach approach NN cord-319323-1qt7vf59 31 17 is be VBZ cord-319323-1qt7vf59 31 18 more more JJR cord-319323-1qt7vf59 31 19 than than IN cord-319323-1qt7vf59 31 20 the the DT cord-319323-1qt7vf59 31 21 ones one NNS cord-319323-1qt7vf59 31 22 that that WDT cord-319323-1qt7vf59 31 23 have have VBP cord-319323-1qt7vf59 31 24 used use VBN cord-319323-1qt7vf59 31 25 unsupervised unsupervised JJ cord-319323-1qt7vf59 31 26 , , , cord-319323-1qt7vf59 31 27 exploratory exploratory JJ cord-319323-1qt7vf59 31 28 techniques technique NNS cord-319323-1qt7vf59 31 29 . . . cord-319323-1qt7vf59 32 1 For for IN cord-319323-1qt7vf59 32 2 a a DT cord-319323-1qt7vf59 32 3 supervised supervised JJ cord-319323-1qt7vf59 32 4 sentiment sentiment NN cord-319323-1qt7vf59 32 5 classification classification NN cord-319323-1qt7vf59 32 6 problem problem NN cord-319323-1qt7vf59 32 7 , , , cord-319323-1qt7vf59 32 8 the the DT cord-319323-1qt7vf59 32 9 primary primary JJ cord-319323-1qt7vf59 32 10 requirement requirement NN cord-319323-1qt7vf59 32 11 is be VBZ cord-319323-1qt7vf59 32 12 that that IN cord-319323-1qt7vf59 32 13 the the DT cord-319323-1qt7vf59 32 14 text text NN cord-319323-1qt7vf59 32 15 corpus corpus NNP cord-319323-1qt7vf59 32 16 needs need VBZ cord-319323-1qt7vf59 32 17 to to TO cord-319323-1qt7vf59 32 18 be be VB cord-319323-1qt7vf59 32 19 labeled label VBN cord-319323-1qt7vf59 32 20 , , , cord-319323-1qt7vf59 32 21 i.e. i.e. FW cord-319323-1qt7vf59 32 22 , , , cord-319323-1qt7vf59 32 23 each each DT cord-319323-1qt7vf59 32 24 text text NN cord-319323-1qt7vf59 32 25 string string NN cord-319323-1qt7vf59 32 26 in in IN cord-319323-1qt7vf59 32 27 the the DT cord-319323-1qt7vf59 32 28 whole whole JJ cord-319323-1qt7vf59 32 29 data data NN cord-319323-1qt7vf59 32 30 set set NN cord-319323-1qt7vf59 32 31 needs need VBZ cord-319323-1qt7vf59 32 32 to to TO cord-319323-1qt7vf59 32 33 be be VB cord-319323-1qt7vf59 32 34 annotated annotate VBN cord-319323-1qt7vf59 32 35 as as IN cord-319323-1qt7vf59 32 36 belonging belong VBG cord-319323-1qt7vf59 32 37 to to IN cord-319323-1qt7vf59 32 38 a a DT cord-319323-1qt7vf59 32 39 particular particular JJ cord-319323-1qt7vf59 32 40 class class NN cord-319323-1qt7vf59 32 41 - - HYPH cord-319323-1qt7vf59 32 42 positive positive JJ cord-319323-1qt7vf59 32 43 , , , cord-319323-1qt7vf59 32 44 negative negative JJ cord-319323-1qt7vf59 32 45 , , , cord-319323-1qt7vf59 32 46 or or CC cord-319323-1qt7vf59 32 47 neutral neutral JJ cord-319323-1qt7vf59 32 48 in in IN cord-319323-1qt7vf59 32 49 this this DT cord-319323-1qt7vf59 32 50 case case NN cord-319323-1qt7vf59 32 51 . . . cord-319323-1qt7vf59 33 1 A a DT cord-319323-1qt7vf59 33 2 study study NN cord-319323-1qt7vf59 33 3 of of IN cord-319323-1qt7vf59 33 4 the the DT cord-319323-1qt7vf59 33 5 state state NN cord-319323-1qt7vf59 33 6 - - HYPH cord-319323-1qt7vf59 33 7 of of IN cord-319323-1qt7vf59 33 8 - - HYPH cord-319323-1qt7vf59 33 9 the the DT cord-319323-1qt7vf59 33 10 - - HYPH cord-319323-1qt7vf59 33 11 art art NN cord-319323-1qt7vf59 33 12 works work NNS cord-319323-1qt7vf59 33 13 reveals reveal VBZ cord-319323-1qt7vf59 33 14 that that IN cord-319323-1qt7vf59 33 15 for for IN cord-319323-1qt7vf59 33 16 previously previously RB cord-319323-1qt7vf59 33 17 annotated annotate VBN cord-319323-1qt7vf59 33 18 texts text NNS cord-319323-1qt7vf59 33 19 mostly mostly RB cord-319323-1qt7vf59 33 20 based base VBN cord-319323-1qt7vf59 33 21 on on IN cord-319323-1qt7vf59 33 22 twitter twitter NNP cord-319323-1qt7vf59 33 23 data data NNP cord-319323-1qt7vf59 33 24 , , , cord-319323-1qt7vf59 33 25 blog blog NN cord-319323-1qt7vf59 33 26 posts post NNS cord-319323-1qt7vf59 33 27 , , , cord-319323-1qt7vf59 33 28 web web NN cord-319323-1qt7vf59 33 29 logs log NNS cord-319323-1qt7vf59 33 30 , , , cord-319323-1qt7vf59 33 31 movie movie NN cord-319323-1qt7vf59 33 32 reviews review NNS cord-319323-1qt7vf59 33 33 etc etc FW cord-319323-1qt7vf59 33 34 . . . cord-319323-1qt7vf59 34 1 , , , cord-319323-1qt7vf59 34 2 the the DT cord-319323-1qt7vf59 34 3 researchers researcher NNS cord-319323-1qt7vf59 34 4 have have VBP cord-319323-1qt7vf59 34 5 used use VBN cord-319323-1qt7vf59 34 6 some some DT cord-319323-1qt7vf59 34 7 common common JJ cord-319323-1qt7vf59 34 8 machine machine NN cord-319323-1qt7vf59 34 9 learning learning NN cord-319323-1qt7vf59 34 10 techniques technique NNS cord-319323-1qt7vf59 34 11 , , , cord-319323-1qt7vf59 34 12 namely namely RB cord-319323-1qt7vf59 34 13 Support support NN cord-319323-1qt7vf59 34 14 Vector Vector NNP cord-319323-1qt7vf59 34 15 Machine Machine NNP cord-319323-1qt7vf59 34 16 , , , cord-319323-1qt7vf59 34 17 Naive Naive NNP cord-319323-1qt7vf59 34 18 Bayes Bayes NNP cord-319323-1qt7vf59 34 19 [ [ -LRB- cord-319323-1qt7vf59 34 20 6 6 CD cord-319323-1qt7vf59 34 21 ] ] -RRB- cord-319323-1qt7vf59 34 22 [ [ -LRB- cord-319323-1qt7vf59 34 23 7 7 CD cord-319323-1qt7vf59 34 24 ] ] -RRB- cord-319323-1qt7vf59 34 25 [ [ -LRB- cord-319323-1qt7vf59 34 26 8 8 CD cord-319323-1qt7vf59 34 27 ] ] -RRB- cord-319323-1qt7vf59 34 28 [ [ -LRB- cord-319323-1qt7vf59 34 29 9 9 CD cord-319323-1qt7vf59 34 30 ] ] -RRB- cord-319323-1qt7vf59 34 31 [ [ -LRB- cord-319323-1qt7vf59 34 32 10 10 CD cord-319323-1qt7vf59 34 33 ] ] -RRB- cord-319323-1qt7vf59 34 34 [ [ -LRB- cord-319323-1qt7vf59 34 35 11 11 CD cord-319323-1qt7vf59 34 36 ] ] -RRB- cord-319323-1qt7vf59 34 37 , , , cord-319323-1qt7vf59 34 38 or or CC cord-319323-1qt7vf59 34 39 even even RB cord-319323-1qt7vf59 34 40 Deep Deep NNP cord-319323-1qt7vf59 34 41 Convolutional Convolutional NNP cord-319323-1qt7vf59 34 42 Neural Neural NNP cord-319323-1qt7vf59 34 43 Networks Networks NNP cord-319323-1qt7vf59 34 44 [ [ -LRB- cord-319323-1qt7vf59 34 45 12 12 CD cord-319323-1qt7vf59 34 46 , , , cord-319323-1qt7vf59 34 47 13 13 CD cord-319323-1qt7vf59 34 48 ] ] -RRB- cord-319323-1qt7vf59 34 49 , , , cord-319323-1qt7vf59 34 50 etc etc FW cord-319323-1qt7vf59 34 51 . . . cord-319323-1qt7vf59 35 1 It -PRON- PRP cord-319323-1qt7vf59 35 2 is be VBZ cord-319323-1qt7vf59 35 3 a a DT cord-319323-1qt7vf59 35 4 general general JJ cord-319323-1qt7vf59 35 5 observation observation NN cord-319323-1qt7vf59 35 6 that that IN cord-319323-1qt7vf59 35 7 such such JJ cord-319323-1qt7vf59 35 8 techniques technique NNS cord-319323-1qt7vf59 35 9 are be VBP cord-319323-1qt7vf59 35 10 more more RBR cord-319323-1qt7vf59 35 11 efficient efficient JJ cord-319323-1qt7vf59 35 12 in in IN cord-319323-1qt7vf59 35 13 sentiment sentiment NN cord-319323-1qt7vf59 35 14 analysis analysis NN cord-319323-1qt7vf59 35 15 tasks task NNS cord-319323-1qt7vf59 35 16 than than IN cord-319323-1qt7vf59 35 17 the the DT cord-319323-1qt7vf59 35 18 other other JJ cord-319323-1qt7vf59 35 19 unsupervised unsupervised JJ cord-319323-1qt7vf59 35 20 approaches approach NNS cord-319323-1qt7vf59 35 21 . . . cord-319323-1qt7vf59 36 1 Also also RB cord-319323-1qt7vf59 36 2 , , , cord-319323-1qt7vf59 36 3 the the DT cord-319323-1qt7vf59 36 4 overall overall JJ cord-319323-1qt7vf59 36 5 performance performance NN cord-319323-1qt7vf59 36 6 of of IN cord-319323-1qt7vf59 36 7 supervised supervise VBN cord-319323-1qt7vf59 36 8 algorithms algorithm NNS cord-319323-1qt7vf59 36 9 in in IN cord-319323-1qt7vf59 36 10 challenges challenge NNS cord-319323-1qt7vf59 36 11 of of IN cord-319323-1qt7vf59 36 12 opinion opinion NN cord-319323-1qt7vf59 36 13 mining mining NN cord-319323-1qt7vf59 36 14 is be VBZ cord-319323-1qt7vf59 36 15 generally generally RB cord-319323-1qt7vf59 36 16 lower low JJR cord-319323-1qt7vf59 36 17 than than IN cord-319323-1qt7vf59 36 18 that that DT cord-319323-1qt7vf59 36 19 in in IN cord-319323-1qt7vf59 36 20 other other JJ cord-319323-1qt7vf59 36 21 domains domain NNS cord-319323-1qt7vf59 36 22 [ [ -LRB- cord-319323-1qt7vf59 36 23 10 10 CD cord-319323-1qt7vf59 36 24 ] ] -RRB- cord-319323-1qt7vf59 36 25 . . . cord-319323-1qt7vf59 37 1 On on IN cord-319323-1qt7vf59 37 2 the the DT cord-319323-1qt7vf59 37 3 other other JJ cord-319323-1qt7vf59 37 4 hand hand NN cord-319323-1qt7vf59 37 5 , , , cord-319323-1qt7vf59 37 6 the the DT cord-319323-1qt7vf59 37 7 task task NN cord-319323-1qt7vf59 37 8 of of IN cord-319323-1qt7vf59 37 9 analyzing analyze VBG cord-319323-1qt7vf59 37 10 sentiments sentiment NNS cord-319323-1qt7vf59 37 11 is be VBZ cord-319323-1qt7vf59 37 12 more more RBR cord-319323-1qt7vf59 37 13 challenging challenging JJ cord-319323-1qt7vf59 37 14 with with IN cord-319323-1qt7vf59 37 15 the the DT cord-319323-1qt7vf59 37 16 use use NN cord-319323-1qt7vf59 37 17 of of IN cord-319323-1qt7vf59 37 18 unsupervised unsupervised JJ cord-319323-1qt7vf59 37 19 learning learning NN cord-319323-1qt7vf59 37 20 techniques technique NNS cord-319323-1qt7vf59 37 21 . . . cord-319323-1qt7vf59 38 1 Also also RB cord-319323-1qt7vf59 38 2 , , , cord-319323-1qt7vf59 38 3 such such JJ cord-319323-1qt7vf59 38 4 techniques technique NNS cord-319323-1qt7vf59 38 5 are be VBP cord-319323-1qt7vf59 38 6 often often RB cord-319323-1qt7vf59 38 7 more more RBR cord-319323-1qt7vf59 38 8 suited suited JJ cord-319323-1qt7vf59 38 9 for for IN cord-319323-1qt7vf59 38 10 mining mine VBG cord-319323-1qt7vf59 38 11 the the DT cord-319323-1qt7vf59 38 12 sentiment sentiment NN cord-319323-1qt7vf59 38 13 from from IN cord-319323-1qt7vf59 38 14 bulky bulky JJ cord-319323-1qt7vf59 38 15 sources source NNS cord-319323-1qt7vf59 38 16 of of IN cord-319323-1qt7vf59 38 17 data datum NNS cord-319323-1qt7vf59 38 18 . . . cord-319323-1qt7vf59 39 1 Identification identification NN cord-319323-1qt7vf59 39 2 of of IN cord-319323-1qt7vf59 39 3 semantic semantic JJ cord-319323-1qt7vf59 39 4 orientation orientation NN cord-319323-1qt7vf59 39 5 [ [ -LRB- cord-319323-1qt7vf59 39 6 14 14 CD cord-319323-1qt7vf59 39 7 ] ] -RRB- cord-319323-1qt7vf59 39 8 , , , cord-319323-1qt7vf59 39 9 comparative comparative JJ cord-319323-1qt7vf59 39 10 study study NN cord-319323-1qt7vf59 39 11 and and CC cord-319323-1qt7vf59 39 12 low low JJ cord-319323-1qt7vf59 39 13 performance performance NN cord-319323-1qt7vf59 39 14 of of IN cord-319323-1qt7vf59 39 15 the the DT cord-319323-1qt7vf59 39 16 SentiWordNet sentiwordnet NN cord-319323-1qt7vf59 39 17 lexicon lexicon NN cord-319323-1qt7vf59 39 18 in in IN cord-319323-1qt7vf59 39 19 sentiment sentiment NN cord-319323-1qt7vf59 39 20 analysis analysis NN cord-319323-1qt7vf59 39 21 [ [ -LRB- cord-319323-1qt7vf59 39 22 9 9 CD cord-319323-1qt7vf59 39 23 ] ] -RRB- cord-319323-1qt7vf59 39 24 , , , cord-319323-1qt7vf59 39 25 development development NN cord-319323-1qt7vf59 39 26 of of IN cord-319323-1qt7vf59 39 27 novel novel JJ cord-319323-1qt7vf59 39 28 emoji emoji JJ cord-319323-1qt7vf59 39 29 and and CC cord-319323-1qt7vf59 39 30 linguistic linguistic JJ cord-319323-1qt7vf59 39 31 contentbased contentbase VBN cord-319323-1qt7vf59 39 32 lexicons lexicon NNS cord-319323-1qt7vf59 39 33 using use VBG cord-319323-1qt7vf59 39 34 unsupervised unsupervised JJ cord-319323-1qt7vf59 39 35 approach approach NN cord-319323-1qt7vf59 39 36 [ [ -LRB- cord-319323-1qt7vf59 39 37 15 15 CD cord-319323-1qt7vf59 39 38 , , , cord-319323-1qt7vf59 39 39 16 16 CD cord-319323-1qt7vf59 39 40 ] ] -RRB- cord-319323-1qt7vf59 39 41 , , , cord-319323-1qt7vf59 39 42 sentiment sentiment NN cord-319323-1qt7vf59 39 43 polarity polarity NN cord-319323-1qt7vf59 39 44 detection detection NN cord-319323-1qt7vf59 39 45 system system NN cord-319323-1qt7vf59 39 46 using use VBG cord-319323-1qt7vf59 39 47 unsupervised unsupervised JJ cord-319323-1qt7vf59 39 48 approach approach NN cord-319323-1qt7vf59 39 49 on on IN cord-319323-1qt7vf59 39 50 Turkish turkish JJ cord-319323-1qt7vf59 39 51 movie movie NN cord-319323-1qt7vf59 39 52 reviews review NNS cord-319323-1qt7vf59 39 53 [ [ -LRB- cord-319323-1qt7vf59 39 54 17 17 CD cord-319323-1qt7vf59 39 55 ] ] -RRB- cord-319323-1qt7vf59 39 56 , , , cord-319323-1qt7vf59 39 57 etc etc FW cord-319323-1qt7vf59 39 58 . . . cord-319323-1qt7vf59 40 1 are be VBP cord-319323-1qt7vf59 40 2 all all DT cord-319323-1qt7vf59 40 3 different different JJ cord-319323-1qt7vf59 40 4 interesting interesting JJ cord-319323-1qt7vf59 40 5 research research NN cord-319323-1qt7vf59 40 6 works work VBZ cord-319323-1qt7vf59 40 7 that that WDT cord-319323-1qt7vf59 40 8 use use VBP cord-319323-1qt7vf59 40 9 unsupervised unsupervised JJ cord-319323-1qt7vf59 40 10 approach approach NN cord-319323-1qt7vf59 40 11 . . . cord-319323-1qt7vf59 41 1 The the DT cord-319323-1qt7vf59 41 2 application application NN cord-319323-1qt7vf59 41 3 of of IN cord-319323-1qt7vf59 41 4 standard standard JJ cord-319323-1qt7vf59 41 5 lexicons lexicon NNS cord-319323-1qt7vf59 41 6 such such JJ cord-319323-1qt7vf59 41 7 as as IN cord-319323-1qt7vf59 41 8 SentiWordNet SentiWordNet NNP cord-319323-1qt7vf59 41 9 [ [ -LRB- cord-319323-1qt7vf59 41 10 18 18 CD cord-319323-1qt7vf59 41 11 ] ] -RRB- cord-319323-1qt7vf59 41 12 , , , cord-319323-1qt7vf59 41 13 AFINN AFINN NNP cord-319323-1qt7vf59 41 14 [ [ -LRB- cord-319323-1qt7vf59 41 15 19 19 CD cord-319323-1qt7vf59 41 16 ] ] -RRB- cord-319323-1qt7vf59 41 17 , , , cord-319323-1qt7vf59 41 18 etc etc FW cord-319323-1qt7vf59 41 19 . . . cord-319323-1qt7vf59 42 1 in in IN cord-319323-1qt7vf59 42 2 unsupervised unsupervised JJ cord-319323-1qt7vf59 42 3 sentiment sentiment NN cord-319323-1qt7vf59 42 4 classification classification NN cord-319323-1qt7vf59 42 5 is be VBZ cord-319323-1qt7vf59 42 6 widely widely RB cord-319323-1qt7vf59 42 7 studied study VBN cord-319323-1qt7vf59 42 8 and and CC cord-319323-1qt7vf59 42 9 evaluated evaluate VBN cord-319323-1qt7vf59 42 10 in in IN cord-319323-1qt7vf59 42 11 different different JJ cord-319323-1qt7vf59 42 12 works work NNS cord-319323-1qt7vf59 42 13 [ [ -LRB- cord-319323-1qt7vf59 42 14 20 20 CD cord-319323-1qt7vf59 42 15 ] ] -RRB- cord-319323-1qt7vf59 42 16 [ [ -LRB- cord-319323-1qt7vf59 42 17 21 21 CD cord-319323-1qt7vf59 42 18 ] ] -RRB- cord-319323-1qt7vf59 42 19 [ [ -LRB- cord-319323-1qt7vf59 42 20 22 22 CD cord-319323-1qt7vf59 42 21 ] ] -RRB- cord-319323-1qt7vf59 42 22 . . . cord-319323-1qt7vf59 43 1 These these DT cord-319323-1qt7vf59 43 2 lexicon lexicon NN cord-319323-1qt7vf59 43 3 based base VBN cord-319323-1qt7vf59 43 4 techniques technique NNS cord-319323-1qt7vf59 43 5 are be VBP cord-319323-1qt7vf59 43 6 employed employ VBN cord-319323-1qt7vf59 43 7 in in IN cord-319323-1qt7vf59 43 8 solving solve VBG cord-319323-1qt7vf59 43 9 interesting interesting JJ cord-319323-1qt7vf59 43 10 problems problem NNS cord-319323-1qt7vf59 43 11 , , , cord-319323-1qt7vf59 43 12 such such JJ cord-319323-1qt7vf59 43 13 as as IN cord-319323-1qt7vf59 43 14 analyzing analyze VBG cord-319323-1qt7vf59 43 15 the the DT cord-319323-1qt7vf59 43 16 sentiment sentiment NN cord-319323-1qt7vf59 43 17 of of IN cord-319323-1qt7vf59 43 18 the the DT cord-319323-1qt7vf59 43 19 characters character NNS cord-319323-1qt7vf59 43 20 in in IN cord-319323-1qt7vf59 43 21 Shakespeare Shakespeare NNP cord-319323-1qt7vf59 43 22 's 's POS cord-319323-1qt7vf59 43 23 plays play NNS cord-319323-1qt7vf59 43 24 [ [ -LRB- cord-319323-1qt7vf59 43 25 23 23 CD cord-319323-1qt7vf59 43 26 ] ] -RRB- cord-319323-1qt7vf59 43 27 , , , cord-319323-1qt7vf59 43 28 opinion opinion NN cord-319323-1qt7vf59 43 29 mining mining NN cord-319323-1qt7vf59 43 30 from from IN cord-319323-1qt7vf59 43 31 clinical clinical JJ cord-319323-1qt7vf59 43 32 discharge discharge NN cord-319323-1qt7vf59 43 33 summaries summary NNS cord-319323-1qt7vf59 43 34 [ [ -LRB- cord-319323-1qt7vf59 43 35 24 24 CD cord-319323-1qt7vf59 43 36 ] ] -RRB- cord-319323-1qt7vf59 43 37 , , , cord-319323-1qt7vf59 43 38 development development NN cord-319323-1qt7vf59 43 39 of of IN cord-319323-1qt7vf59 43 40 bias bias NN cord-319323-1qt7vf59 43 41 - - HYPH cord-319323-1qt7vf59 43 42 aware aware JJ cord-319323-1qt7vf59 43 43 systems system NNS cord-319323-1qt7vf59 43 44 [ [ -LRB- cord-319323-1qt7vf59 43 45 25 25 CD cord-319323-1qt7vf59 43 46 ] ] -RRB- cord-319323-1qt7vf59 43 47 , , , cord-319323-1qt7vf59 43 48 etc etc FW cord-319323-1qt7vf59 43 49 . . . cord-319323-1qt7vf59 44 1 Other other JJ cord-319323-1qt7vf59 44 2 popular popular JJ cord-319323-1qt7vf59 44 3 methods method NNS cord-319323-1qt7vf59 44 4 for for IN cord-319323-1qt7vf59 44 5 sentiment sentiment NN cord-319323-1qt7vf59 44 6 identification identification NN cord-319323-1qt7vf59 44 7 include include VBP cord-319323-1qt7vf59 44 8 k k NN cord-319323-1qt7vf59 44 9 - - HYPH cord-319323-1qt7vf59 44 10 means mean VBZ cord-319323-1qt7vf59 44 11 [ [ -LRB- cord-319323-1qt7vf59 44 12 11 11 CD cord-319323-1qt7vf59 44 13 , , , cord-319323-1qt7vf59 44 14 26 26 CD cord-319323-1qt7vf59 44 15 , , , cord-319323-1qt7vf59 44 16 27 27 CD cord-319323-1qt7vf59 44 17 ] ] -RRB- cord-319323-1qt7vf59 44 18 , , , cord-319323-1qt7vf59 44 19 Latent Latent NNP cord-319323-1qt7vf59 44 20 Dirichlet Dirichlet NNP cord-319323-1qt7vf59 44 21 Allocation Allocation NNP cord-319323-1qt7vf59 44 22 ( ( -LRB- cord-319323-1qt7vf59 44 23 LDA LDA NNP cord-319323-1qt7vf59 44 24 ) ) -RRB- cord-319323-1qt7vf59 44 25 [ [ -LRB- cord-319323-1qt7vf59 44 26 28 28 CD cord-319323-1qt7vf59 44 27 , , , cord-319323-1qt7vf59 44 28 29 29 CD cord-319323-1qt7vf59 44 29 ] ] -RRB- cord-319323-1qt7vf59 44 30 , , , cord-319323-1qt7vf59 44 31 etc etc FW cord-319323-1qt7vf59 44 32 . . . cord-319323-1qt7vf59 45 1 In in IN cord-319323-1qt7vf59 45 2 all all DT cord-319323-1qt7vf59 45 3 such such JJ cord-319323-1qt7vf59 45 4 cases case NNS cord-319323-1qt7vf59 45 5 , , , cord-319323-1qt7vf59 45 6 it -PRON- PRP cord-319323-1qt7vf59 45 7 is be VBZ cord-319323-1qt7vf59 45 8 seen see VBN cord-319323-1qt7vf59 45 9 that that IN cord-319323-1qt7vf59 45 10 the the DT cord-319323-1qt7vf59 45 11 inherent inherent JJ cord-319323-1qt7vf59 45 12 simplicity simplicity NN cord-319323-1qt7vf59 45 13 , , , cord-319323-1qt7vf59 45 14 lack lack NN cord-319323-1qt7vf59 45 15 of of IN cord-319323-1qt7vf59 45 16 training training NN cord-319323-1qt7vf59 45 17 , , , cord-319323-1qt7vf59 45 18 and and CC cord-319323-1qt7vf59 45 19 lower low JJR cord-319323-1qt7vf59 45 20 computation computation NN cord-319323-1qt7vf59 45 21 requirement requirement NN cord-319323-1qt7vf59 45 22 involved involve VBN cord-319323-1qt7vf59 45 23 in in IN cord-319323-1qt7vf59 45 24 unsupervised unsupervised JJ cord-319323-1qt7vf59 45 25 approaches approach NNS cord-319323-1qt7vf59 45 26 make make VBP cord-319323-1qt7vf59 45 27 it -PRON- PRP cord-319323-1qt7vf59 45 28 easier easy JJR cord-319323-1qt7vf59 45 29 to to TO cord-319323-1qt7vf59 45 30 use use VB cord-319323-1qt7vf59 45 31 on on RP cord-319323-1qt7vf59 45 32 and and CC cord-319323-1qt7vf59 45 33 learn learn VB cord-319323-1qt7vf59 45 34 from from IN cord-319323-1qt7vf59 45 35 data datum NNS cord-319323-1qt7vf59 45 36 corpus corpus NN cord-319323-1qt7vf59 45 37 of of IN cord-319323-1qt7vf59 45 38 substantially substantially RB cord-319323-1qt7vf59 45 39 large large JJ cord-319323-1qt7vf59 45 40 size size NN cord-319323-1qt7vf59 45 41 [ [ -LRB- cord-319323-1qt7vf59 45 42 30 30 CD cord-319323-1qt7vf59 45 43 ] ] -RRB- cord-319323-1qt7vf59 45 44 . . . cord-319323-1qt7vf59 46 1 During during IN cord-319323-1qt7vf59 46 2 a a DT cord-319323-1qt7vf59 46 3 survey survey NN cord-319323-1qt7vf59 46 4 of of IN cord-319323-1qt7vf59 46 5 state state NN cord-319323-1qt7vf59 46 6 - - HYPH cord-319323-1qt7vf59 46 7 of of IN cord-319323-1qt7vf59 46 8 - - HYPH cord-319323-1qt7vf59 46 9 the the DT cord-319323-1qt7vf59 46 10 - - HYPH cord-319323-1qt7vf59 46 11 art art NN cord-319323-1qt7vf59 46 12 research research NN cord-319323-1qt7vf59 46 13 using use VBG cord-319323-1qt7vf59 46 14 unsupervised unsupervised JJ cord-319323-1qt7vf59 46 15 lexicon lexicon NN cord-319323-1qt7vf59 46 16 based base VBN cord-319323-1qt7vf59 46 17 approach approach NN cord-319323-1qt7vf59 46 18 on on IN cord-319323-1qt7vf59 46 19 text text NN cord-319323-1qt7vf59 46 20 data datum NNS cord-319323-1qt7vf59 46 21 , , , cord-319323-1qt7vf59 46 22 it -PRON- PRP cord-319323-1qt7vf59 46 23 is be VBZ cord-319323-1qt7vf59 46 24 seen see VBN cord-319323-1qt7vf59 46 25 that that IN cord-319323-1qt7vf59 46 26 most most JJS cord-319323-1qt7vf59 46 27 of of IN cord-319323-1qt7vf59 46 28 these these DT cord-319323-1qt7vf59 46 29 works work NNS cord-319323-1qt7vf59 46 30 are be VBP cord-319323-1qt7vf59 46 31 based base VBN cord-319323-1qt7vf59 46 32 on on IN cord-319323-1qt7vf59 46 33 exploratory exploratory JJ cord-319323-1qt7vf59 46 34 sentiment sentiment NN cord-319323-1qt7vf59 46 35 analysis analysis NN cord-319323-1qt7vf59 46 36 and and CC cord-319323-1qt7vf59 46 37 evaluation evaluation NN cord-319323-1qt7vf59 46 38 of of IN cord-319323-1qt7vf59 46 39 classification classification NN cord-319323-1qt7vf59 46 40 techniques technique NNS cord-319323-1qt7vf59 46 41 , , , cord-319323-1qt7vf59 46 42 used use VBN cord-319323-1qt7vf59 46 43 on on IN cord-319323-1qt7vf59 46 44 different different JJ cord-319323-1qt7vf59 46 45 types type NNS cord-319323-1qt7vf59 46 46 of of IN cord-319323-1qt7vf59 46 47 data datum NNS cord-319323-1qt7vf59 46 48 . . . cord-319323-1qt7vf59 47 1 However however RB cord-319323-1qt7vf59 47 2 , , , cord-319323-1qt7vf59 47 3 there there EX cord-319323-1qt7vf59 47 4 is be VBZ cord-319323-1qt7vf59 47 5 a a DT cord-319323-1qt7vf59 47 6 relatively relatively RB cord-319323-1qt7vf59 47 7 small small JJ cord-319323-1qt7vf59 47 8 amount amount NN cord-319323-1qt7vf59 47 9 of of IN cord-319323-1qt7vf59 47 10 research research NN cord-319323-1qt7vf59 47 11 that that WDT cord-319323-1qt7vf59 47 12 has have VBZ cord-319323-1qt7vf59 47 13 worked work VBN cord-319323-1qt7vf59 47 14 with with IN cord-319323-1qt7vf59 47 15 news news NN cord-319323-1qt7vf59 47 16 data datum NNS cord-319323-1qt7vf59 47 17 , , , cord-319323-1qt7vf59 47 18 and and CC cord-319323-1qt7vf59 47 19 almost almost RB cord-319323-1qt7vf59 47 20 all all DT cord-319323-1qt7vf59 47 21 such such JJ cord-319323-1qt7vf59 47 22 works work NNS cord-319323-1qt7vf59 47 23 are be VBP cord-319323-1qt7vf59 47 24 based base VBN cord-319323-1qt7vf59 47 25 on on IN cord-319323-1qt7vf59 47 26 financial financial JJ cord-319323-1qt7vf59 47 27 news news NN cord-319323-1qt7vf59 47 28 and and CC cord-319323-1qt7vf59 47 29 stock stock NN cord-319323-1qt7vf59 47 30 price price NN cord-319323-1qt7vf59 47 31 prediction prediction NN cord-319323-1qt7vf59 47 32 [ [ -LRB- cord-319323-1qt7vf59 47 33 31 31 CD cord-319323-1qt7vf59 47 34 ] ] -RRB- cord-319323-1qt7vf59 47 35 [ [ -LRB- cord-319323-1qt7vf59 47 36 32 32 CD cord-319323-1qt7vf59 47 37 ] ] -RRB- cord-319323-1qt7vf59 47 38 [ [ -LRB- cord-319323-1qt7vf59 47 39 33 33 CD cord-319323-1qt7vf59 47 40 ] ] -RRB- cord-319323-1qt7vf59 47 41 [ [ -LRB- cord-319323-1qt7vf59 47 42 34 34 CD cord-319323-1qt7vf59 47 43 ] ] -RRB- cord-319323-1qt7vf59 47 44 [ [ -LRB- cord-319323-1qt7vf59 47 45 35 35 CD cord-319323-1qt7vf59 47 46 ] ] -RRB- cord-319323-1qt7vf59 47 47 , , , cord-319323-1qt7vf59 47 48 etc etc FW cord-319323-1qt7vf59 47 49 . . . cord-319323-1qt7vf59 48 1 Similarly similarly RB cord-319323-1qt7vf59 48 2 , , , cord-319323-1qt7vf59 48 3 there there EX cord-319323-1qt7vf59 48 4 are be VBP cord-319323-1qt7vf59 48 5 only only RB cord-319323-1qt7vf59 48 6 a a DT cord-319323-1qt7vf59 48 7 few few JJ cord-319323-1qt7vf59 48 8 works work NNS cord-319323-1qt7vf59 48 9 regarding regard VBG cord-319323-1qt7vf59 48 10 the the DT cord-319323-1qt7vf59 48 11 statistical statistical JJ cord-319323-1qt7vf59 48 12 effect effect NN cord-319323-1qt7vf59 48 13 of of IN cord-319323-1qt7vf59 48 14 real real JJ cord-319323-1qt7vf59 48 15 - - HYPH cord-319323-1qt7vf59 48 16 world world NN cord-319323-1qt7vf59 48 17 events event NNS cord-319323-1qt7vf59 48 18 on on IN cord-319323-1qt7vf59 48 19 the the DT cord-319323-1qt7vf59 48 20 overall overall JJ cord-319323-1qt7vf59 48 21 sentiment sentiment NN cord-319323-1qt7vf59 48 22 of of IN cord-319323-1qt7vf59 48 23 global global JJ cord-319323-1qt7vf59 48 24 news news NN cord-319323-1qt7vf59 48 25 , , , cord-319323-1qt7vf59 48 26 mostly mostly RB cord-319323-1qt7vf59 48 27 related related JJ cord-319323-1qt7vf59 48 28 to to IN cord-319323-1qt7vf59 48 29 the the DT cord-319323-1qt7vf59 48 30 financial financial JJ cord-319323-1qt7vf59 48 31 sector sector NN cord-319323-1qt7vf59 48 32 [ [ -LRB- cord-319323-1qt7vf59 48 33 36 36 CD cord-319323-1qt7vf59 48 34 ] ] -RRB- cord-319323-1qt7vf59 49 1 [ [ -LRB- cord-319323-1qt7vf59 49 2 37 37 CD cord-319323-1qt7vf59 49 3 ] ] -RRB- cord-319323-1qt7vf59 49 4 [ [ -LRB- cord-319323-1qt7vf59 49 5 38 38 CD cord-319323-1qt7vf59 49 6 ] ] -RRB- cord-319323-1qt7vf59 49 7 , , , cord-319323-1qt7vf59 49 8 etc etc FW cord-319323-1qt7vf59 49 9 . . . cord-319323-1qt7vf59 50 1 In in IN cord-319323-1qt7vf59 50 2 this this DT cord-319323-1qt7vf59 50 3 technologically technologically RB cord-319323-1qt7vf59 50 4 developed developed JJ cord-319323-1qt7vf59 50 5 era era NN cord-319323-1qt7vf59 50 6 , , , cord-319323-1qt7vf59 50 7 people people NNS cord-319323-1qt7vf59 50 8 are be VBP cord-319323-1qt7vf59 50 9 engrossed engross VBN cord-319323-1qt7vf59 50 10 in in IN cord-319323-1qt7vf59 50 11 the the DT cord-319323-1qt7vf59 50 12 news news NN cord-319323-1qt7vf59 50 13 media medium NNS cord-319323-1qt7vf59 50 14 , , , cord-319323-1qt7vf59 50 15 and and CC cord-319323-1qt7vf59 50 16 agenda agenda NN cord-319323-1qt7vf59 50 17 setting set VBG cord-319323-1qt7vf59 50 18 [ [ -LRB- cord-319323-1qt7vf59 50 19 39 39 CD cord-319323-1qt7vf59 50 20 ] ] -RRB- cord-319323-1qt7vf59 50 21 has have VBZ cord-319323-1qt7vf59 50 22 a a DT cord-319323-1qt7vf59 50 23 crucial crucial JJ cord-319323-1qt7vf59 50 24 role role NN cord-319323-1qt7vf59 50 25 to to TO cord-319323-1qt7vf59 50 26 play play VB cord-319323-1qt7vf59 50 27 in in IN cord-319323-1qt7vf59 50 28 times time NNS cord-319323-1qt7vf59 50 29 of of IN cord-319323-1qt7vf59 50 30 a a DT cord-319323-1qt7vf59 50 31 crisis crisis NN cord-319323-1qt7vf59 50 32 . . . cord-319323-1qt7vf59 51 1 Researchers researcher NNS cord-319323-1qt7vf59 51 2 have have VBP cord-319323-1qt7vf59 51 3 often often RB cord-319323-1qt7vf59 51 4 determined determine VBN cord-319323-1qt7vf59 51 5 the the DT cord-319323-1qt7vf59 51 6 role role NN cord-319323-1qt7vf59 51 7 played play VBN cord-319323-1qt7vf59 51 8 by by IN cord-319323-1qt7vf59 51 9 mass mass NN cord-319323-1qt7vf59 51 10 media medium NNS cord-319323-1qt7vf59 51 11 in in IN cord-319323-1qt7vf59 51 12 determining determine VBG cord-319323-1qt7vf59 51 13 or or CC cord-319323-1qt7vf59 51 14 setting set VBG cord-319323-1qt7vf59 51 15 the the DT cord-319323-1qt7vf59 51 16 agenda agenda NN cord-319323-1qt7vf59 51 17 in in IN cord-319323-1qt7vf59 51 18 response response NN cord-319323-1qt7vf59 51 19 to to IN cord-319323-1qt7vf59 51 20 a a DT cord-319323-1qt7vf59 51 21 particular particular JJ cord-319323-1qt7vf59 51 22 incident incident NN cord-319323-1qt7vf59 51 23 or or CC cord-319323-1qt7vf59 51 24 event event NN cord-319323-1qt7vf59 51 25 , , , cord-319323-1qt7vf59 51 26 and and CC cord-319323-1qt7vf59 51 27 this this DT cord-319323-1qt7vf59 51 28 is be VBZ cord-319323-1qt7vf59 51 29 rapidly rapidly RB cord-319323-1qt7vf59 51 30 propagated propagate VBN cord-319323-1qt7vf59 51 31 among among IN cord-319323-1qt7vf59 51 32 the the DT cord-319323-1qt7vf59 51 33 audience audience NN cord-319323-1qt7vf59 51 34 [ [ -LRB- cord-319323-1qt7vf59 51 35 40 40 CD cord-319323-1qt7vf59 51 36 ] ] -RRB- cord-319323-1qt7vf59 51 37 . . . cord-319323-1qt7vf59 52 1 Obviously obviously RB cord-319323-1qt7vf59 52 2 , , , cord-319323-1qt7vf59 52 3 it -PRON- PRP cord-319323-1qt7vf59 52 4 entails entail VBZ cord-319323-1qt7vf59 52 5 a a DT cord-319323-1qt7vf59 52 6 number number NN cord-319323-1qt7vf59 52 7 of of IN cord-319323-1qt7vf59 52 8 problems problem NNS cord-319323-1qt7vf59 52 9 as as RB cord-319323-1qt7vf59 52 10 well well RB cord-319323-1qt7vf59 52 11 as as IN cord-319323-1qt7vf59 52 12 ludicrous ludicrous JJ cord-319323-1qt7vf59 52 13 opportunities opportunity NNS cord-319323-1qt7vf59 52 14 for for IN cord-319323-1qt7vf59 52 15 the the DT cord-319323-1qt7vf59 52 16 media medium NNS cord-319323-1qt7vf59 52 17 agencies agency NNS cord-319323-1qt7vf59 52 18 , , , cord-319323-1qt7vf59 52 19 as as IN cord-319323-1qt7vf59 52 20 explored explore VBN cord-319323-1qt7vf59 52 21 in in IN cord-319323-1qt7vf59 52 22 [ [ -LRB- cord-319323-1qt7vf59 52 23 41 41 CD cord-319323-1qt7vf59 52 24 ] ] -RRB- cord-319323-1qt7vf59 52 25 . . . cord-319323-1qt7vf59 53 1 In in IN cord-319323-1qt7vf59 53 2 a a DT cord-319323-1qt7vf59 53 3 related related JJ cord-319323-1qt7vf59 53 4 context context NN cord-319323-1qt7vf59 53 5 , , , cord-319323-1qt7vf59 53 6 the the DT cord-319323-1qt7vf59 53 7 work work NN cord-319323-1qt7vf59 53 8 by by IN cord-319323-1qt7vf59 53 9 Kirk Kirk NNP cord-319323-1qt7vf59 53 10 et et NNP cord-319323-1qt7vf59 53 11 al al NNP cord-319323-1qt7vf59 53 12 . . . cord-319323-1qt7vf59 54 1 [ [ -LRB- cord-319323-1qt7vf59 54 2 42 42 CD cord-319323-1qt7vf59 54 3 ] ] -RRB- cord-319323-1qt7vf59 54 4 analyzes analyze VBZ cord-319323-1qt7vf59 54 5 the the DT cord-319323-1qt7vf59 54 6 agenda agenda NN cord-319323-1qt7vf59 54 7 setting set VBG cord-319323-1qt7vf59 54 8 and and CC cord-319323-1qt7vf59 54 9 media medium NNS cord-319323-1qt7vf59 54 10 policies policy NNS cord-319323-1qt7vf59 54 11 in in IN cord-319323-1qt7vf59 54 12 response response NN cord-319323-1qt7vf59 54 13 to to IN cord-319323-1qt7vf59 54 14 a a DT cord-319323-1qt7vf59 54 15 disaster disaster NN cord-319323-1qt7vf59 54 16 . . . cord-319323-1qt7vf59 55 1 While while IN cord-319323-1qt7vf59 55 2 the the DT cord-319323-1qt7vf59 55 3 proposed propose VBN cord-319323-1qt7vf59 55 4 work work NN cord-319323-1qt7vf59 55 5 does do VBZ cord-319323-1qt7vf59 55 6 not not RB cord-319323-1qt7vf59 55 7 focus focus VB cord-319323-1qt7vf59 55 8 on on IN cord-319323-1qt7vf59 55 9 these these DT cord-319323-1qt7vf59 55 10 issues issue NNS cord-319323-1qt7vf59 55 11 , , , cord-319323-1qt7vf59 55 12 the the DT cord-319323-1qt7vf59 55 13 authors author NNS cord-319323-1qt7vf59 55 14 wish wish VBP cord-319323-1qt7vf59 55 15 to to TO cord-319323-1qt7vf59 55 16 highlight highlight VB cord-319323-1qt7vf59 55 17 the the DT cord-319323-1qt7vf59 55 18 underlying underlying JJ cord-319323-1qt7vf59 55 19 role role NN cord-319323-1qt7vf59 55 20 of of IN cord-319323-1qt7vf59 55 21 media medium NNS cord-319323-1qt7vf59 55 22 in in IN cord-319323-1qt7vf59 55 23 maintaining maintain VBG cord-319323-1qt7vf59 55 24 global global JJ cord-319323-1qt7vf59 55 25 public public JJ cord-319323-1qt7vf59 55 26 sentiment sentiment NN cord-319323-1qt7vf59 55 27 and and CC cord-319323-1qt7vf59 55 28 mental mental JJ cord-319323-1qt7vf59 55 29 health health NN cord-319323-1qt7vf59 55 30 given give VBN cord-319323-1qt7vf59 55 31 the the DT cord-319323-1qt7vf59 55 32 ongoing ongoing JJ cord-319323-1qt7vf59 55 33 COVID-19-related covid-19-related JJ cord-319323-1qt7vf59 55 34 crisis crisis NN cord-319323-1qt7vf59 55 35 . . . cord-319323-1qt7vf59 56 1 The the DT cord-319323-1qt7vf59 56 2 news news NN cord-319323-1qt7vf59 56 3 media medium NNS cord-319323-1qt7vf59 56 4 need need NN cord-319323-1qt7vf59 56 5 to to TO cord-319323-1qt7vf59 56 6 be be VB cord-319323-1qt7vf59 56 7 responsible responsible JJ cord-319323-1qt7vf59 56 8 as as RB cord-319323-1qt7vf59 56 9 well well RB cord-319323-1qt7vf59 56 10 as as IN cord-319323-1qt7vf59 56 11 alert alert JJ cord-319323-1qt7vf59 56 12 to to TO cord-319323-1qt7vf59 56 13 ensure ensure VB cord-319323-1qt7vf59 56 14 the the DT cord-319323-1qt7vf59 56 15 proper proper JJ cord-319323-1qt7vf59 56 16 propagation propagation NN cord-319323-1qt7vf59 56 17 of of IN cord-319323-1qt7vf59 56 18 awareness awareness NN cord-319323-1qt7vf59 56 19 and and CC cord-319323-1qt7vf59 56 20 shaping shaping NN cord-319323-1qt7vf59 56 21 of of IN cord-319323-1qt7vf59 56 22 public public JJ cord-319323-1qt7vf59 56 23 sentiment sentiment NN cord-319323-1qt7vf59 56 24 particularly particularly RB cord-319323-1qt7vf59 56 25 involving involve VBG cord-319323-1qt7vf59 56 26 second second JJ cord-319323-1qt7vf59 56 27 - - HYPH cord-319323-1qt7vf59 56 28 level level NN cord-319323-1qt7vf59 56 29 agenda agenda NN cord-319323-1qt7vf59 56 30 setting set VBG cord-319323-1qt7vf59 56 31 [ [ -LRB- cord-319323-1qt7vf59 56 32 43 43 CD cord-319323-1qt7vf59 56 33 , , , cord-319323-1qt7vf59 56 34 44 44 CD cord-319323-1qt7vf59 56 35 ] ] -RRB- cord-319323-1qt7vf59 56 36 . . . cord-319323-1qt7vf59 57 1 Given give VBN cord-319323-1qt7vf59 57 2 these these DT cord-319323-1qt7vf59 57 3 observations observation NNS cord-319323-1qt7vf59 57 4 and and CC cord-319323-1qt7vf59 57 5 the the DT cord-319323-1qt7vf59 57 6 ongoing ongoing JJ cord-319323-1qt7vf59 57 7 pandemic pandemic NN cord-319323-1qt7vf59 57 8 , , , cord-319323-1qt7vf59 57 9 the the DT cord-319323-1qt7vf59 57 10 authors author NNS cord-319323-1qt7vf59 57 11 were be VBD cord-319323-1qt7vf59 57 12 motivated motivate VBN cord-319323-1qt7vf59 57 13 to to TO cord-319323-1qt7vf59 57 14 make make VB cord-319323-1qt7vf59 57 15 the the DT cord-319323-1qt7vf59 57 16 following follow VBG cord-319323-1qt7vf59 57 17 research research NN cord-319323-1qt7vf59 57 18 contributions contribution NNS cord-319323-1qt7vf59 57 19 : : : cord-319323-1qt7vf59 57 20 -The -The : cord-319323-1qt7vf59 57 21 current current JJ cord-319323-1qt7vf59 57 22 work work NN cord-319323-1qt7vf59 57 23 determines determine VBZ cord-319323-1qt7vf59 57 24 the the DT cord-319323-1qt7vf59 57 25 general general JJ cord-319323-1qt7vf59 57 26 sentiment sentiment NN cord-319323-1qt7vf59 57 27 of of IN cord-319323-1qt7vf59 57 28 news news NN cord-319323-1qt7vf59 57 29 articles article NNS cord-319323-1qt7vf59 57 30 during during IN cord-319323-1qt7vf59 57 31 the the DT cord-319323-1qt7vf59 57 32 ongoing ongoing JJ cord-319323-1qt7vf59 57 33 pandemic pandemic NN cord-319323-1qt7vf59 57 34 with with IN cord-319323-1qt7vf59 57 35 unsupervised unsupervised JJ cord-319323-1qt7vf59 57 36 and and CC cord-319323-1qt7vf59 57 37 transfer transfer NN cord-319323-1qt7vf59 57 38 learning learning NN cord-319323-1qt7vf59 57 39 - - HYPH cord-319323-1qt7vf59 57 40 based base VBN cord-319323-1qt7vf59 57 41 approaches approach NNS cord-319323-1qt7vf59 57 42 , , , cord-319323-1qt7vf59 57 43 -This -This NNP cord-319323-1qt7vf59 57 44 is be VBZ cord-319323-1qt7vf59 57 45 the the DT cord-319323-1qt7vf59 57 46 only only JJ cord-319323-1qt7vf59 57 47 work work NN cord-319323-1qt7vf59 57 48 , , , cord-319323-1qt7vf59 57 49 as as IN cord-319323-1qt7vf59 57 50 per per IN cord-319323-1qt7vf59 57 51 the the DT cord-319323-1qt7vf59 57 52 authors author NNS cord-319323-1qt7vf59 57 53 ' ' POS cord-319323-1qt7vf59 57 54 knowledge knowledge NN cord-319323-1qt7vf59 57 55 , , , cord-319323-1qt7vf59 57 56 that that WDT cord-319323-1qt7vf59 57 57 determines determine VBZ cord-319323-1qt7vf59 57 58 the the DT cord-319323-1qt7vf59 57 59 implications implication NNS cord-319323-1qt7vf59 57 60 of of IN cord-319323-1qt7vf59 57 61 temporal temporal JJ cord-319323-1qt7vf59 57 62 statistics statistic NNS cord-319323-1qt7vf59 57 63 in in IN cord-319323-1qt7vf59 57 64 a a DT cord-319323-1qt7vf59 57 65 pandemic pandemic NN cord-319323-1qt7vf59 57 66 situation situation NN cord-319323-1qt7vf59 57 67 , , , cord-319323-1qt7vf59 57 68 on on IN cord-319323-1qt7vf59 57 69 news news NN cord-319323-1qt7vf59 57 70 sentiment sentiment NN cord-319323-1qt7vf59 57 71 throughout throughout IN cord-319323-1qt7vf59 57 72 the the DT cord-319323-1qt7vf59 57 73 world world NN cord-319323-1qt7vf59 57 74 during during IN cord-319323-1qt7vf59 57 75 a a DT cord-319323-1qt7vf59 57 76 fixed fixed JJ cord-319323-1qt7vf59 57 77 period period NN cord-319323-1qt7vf59 57 78 of of IN cord-319323-1qt7vf59 57 79 study study NN cord-319323-1qt7vf59 57 80 . . . cord-319323-1qt7vf59 58 1 The the DT cord-319323-1qt7vf59 58 2 current current JJ cord-319323-1qt7vf59 58 3 work work NN cord-319323-1qt7vf59 58 4 statistically statistically RB cord-319323-1qt7vf59 58 5 determines determine VBZ cord-319323-1qt7vf59 58 6 how how WRB cord-319323-1qt7vf59 58 7 and and CC cord-319323-1qt7vf59 58 8 after after IN cord-319323-1qt7vf59 58 9 what what WDT cord-319323-1qt7vf59 58 10 amount amount NN cord-319323-1qt7vf59 58 11 of of IN cord-319323-1qt7vf59 58 12 delay delay NN cord-319323-1qt7vf59 58 13 , , , cord-319323-1qt7vf59 58 14 the the DT cord-319323-1qt7vf59 58 15 number number NN cord-319323-1qt7vf59 58 16 of of IN cord-319323-1qt7vf59 58 17 affected affect VBN cord-319323-1qt7vf59 58 18 patients patient NNS cord-319323-1qt7vf59 58 19 , , , cord-319323-1qt7vf59 58 20 and and CC cord-319323-1qt7vf59 58 21 number number NN cord-319323-1qt7vf59 58 22 of of IN cord-319323-1qt7vf59 58 23 deaths death NNS cord-319323-1qt7vf59 58 24 due due JJ cord-319323-1qt7vf59 58 25 to to IN cord-319323-1qt7vf59 58 26 COVID-19 COVID-19 NNP cord-319323-1qt7vf59 58 27 , , , cord-319323-1qt7vf59 58 28 impacts impact VBZ cord-319323-1qt7vf59 58 29 the the DT cord-319323-1qt7vf59 58 30 news news NN cord-319323-1qt7vf59 58 31 sentiment sentiment NN cord-319323-1qt7vf59 58 32 in in IN cord-319323-1qt7vf59 58 33 regional regional JJ cord-319323-1qt7vf59 58 34 and and CC cord-319323-1qt7vf59 58 35 world world NN cord-319323-1qt7vf59 58 36 - - HYPH cord-319323-1qt7vf59 58 37 wide wide JJ cord-319323-1qt7vf59 58 38 news news NN cord-319323-1qt7vf59 58 39 , , , cord-319323-1qt7vf59 58 40 -The -The : cord-319323-1qt7vf59 58 41 authors author NNS cord-319323-1qt7vf59 58 42 also also RB cord-319323-1qt7vf59 58 43 analyze analyze VBP cord-319323-1qt7vf59 58 44 other other JJ cord-319323-1qt7vf59 58 45 relevant relevant JJ cord-319323-1qt7vf59 58 46 factors factor NNS cord-319323-1qt7vf59 58 47 that that WDT cord-319323-1qt7vf59 58 48 contribute contribute VBP cord-319323-1qt7vf59 58 49 to to TO cord-319323-1qt7vf59 58 50 rise rise VB cord-319323-1qt7vf59 58 51 or or CC cord-319323-1qt7vf59 58 52 fall fall VB cord-319323-1qt7vf59 58 53 of of IN cord-319323-1qt7vf59 58 54 global global JJ cord-319323-1qt7vf59 58 55 news news NN cord-319323-1qt7vf59 58 56 sentiment sentiment NN cord-319323-1qt7vf59 58 57 related relate VBN cord-319323-1qt7vf59 58 58 to to IN cord-319323-1qt7vf59 58 59 particular particular JJ cord-319323-1qt7vf59 58 60 countries country NNS cord-319323-1qt7vf59 58 61 . . . cord-319323-1qt7vf59 59 1 The the DT cord-319323-1qt7vf59 59 2 proposed propose VBN cord-319323-1qt7vf59 59 3 work work NN cord-319323-1qt7vf59 59 4 uses use VBZ cord-319323-1qt7vf59 59 5 data datum NNS cord-319323-1qt7vf59 59 6 regarding regard VBG cord-319323-1qt7vf59 59 7 the the DT cord-319323-1qt7vf59 59 8 daily daily JJ cord-319323-1qt7vf59 59 9 news news NN cord-319323-1qt7vf59 59 10 articles article NNS cord-319323-1qt7vf59 59 11 published publish VBN cord-319323-1qt7vf59 59 12 online online RB cord-319323-1qt7vf59 59 13 globally globally RB cord-319323-1qt7vf59 59 14 , , , cord-319323-1qt7vf59 59 15 as as RB cord-319323-1qt7vf59 59 16 well well RB cord-319323-1qt7vf59 59 17 as as IN cord-319323-1qt7vf59 59 18 the the DT cord-319323-1qt7vf59 59 19 statistical statistical JJ cord-319323-1qt7vf59 59 20 details detail NNS cord-319323-1qt7vf59 59 21 of of IN cord-319323-1qt7vf59 59 22 day day NN cord-319323-1qt7vf59 59 23 - - HYPH cord-319323-1qt7vf59 59 24 to to IN cord-319323-1qt7vf59 59 25 - - HYPH cord-319323-1qt7vf59 59 26 day day NN cord-319323-1qt7vf59 59 27 cases case NNS cord-319323-1qt7vf59 59 28 and and CC cord-319323-1qt7vf59 59 29 deaths death NNS cord-319323-1qt7vf59 59 30 due due JJ cord-319323-1qt7vf59 59 31 to to IN cord-319323-1qt7vf59 59 32 COVID-19 covid-19 VB cord-319323-1qt7vf59 59 33 throughout throughout IN cord-319323-1qt7vf59 59 34 the the DT cord-319323-1qt7vf59 59 35 world world NN cord-319323-1qt7vf59 59 36 . . . cord-319323-1qt7vf59 60 1 Accordingly accordingly RB cord-319323-1qt7vf59 60 2 , , , cord-319323-1qt7vf59 60 3 two two CD cord-319323-1qt7vf59 60 4 comprehensive comprehensive JJ cord-319323-1qt7vf59 60 5 data data NN cord-319323-1qt7vf59 60 6 sets set NNS cord-319323-1qt7vf59 60 7 have have VBP cord-319323-1qt7vf59 60 8 been be VBN cord-319323-1qt7vf59 60 9 used use VBN cord-319323-1qt7vf59 60 10 in in IN cord-319323-1qt7vf59 60 11 this this DT cord-319323-1qt7vf59 60 12 work work NN cord-319323-1qt7vf59 60 13 , , , cord-319323-1qt7vf59 60 14 as as IN cord-319323-1qt7vf59 60 15 described describe VBN cord-319323-1qt7vf59 60 16 below below RB cord-319323-1qt7vf59 60 17 : : : cord-319323-1qt7vf59 60 18 - - : cord-319323-1qt7vf59 60 19 _SP cord-319323-1qt7vf59 60 20 The the DT cord-319323-1qt7vf59 60 21 unlabeled unlabeled JJ cord-319323-1qt7vf59 60 22 news news NN cord-319323-1qt7vf59 60 23 data datum NNS cord-319323-1qt7vf59 60 24 described describe VBN cord-319323-1qt7vf59 60 25 in in IN cord-319323-1qt7vf59 60 26 the the DT cord-319323-1qt7vf59 60 27 previous previous JJ cord-319323-1qt7vf59 60 28 section section NN cord-319323-1qt7vf59 60 29 have have VBP cord-319323-1qt7vf59 60 30 been be VBN cord-319323-1qt7vf59 60 31 processed process VBN cord-319323-1qt7vf59 60 32 in in IN cord-319323-1qt7vf59 60 33 this this DT cord-319323-1qt7vf59 60 34 part part NN cord-319323-1qt7vf59 60 35 of of IN cord-319323-1qt7vf59 60 36 the the DT cord-319323-1qt7vf59 60 37 work work NN cord-319323-1qt7vf59 60 38 . . . cord-319323-1qt7vf59 61 1 All all DT cord-319323-1qt7vf59 61 2 of of IN cord-319323-1qt7vf59 61 3 the the DT cord-319323-1qt7vf59 61 4 steps step NNS cord-319323-1qt7vf59 61 5 discussed discuss VBN cord-319323-1qt7vf59 61 6 below below RB cord-319323-1qt7vf59 61 7 are be VBP cord-319323-1qt7vf59 61 8 performed perform VBN cord-319323-1qt7vf59 61 9 for for IN cord-319323-1qt7vf59 61 10 each each DT cord-319323-1qt7vf59 61 11 day day NN cord-319323-1qt7vf59 61 12 's 's POS cord-319323-1qt7vf59 61 13 data datum NNS cord-319323-1qt7vf59 61 14 , , , cord-319323-1qt7vf59 61 15 to to TO cord-319323-1qt7vf59 61 16 generate generate VB cord-319323-1qt7vf59 61 17 usable usable JJ cord-319323-1qt7vf59 61 18 corpora corpora NN cord-319323-1qt7vf59 61 19 for for IN cord-319323-1qt7vf59 61 20 the the DT cord-319323-1qt7vf59 61 21 experiments experiment NNS cord-319323-1qt7vf59 61 22 . . . cord-319323-1qt7vf59 62 1 -Data -data NN cord-319323-1qt7vf59 62 2 merging merge VBG cord-319323-1qt7vf59 62 3 : : : cord-319323-1qt7vf59 62 4 There there EX cord-319323-1qt7vf59 62 5 are be VBP cord-319323-1qt7vf59 62 6 11 11 CD cord-319323-1qt7vf59 62 7 files file NNS cord-319323-1qt7vf59 62 8 containing contain VBG cord-319323-1qt7vf59 62 9 news news NN cord-319323-1qt7vf59 62 10 snippets snippet NNS cord-319323-1qt7vf59 62 11 from from IN cord-319323-1qt7vf59 62 12 each each DT cord-319323-1qt7vf59 62 13 day day NN cord-319323-1qt7vf59 62 14 , , , cord-319323-1qt7vf59 62 15 and and CC cord-319323-1qt7vf59 62 16 these these DT cord-319323-1qt7vf59 62 17 are be VBP cord-319323-1qt7vf59 62 18 initially initially RB cord-319323-1qt7vf59 62 19 merged merge VBN cord-319323-1qt7vf59 62 20 to to TO cord-319323-1qt7vf59 62 21 generate generate VB cord-319323-1qt7vf59 62 22 a a DT cord-319323-1qt7vf59 62 23 single single JJ cord-319323-1qt7vf59 62 24 data data NN cord-319323-1qt7vf59 62 25 repository repository NN cord-319323-1qt7vf59 62 26 per per IN cord-319323-1qt7vf59 62 27 day day NN cord-319323-1qt7vf59 62 28 . . . cord-319323-1qt7vf59 63 1 Thereafter thereafter RB cord-319323-1qt7vf59 63 2 , , , cord-319323-1qt7vf59 63 3 some some DT cord-319323-1qt7vf59 63 4 steps step NNS cord-319323-1qt7vf59 63 5 are be VBP cord-319323-1qt7vf59 63 6 followed follow VBN cord-319323-1qt7vf59 63 7 for for IN cord-319323-1qt7vf59 63 8 processing processing NN cord-319323-1qt7vf59 63 9 , , , cord-319323-1qt7vf59 63 10 as as IN cord-319323-1qt7vf59 63 11 described describe VBN cord-319323-1qt7vf59 63 12 below below RB cord-319323-1qt7vf59 63 13 . . . cord-319323-1qt7vf59 64 1 -Removing -Removing . cord-319323-1qt7vf59 65 1 numbers number NNS cord-319323-1qt7vf59 65 2 : : : cord-319323-1qt7vf59 65 3 Initially initially RB cord-319323-1qt7vf59 65 4 , , , cord-319323-1qt7vf59 65 5 the the DT cord-319323-1qt7vf59 65 6 news news NN cord-319323-1qt7vf59 65 7 text text NN cord-319323-1qt7vf59 65 8 contained contain VBN cord-319323-1qt7vf59 65 9 in in IN cord-319323-1qt7vf59 65 10 the the DT cord-319323-1qt7vf59 65 11 merged merge VBN cord-319323-1qt7vf59 65 12 corpus corpus NN cord-319323-1qt7vf59 65 13 for for IN cord-319323-1qt7vf59 65 14 each each DT cord-319323-1qt7vf59 65 15 day day NN cord-319323-1qt7vf59 65 16 of of IN cord-319323-1qt7vf59 65 17 the the DT cord-319323-1qt7vf59 65 18 study study NN cord-319323-1qt7vf59 65 19 is be VBZ cord-319323-1qt7vf59 65 20 processed process VBN cord-319323-1qt7vf59 65 21 using use VBG cord-319323-1qt7vf59 65 22 regular regular JJ cord-319323-1qt7vf59 65 23 expression expression NN cord-319323-1qt7vf59 65 24 - - HYPH cord-319323-1qt7vf59 65 25 based base VBN cord-319323-1qt7vf59 65 26 operations operation NNS cord-319323-1qt7vf59 65 27 . . . cord-319323-1qt7vf59 66 1 -Removing -remove VBG cord-319323-1qt7vf59 66 2 stop stop VB cord-319323-1qt7vf59 66 3 words word NNS cord-319323-1qt7vf59 66 4 : : : cord-319323-1qt7vf59 66 5 A a DT cord-319323-1qt7vf59 66 6 common common JJ cord-319323-1qt7vf59 66 7 approach approach NN cord-319323-1qt7vf59 66 8 is be VBZ cord-319323-1qt7vf59 66 9 followed follow VBN cord-319323-1qt7vf59 66 10 to to TO cord-319323-1qt7vf59 66 11 remove remove VB cord-319323-1qt7vf59 66 12 the the DT cord-319323-1qt7vf59 66 13 words word NNS cord-319323-1qt7vf59 66 14 that that WDT cord-319323-1qt7vf59 66 15 are be VBP cord-319323-1qt7vf59 66 16 not not RB cord-319323-1qt7vf59 66 17 useful useful JJ cord-319323-1qt7vf59 66 18 in in IN cord-319323-1qt7vf59 66 19 sentiment sentiment NN cord-319323-1qt7vf59 66 20 analysis analysis NN cord-319323-1qt7vf59 66 21 process process NN cord-319323-1qt7vf59 66 22 , , , cord-319323-1qt7vf59 66 23 but but CC cord-319323-1qt7vf59 66 24 which which WDT cord-319323-1qt7vf59 66 25 make make VBP cord-319323-1qt7vf59 66 26 up up RP cord-319323-1qt7vf59 66 27 a a DT cord-319323-1qt7vf59 66 28 significant significant JJ cord-319323-1qt7vf59 66 29 part part NN cord-319323-1qt7vf59 66 30 of of IN cord-319323-1qt7vf59 66 31 any any DT cord-319323-1qt7vf59 66 32 text text NN cord-319323-1qt7vf59 66 33 . . . cord-319323-1qt7vf59 67 1 Examples example NNS cord-319323-1qt7vf59 67 2 of of IN cord-319323-1qt7vf59 67 3 such such JJ cord-319323-1qt7vf59 67 4 words word NNS cord-319323-1qt7vf59 67 5 are be VBP cord-319323-1qt7vf59 67 6 : : : cord-319323-1qt7vf59 67 7 and and CC cord-319323-1qt7vf59 67 8 , , , cord-319323-1qt7vf59 67 9 for for IN cord-319323-1qt7vf59 67 10 , , , cord-319323-1qt7vf59 67 11 is be VBZ cord-319323-1qt7vf59 67 12 , , , cord-319323-1qt7vf59 67 13 the the DT cord-319323-1qt7vf59 67 14 , , , cord-319323-1qt7vf59 67 15 to to TO cord-319323-1qt7vf59 67 16 , , , cord-319323-1qt7vf59 67 17 at at IN cord-319323-1qt7vf59 67 18 , , , cord-319323-1qt7vf59 67 19 in in IN cord-319323-1qt7vf59 67 20 , , , cord-319323-1qt7vf59 67 21 etc etc FW cord-319323-1qt7vf59 67 22 . . . cord-319323-1qt7vf59 68 1 -Stemming -stemming NN cord-319323-1qt7vf59 68 2 : : : cord-319323-1qt7vf59 68 3 As as IN cord-319323-1qt7vf59 68 4 a a DT cord-319323-1qt7vf59 68 5 last last JJ cord-319323-1qt7vf59 68 6 step step NN cord-319323-1qt7vf59 68 7 of of IN cord-319323-1qt7vf59 68 8 processing process VBG cord-319323-1qt7vf59 68 9 the the DT cord-319323-1qt7vf59 68 10 news news NN cord-319323-1qt7vf59 68 11 articles article NNS cord-319323-1qt7vf59 68 12 , , , cord-319323-1qt7vf59 68 13 stemming stem VBG cord-319323-1qt7vf59 68 14 is be VBZ cord-319323-1qt7vf59 68 15 applied apply VBN cord-319323-1qt7vf59 68 16 to to TO cord-319323-1qt7vf59 68 17 derive derive VB cord-319323-1qt7vf59 68 18 the the DT cord-319323-1qt7vf59 68 19 root root NN cord-319323-1qt7vf59 68 20 form form NN cord-319323-1qt7vf59 68 21 of of IN cord-319323-1qt7vf59 68 22 the the DT cord-319323-1qt7vf59 68 23 inflected inflected JJ cord-319323-1qt7vf59 68 24 or or CC cord-319323-1qt7vf59 68 25 derived derive VBN cord-319323-1qt7vf59 68 26 words word NNS cord-319323-1qt7vf59 68 27 in in IN cord-319323-1qt7vf59 68 28 each each DT cord-319323-1qt7vf59 68 29 cleaned clean VBN cord-319323-1qt7vf59 68 30 string string NN cord-319323-1qt7vf59 68 31 . . . cord-319323-1qt7vf59 69 1 Such such JJ cord-319323-1qt7vf59 69 2 derived derive VBN cord-319323-1qt7vf59 69 3 words word NNS cord-319323-1qt7vf59 69 4 are be VBP cord-319323-1qt7vf59 69 5 used use VBN cord-319323-1qt7vf59 69 6 to to TO cord-319323-1qt7vf59 69 7 propagate propagate VB cord-319323-1qt7vf59 69 8 different different JJ cord-319323-1qt7vf59 69 9 grammatical grammatical JJ cord-319323-1qt7vf59 69 10 concepts concept NNS cord-319323-1qt7vf59 69 11 such such JJ cord-319323-1qt7vf59 69 12 as as IN cord-319323-1qt7vf59 69 13 mood mood NN cord-319323-1qt7vf59 69 14 , , , cord-319323-1qt7vf59 69 15 tense tense JJ cord-319323-1qt7vf59 69 16 , , , cord-319323-1qt7vf59 69 17 voice voice NN cord-319323-1qt7vf59 69 18 , , , cord-319323-1qt7vf59 69 19 etc etc FW cord-319323-1qt7vf59 69 20 . . . cord-319323-1qt7vf59 70 1 As as IN cord-319323-1qt7vf59 70 2 a a DT cord-319323-1qt7vf59 70 3 simple simple JJ cord-319323-1qt7vf59 70 4 example example NN cord-319323-1qt7vf59 70 5 , , , cord-319323-1qt7vf59 70 6 the the DT cord-319323-1qt7vf59 70 7 words word NNS cord-319323-1qt7vf59 70 8 working work VBG cord-319323-1qt7vf59 70 9 , , , cord-319323-1qt7vf59 70 10 works work VBZ cord-319323-1qt7vf59 70 11 , , , cord-319323-1qt7vf59 70 12 and and CC cord-319323-1qt7vf59 70 13 worked work VBD cord-319323-1qt7vf59 70 14 all all DT cord-319323-1qt7vf59 70 15 have have VB cord-319323-1qt7vf59 70 16 the the DT cord-319323-1qt7vf59 70 17 same same JJ cord-319323-1qt7vf59 70 18 stemmed stem VBN cord-319323-1qt7vf59 70 19 form form NN cord-319323-1qt7vf59 70 20 work work NN cord-319323-1qt7vf59 70 21 . . . cord-319323-1qt7vf59 71 1 Once once IN cord-319323-1qt7vf59 71 2 all all PDT cord-319323-1qt7vf59 71 3 the the DT cord-319323-1qt7vf59 71 4 above above JJ cord-319323-1qt7vf59 71 5 steps step NNS cord-319323-1qt7vf59 71 6 have have VBP cord-319323-1qt7vf59 71 7 been be VBN cord-319323-1qt7vf59 71 8 performed perform VBN cord-319323-1qt7vf59 71 9 , , , cord-319323-1qt7vf59 71 10 the the DT cord-319323-1qt7vf59 71 11 processed process VBN cord-319323-1qt7vf59 71 12 texts text NNS cord-319323-1qt7vf59 71 13 for for IN cord-319323-1qt7vf59 71 14 the the DT cord-319323-1qt7vf59 71 15 total total JJ cord-319323-1qt7vf59 71 16 duration duration NN cord-319323-1qt7vf59 71 17 of of IN cord-319323-1qt7vf59 71 18 the the DT cord-319323-1qt7vf59 71 19 current current JJ cord-319323-1qt7vf59 71 20 study study NN cord-319323-1qt7vf59 71 21 in in IN cord-319323-1qt7vf59 71 22 60 60 CD cord-319323-1qt7vf59 71 23 processed process VBN cord-319323-1qt7vf59 71 24 files file NNS cord-319323-1qt7vf59 71 25 are be VBP cord-319323-1qt7vf59 71 26 merged merge VBN cord-319323-1qt7vf59 71 27 as as IN cord-319323-1qt7vf59 71 28 a a DT cord-319323-1qt7vf59 71 29 single single JJ cord-319323-1qt7vf59 71 30 file file NN cord-319323-1qt7vf59 71 31 containing contain VBG cord-319323-1qt7vf59 71 32 over over IN cord-319323-1qt7vf59 71 33 6.34 6.34 CD cord-319323-1qt7vf59 71 34 million million CD cord-319323-1qt7vf59 71 35 distinct distinct JJ cord-319323-1qt7vf59 71 36 news news NN cord-319323-1qt7vf59 71 37 articles article NNS cord-319323-1qt7vf59 71 38 . . . cord-319323-1qt7vf59 72 1 The the DT cord-319323-1qt7vf59 72 2 merged merged JJ cord-319323-1qt7vf59 72 3 news news NN cord-319323-1qt7vf59 72 4 data data NN cord-319323-1qt7vf59 72 5 corpus corpus NNP cord-319323-1qt7vf59 72 6 consisting consist VBG cord-319323-1qt7vf59 72 7 of of IN cord-319323-1qt7vf59 72 8 comprehensive comprehensive JJ cord-319323-1qt7vf59 72 9 , , , cord-319323-1qt7vf59 72 10 cleaned clean VBD cord-319323-1qt7vf59 72 11 strings string NNS cord-319323-1qt7vf59 72 12 from from IN cord-319323-1qt7vf59 72 13 the the DT cord-319323-1qt7vf59 72 14 previous previous JJ cord-319323-1qt7vf59 72 15 step step NN cord-319323-1qt7vf59 72 16 is be VBZ cord-319323-1qt7vf59 72 17 unlabeled unlabeled JJ cord-319323-1qt7vf59 72 18 in in IN cord-319323-1qt7vf59 72 19 nature nature NN cord-319323-1qt7vf59 72 20 , , , cord-319323-1qt7vf59 72 21 i.e. i.e. FW cord-319323-1qt7vf59 72 22 , , , cord-319323-1qt7vf59 72 23 the the DT cord-319323-1qt7vf59 72 24 news news NN cord-319323-1qt7vf59 72 25 articles article NNS cord-319323-1qt7vf59 72 26 are be VBP cord-319323-1qt7vf59 72 27 not not RB cord-319323-1qt7vf59 72 28 originally originally RB cord-319323-1qt7vf59 72 29 assigned assign VBN cord-319323-1qt7vf59 72 30 any any DT cord-319323-1qt7vf59 72 31 particular particular JJ cord-319323-1qt7vf59 72 32 sentiment sentiment NN cord-319323-1qt7vf59 72 33 label label NN cord-319323-1qt7vf59 72 34 . . . cord-319323-1qt7vf59 73 1 For for IN cord-319323-1qt7vf59 73 2 this this DT cord-319323-1qt7vf59 73 3 purpose purpose NN cord-319323-1qt7vf59 73 4 , , , cord-319323-1qt7vf59 73 5 any any DT cord-319323-1qt7vf59 73 6 machine machine NN cord-319323-1qt7vf59 73 7 learning learning NN cord-319323-1qt7vf59 73 8 and and CC cord-319323-1qt7vf59 73 9 classification classification NN cord-319323-1qt7vf59 73 10 - - HYPH cord-319323-1qt7vf59 73 11 based base VBN cord-319323-1qt7vf59 73 12 sentiment sentiment NN cord-319323-1qt7vf59 73 13 analysis analysis NN cord-319323-1qt7vf59 73 14 are be VBP cord-319323-1qt7vf59 73 15 not not RB cord-319323-1qt7vf59 73 16 directly directly RB cord-319323-1qt7vf59 73 17 possible possible JJ cord-319323-1qt7vf59 73 18 on on IN cord-319323-1qt7vf59 73 19 this this DT cord-319323-1qt7vf59 73 20 data data NN cord-319323-1qt7vf59 73 21 set set VBN cord-319323-1qt7vf59 73 22 . . . cord-319323-1qt7vf59 74 1 For for IN cord-319323-1qt7vf59 74 2 sentiment sentiment NN cord-319323-1qt7vf59 74 3 prediction prediction NN cord-319323-1qt7vf59 74 4 , , , cord-319323-1qt7vf59 74 5 the the DT cord-319323-1qt7vf59 74 6 cleaned clean VBN cord-319323-1qt7vf59 74 7 text text NN cord-319323-1qt7vf59 74 8 articles article NNS cord-319323-1qt7vf59 74 9 for for IN cord-319323-1qt7vf59 74 10 each each DT cord-319323-1qt7vf59 74 11 day day NN cord-319323-1qt7vf59 74 12 are be VBP cord-319323-1qt7vf59 74 13 now now RB cord-319323-1qt7vf59 74 14 scored score VBN cord-319323-1qt7vf59 74 15 using use VBG cord-319323-1qt7vf59 74 16 two two CD cord-319323-1qt7vf59 74 17 different different JJ cord-319323-1qt7vf59 74 18 approaches approach NNS cord-319323-1qt7vf59 74 19 , , , cord-319323-1qt7vf59 74 20 namely namely RB cord-319323-1qt7vf59 74 21 the the DT cord-319323-1qt7vf59 74 22 AFINN AFINN NNP cord-319323-1qt7vf59 74 23 lexicon lexicon NN cord-319323-1qt7vf59 74 24 [ [ -LRB- cord-319323-1qt7vf59 74 25 19 19 CD cord-319323-1qt7vf59 74 26 ] ] -RRB- cord-319323-1qt7vf59 74 27 in in IN cord-319323-1qt7vf59 74 28 an an DT cord-319323-1qt7vf59 74 29 unsupervised unsupervised JJ cord-319323-1qt7vf59 74 30 learning learning NN cord-319323-1qt7vf59 74 31 approach approach NN cord-319323-1qt7vf59 74 32 , , , cord-319323-1qt7vf59 74 33 and and CC cord-319323-1qt7vf59 74 34 by by IN cord-319323-1qt7vf59 74 35 the the DT cord-319323-1qt7vf59 74 36 Naive Naive NNP cord-319323-1qt7vf59 74 37 Bayes Bayes NNP cord-319323-1qt7vf59 74 38 [ [ -LRB- cord-319323-1qt7vf59 74 39 47 47 CD cord-319323-1qt7vf59 74 40 ] ] -RRB- cord-319323-1qt7vf59 74 41 -based -based JJ cord-319323-1qt7vf59 74 42 transfer transfer NN cord-319323-1qt7vf59 74 43 learning learning NN cord-319323-1qt7vf59 74 44 approach approach NN cord-319323-1qt7vf59 74 45 which which WDT cord-319323-1qt7vf59 74 46 has have VBZ cord-319323-1qt7vf59 74 47 been be VBN cord-319323-1qt7vf59 74 48 trained train VBN cord-319323-1qt7vf59 74 49 on on IN cord-319323-1qt7vf59 74 50 a a DT cord-319323-1qt7vf59 74 51 popular popular JJ cord-319323-1qt7vf59 74 52 movie movie NN cord-319323-1qt7vf59 74 53 reviews review NNS cord-319323-1qt7vf59 74 54 dataset dataset NN cord-319323-1qt7vf59 74 55 [ [ -LRB- cord-319323-1qt7vf59 74 56 48 48 CD cord-319323-1qt7vf59 74 57 ] ] -RRB- cord-319323-1qt7vf59 74 58 . . . cord-319323-1qt7vf59 75 1 A a DT cord-319323-1qt7vf59 75 2 lexicon lexicon NN cord-319323-1qt7vf59 75 3 is be VBZ cord-319323-1qt7vf59 75 4 a a DT cord-319323-1qt7vf59 75 5 comprehensive comprehensive JJ cord-319323-1qt7vf59 75 6 collection collection NN cord-319323-1qt7vf59 75 7 of of IN cord-319323-1qt7vf59 75 8 words word NNS cord-319323-1qt7vf59 75 9 , , , cord-319323-1qt7vf59 75 10 and and CC cord-319323-1qt7vf59 75 11 AFINN AFINN NNP cord-319323-1qt7vf59 75 12 is be VBZ cord-319323-1qt7vf59 75 13 one one CD cord-319323-1qt7vf59 75 14 such such JJ cord-319323-1qt7vf59 75 15 widely widely RB cord-319323-1qt7vf59 75 16 used use VBN cord-319323-1qt7vf59 75 17 lexicon lexicon NN cord-319323-1qt7vf59 75 18 consisting consist VBG cord-319323-1qt7vf59 75 19 of of IN cord-319323-1qt7vf59 75 20 over over IN cord-319323-1qt7vf59 75 21 3300 3300 CD cord-319323-1qt7vf59 75 22 words word NNS cord-319323-1qt7vf59 75 23 where where WRB cord-319323-1qt7vf59 75 24 each each DT cord-319323-1qt7vf59 75 25 word word NN cord-319323-1qt7vf59 75 26 contains contain VBZ cord-319323-1qt7vf59 75 27 a a DT cord-319323-1qt7vf59 75 28 corresponding correspond VBG cord-319323-1qt7vf59 75 29 sentiment sentiment NN cord-319323-1qt7vf59 75 30 score score NN cord-319323-1qt7vf59 75 31 value value NN cord-319323-1qt7vf59 75 32 . . . cord-319323-1qt7vf59 76 1 This this DT cord-319323-1qt7vf59 76 2 polarity polarity NN cord-319323-1qt7vf59 76 3 score score VBP cord-319323-1qt7vf59 76 4 lies lie VBZ cord-319323-1qt7vf59 76 5 between between IN cord-319323-1qt7vf59 76 6 + + SYM cord-319323-1qt7vf59 76 7 5 5 CD cord-319323-1qt7vf59 76 8 to to IN cord-319323-1qt7vf59 76 9 − − CD cord-319323-1qt7vf59 76 10 5 5 CD cord-319323-1qt7vf59 76 11 , , , cord-319323-1qt7vf59 76 12 and and CC cord-319323-1qt7vf59 76 13 every every DT cord-319323-1qt7vf59 76 14 string string NN cord-319323-1qt7vf59 76 15 in in IN cord-319323-1qt7vf59 76 16 our -PRON- PRP$ cord-319323-1qt7vf59 76 17 cleaned clean VBN cord-319323-1qt7vf59 76 18 news news NN cord-319323-1qt7vf59 76 19 text text NN cord-319323-1qt7vf59 76 20 is be VBZ cord-319323-1qt7vf59 76 21 now now RB cord-319323-1qt7vf59 76 22 analyzed analyze VBN cord-319323-1qt7vf59 76 23 by by IN cord-319323-1qt7vf59 76 24 applying apply VBG cord-319323-1qt7vf59 76 25 the the DT cord-319323-1qt7vf59 76 26 AFINN AFINN NNP cord-319323-1qt7vf59 76 27 lexicon lexicon NN cord-319323-1qt7vf59 76 28 , , , cord-319323-1qt7vf59 76 29 to to TO cord-319323-1qt7vf59 76 30 generate generate VB cord-319323-1qt7vf59 76 31 corresponding corresponding JJ cord-319323-1qt7vf59 76 32 sentiment sentiment NN cord-319323-1qt7vf59 76 33 scores score NNS cord-319323-1qt7vf59 76 34 . . . cord-319323-1qt7vf59 77 1 As as IN cord-319323-1qt7vf59 77 2 an an DT cord-319323-1qt7vf59 77 3 example example NN cord-319323-1qt7vf59 77 4 , , , cord-319323-1qt7vf59 77 5 the the DT cord-319323-1qt7vf59 77 6 string string NN cord-319323-1qt7vf59 77 7 It -PRON- PRP cord-319323-1qt7vf59 77 8 was be VBD cord-319323-1qt7vf59 77 9 a a DT cord-319323-1qt7vf59 77 10 good good JJ cord-319323-1qt7vf59 77 11 memory memory NN cord-319323-1qt7vf59 77 12 is be VBZ cord-319323-1qt7vf59 77 13 analyzed analyze VBN cord-319323-1qt7vf59 77 14 and and CC cord-319323-1qt7vf59 77 15 scored score VBN cord-319323-1qt7vf59 77 16 word word NN cord-319323-1qt7vf59 77 17 by by IN cord-319323-1qt7vf59 77 18 word word NN cord-319323-1qt7vf59 77 19 using use VBG cord-319323-1qt7vf59 77 20 AFINN AFINN NNP cord-319323-1qt7vf59 77 21 , , , cord-319323-1qt7vf59 77 22 where where WRB cord-319323-1qt7vf59 77 23 the the DT cord-319323-1qt7vf59 77 24 scores score NNS cord-319323-1qt7vf59 77 25 are be VBP cord-319323-1qt7vf59 77 26 0 0 CD cord-319323-1qt7vf59 77 27 , , , cord-319323-1qt7vf59 77 28 0 0 CD cord-319323-1qt7vf59 77 29 , , , cord-319323-1qt7vf59 77 30 0 0 CD cord-319323-1qt7vf59 77 31 , , , cord-319323-1qt7vf59 77 32 3 3 CD cord-319323-1qt7vf59 77 33 , , , cord-319323-1qt7vf59 77 34 and and CC cord-319323-1qt7vf59 77 35 0 0 CD cord-319323-1qt7vf59 77 36 , , , cord-319323-1qt7vf59 77 37 respectively respectively RB cord-319323-1qt7vf59 77 38 , , , cord-319323-1qt7vf59 77 39 to to TO cord-319323-1qt7vf59 77 40 give give VB cord-319323-1qt7vf59 77 41 a a DT cord-319323-1qt7vf59 77 42 total total JJ cord-319323-1qt7vf59 77 43 score score NN cord-319323-1qt7vf59 77 44 of of IN cord-319323-1qt7vf59 77 45 +3 +3 NN cord-319323-1qt7vf59 77 46 . . . cord-319323-1qt7vf59 78 1 Evidently evidently RB cord-319323-1qt7vf59 78 2 , , , cord-319323-1qt7vf59 78 3 the the DT cord-319323-1qt7vf59 78 4 stop stop NN cord-319323-1qt7vf59 78 5 words word NNS cord-319323-1qt7vf59 78 6 have have VBP cord-319323-1qt7vf59 78 7 no no DT cord-319323-1qt7vf59 78 8 role role NN cord-319323-1qt7vf59 78 9 to to TO cord-319323-1qt7vf59 78 10 play play VB cord-319323-1qt7vf59 78 11 in in IN cord-319323-1qt7vf59 78 12 such such JJ cord-319323-1qt7vf59 78 13 analysis analysis NN cord-319323-1qt7vf59 78 14 , , , cord-319323-1qt7vf59 78 15 and and CC cord-319323-1qt7vf59 78 16 thus thus RB cord-319323-1qt7vf59 78 17 , , , cord-319323-1qt7vf59 78 18 they -PRON- PRP cord-319323-1qt7vf59 78 19 have have VBP cord-319323-1qt7vf59 78 20 been be VBN cord-319323-1qt7vf59 78 21 removed remove VBN cord-319323-1qt7vf59 78 22 during during IN cord-319323-1qt7vf59 78 23 text text NN cord-319323-1qt7vf59 78 24 processing processing NN cord-319323-1qt7vf59 78 25 in in IN cord-319323-1qt7vf59 78 26 the the DT cord-319323-1qt7vf59 78 27 previous previous JJ cord-319323-1qt7vf59 78 28 section section NN cord-319323-1qt7vf59 78 29 . . . cord-319323-1qt7vf59 79 1 The the DT cord-319323-1qt7vf59 79 2 determined determined JJ cord-319323-1qt7vf59 79 3 scores score NNS cord-319323-1qt7vf59 79 4 ( ( -LRB- cord-319323-1qt7vf59 79 5 using use VBG cord-319323-1qt7vf59 79 6 AFINN AFINN NNP cord-319323-1qt7vf59 79 7 lexicon lexicon NN cord-319323-1qt7vf59 79 8 ) ) -RRB- cord-319323-1qt7vf59 79 9 , , , cord-319323-1qt7vf59 79 10 are be VBP cord-319323-1qt7vf59 79 11 now now RB cord-319323-1qt7vf59 79 12 converted convert VBN cord-319323-1qt7vf59 79 13 to to IN cord-319323-1qt7vf59 79 14 sentiment sentiment NN cord-319323-1qt7vf59 79 15 category category NN cord-319323-1qt7vf59 79 16 . . . cord-319323-1qt7vf59 80 1 For for IN cord-319323-1qt7vf59 80 2 this this DT cord-319323-1qt7vf59 80 3 purpose purpose NN cord-319323-1qt7vf59 80 4 , , , cord-319323-1qt7vf59 80 5 all all DT cord-319323-1qt7vf59 80 6 texts text NNS cord-319323-1qt7vf59 80 7 with with IN cord-319323-1qt7vf59 80 8 score score NN cord-319323-1qt7vf59 80 9 less less JJR cord-319323-1qt7vf59 80 10 than than IN cord-319323-1qt7vf59 80 11 0 0 NFP cord-319323-1qt7vf59 80 12 are be VBP cord-319323-1qt7vf59 80 13 labeled label VBN cord-319323-1qt7vf59 80 14 negative negative JJ cord-319323-1qt7vf59 80 15 , , , cord-319323-1qt7vf59 80 16 those those DT cord-319323-1qt7vf59 80 17 with with IN cord-319323-1qt7vf59 80 18 score score NN cord-319323-1qt7vf59 80 19 equal equal JJ cord-319323-1qt7vf59 80 20 to to IN cord-319323-1qt7vf59 80 21 0 0 CD cord-319323-1qt7vf59 80 22 are be VBP cord-319323-1qt7vf59 80 23 neutral neutral JJ cord-319323-1qt7vf59 80 24 , , , cord-319323-1qt7vf59 80 25 and and CC cord-319323-1qt7vf59 80 26 all all DT cord-319323-1qt7vf59 80 27 remaining remain VBG cord-319323-1qt7vf59 80 28 texts text NNS cord-319323-1qt7vf59 80 29 are be VBP cord-319323-1qt7vf59 80 30 annotated annotate VBN cord-319323-1qt7vf59 80 31 as as IN cord-319323-1qt7vf59 80 32 positive positive JJ cord-319323-1qt7vf59 80 33 . . . cord-319323-1qt7vf59 81 1 A a DT cord-319323-1qt7vf59 81 2 notable notable JJ cord-319323-1qt7vf59 81 3 observation observation NN cord-319323-1qt7vf59 81 4 is be VBZ cord-319323-1qt7vf59 81 5 that that IN cord-319323-1qt7vf59 81 6 such such JJ cord-319323-1qt7vf59 81 7 approaches approach NNS cord-319323-1qt7vf59 81 8 consider consider VBP cord-319323-1qt7vf59 81 9 only only RB cord-319323-1qt7vf59 81 10 single single JJ cord-319323-1qt7vf59 81 11 - - HYPH cord-319323-1qt7vf59 81 12 word word NN cord-319323-1qt7vf59 81 13 construct construct NN cord-319323-1qt7vf59 81 14 or or CC cord-319323-1qt7vf59 81 15 unigrams unigram NNS cord-319323-1qt7vf59 81 16 for for IN cord-319323-1qt7vf59 81 17 sentiment sentiment NN cord-319323-1qt7vf59 81 18 scoring scoring NN cord-319323-1qt7vf59 81 19 . . . cord-319323-1qt7vf59 82 1 This this DT cord-319323-1qt7vf59 82 2 is be VBZ cord-319323-1qt7vf59 82 3 a a DT cord-319323-1qt7vf59 82 4 prime prime JJ cord-319323-1qt7vf59 82 5 weakness weakness NN cord-319323-1qt7vf59 82 6 of of IN cord-319323-1qt7vf59 82 7 such such JJ cord-319323-1qt7vf59 82 8 approach approach NN cord-319323-1qt7vf59 82 9 , , , cord-319323-1qt7vf59 82 10 as as IN cord-319323-1qt7vf59 82 11 it -PRON- PRP cord-319323-1qt7vf59 82 12 fails fail VBZ cord-319323-1qt7vf59 82 13 to to TO cord-319323-1qt7vf59 82 14 capture capture VB cord-319323-1qt7vf59 82 15 the the DT cord-319323-1qt7vf59 82 16 inherent inherent JJ cord-319323-1qt7vf59 82 17 essence essence NN cord-319323-1qt7vf59 82 18 of of IN cord-319323-1qt7vf59 82 19 different different JJ cord-319323-1qt7vf59 82 20 multi multi JJ cord-319323-1qt7vf59 82 21 - - JJ cord-319323-1qt7vf59 82 22 word word JJ cord-319323-1qt7vf59 82 23 constructs construct NNS cord-319323-1qt7vf59 82 24 in in IN cord-319323-1qt7vf59 82 25 English English NNP cord-319323-1qt7vf59 82 26 , , , cord-319323-1qt7vf59 82 27 and and CC cord-319323-1qt7vf59 82 28 fails fail VBZ cord-319323-1qt7vf59 82 29 to to TO cord-319323-1qt7vf59 82 30 recognize recognize VB cord-319323-1qt7vf59 82 31 emotions emotion NNS cord-319323-1qt7vf59 82 32 and and CC cord-319323-1qt7vf59 82 33 complexities complexity NNS cord-319323-1qt7vf59 82 34 of of IN cord-319323-1qt7vf59 82 35 the the DT cord-319323-1qt7vf59 82 36 language language NN cord-319323-1qt7vf59 82 37 . . . cord-319323-1qt7vf59 83 1 In in IN cord-319323-1qt7vf59 83 2 contrast contrast NN cord-319323-1qt7vf59 83 3 , , , cord-319323-1qt7vf59 83 4 the the DT cord-319323-1qt7vf59 83 5 trained train VBN cord-319323-1qt7vf59 83 6 Naive Naive NNP cord-319323-1qt7vf59 83 7 Bayes Bayes NNP cord-319323-1qt7vf59 83 8 classifier classifier NN cord-319323-1qt7vf59 83 9 uses use VBZ cord-319323-1qt7vf59 83 10 its -PRON- PRP$ cord-319323-1qt7vf59 83 11 knowledge knowledge NN cord-319323-1qt7vf59 83 12 about about IN cord-319323-1qt7vf59 83 13 sentiment sentiment NN cord-319323-1qt7vf59 83 14 polarity polarity NN cord-319323-1qt7vf59 83 15 from from IN cord-319323-1qt7vf59 83 16 the the DT cord-319323-1qt7vf59 83 17 aforementioned aforementioned JJ cord-319323-1qt7vf59 83 18 movie movie NN cord-319323-1qt7vf59 83 19 reviews review NNS cord-319323-1qt7vf59 83 20 corpus corpus NNP cord-319323-1qt7vf59 83 21 , , , cord-319323-1qt7vf59 83 22 and and CC cord-319323-1qt7vf59 83 23 correspondingly correspondingly RB cord-319323-1qt7vf59 83 24 applies apply VBZ cord-319323-1qt7vf59 83 25 it -PRON- PRP cord-319323-1qt7vf59 83 26 to to TO cord-319323-1qt7vf59 83 27 assign assign VB cord-319323-1qt7vf59 83 28 a a DT cord-319323-1qt7vf59 83 29 sentiment sentiment NN cord-319323-1qt7vf59 83 30 category category NN cord-319323-1qt7vf59 83 31 to to IN cord-319323-1qt7vf59 83 32 each each DT cord-319323-1qt7vf59 83 33 news news NN cord-319323-1qt7vf59 83 34 article article NN cord-319323-1qt7vf59 83 35 per per IN cord-319323-1qt7vf59 83 36 day day NN cord-319323-1qt7vf59 83 37 . . . cord-319323-1qt7vf59 84 1 Unlike unlike IN cord-319323-1qt7vf59 84 2 AFINN AFINN NNP cord-319323-1qt7vf59 84 3 , , , cord-319323-1qt7vf59 84 4 this this DT cord-319323-1qt7vf59 84 5 supervised supervise VBN cord-319323-1qt7vf59 84 6 classification classification NN cord-319323-1qt7vf59 84 7 approach approach NN cord-319323-1qt7vf59 84 8 considers consider VBZ cord-319323-1qt7vf59 84 9 the the DT cord-319323-1qt7vf59 84 10 complete complete JJ cord-319323-1qt7vf59 84 11 text text NN cord-319323-1qt7vf59 84 12 at at IN cord-319323-1qt7vf59 84 13 a a DT cord-319323-1qt7vf59 84 14 time time NN cord-319323-1qt7vf59 84 15 and and CC cord-319323-1qt7vf59 84 16 is be VBZ cord-319323-1qt7vf59 84 17 more more RBR cord-319323-1qt7vf59 84 18 sensitive sensitive JJ cord-319323-1qt7vf59 84 19 to to IN cord-319323-1qt7vf59 84 20 emotions emotion NNS cord-319323-1qt7vf59 84 21 , , , cord-319323-1qt7vf59 84 22 inherent inherent JJ cord-319323-1qt7vf59 84 23 figures figure NNS cord-319323-1qt7vf59 84 24 of of IN cord-319323-1qt7vf59 84 25 speech speech NN cord-319323-1qt7vf59 84 26 and and CC cord-319323-1qt7vf59 84 27 multi multi JJ cord-319323-1qt7vf59 84 28 - - JJ cord-319323-1qt7vf59 84 29 word word JJ cord-319323-1qt7vf59 84 30 constructs construct NNS cord-319323-1qt7vf59 84 31 in in IN cord-319323-1qt7vf59 84 32 the the DT cord-319323-1qt7vf59 84 33 language language NN cord-319323-1qt7vf59 84 34 used use VBN cord-319323-1qt7vf59 84 35 . . . cord-319323-1qt7vf59 85 1 Also also RB cord-319323-1qt7vf59 85 2 , , , cord-319323-1qt7vf59 85 3 this this DT cord-319323-1qt7vf59 85 4 approach approach NN cord-319323-1qt7vf59 85 5 gives give VBZ cord-319323-1qt7vf59 85 6 a a DT cord-319323-1qt7vf59 85 7 different different JJ cord-319323-1qt7vf59 85 8 view view NN cord-319323-1qt7vf59 85 9 of of IN cord-319323-1qt7vf59 85 10 the the DT cord-319323-1qt7vf59 85 11 studied study VBN cord-319323-1qt7vf59 85 12 corpus corpus NNP cord-319323-1qt7vf59 85 13 of of IN cord-319323-1qt7vf59 85 14 news news NN cord-319323-1qt7vf59 85 15 texts text NNS cord-319323-1qt7vf59 85 16 , , , cord-319323-1qt7vf59 85 17 and and CC cord-319323-1qt7vf59 85 18 returns return VBZ cord-319323-1qt7vf59 85 19 the the DT cord-319323-1qt7vf59 85 20 sentiment sentiment NN cord-319323-1qt7vf59 85 21 category category NN cord-319323-1qt7vf59 85 22 for for IN cord-319323-1qt7vf59 85 23 each each DT cord-319323-1qt7vf59 85 24 news news NN cord-319323-1qt7vf59 85 25 article article NN cord-319323-1qt7vf59 85 26 . . . cord-319323-1qt7vf59 86 1 In in IN cord-319323-1qt7vf59 86 2 this this DT cord-319323-1qt7vf59 86 3 manner manner NN cord-319323-1qt7vf59 86 4 , , , cord-319323-1qt7vf59 86 5 for for IN cord-319323-1qt7vf59 86 6 every every DT cord-319323-1qt7vf59 86 7 piece piece NN cord-319323-1qt7vf59 86 8 of of IN cord-319323-1qt7vf59 86 9 cleaned clean VBN cord-319323-1qt7vf59 86 10 news news NN cord-319323-1qt7vf59 86 11 text text NN cord-319323-1qt7vf59 86 12 , , , cord-319323-1qt7vf59 86 13 we -PRON- PRP cord-319323-1qt7vf59 86 14 now now RB cord-319323-1qt7vf59 86 15 have have VBP cord-319323-1qt7vf59 86 16 an an DT cord-319323-1qt7vf59 86 17 overall overall JJ cord-319323-1qt7vf59 86 18 sentiment sentiment NN cord-319323-1qt7vf59 86 19 score score NN cord-319323-1qt7vf59 86 20 ( ( -LRB- cord-319323-1qt7vf59 86 21 for for IN cord-319323-1qt7vf59 86 22 AFINN AFINN NNP cord-319323-1qt7vf59 86 23 ) ) -RRB- cord-319323-1qt7vf59 86 24 and and CC cord-319323-1qt7vf59 86 25 sentiment sentiment NN cord-319323-1qt7vf59 86 26 category category NN cord-319323-1qt7vf59 86 27 ( ( -LRB- cord-319323-1qt7vf59 86 28 for for IN cord-319323-1qt7vf59 86 29 Naive naive JJ cord-319323-1qt7vf59 86 30 Bayes Bayes NNP cord-319323-1qt7vf59 86 31 classifier classifier NN cord-319323-1qt7vf59 86 32 ) ) -RRB- cord-319323-1qt7vf59 86 33 which which WDT cord-319323-1qt7vf59 86 34 is be VBZ cord-319323-1qt7vf59 86 35 either either DT cord-319323-1qt7vf59 86 36 positive positive JJ cord-319323-1qt7vf59 86 37 , , , cord-319323-1qt7vf59 86 38 0 0 CD cord-319323-1qt7vf59 86 39 or or CC cord-319323-1qt7vf59 86 40 negative negative JJ cord-319323-1qt7vf59 86 41 , , , cord-319323-1qt7vf59 86 42 for for IN cord-319323-1qt7vf59 86 43 that that DT cord-319323-1qt7vf59 86 44 string string NN cord-319323-1qt7vf59 86 45 . . . cord-319323-1qt7vf59 87 1 The the DT cord-319323-1qt7vf59 87 2 news news NN cord-319323-1qt7vf59 87 3 data datum NNS cord-319323-1qt7vf59 87 4 corpus corpus NNP cord-319323-1qt7vf59 87 5 for for IN cord-319323-1qt7vf59 87 6 different different JJ cord-319323-1qt7vf59 87 7 days day NNS cord-319323-1qt7vf59 87 8 do do VBP cord-319323-1qt7vf59 87 9 not not RB cord-319323-1qt7vf59 87 10 consist consist VB cord-319323-1qt7vf59 87 11 of of IN cord-319323-1qt7vf59 87 12 the the DT cord-319323-1qt7vf59 87 13 same same JJ cord-319323-1qt7vf59 87 14 number number NN cord-319323-1qt7vf59 87 15 of of IN cord-319323-1qt7vf59 87 16 text text NN cord-319323-1qt7vf59 87 17 articles article NNS cord-319323-1qt7vf59 87 18 , , , cord-319323-1qt7vf59 87 19 and and CC cord-319323-1qt7vf59 87 20 also also RB cord-319323-1qt7vf59 87 21 each each DT cord-319323-1qt7vf59 87 22 news news NN cord-319323-1qt7vf59 87 23 article article NN cord-319323-1qt7vf59 87 24 has have VBZ cord-319323-1qt7vf59 87 25 a a DT cord-319323-1qt7vf59 87 26 different different JJ cord-319323-1qt7vf59 87 27 sentiment sentiment NN cord-319323-1qt7vf59 87 28 category category NN cord-319323-1qt7vf59 87 29 predicted predict VBN cord-319323-1qt7vf59 87 30 by by IN cord-319323-1qt7vf59 87 31 AFINN AFINN NNP cord-319323-1qt7vf59 87 32 and and CC cord-319323-1qt7vf59 87 33 the the DT cord-319323-1qt7vf59 87 34 trained train VBN cord-319323-1qt7vf59 87 35 Naive Naive NNP cord-319323-1qt7vf59 87 36 Bayes Bayes NNP cord-319323-1qt7vf59 87 37 classifier classifier NN cord-319323-1qt7vf59 87 38 . . . cord-319323-1qt7vf59 88 1 Therefore therefore RB cord-319323-1qt7vf59 88 2 , , , cord-319323-1qt7vf59 88 3 there there EX cord-319323-1qt7vf59 88 4 is be VBZ cord-319323-1qt7vf59 88 5 a a DT cord-319323-1qt7vf59 88 6 need need NN cord-319323-1qt7vf59 88 7 for for IN cord-319323-1qt7vf59 88 8 normalization normalization NN cord-319323-1qt7vf59 88 9 , , , cord-319323-1qt7vf59 88 10 before before IN cord-319323-1qt7vf59 88 11 any any DT cord-319323-1qt7vf59 88 12 comparative comparative JJ cord-319323-1qt7vf59 88 13 study study NN cord-319323-1qt7vf59 88 14 of of IN cord-319323-1qt7vf59 88 15 news news NN cord-319323-1qt7vf59 88 16 sentiment sentiment NN cord-319323-1qt7vf59 88 17 on on IN cord-319323-1qt7vf59 88 18 different different JJ cord-319323-1qt7vf59 88 19 days day NNS cord-319323-1qt7vf59 88 20 is be VBZ cord-319323-1qt7vf59 88 21 conducted conduct VBN cord-319323-1qt7vf59 88 22 . . . cord-319323-1qt7vf59 89 1 For for IN cord-319323-1qt7vf59 89 2 this this DT cord-319323-1qt7vf59 89 3 purpose purpose NN cord-319323-1qt7vf59 89 4 , , , cord-319323-1qt7vf59 89 5 a a DT cord-319323-1qt7vf59 89 6 negativity negativity NN cord-319323-1qt7vf59 89 7 index index NN cord-319323-1qt7vf59 89 8 for for IN cord-319323-1qt7vf59 89 9 each each DT cord-319323-1qt7vf59 89 10 day day NN cord-319323-1qt7vf59 89 11 is be VBZ cord-319323-1qt7vf59 89 12 calculated calculate VBN cord-319323-1qt7vf59 89 13 and and CC cord-319323-1qt7vf59 89 14 is be VBZ cord-319323-1qt7vf59 89 15 used use VBN cord-319323-1qt7vf59 89 16 as as IN cord-319323-1qt7vf59 89 17 an an DT cord-319323-1qt7vf59 89 18 indicator indicator NN cord-319323-1qt7vf59 89 19 of of IN cord-319323-1qt7vf59 89 20 the the DT cord-319323-1qt7vf59 89 21 overall overall JJ cord-319323-1qt7vf59 89 22 negative negative JJ cord-319323-1qt7vf59 89 23 sentiment sentiment NN cord-319323-1qt7vf59 89 24 in in IN cord-319323-1qt7vf59 89 25 news news NN cord-319323-1qt7vf59 89 26 on on IN cord-319323-1qt7vf59 89 27 that that DT cord-319323-1qt7vf59 89 28 day day NN cord-319323-1qt7vf59 89 29 . . . cord-319323-1qt7vf59 90 1 The the DT cord-319323-1qt7vf59 90 2 index index NN cord-319323-1qt7vf59 90 3 for for IN cord-319323-1qt7vf59 90 4 the the DT cord-319323-1qt7vf59 90 5 ith ith NNP cord-319323-1qt7vf59 90 6 day day NN cord-319323-1qt7vf59 90 7 is be VBZ cord-319323-1qt7vf59 90 8 calculated calculate VBN cord-319323-1qt7vf59 90 9 as as IN cord-319323-1qt7vf59 90 10 : : : cord-319323-1qt7vf59 90 11 ( ( -LRB- cord-319323-1qt7vf59 90 12 1 1 LS cord-319323-1qt7vf59 90 13 ) ) -RRB- cord-319323-1qt7vf59 91 1 neg neg NNP cord-319323-1qt7vf59 92 1 i i PRP cord-319323-1qt7vf59 92 2 = = SYM cord-319323-1qt7vf59 92 3 Number number NN cord-319323-1qt7vf59 92 4 of of IN cord-319323-1qt7vf59 92 5 articles article NNS cord-319323-1qt7vf59 92 6 of of IN cord-319323-1qt7vf59 92 7 negative negative JJ cord-319323-1qt7vf59 92 8 category category NN cord-319323-1qt7vf59 93 1 Total total JJ cord-319323-1qt7vf59 93 2 number number NN cord-319323-1qt7vf59 93 3 of of IN cord-319323-1qt7vf59 93 4 news news NN cord-319323-1qt7vf59 93 5 articles article NNS cord-319323-1qt7vf59 93 6 Similarly similarly RB cord-319323-1qt7vf59 93 7 , , , cord-319323-1qt7vf59 93 8 indices index NNS cord-319323-1qt7vf59 93 9 for for IN cord-319323-1qt7vf59 93 10 positive positive JJ cord-319323-1qt7vf59 93 11 sentiment sentiment NN cord-319323-1qt7vf59 93 12 and and CC cord-319323-1qt7vf59 93 13 neutral neutral JJ cord-319323-1qt7vf59 93 14 type type NN cord-319323-1qt7vf59 93 15 of of IN cord-319323-1qt7vf59 93 16 news news NN cord-319323-1qt7vf59 93 17 articles article NNS cord-319323-1qt7vf59 93 18 are be VBP cord-319323-1qt7vf59 93 19 determined determine VBN cord-319323-1qt7vf59 93 20 using use VBG cord-319323-1qt7vf59 93 21 equations equation NNS cord-319323-1qt7vf59 93 22 : : : cord-319323-1qt7vf59 93 23 These these DT cord-319323-1qt7vf59 93 24 index index NN cord-319323-1qt7vf59 93 25 values value NNS cord-319323-1qt7vf59 93 26 are be VBP cord-319323-1qt7vf59 93 27 calculated calculate VBN cord-319323-1qt7vf59 93 28 for for IN cord-319323-1qt7vf59 93 29 the the DT cord-319323-1qt7vf59 93 30 comprehensive comprehensive JJ cord-319323-1qt7vf59 93 31 data datum NNS cord-319323-1qt7vf59 93 32 on on IN cord-319323-1qt7vf59 93 33 news news NN cord-319323-1qt7vf59 93 34 articles article NNS cord-319323-1qt7vf59 93 35 for for IN cord-319323-1qt7vf59 93 36 the the DT cord-319323-1qt7vf59 93 37 duration duration NN cord-319323-1qt7vf59 93 38 of of IN cord-319323-1qt7vf59 93 39 study study NN cord-319323-1qt7vf59 93 40 . . . cord-319323-1qt7vf59 94 1 The the DT cord-319323-1qt7vf59 94 2 overall overall JJ cord-319323-1qt7vf59 94 3 spread spread NN cord-319323-1qt7vf59 94 4 of of IN cord-319323-1qt7vf59 94 5 these these DT cord-319323-1qt7vf59 94 6 sentiment sentiment NN cord-319323-1qt7vf59 94 7 indices index NNS cord-319323-1qt7vf59 94 8 , , , cord-319323-1qt7vf59 94 9 as as IN cord-319323-1qt7vf59 94 10 determined determine VBN cord-319323-1qt7vf59 94 11 by by IN cord-319323-1qt7vf59 94 12 the the DT cord-319323-1qt7vf59 94 13 analysis analysis NN cord-319323-1qt7vf59 94 14 using use VBG cord-319323-1qt7vf59 94 15 unigram unigram NN cord-319323-1qt7vf59 94 16 - - HYPH cord-319323-1qt7vf59 94 17 based base VBN cord-319323-1qt7vf59 94 18 AFINN AFINN NNP cord-319323-1qt7vf59 94 19 , , , cord-319323-1qt7vf59 94 20 are be VBP cord-319323-1qt7vf59 94 21 shown show VBN cord-319323-1qt7vf59 94 22 in in IN cord-319323-1qt7vf59 94 23 Fig Fig NNP cord-319323-1qt7vf59 94 24 . . . cord-319323-1qt7vf59 95 1 1 1 LS cord-319323-1qt7vf59 95 2 , , , cord-319323-1qt7vf59 95 3 while while IN cord-319323-1qt7vf59 95 4 Fig Fig NNP cord-319323-1qt7vf59 95 5 . . NNP cord-319323-1qt7vf59 95 6 2 2 CD cord-319323-1qt7vf59 95 7 illustrates illustrate VBZ cord-319323-1qt7vf59 95 8 the the DT cord-319323-1qt7vf59 95 9 same same JJ cord-319323-1qt7vf59 95 10 as as IN cord-319323-1qt7vf59 95 11 analyzed analyze VBN cord-319323-1qt7vf59 95 12 by by IN cord-319323-1qt7vf59 95 13 Naive Naive NNP cord-319323-1qt7vf59 95 14 Bayes Bayes NNP cord-319323-1qt7vf59 95 15 - - HYPH cord-319323-1qt7vf59 95 16 based base VBN cord-319323-1qt7vf59 95 17 classifier classifier NN cord-319323-1qt7vf59 95 18 . . . cord-319323-1qt7vf59 96 1 Notably notably RB cord-319323-1qt7vf59 96 2 , , , cord-319323-1qt7vf59 96 3 with with IN cord-319323-1qt7vf59 96 4 the the DT cord-319323-1qt7vf59 96 5 use use NN cord-319323-1qt7vf59 96 6 of of IN cord-319323-1qt7vf59 96 7 the the DT cord-319323-1qt7vf59 96 8 latter latter JJ cord-319323-1qt7vf59 96 9 , , , cord-319323-1qt7vf59 96 10 substantially substantially RB cord-319323-1qt7vf59 96 11 large large JJ cord-319323-1qt7vf59 96 12 negativity negativity NN cord-319323-1qt7vf59 96 13 ( ( -LRB- cord-319323-1qt7vf59 96 14 about about RB cord-319323-1qt7vf59 96 15 75 75 CD cord-319323-1qt7vf59 96 16 % % NN cord-319323-1qt7vf59 96 17 ) ) -RRB- cord-319323-1qt7vf59 96 18 and and CC cord-319323-1qt7vf59 96 19 low low JJ cord-319323-1qt7vf59 96 20 positivity positivity NN cord-319323-1qt7vf59 96 21 ( ( -LRB- cord-319323-1qt7vf59 96 22 about about IN cord-319323-1qt7vf59 96 23 Illustration Illustration NNP cord-319323-1qt7vf59 96 24 of of IN cord-319323-1qt7vf59 96 25 the the DT cord-319323-1qt7vf59 96 26 significance significance NN cord-319323-1qt7vf59 96 27 of of IN cord-319323-1qt7vf59 96 28 the the DT cord-319323-1qt7vf59 96 29 three three CD cord-319323-1qt7vf59 96 30 sentiments sentiment NNS cord-319323-1qt7vf59 96 31 in in IN cord-319323-1qt7vf59 96 32 global global JJ cord-319323-1qt7vf59 96 33 news news NN cord-319323-1qt7vf59 96 34 during during IN cord-319323-1qt7vf59 96 35 the the DT cord-319323-1qt7vf59 96 36 period period NN cord-319323-1qt7vf59 96 37 of of IN cord-319323-1qt7vf59 96 38 study study NN cord-319323-1qt7vf59 96 39 , , , cord-319323-1qt7vf59 96 40 determined determine VBN cord-319323-1qt7vf59 96 41 using use VBG cord-319323-1qt7vf59 96 42 AFINN AFINN NNP cord-319323-1qt7vf59 96 43 lexicon lexicon NN cord-319323-1qt7vf59 96 44 . . . cord-319323-1qt7vf59 97 1 News news NN cord-319323-1qt7vf59 97 2 with with IN cord-319323-1qt7vf59 97 3 neutral neutral JJ cord-319323-1qt7vf59 97 4 sentiment sentiment NN cord-319323-1qt7vf59 97 5 has have VBZ cord-319323-1qt7vf59 97 6 minimum minimum JJ cord-319323-1qt7vf59 97 7 presence presence NN cord-319323-1qt7vf59 97 8 , , , cord-319323-1qt7vf59 97 9 and and CC cord-319323-1qt7vf59 97 10 positive positive JJ cord-319323-1qt7vf59 97 11 news news NN cord-319323-1qt7vf59 97 12 sentiment sentiment NN cord-319323-1qt7vf59 97 13 seems seem VBZ cord-319323-1qt7vf59 97 14 to to TO cord-319323-1qt7vf59 97 15 be be VB cord-319323-1qt7vf59 97 16 slowly slowly RB cord-319323-1qt7vf59 97 17 catching catch VBG cord-319323-1qt7vf59 97 18 up up RP cord-319323-1qt7vf59 97 19 with with IN cord-319323-1qt7vf59 97 20 the the DT cord-319323-1qt7vf59 97 21 negativity negativity NN cord-319323-1qt7vf59 97 22 Fig Fig NNP cord-319323-1qt7vf59 97 23 . . . cord-319323-1qt7vf59 98 1 2 2 CD cord-319323-1qt7vf59 98 2 Illustration illustration NN cord-319323-1qt7vf59 98 3 of of IN cord-319323-1qt7vf59 98 4 the the DT cord-319323-1qt7vf59 98 5 significance significance NN cord-319323-1qt7vf59 98 6 of of IN cord-319323-1qt7vf59 98 7 the the DT cord-319323-1qt7vf59 98 8 three three CD cord-319323-1qt7vf59 98 9 sentiments sentiment NNS cord-319323-1qt7vf59 98 10 on on IN cord-319323-1qt7vf59 98 11 global global JJ cord-319323-1qt7vf59 98 12 news news NN cord-319323-1qt7vf59 98 13 during during IN cord-319323-1qt7vf59 98 14 the the DT cord-319323-1qt7vf59 98 15 period period NN cord-319323-1qt7vf59 98 16 of of IN cord-319323-1qt7vf59 98 17 study study NN cord-319323-1qt7vf59 98 18 , , , cord-319323-1qt7vf59 98 19 determined determine VBN cord-319323-1qt7vf59 98 20 using use VBG cord-319323-1qt7vf59 98 21 Naive naive JJ cord-319323-1qt7vf59 98 22 Bayes Bayes NNP cord-319323-1qt7vf59 98 23 . . . cord-319323-1qt7vf59 99 1 News news NN cord-319323-1qt7vf59 99 2 with with IN cord-319323-1qt7vf59 99 3 neutral neutral JJ cord-319323-1qt7vf59 99 4 sentiment sentiment NN cord-319323-1qt7vf59 99 5 has have VBZ cord-319323-1qt7vf59 99 6 minimum minimum JJ cord-319323-1qt7vf59 99 7 presence presence NN cord-319323-1qt7vf59 99 8 , , , cord-319323-1qt7vf59 99 9 and and CC cord-319323-1qt7vf59 99 10 there there EX cord-319323-1qt7vf59 99 11 is be VBZ cord-319323-1qt7vf59 99 12 a a DT cord-319323-1qt7vf59 99 13 substantial substantial JJ cord-319323-1qt7vf59 99 14 gap gap NN cord-319323-1qt7vf59 99 15 between between IN cord-319323-1qt7vf59 99 16 the the DT cord-319323-1qt7vf59 99 17 positivity positivity NN cord-319323-1qt7vf59 99 18 and and CC cord-319323-1qt7vf59 99 19 negativity negativity NN cord-319323-1qt7vf59 99 20 in in IN cord-319323-1qt7vf59 99 21 news news NN cord-319323-1qt7vf59 99 22 sentiment sentiment NN cord-319323-1qt7vf59 99 23 21 21 CD cord-319323-1qt7vf59 99 24 % % NN cord-319323-1qt7vf59 99 25 ) ) -RRB- cord-319323-1qt7vf59 99 26 values value NNS cord-319323-1qt7vf59 99 27 are be VBP cord-319323-1qt7vf59 99 28 detected detect VBN cord-319323-1qt7vf59 99 29 , , , cord-319323-1qt7vf59 99 30 whereas whereas IN cord-319323-1qt7vf59 99 31 the the DT cord-319323-1qt7vf59 99 32 neutrality neutrality NN cord-319323-1qt7vf59 99 33 decreases decrease VBZ cord-319323-1qt7vf59 99 34 by by IN cord-319323-1qt7vf59 99 35 more more JJR cord-319323-1qt7vf59 99 36 than than IN cord-319323-1qt7vf59 99 37 50 50 CD cord-319323-1qt7vf59 99 38 % % NN cord-319323-1qt7vf59 99 39 and and CC cord-319323-1qt7vf59 99 40 is be VBZ cord-319323-1qt7vf59 99 41 deemed deem VBN cord-319323-1qt7vf59 99 42 almost almost RB cord-319323-1qt7vf59 99 43 irrelevant irrelevant JJ cord-319323-1qt7vf59 99 44 to to IN cord-319323-1qt7vf59 99 45 the the DT cord-319323-1qt7vf59 99 46 study study NN cord-319323-1qt7vf59 99 47 at at IN cord-319323-1qt7vf59 99 48 hand hand NN cord-319323-1qt7vf59 99 49 . . . cord-319323-1qt7vf59 100 1 Also also RB cord-319323-1qt7vf59 100 2 , , , cord-319323-1qt7vf59 100 3 in in IN cord-319323-1qt7vf59 100 4 both both DT cord-319323-1qt7vf59 100 5 cases case NNS cord-319323-1qt7vf59 100 6 , , , cord-319323-1qt7vf59 100 7 it -PRON- PRP cord-319323-1qt7vf59 100 8 is be VBZ cord-319323-1qt7vf59 100 9 obvious obvious JJ cord-319323-1qt7vf59 100 10 that that IN cord-319323-1qt7vf59 100 11 any any DT cord-319323-1qt7vf59 100 12 fall fall NN cord-319323-1qt7vf59 100 13 in in IN cord-319323-1qt7vf59 100 14 negativity negativity NN cord-319323-1qt7vf59 100 15 , , , cord-319323-1qt7vf59 100 16 results result VBZ cord-319323-1qt7vf59 100 17 in in IN cord-319323-1qt7vf59 100 18 an an DT cord-319323-1qt7vf59 100 19 increase increase NN cord-319323-1qt7vf59 100 20 in in IN cord-319323-1qt7vf59 100 21 positive positive JJ cord-319323-1qt7vf59 100 22 sentiment sentiment NN cord-319323-1qt7vf59 100 23 , , , cord-319323-1qt7vf59 100 24 and and CC cord-319323-1qt7vf59 100 25 vice vice NN cord-319323-1qt7vf59 100 26 versa versa RB cord-319323-1qt7vf59 100 27 . . . cord-319323-1qt7vf59 101 1 Therefore therefore RB cord-319323-1qt7vf59 101 2 , , , cord-319323-1qt7vf59 101 3 news news NN cord-319323-1qt7vf59 101 4 of of IN cord-319323-1qt7vf59 101 5 neutral neutral JJ cord-319323-1qt7vf59 101 6 sentiment sentiment NN cord-319323-1qt7vf59 101 7 plays play VBZ cord-319323-1qt7vf59 101 8 a a DT cord-319323-1qt7vf59 101 9 negligible negligible JJ cord-319323-1qt7vf59 101 10 role role NN cord-319323-1qt7vf59 101 11 . . . cord-319323-1qt7vf59 102 1 Consequently consequently RB cord-319323-1qt7vf59 102 2 , , , cord-319323-1qt7vf59 102 3 a a DT cord-319323-1qt7vf59 102 4 statistical statistical JJ cord-319323-1qt7vf59 102 5 study study NN cord-319323-1qt7vf59 102 6 of of IN cord-319323-1qt7vf59 102 7 the the DT cord-319323-1qt7vf59 102 8 sentiment sentiment NN cord-319323-1qt7vf59 102 9 indices index NNS cord-319323-1qt7vf59 102 10 determined determine VBD cord-319323-1qt7vf59 102 11 in in IN cord-319323-1qt7vf59 102 12 both both DT cord-319323-1qt7vf59 102 13 approaches approach NNS cord-319323-1qt7vf59 102 14 reveals reveal VBZ cord-319323-1qt7vf59 102 15 that that IN cord-319323-1qt7vf59 102 16 negative negative JJ cord-319323-1qt7vf59 102 17 sentiment sentiment NN cord-319323-1qt7vf59 102 18 has have VBZ cord-319323-1qt7vf59 102 19 the the DT cord-319323-1qt7vf59 102 20 highest high JJS cord-319323-1qt7vf59 102 21 mean mean NN cord-319323-1qt7vf59 102 22 , , , cord-319323-1qt7vf59 102 23 followed follow VBN cord-319323-1qt7vf59 102 24 by by IN cord-319323-1qt7vf59 102 25 the the DT cord-319323-1qt7vf59 102 26 mean mean JJ cord-319323-1qt7vf59 102 27 number number NN cord-319323-1qt7vf59 102 28 of of IN cord-319323-1qt7vf59 102 29 positive positive JJ cord-319323-1qt7vf59 102 30 news news NN cord-319323-1qt7vf59 102 31 articles article NNS cord-319323-1qt7vf59 102 32 . . . cord-319323-1qt7vf59 103 1 Also also RB cord-319323-1qt7vf59 103 2 , , , cord-319323-1qt7vf59 103 3 these these DT cord-319323-1qt7vf59 103 4 two two CD cord-319323-1qt7vf59 103 5 sentiments sentiment NNS cord-319323-1qt7vf59 103 6 show show VBP cord-319323-1qt7vf59 103 7 almost almost RB cord-319323-1qt7vf59 103 8 similar similar JJ cord-319323-1qt7vf59 103 9 deviation deviation NN cord-319323-1qt7vf59 103 10 during during IN cord-319323-1qt7vf59 103 11 the the DT cord-319323-1qt7vf59 103 12 studied study VBN cord-319323-1qt7vf59 103 13 duration duration NN cord-319323-1qt7vf59 103 14 , , , cord-319323-1qt7vf59 103 15 using use VBG cord-319323-1qt7vf59 103 16 both both CC cord-319323-1qt7vf59 103 17 the the DT cord-319323-1qt7vf59 103 18 scoring scoring NN cord-319323-1qt7vf59 103 19 techniques technique NNS cord-319323-1qt7vf59 103 20 . . . cord-319323-1qt7vf59 104 1 Finally finally RB cord-319323-1qt7vf59 104 2 , , , cord-319323-1qt7vf59 104 3 it -PRON- PRP cord-319323-1qt7vf59 104 4 is be VBZ cord-319323-1qt7vf59 104 5 evident evident JJ cord-319323-1qt7vf59 104 6 from from IN cord-319323-1qt7vf59 104 7 both both DT cord-319323-1qt7vf59 104 8 pairs pair NNS cord-319323-1qt7vf59 104 9 of of IN cord-319323-1qt7vf59 104 10 Figs Figs NNPS cord-319323-1qt7vf59 104 11 . . . cord-319323-1qt7vf59 105 1 1 1 CD cord-319323-1qt7vf59 105 2 , , , cord-319323-1qt7vf59 105 3 3 3 CD cord-319323-1qt7vf59 105 4 and and CC cord-319323-1qt7vf59 105 5 2 2 CD cord-319323-1qt7vf59 105 6 and and CC cord-319323-1qt7vf59 105 7 4 4 CD cord-319323-1qt7vf59 105 8 that that IN cord-319323-1qt7vf59 105 9 the the DT cord-319323-1qt7vf59 105 10 overall overall JJ cord-319323-1qt7vf59 105 11 variation variation NN cord-319323-1qt7vf59 105 12 in in IN cord-319323-1qt7vf59 105 13 sentiment sentiment NN cord-319323-1qt7vf59 105 14 patterns pattern NNS cord-319323-1qt7vf59 105 15 is be VBZ cord-319323-1qt7vf59 105 16 more more RBR cord-319323-1qt7vf59 105 17 profound profound JJ cord-319323-1qt7vf59 105 18 in in IN cord-319323-1qt7vf59 105 19 the the DT cord-319323-1qt7vf59 105 20 detection detection NN cord-319323-1qt7vf59 105 21 by by IN cord-319323-1qt7vf59 105 22 AFINN AFINN NNP cord-319323-1qt7vf59 105 23 lexicon lexicon NN cord-319323-1qt7vf59 105 24 , , , cord-319323-1qt7vf59 105 25 in in IN cord-319323-1qt7vf59 105 26 spite spite NN cord-319323-1qt7vf59 105 27 of of IN cord-319323-1qt7vf59 105 28 its -PRON- PRP$ cord-319323-1qt7vf59 105 29 poor poor JJ cord-319323-1qt7vf59 105 30 sentiment sentiment NN cord-319323-1qt7vf59 105 31 detection detection NN cord-319323-1qt7vf59 105 32 performance performance NN cord-319323-1qt7vf59 105 33 , , , cord-319323-1qt7vf59 105 34 and and CC cord-319323-1qt7vf59 105 35 is be VBZ cord-319323-1qt7vf59 105 36 selected select VBN cord-319323-1qt7vf59 105 37 for for IN cord-319323-1qt7vf59 105 38 the the DT cord-319323-1qt7vf59 105 39 experiments experiment NNS cord-319323-1qt7vf59 105 40 in in IN cord-319323-1qt7vf59 105 41 the the DT cord-319323-1qt7vf59 105 42 next next JJ cord-319323-1qt7vf59 105 43 section section NN cord-319323-1qt7vf59 105 44 . . . cord-319323-1qt7vf59 106 1 The the DT cord-319323-1qt7vf59 106 2 most most RBS cord-319323-1qt7vf59 106 3 commonly commonly RB cord-319323-1qt7vf59 106 4 occurring occur VBG cord-319323-1qt7vf59 106 5 words word NNS cord-319323-1qt7vf59 106 6 in in IN cord-319323-1qt7vf59 106 7 the the DT cord-319323-1qt7vf59 106 8 news news NN cord-319323-1qt7vf59 106 9 articles article NNS cord-319323-1qt7vf59 106 10 with with IN cord-319323-1qt7vf59 106 11 negative negative JJ cord-319323-1qt7vf59 106 12 sentiment sentiment NN cord-319323-1qt7vf59 106 13 , , , cord-319323-1qt7vf59 106 14 for for IN cord-319323-1qt7vf59 106 15 the the DT cord-319323-1qt7vf59 106 16 complete complete JJ cord-319323-1qt7vf59 106 17 duration duration NN cord-319323-1qt7vf59 106 18 of of IN cord-319323-1qt7vf59 106 19 study study NN cord-319323-1qt7vf59 106 20 , , , cord-319323-1qt7vf59 106 21 are be VBP cord-319323-1qt7vf59 106 22 illustrated illustrate VBN cord-319323-1qt7vf59 106 23 in in IN cord-319323-1qt7vf59 106 24 Fig Fig NNP cord-319323-1qt7vf59 106 25 . . . cord-319323-1qt7vf59 107 1 5 5 LS cord-319323-1qt7vf59 107 2 . . . cord-319323-1qt7vf59 107 3 _SP cord-319323-1qt7vf59 108 1 This this DT cord-319323-1qt7vf59 108 2 is be VBZ cord-319323-1qt7vf59 108 3 the the DT cord-319323-1qt7vf59 108 4 next next JJ cord-319323-1qt7vf59 108 5 set set NN cord-319323-1qt7vf59 108 6 of of IN cord-319323-1qt7vf59 108 7 experiments experiment NNS cord-319323-1qt7vf59 108 8 where where WRB cord-319323-1qt7vf59 108 9 two two CD cord-319323-1qt7vf59 108 10 separate separate JJ cord-319323-1qt7vf59 108 11 sets set NNS cord-319323-1qt7vf59 108 12 of of IN cord-319323-1qt7vf59 108 13 data datum NNS cord-319323-1qt7vf59 108 14 are be VBP cord-319323-1qt7vf59 108 15 utilized utilize VBN cord-319323-1qt7vf59 108 16 , , , cord-319323-1qt7vf59 108 17 namely namely RB cord-319323-1qt7vf59 108 18 : : : cord-319323-1qt7vf59 108 19 -the -the ADD cord-319323-1qt7vf59 109 1 world world NN cord-319323-1qt7vf59 109 2 - - HYPH cord-319323-1qt7vf59 109 3 wide wide JJ cord-319323-1qt7vf59 109 4 news news NN cord-319323-1qt7vf59 109 5 - - HYPH cord-319323-1qt7vf59 109 6 based base VBN cord-319323-1qt7vf59 109 7 negativity negativity NN cord-319323-1qt7vf59 109 8 index index NN cord-319323-1qt7vf59 109 9 values value NNS cord-319323-1qt7vf59 109 10 from from IN cord-319323-1qt7vf59 109 11 the the DT cord-319323-1qt7vf59 109 12 previous previous JJ cord-319323-1qt7vf59 109 13 experiment experiment NN cord-319323-1qt7vf59 109 14 determined determine VBN cord-319323-1qt7vf59 109 15 using use VBG cord-319323-1qt7vf59 109 16 AFINN AFINN NNP cord-319323-1qt7vf59 109 17 lexicon lexicon NN cord-319323-1qt7vf59 109 18 based base VBN cord-319323-1qt7vf59 109 19 approach approach NN cord-319323-1qt7vf59 109 20 , , , cord-319323-1qt7vf59 109 21 as as IN cord-319323-1qt7vf59 109 22 the the DT cord-319323-1qt7vf59 109 23 variation variation NN cord-319323-1qt7vf59 109 24 of of IN cord-319323-1qt7vf59 109 25 sentiment sentiment NN cord-319323-1qt7vf59 109 26 polarity polarity NN cord-319323-1qt7vf59 109 27 is be VBZ cord-319323-1qt7vf59 109 28 found find VBN cord-319323-1qt7vf59 109 29 to to TO cord-319323-1qt7vf59 109 30 be be VB cord-319323-1qt7vf59 109 31 more more JJR cord-319323-1qt7vf59 109 32 in in IN cord-319323-1qt7vf59 109 33 that that DT cord-319323-1qt7vf59 109 34 case case NN cord-319323-1qt7vf59 109 35 , , , cord-319323-1qt7vf59 109 36 and and CC cord-319323-1qt7vf59 109 37 , , , cord-319323-1qt7vf59 110 1 -the -the DT cord-319323-1qt7vf59 110 2 number number NN cord-319323-1qt7vf59 110 3 of of IN cord-319323-1qt7vf59 110 4 new new JJ cord-319323-1qt7vf59 110 5 cases case NNS cord-319323-1qt7vf59 110 6 and and CC cord-319323-1qt7vf59 110 7 number number NN cord-319323-1qt7vf59 110 8 of of IN cord-319323-1qt7vf59 110 9 deaths death NNS cord-319323-1qt7vf59 110 10 per per IN cord-319323-1qt7vf59 110 11 million million CD cord-319323-1qt7vf59 110 12 of of IN cord-319323-1qt7vf59 110 13 the the DT cord-319323-1qt7vf59 110 14 population population NN cord-319323-1qt7vf59 110 15 , , , cord-319323-1qt7vf59 110 16 These these DT cord-319323-1qt7vf59 110 17 corpora corpus NNS cord-319323-1qt7vf59 110 18 are be VBP cord-319323-1qt7vf59 110 19 analyzed analyze VBN cord-319323-1qt7vf59 110 20 to to TO cord-319323-1qt7vf59 110 21 determine determine VB cord-319323-1qt7vf59 110 22 the the DT cord-319323-1qt7vf59 110 23 underlying underlying JJ cord-319323-1qt7vf59 110 24 relation relation NN cord-319323-1qt7vf59 110 25 between between IN cord-319323-1qt7vf59 110 26 the the DT cord-319323-1qt7vf59 110 27 variation variation NN cord-319323-1qt7vf59 110 28 of of IN cord-319323-1qt7vf59 110 29 news news NN cord-319323-1qt7vf59 110 30 sentiment sentiment NN cord-319323-1qt7vf59 110 31 and and CC cord-319323-1qt7vf59 110 32 ground ground NN cord-319323-1qt7vf59 110 33 reality reality NN cord-319323-1qt7vf59 110 34 of of IN cord-319323-1qt7vf59 110 35 cases case NNS cord-319323-1qt7vf59 110 36 and and CC cord-319323-1qt7vf59 110 37 deaths death NNS cord-319323-1qt7vf59 110 38 due due JJ cord-319323-1qt7vf59 110 39 to to IN cord-319323-1qt7vf59 110 40 COVID-19 covid-19 JJ cord-319323-1qt7vf59 110 41 pandemic pandemic NN cord-319323-1qt7vf59 110 42 . . . cord-319323-1qt7vf59 111 1 To to TO cord-319323-1qt7vf59 111 2 statistically statistically RB cord-319323-1qt7vf59 111 3 determine determine VB cord-319323-1qt7vf59 111 4 the the DT cord-319323-1qt7vf59 111 5 link link NN cord-319323-1qt7vf59 111 6 between between IN cord-319323-1qt7vf59 111 7 the the DT cord-319323-1qt7vf59 111 8 news news NN cord-319323-1qt7vf59 111 9 negativity negativity NN cord-319323-1qt7vf59 111 10 and and CC cord-319323-1qt7vf59 111 11 number number NN cord-319323-1qt7vf59 111 12 of of IN cord-319323-1qt7vf59 111 13 cases case NNS cord-319323-1qt7vf59 111 14 or or CC cord-319323-1qt7vf59 111 15 number number NN cord-319323-1qt7vf59 111 16 of of IN cord-319323-1qt7vf59 111 17 deaths death NNS cord-319323-1qt7vf59 111 18 due due JJ cord-319323-1qt7vf59 111 19 to to IN cord-319323-1qt7vf59 111 20 the the DT cord-319323-1qt7vf59 111 21 pandemic pandemic NN cord-319323-1qt7vf59 111 22 , , , cord-319323-1qt7vf59 111 23 it -PRON- PRP cord-319323-1qt7vf59 111 24 is be VBZ cord-319323-1qt7vf59 111 25 essential essential JJ cord-319323-1qt7vf59 111 26 to to TO cord-319323-1qt7vf59 111 27 determine determine VB cord-319323-1qt7vf59 111 28 the the DT cord-319323-1qt7vf59 111 29 distribution distribution NN cord-319323-1qt7vf59 111 30 of of IN cord-319323-1qt7vf59 111 31 each each DT cord-319323-1qt7vf59 111 32 of of IN cord-319323-1qt7vf59 111 33 these these DT cord-319323-1qt7vf59 111 34 variables variable NNS cord-319323-1qt7vf59 111 35 . . . cord-319323-1qt7vf59 112 1 Figure figure NN cord-319323-1qt7vf59 112 2 6 6 CD cord-319323-1qt7vf59 112 3 shows show VBZ cord-319323-1qt7vf59 112 4 the the DT cord-319323-1qt7vf59 112 5 respective respective JJ cord-319323-1qt7vf59 112 6 distributions distribution NNS cord-319323-1qt7vf59 112 7 . . . cord-319323-1qt7vf59 113 1 From from IN cord-319323-1qt7vf59 113 2 the the DT cord-319323-1qt7vf59 113 3 figures figure NNS cord-319323-1qt7vf59 113 4 , , , cord-319323-1qt7vf59 113 5 it -PRON- PRP cord-319323-1qt7vf59 113 6 is be VBZ cord-319323-1qt7vf59 113 7 noticed notice VBN cord-319323-1qt7vf59 113 8 that that IN cord-319323-1qt7vf59 113 9 all all PDT cord-319323-1qt7vf59 113 10 the the DT cord-319323-1qt7vf59 113 11 three three CD cord-319323-1qt7vf59 113 12 variables variable NNS cord-319323-1qt7vf59 113 13 used use VBN cord-319323-1qt7vf59 113 14 in in IN cord-319323-1qt7vf59 113 15 this this DT cord-319323-1qt7vf59 113 16 work work NN cord-319323-1qt7vf59 113 17 follow follow VB cord-319323-1qt7vf59 113 18 a a DT cord-319323-1qt7vf59 113 19 near near RB cord-319323-1qt7vf59 113 20 - - HYPH cord-319323-1qt7vf59 113 21 normal normal JJ cord-319323-1qt7vf59 113 22 or or CC cord-319323-1qt7vf59 113 23 near near JJ cord-319323-1qt7vf59 113 24 - - HYPH cord-319323-1qt7vf59 113 25 Gaussian gaussian NN cord-319323-1qt7vf59 113 26 [ [ -LRB- cord-319323-1qt7vf59 113 27 49 49 CD cord-319323-1qt7vf59 113 28 ] ] -RRB- cord-319323-1qt7vf59 113 29 distribution distribution NN cord-319323-1qt7vf59 113 30 . . . cord-319323-1qt7vf59 114 1 Therefore therefore RB cord-319323-1qt7vf59 114 2 , , , cord-319323-1qt7vf59 114 3 it -PRON- PRP cord-319323-1qt7vf59 114 4 is be VBZ cord-319323-1qt7vf59 114 5 feasible feasible JJ cord-319323-1qt7vf59 114 6 to to TO cord-319323-1qt7vf59 114 7 directly directly RB cord-319323-1qt7vf59 114 8 determine determine VB cord-319323-1qt7vf59 114 9 the the DT cord-319323-1qt7vf59 114 10 statistical statistical JJ cord-319323-1qt7vf59 114 11 relation relation NN cord-319323-1qt7vf59 114 12 between between IN cord-319323-1qt7vf59 114 13 these these DT cord-319323-1qt7vf59 114 14 variables variable NNS cord-319323-1qt7vf59 114 15 . . . cord-319323-1qt7vf59 115 1 Initially initially RB cord-319323-1qt7vf59 115 2 , , , cord-319323-1qt7vf59 115 3 an an DT cord-319323-1qt7vf59 115 4 attempt attempt NN cord-319323-1qt7vf59 115 5 has have VBZ cord-319323-1qt7vf59 115 6 been be VBN cord-319323-1qt7vf59 115 7 made make VBN cord-319323-1qt7vf59 115 8 to to TO cord-319323-1qt7vf59 115 9 visually visually RB cord-319323-1qt7vf59 115 10 determine determine VB cord-319323-1qt7vf59 115 11 the the DT cord-319323-1qt7vf59 115 12 relation relation NN cord-319323-1qt7vf59 115 13 between between IN cord-319323-1qt7vf59 115 14 distribution distribution NN cord-319323-1qt7vf59 115 15 of of IN cord-319323-1qt7vf59 115 16 features feature NNS cord-319323-1qt7vf59 115 17 from from IN cord-319323-1qt7vf59 115 18 two two CD cord-319323-1qt7vf59 115 19 different different JJ cord-319323-1qt7vf59 115 20 data datum NNS cord-319323-1qt7vf59 115 21 corpora corpora NN cord-319323-1qt7vf59 115 22 . . . cord-319323-1qt7vf59 116 1 In in IN cord-319323-1qt7vf59 116 2 Fig Fig NNP cord-319323-1qt7vf59 116 3 . . . cord-319323-1qt7vf59 117 1 7 7 CD cord-319323-1qt7vf59 117 2 , , , cord-319323-1qt7vf59 117 3 the the DT cord-319323-1qt7vf59 117 4 number number NN cord-319323-1qt7vf59 117 5 of of IN cord-319323-1qt7vf59 117 6 confirmed confirm VBN cord-319323-1qt7vf59 117 7 COVID-19 covid-19 CD cord-319323-1qt7vf59 117 8 cases case NNS cord-319323-1qt7vf59 117 9 during during IN cord-319323-1qt7vf59 117 10 the the DT cord-319323-1qt7vf59 117 11 span span NN cord-319323-1qt7vf59 117 12 of of IN cord-319323-1qt7vf59 117 13 the the DT cord-319323-1qt7vf59 117 14 study study NN cord-319323-1qt7vf59 117 15 has have VBZ cord-319323-1qt7vf59 117 16 been be VBN cord-319323-1qt7vf59 117 17 represented represent VBN cord-319323-1qt7vf59 117 18 as as IN cord-319323-1qt7vf59 117 19 bar bar NN cord-319323-1qt7vf59 117 20 plots plot NNS cord-319323-1qt7vf59 117 21 . . . cord-319323-1qt7vf59 118 1 The the DT cord-319323-1qt7vf59 118 2 negativity negativity NN cord-319323-1qt7vf59 118 3 index index NN cord-319323-1qt7vf59 118 4 values value NNS cord-319323-1qt7vf59 118 5 in in IN cord-319323-1qt7vf59 118 6 global global JJ cord-319323-1qt7vf59 118 7 news news NN cord-319323-1qt7vf59 118 8 have have VBP cord-319323-1qt7vf59 118 9 been be VBN cord-319323-1qt7vf59 118 10 plotted plot VBN cord-319323-1qt7vf59 118 11 for for IN cord-319323-1qt7vf59 118 12 the the DT cord-319323-1qt7vf59 118 13 same same JJ cord-319323-1qt7vf59 118 14 This this DT cord-319323-1qt7vf59 118 15 word word NN cord-319323-1qt7vf59 118 16 - - HYPH cord-319323-1qt7vf59 118 17 cloud cloud NN cord-319323-1qt7vf59 118 18 highlights highlight VBZ cord-319323-1qt7vf59 118 19 the the DT cord-319323-1qt7vf59 118 20 specific specific JJ cord-319323-1qt7vf59 118 21 words word NNS cord-319323-1qt7vf59 118 22 which which WDT cord-319323-1qt7vf59 118 23 are be VBP cord-319323-1qt7vf59 118 24 present present JJ cord-319323-1qt7vf59 118 25 in in IN cord-319323-1qt7vf59 118 26 each each DT cord-319323-1qt7vf59 118 27 day day NN cord-319323-1qt7vf59 118 28 's 's POS cord-319323-1qt7vf59 118 29 most most RBS cord-319323-1qt7vf59 118 30 negative negative JJ cord-319323-1qt7vf59 118 31 news news NN cord-319323-1qt7vf59 118 32 articles article NNS cord-319323-1qt7vf59 118 33 . . . cord-319323-1qt7vf59 119 1 The the DT cord-319323-1qt7vf59 119 2 relatively relatively RB cord-319323-1qt7vf59 119 3 large large JJ cord-319323-1qt7vf59 119 4 size size NN cord-319323-1qt7vf59 119 5 of of IN cord-319323-1qt7vf59 119 6 words word NNS cord-319323-1qt7vf59 119 7 , , , cord-319323-1qt7vf59 119 8 such such JJ cord-319323-1qt7vf59 119 9 as as IN cord-319323-1qt7vf59 119 10 death death NN cord-319323-1qt7vf59 119 11 , , , cord-319323-1qt7vf59 119 12 fatality fatality NN cord-319323-1qt7vf59 119 13 , , , cord-319323-1qt7vf59 119 14 case case NN cord-319323-1qt7vf59 119 15 , , , cord-319323-1qt7vf59 119 16 coronavirus coronavirus NN cord-319323-1qt7vf59 119 17 , , , cord-319323-1qt7vf59 119 18 died die VBD cord-319323-1qt7vf59 119 19 , , , cord-319323-1qt7vf59 119 20 infection infection NN cord-319323-1qt7vf59 119 21 , , , cord-319323-1qt7vf59 119 22 and and CC cord-319323-1qt7vf59 119 23 hospitalized hospitalize VBN cord-319323-1qt7vf59 119 24 are be VBP cord-319323-1qt7vf59 119 25 representative representative JJ cord-319323-1qt7vf59 119 26 of of IN cord-319323-1qt7vf59 119 27 their -PRON- PRP$ cord-319323-1qt7vf59 119 28 frequencies frequency NNS cord-319323-1qt7vf59 119 29 of of IN cord-319323-1qt7vf59 119 30 occurrence occurrence NN cord-319323-1qt7vf59 119 31 during during IN cord-319323-1qt7vf59 119 32 the the DT cord-319323-1qt7vf59 119 33 60-day 60-day CD cord-319323-1qt7vf59 119 34 period period NN cord-319323-1qt7vf59 119 35 of of IN cord-319323-1qt7vf59 119 36 study study NN cord-319323-1qt7vf59 119 37 duration duration NN cord-319323-1qt7vf59 119 38 as as IN cord-319323-1qt7vf59 119 39 a a DT cord-319323-1qt7vf59 119 40 line line NN cord-319323-1qt7vf59 119 41 plot plot NN cord-319323-1qt7vf59 119 42 . . . cord-319323-1qt7vf59 120 1 It -PRON- PRP cord-319323-1qt7vf59 120 2 is be VBZ cord-319323-1qt7vf59 120 3 seen see VBN cord-319323-1qt7vf59 120 4 that that IN cord-319323-1qt7vf59 120 5 peaks peak NNS cord-319323-1qt7vf59 120 6 in in IN cord-319323-1qt7vf59 120 7 news news NN cord-319323-1qt7vf59 120 8 negativity negativity NN cord-319323-1qt7vf59 120 9 are be VBP cord-319323-1qt7vf59 120 10 quite quite RB cord-319323-1qt7vf59 120 11 often often RB cord-319323-1qt7vf59 120 12 related relate VBN cord-319323-1qt7vf59 120 13 to to IN cord-319323-1qt7vf59 120 14 the the DT cord-319323-1qt7vf59 120 15 rise rise NN cord-319323-1qt7vf59 120 16 in in IN cord-319323-1qt7vf59 120 17 number number NN cord-319323-1qt7vf59 120 18 of of IN cord-319323-1qt7vf59 120 19 cases case NNS cord-319323-1qt7vf59 120 20 , , , cord-319323-1qt7vf59 120 21 as as IN cord-319323-1qt7vf59 120 22 seen see VBN cord-319323-1qt7vf59 120 23 in in IN cord-319323-1qt7vf59 120 24 the the DT cord-319323-1qt7vf59 120 25 variations variation NNS cord-319323-1qt7vf59 120 26 of of IN cord-319323-1qt7vf59 120 27 both both DT cord-319323-1qt7vf59 120 28 variables variable NNS cord-319323-1qt7vf59 120 29 for for IN cord-319323-1qt7vf59 120 30 different different JJ cord-319323-1qt7vf59 120 31 set set NN cord-319323-1qt7vf59 120 32 of of IN cord-319323-1qt7vf59 120 33 days day NNS cord-319323-1qt7vf59 120 34 . . . cord-319323-1qt7vf59 121 1 Also also RB cord-319323-1qt7vf59 121 2 , , , cord-319323-1qt7vf59 121 3 the the DT cord-319323-1qt7vf59 121 4 decreasing decrease VBG cord-319323-1qt7vf59 121 5 step step NN cord-319323-1qt7vf59 121 6 pattern pattern NN cord-319323-1qt7vf59 121 7 in in IN cord-319323-1qt7vf59 121 8 number number NN cord-319323-1qt7vf59 121 9 of of IN cord-319323-1qt7vf59 121 10 cases case NNS cord-319323-1qt7vf59 121 11 during during IN cord-319323-1qt7vf59 121 12 days day NNS cord-319323-1qt7vf59 121 13 14 14 CD cord-319323-1qt7vf59 121 14 - - SYM cord-319323-1qt7vf59 121 15 19 19 CD cord-319323-1qt7vf59 121 16 and and CC cord-319323-1qt7vf59 121 17 21 21 CD cord-319323-1qt7vf59 121 18 - - SYM cord-319323-1qt7vf59 121 19 26 26 CD cord-319323-1qt7vf59 121 20 is be VBZ cord-319323-1qt7vf59 121 21 distinctively distinctively RB cord-319323-1qt7vf59 121 22 reflected reflect VBN cord-319323-1qt7vf59 121 23 in in IN cord-319323-1qt7vf59 121 24 the the DT cord-319323-1qt7vf59 121 25 news news NN cord-319323-1qt7vf59 121 26 negativity negativity NN cord-319323-1qt7vf59 121 27 plot plot NN cord-319323-1qt7vf59 121 28 too too RB cord-319323-1qt7vf59 121 29 . . . cord-319323-1qt7vf59 122 1 Similar similar JJ cord-319323-1qt7vf59 122 2 to to IN cord-319323-1qt7vf59 122 3 the the DT cord-319323-1qt7vf59 122 4 previous previous JJ cord-319323-1qt7vf59 122 5 case case NN cord-319323-1qt7vf59 122 6 , , , cord-319323-1qt7vf59 122 7 Fig Fig NNP cord-319323-1qt7vf59 122 8 . . . cord-319323-1qt7vf59 122 9 8 8 CD cord-319323-1qt7vf59 122 10 gives give VBZ cord-319323-1qt7vf59 122 11 the the DT cord-319323-1qt7vf59 122 12 number number NN cord-319323-1qt7vf59 122 13 of of IN cord-319323-1qt7vf59 122 14 daily daily JJ cord-319323-1qt7vf59 122 15 deaths death NNS cord-319323-1qt7vf59 122 16 in in IN cord-319323-1qt7vf59 122 17 bar bar NN cord-319323-1qt7vf59 122 18 stacks stack NNS cord-319323-1qt7vf59 122 19 , , , cord-319323-1qt7vf59 122 20 while while IN cord-319323-1qt7vf59 122 21 the the DT cord-319323-1qt7vf59 122 22 line line NN cord-319323-1qt7vf59 122 23 plot plot NN cord-319323-1qt7vf59 122 24 is be VBZ cord-319323-1qt7vf59 122 25 the the DT cord-319323-1qt7vf59 122 26 same same JJ cord-319323-1qt7vf59 122 27 as as IN cord-319323-1qt7vf59 122 28 the the DT cord-319323-1qt7vf59 122 29 previous previous JJ cord-319323-1qt7vf59 122 30 figure figure NN cord-319323-1qt7vf59 122 31 . . . cord-319323-1qt7vf59 123 1 It -PRON- PRP cord-319323-1qt7vf59 123 2 is be VBZ cord-319323-1qt7vf59 123 3 seen see VBN cord-319323-1qt7vf59 123 4 that that IN cord-319323-1qt7vf59 123 5 there there EX cord-319323-1qt7vf59 123 6 is be VBZ cord-319323-1qt7vf59 123 7 not not RB cord-319323-1qt7vf59 123 8 much much JJ cord-319323-1qt7vf59 123 9 similarity similarity NN cord-319323-1qt7vf59 123 10 in in IN cord-319323-1qt7vf59 123 11 trends trend NNS cord-319323-1qt7vf59 123 12 between between IN cord-319323-1qt7vf59 123 13 the the DT cord-319323-1qt7vf59 123 14 two two CD cord-319323-1qt7vf59 123 15 data datum NNS cord-319323-1qt7vf59 123 16 during during IN cord-319323-1qt7vf59 123 17 the the DT cord-319323-1qt7vf59 123 18 first first JJ cord-319323-1qt7vf59 123 19 20 20 CD cord-319323-1qt7vf59 123 20 days day NNS cord-319323-1qt7vf59 123 21 . . . cord-319323-1qt7vf59 124 1 In in IN cord-319323-1qt7vf59 124 2 contrast contrast NN cord-319323-1qt7vf59 124 3 , , , cord-319323-1qt7vf59 124 4 some some DT cord-319323-1qt7vf59 124 5 similarity similarity NN cord-319323-1qt7vf59 124 6 in in IN cord-319323-1qt7vf59 124 7 the the DT cord-319323-1qt7vf59 124 8 data data NN cord-319323-1qt7vf59 124 9 patterns pattern NNS cord-319323-1qt7vf59 124 10 is be VBZ cord-319323-1qt7vf59 124 11 evident evident JJ cord-319323-1qt7vf59 124 12 in in IN cord-319323-1qt7vf59 124 13 the the DT cord-319323-1qt7vf59 124 14 duration duration NN cord-319323-1qt7vf59 124 15 of of IN cord-319323-1qt7vf59 124 16 days day NNS cord-319323-1qt7vf59 124 17 22 22 CD cord-319323-1qt7vf59 124 18 - - SYM cord-319323-1qt7vf59 124 19 32 32 CD cord-319323-1qt7vf59 124 20 , , , cord-319323-1qt7vf59 124 21 after after IN cord-319323-1qt7vf59 124 22 which which WDT cord-319323-1qt7vf59 124 23 there there EX cord-319323-1qt7vf59 124 24 is be VBZ cord-319323-1qt7vf59 124 25 no no DT cord-319323-1qt7vf59 124 26 visible visible JJ cord-319323-1qt7vf59 124 27 similarity similarity NN cord-319323-1qt7vf59 124 28 . . . cord-319323-1qt7vf59 125 1 However however RB cord-319323-1qt7vf59 125 2 , , , cord-319323-1qt7vf59 125 3 in in IN cord-319323-1qt7vf59 125 4 both both CC cord-319323-1qt7vf59 125 5 the the DT cord-319323-1qt7vf59 125 6 above above JJ cord-319323-1qt7vf59 125 7 cases case NNS cord-319323-1qt7vf59 125 8 , , , cord-319323-1qt7vf59 125 9 it -PRON- PRP cord-319323-1qt7vf59 125 10 is be VBZ cord-319323-1qt7vf59 125 11 observed observe VBN cord-319323-1qt7vf59 125 12 that that IN cord-319323-1qt7vf59 125 13 similar similar JJ cord-319323-1qt7vf59 125 14 patterns pattern NNS cord-319323-1qt7vf59 125 15 in in IN cord-319323-1qt7vf59 125 16 news news NN cord-319323-1qt7vf59 125 17 occur occur VBP cord-319323-1qt7vf59 125 18 at at IN cord-319323-1qt7vf59 125 19 a a DT cord-319323-1qt7vf59 125 20 delay delay NN cord-319323-1qt7vf59 125 21 of of IN cord-319323-1qt7vf59 125 22 a a DT cord-319323-1qt7vf59 125 23 few few JJ cord-319323-1qt7vf59 125 24 days day NNS cord-319323-1qt7vf59 125 25 . . . cord-319323-1qt7vf59 126 1 This this DT cord-319323-1qt7vf59 126 2 can can MD cord-319323-1qt7vf59 126 3 be be VB cord-319323-1qt7vf59 126 4 attributed attribute VBN cord-319323-1qt7vf59 126 5 to to IN cord-319323-1qt7vf59 126 6 the the DT cord-319323-1qt7vf59 126 7 fact fact NN cord-319323-1qt7vf59 126 8 that that IN cord-319323-1qt7vf59 126 9 day day NN cord-319323-1qt7vf59 126 10 - - HYPH cord-319323-1qt7vf59 126 11 to to IN cord-319323-1qt7vf59 126 12 - - HYPH cord-319323-1qt7vf59 126 13 day day NN cord-319323-1qt7vf59 126 14 statistics statistic NNS cord-319323-1qt7vf59 126 15 do do VBP cord-319323-1qt7vf59 126 16 not not RB cord-319323-1qt7vf59 126 17 get get VB cord-319323-1qt7vf59 126 18 immediately immediately RB cord-319323-1qt7vf59 126 19 reported report VBN cord-319323-1qt7vf59 126 20 on on IN cord-319323-1qt7vf59 126 21 the the DT cord-319323-1qt7vf59 126 22 same same JJ cord-319323-1qt7vf59 126 23 day day NN cord-319323-1qt7vf59 126 24 , , , cord-319323-1qt7vf59 126 25 and and CC cord-319323-1qt7vf59 126 26 generally generally RB cord-319323-1qt7vf59 126 27 takes take VBZ cord-319323-1qt7vf59 126 28 at at IN cord-319323-1qt7vf59 126 29 least least JJS cord-319323-1qt7vf59 126 30 a a DT cord-319323-1qt7vf59 126 31 day day NN cord-319323-1qt7vf59 126 32 or or CC cord-319323-1qt7vf59 126 33 two two CD cord-319323-1qt7vf59 126 34 , , , cord-319323-1qt7vf59 126 35 to to TO cord-319323-1qt7vf59 126 36 appear appear VB cord-319323-1qt7vf59 126 37 and and CC cord-319323-1qt7vf59 126 38 make make VB cord-319323-1qt7vf59 126 39 impact impact NN cord-319323-1qt7vf59 126 40 on on IN cord-319323-1qt7vf59 126 41 the the DT cord-319323-1qt7vf59 126 42 global global JJ cord-319323-1qt7vf59 126 43 news news NN cord-319323-1qt7vf59 126 44 sentiment sentiment NN cord-319323-1qt7vf59 126 45 . . . cord-319323-1qt7vf59 127 1 This this DT cord-319323-1qt7vf59 127 2 observation observation NN cord-319323-1qt7vf59 127 3 leads lead VBZ cord-319323-1qt7vf59 127 4 to to IN cord-319323-1qt7vf59 127 5 the the DT cord-319323-1qt7vf59 127 6 need need NN cord-319323-1qt7vf59 127 7 for for IN cord-319323-1qt7vf59 127 8 determining determine VBG cord-319323-1qt7vf59 127 9 the the DT cord-319323-1qt7vf59 127 10 optimal optimal JJ cord-319323-1qt7vf59 127 11 time time NN cord-319323-1qt7vf59 127 12 window window NN cord-319323-1qt7vf59 127 13 , , , cord-319323-1qt7vf59 127 14 at at IN cord-319323-1qt7vf59 127 15 which which WDT cord-319323-1qt7vf59 127 16 the the DT cord-319323-1qt7vf59 127 17 trends trend NNS cord-319323-1qt7vf59 127 18 in in IN cord-319323-1qt7vf59 127 19 the the DT cord-319323-1qt7vf59 127 20 corpora corpora NN cord-319323-1qt7vf59 127 21 are be VBP cord-319323-1qt7vf59 127 22 most most RBS cord-319323-1qt7vf59 127 23 similar similar JJ cord-319323-1qt7vf59 127 24 . . . cord-319323-1qt7vf59 127 25 _SP cord-319323-1qt7vf59 128 1 From from IN cord-319323-1qt7vf59 128 2 the the DT cord-319323-1qt7vf59 128 3 previous previous JJ cord-319323-1qt7vf59 128 4 section section NN cord-319323-1qt7vf59 128 5 , , , cord-319323-1qt7vf59 128 6 it -PRON- PRP cord-319323-1qt7vf59 128 7 is be VBZ cord-319323-1qt7vf59 128 8 observed observe VBN cord-319323-1qt7vf59 128 9 that that IN cord-319323-1qt7vf59 128 10 the the DT cord-319323-1qt7vf59 128 11 trends trend NNS cord-319323-1qt7vf59 128 12 in in IN cord-319323-1qt7vf59 128 13 news news NN cord-319323-1qt7vf59 128 14 negativity negativity NN cord-319323-1qt7vf59 128 15 are be VBP cord-319323-1qt7vf59 128 16 more more RBR cord-319323-1qt7vf59 128 17 or or CC cord-319323-1qt7vf59 128 18 less less RBR cord-319323-1qt7vf59 128 19 affected affect VBN cord-319323-1qt7vf59 128 20 by by IN cord-319323-1qt7vf59 128 21 the the DT cord-319323-1qt7vf59 128 22 variations variation NNS cord-319323-1qt7vf59 128 23 in in IN cord-319323-1qt7vf59 128 24 the the DT cord-319323-1qt7vf59 128 25 number number NN cord-319323-1qt7vf59 128 26 of of IN cord-319323-1qt7vf59 128 27 cases case NNS cord-319323-1qt7vf59 128 28 and and CC cord-319323-1qt7vf59 128 29 the the DT cord-319323-1qt7vf59 128 30 number number NN cord-319323-1qt7vf59 128 31 of of IN cord-319323-1qt7vf59 128 32 deaths death NNS cord-319323-1qt7vf59 128 33 . . . cord-319323-1qt7vf59 129 1 Also also RB cord-319323-1qt7vf59 129 2 , , , cord-319323-1qt7vf59 129 3 the the DT cord-319323-1qt7vf59 129 4 impact impact NN cord-319323-1qt7vf59 129 5 of of IN cord-319323-1qt7vf59 129 6 the the DT cord-319323-1qt7vf59 129 7 trends trend NNS cord-319323-1qt7vf59 129 8 in in IN cord-319323-1qt7vf59 129 9 number number NN cord-319323-1qt7vf59 129 10 of of IN cord-319323-1qt7vf59 129 11 cases case NNS cord-319323-1qt7vf59 129 12 or or CC cord-319323-1qt7vf59 129 13 deaths death NNS cord-319323-1qt7vf59 129 14 is be VBZ cord-319323-1qt7vf59 129 15 visible visible JJ cord-319323-1qt7vf59 129 16 at at IN cord-319323-1qt7vf59 129 17 a a DT cord-319323-1qt7vf59 129 18 delay delay NN cord-319323-1qt7vf59 129 19 of of IN cord-319323-1qt7vf59 129 20 a a DT cord-319323-1qt7vf59 129 21 few few JJ cord-319323-1qt7vf59 129 22 days day NNS cord-319323-1qt7vf59 129 23 . . . cord-319323-1qt7vf59 130 1 Therefore therefore RB cord-319323-1qt7vf59 130 2 , , , cord-319323-1qt7vf59 130 3 it -PRON- PRP cord-319323-1qt7vf59 130 4 is be VBZ cord-319323-1qt7vf59 130 5 necessary necessary JJ cord-319323-1qt7vf59 130 6 to to TO cord-319323-1qt7vf59 130 7 statistically statistically RB cord-319323-1qt7vf59 130 8 determine determine VB cord-319323-1qt7vf59 130 9 the the DT cord-319323-1qt7vf59 130 10 exact exact JJ cord-319323-1qt7vf59 130 11 delay delay NN cord-319323-1qt7vf59 130 12 at at IN cord-319323-1qt7vf59 130 13 which which WDT cord-319323-1qt7vf59 130 14 the the DT cord-319323-1qt7vf59 130 15 news news NN cord-319323-1qt7vf59 130 16 sentiment sentiment NN cord-319323-1qt7vf59 130 17 reflects reflect VBZ cord-319323-1qt7vf59 130 18 the the DT cord-319323-1qt7vf59 130 19 reality reality NN cord-319323-1qt7vf59 130 20 of of IN cord-319323-1qt7vf59 130 21 the the DT cord-319323-1qt7vf59 130 22 situation situation NN cord-319323-1qt7vf59 130 23 . . . cord-319323-1qt7vf59 131 1 The the DT cord-319323-1qt7vf59 131 2 statistical statistical JJ cord-319323-1qt7vf59 131 3 measure measure NN cord-319323-1qt7vf59 131 4 of of IN cord-319323-1qt7vf59 131 5 similarity similarity NN cord-319323-1qt7vf59 131 6 in in IN cord-319323-1qt7vf59 131 7 data datum NNS cord-319323-1qt7vf59 131 8 for for IN cord-319323-1qt7vf59 131 9 two two CD cord-319323-1qt7vf59 131 10 variables variable NNS cord-319323-1qt7vf59 131 11 can can MD cord-319323-1qt7vf59 131 12 be be VB cord-319323-1qt7vf59 131 13 determined determine VBN cord-319323-1qt7vf59 131 14 by by IN cord-319323-1qt7vf59 131 15 calculating calculate VBG cord-319323-1qt7vf59 131 16 their -PRON- PRP$ cord-319323-1qt7vf59 131 17 correlation correlation NN cord-319323-1qt7vf59 131 18 coefficient coefficient NN cord-319323-1qt7vf59 131 19 . . . cord-319323-1qt7vf59 132 1 In in IN cord-319323-1qt7vf59 132 2 this this DT cord-319323-1qt7vf59 132 3 part part NN cord-319323-1qt7vf59 132 4 of of IN cord-319323-1qt7vf59 132 5 the the DT cord-319323-1qt7vf59 132 6 experiment experiment NN cord-319323-1qt7vf59 132 7 , , , cord-319323-1qt7vf59 132 8 the the DT cord-319323-1qt7vf59 132 9 authors author NNS cord-319323-1qt7vf59 132 10 have have VBP cord-319323-1qt7vf59 132 11 experimentally experimentally RB cord-319323-1qt7vf59 132 12 determined determine VBN cord-319323-1qt7vf59 132 13 the the DT cord-319323-1qt7vf59 132 14 correlation correlation NN cord-319323-1qt7vf59 132 15 coefficient coefficient NN cord-319323-1qt7vf59 132 16 r r NNP cord-319323-1qt7vf59 132 17 n n NN cord-319323-1qt7vf59 132 18 , , , cord-319323-1qt7vf59 132 19 between between IN cord-319323-1qt7vf59 132 20 the the DT cord-319323-1qt7vf59 132 21 news news NN cord-319323-1qt7vf59 132 22 sentiment sentiment NN cord-319323-1qt7vf59 132 23 and and CC cord-319323-1qt7vf59 132 24 number number NN cord-319323-1qt7vf59 132 25 of of IN cord-319323-1qt7vf59 132 26 cases case NNS cord-319323-1qt7vf59 132 27 or or CC cord-319323-1qt7vf59 132 28 number number NN cord-319323-1qt7vf59 132 29 of of IN cord-319323-1qt7vf59 132 30 deaths death NNS cord-319323-1qt7vf59 132 31 , , , cord-319323-1qt7vf59 132 32 using use VBG cord-319323-1qt7vf59 132 33 a a DT cord-319323-1qt7vf59 132 34 set set NN cord-319323-1qt7vf59 132 35 of of IN cord-319323-1qt7vf59 132 36 sliding slide VBG cord-319323-1qt7vf59 132 37 windows window NNS cord-319323-1qt7vf59 132 38 on on IN cord-319323-1qt7vf59 132 39 the the DT cord-319323-1qt7vf59 132 40 news news NN cord-319323-1qt7vf59 132 41 sentiment sentiment NN cord-319323-1qt7vf59 132 42 index index NN cord-319323-1qt7vf59 132 43 values value NNS cord-319323-1qt7vf59 132 44 , , , cord-319323-1qt7vf59 132 45 where where WRB cord-319323-1qt7vf59 132 46 each each DT cord-319323-1qt7vf59 132 47 such such JJ cord-319323-1qt7vf59 132 48 window window NN cord-319323-1qt7vf59 132 49 is be VBZ cord-319323-1qt7vf59 132 50 shifted shift VBN cord-319323-1qt7vf59 132 51 n n CD cord-319323-1qt7vf59 132 52 days day NNS cord-319323-1qt7vf59 132 53 ahead ahead RB cord-319323-1qt7vf59 132 54 of of IN cord-319323-1qt7vf59 132 55 the the DT cord-319323-1qt7vf59 132 56 actual actual JJ cord-319323-1qt7vf59 132 57 duration duration NN cord-319323-1qt7vf59 132 58 of of IN cord-319323-1qt7vf59 132 59 the the DT cord-319323-1qt7vf59 132 60 conducted conduct VBN cord-319323-1qt7vf59 132 61 study study NN cord-319323-1qt7vf59 132 62 , , , cord-319323-1qt7vf59 132 63 for for IN cord-319323-1qt7vf59 132 64 values value NNS cord-319323-1qt7vf59 132 65 of of IN cord-319323-1qt7vf59 132 66 n n NN cord-319323-1qt7vf59 132 67 = = NN cord-319323-1qt7vf59 132 68 ( ( -LRB- cord-319323-1qt7vf59 132 69 0 0 CD cord-319323-1qt7vf59 132 70 , , , cord-319323-1qt7vf59 132 71 1 1 CD cord-319323-1qt7vf59 132 72 , , , cord-319323-1qt7vf59 132 73 2 2 CD cord-319323-1qt7vf59 132 74 , , , cord-319323-1qt7vf59 132 75 3 3 CD cord-319323-1qt7vf59 132 76 , , , cord-319323-1qt7vf59 132 77 4 4 CD cord-319323-1qt7vf59 132 78 ) ) -RRB- cord-319323-1qt7vf59 132 79 . . . cord-319323-1qt7vf59 133 1 This this DT cord-319323-1qt7vf59 133 2 means mean VBZ cord-319323-1qt7vf59 133 3 , , , cord-319323-1qt7vf59 133 4 to to TO cord-319323-1qt7vf59 133 5 re re VB cord-319323-1qt7vf59 133 6 - - VB cord-319323-1qt7vf59 133 7 create create VB cord-319323-1qt7vf59 133 8 the the DT cord-319323-1qt7vf59 133 9 most most RBS cord-319323-1qt7vf59 133 10 visibly visibly RB cord-319323-1qt7vf59 133 11 aligned align VBN cord-319323-1qt7vf59 133 12 variations variation NNS cord-319323-1qt7vf59 133 13 , , , cord-319323-1qt7vf59 133 14 a a DT cord-319323-1qt7vf59 133 15 statistical statistical JJ cord-319323-1qt7vf59 133 16 study study NN cord-319323-1qt7vf59 133 17 is be VBZ cord-319323-1qt7vf59 133 18 done do VBN cord-319323-1qt7vf59 133 19 using use VBG cord-319323-1qt7vf59 133 20 a a DT cord-319323-1qt7vf59 133 21 same same JJ cord-319323-1qt7vf59 133 22 set set NN cord-319323-1qt7vf59 133 23 of of IN cord-319323-1qt7vf59 133 24 values value NNS cord-319323-1qt7vf59 133 25 for for IN cord-319323-1qt7vf59 133 26 the the DT cord-319323-1qt7vf59 133 27 number number NN cord-319323-1qt7vf59 133 28 of of IN cord-319323-1qt7vf59 133 29 cases case NNS cord-319323-1qt7vf59 133 30 or or CC cord-319323-1qt7vf59 133 31 deaths death NNS cord-319323-1qt7vf59 133 32 , , , cord-319323-1qt7vf59 133 33 along along IN cord-319323-1qt7vf59 133 34 with with IN cord-319323-1qt7vf59 133 35 values value NNS cord-319323-1qt7vf59 133 36 of of IN cord-319323-1qt7vf59 133 37 news news NN cord-319323-1qt7vf59 133 38 negativity negativity NN cord-319323-1qt7vf59 133 39 index index NN cord-319323-1qt7vf59 133 40 considered consider VBN cord-319323-1qt7vf59 133 41 during during IN cord-319323-1qt7vf59 133 42 temporally temporally RB cord-319323-1qt7vf59 133 43 shifted shift VBN cord-319323-1qt7vf59 133 44 sets set NNS cord-319323-1qt7vf59 133 45 of of IN cord-319323-1qt7vf59 133 46 60 60 CD cord-319323-1qt7vf59 133 47 days day NNS cord-319323-1qt7vf59 133 48 each each DT cord-319323-1qt7vf59 133 49 . . . cord-319323-1qt7vf59 134 1 In in IN cord-319323-1qt7vf59 134 2 all all DT cord-319323-1qt7vf59 134 3 cases case NNS cord-319323-1qt7vf59 134 4 , , , cord-319323-1qt7vf59 134 5 the the DT cord-319323-1qt7vf59 134 6 correlation correlation NN cord-319323-1qt7vf59 134 7 is be VBZ cord-319323-1qt7vf59 134 8 calculated calculate VBN cord-319323-1qt7vf59 134 9 using use VBG cord-319323-1qt7vf59 134 10 the the DT cord-319323-1qt7vf59 134 11 Pearson Pearson NNP cord-319323-1qt7vf59 134 12 correlation correlation NN cord-319323-1qt7vf59 134 13 coefficient coefficient NN cord-319323-1qt7vf59 134 14 [ [ -LRB- cord-319323-1qt7vf59 134 15 50 50 CD cord-319323-1qt7vf59 134 16 ] ] -RRB- cord-319323-1qt7vf59 134 17 between between IN cord-319323-1qt7vf59 134 18 two two CD cord-319323-1qt7vf59 134 19 variables variable NNS cord-319323-1qt7vf59 134 20 x x : cord-319323-1qt7vf59 134 21 and and CC cord-319323-1qt7vf59 134 22 y y NNP cord-319323-1qt7vf59 134 23 , , , cord-319323-1qt7vf59 134 24 given give VBN cord-319323-1qt7vf59 134 25 by by IN cord-319323-1qt7vf59 134 26 the the DT cord-319323-1qt7vf59 134 27 formula formula NN cord-319323-1qt7vf59 134 28 : : : cord-319323-1qt7vf59 134 29 This this DT cord-319323-1qt7vf59 134 30 coefficient coefficient NN cord-319323-1qt7vf59 134 31 value value NN cord-319323-1qt7vf59 134 32 for for IN cord-319323-1qt7vf59 134 33 any any DT cord-319323-1qt7vf59 134 34 two two CD cord-319323-1qt7vf59 134 35 variables variable NNS cord-319323-1qt7vf59 134 36 remains remain VBZ cord-319323-1qt7vf59 134 37 between between IN cord-319323-1qt7vf59 134 38 − − NNP cord-319323-1qt7vf59 134 39 1 1 CD cord-319323-1qt7vf59 134 40 and and CC cord-319323-1qt7vf59 134 41 + + SYM cord-319323-1qt7vf59 134 42 1 1 CD cord-319323-1qt7vf59 134 43 , , , cord-319323-1qt7vf59 134 44 where where WRB cord-319323-1qt7vf59 134 45 a a DT cord-319323-1qt7vf59 134 46 positive positive JJ cord-319323-1qt7vf59 134 47 value value NN cord-319323-1qt7vf59 134 48 close close RB cord-319323-1qt7vf59 134 49 to to IN cord-319323-1qt7vf59 134 50 1 1 CD cord-319323-1qt7vf59 134 51 indicates indicate VBZ cord-319323-1qt7vf59 134 52 that that IN cord-319323-1qt7vf59 134 53 both both DT cord-319323-1qt7vf59 134 54 variables variable NNS cord-319323-1qt7vf59 134 55 change change VBP cord-319323-1qt7vf59 134 56 simultaneously simultaneously RB cord-319323-1qt7vf59 134 57 in in IN cord-319323-1qt7vf59 134 58 same same JJ cord-319323-1qt7vf59 134 59 direction direction NN cord-319323-1qt7vf59 134 60 , , , cord-319323-1qt7vf59 134 61 a a DT cord-319323-1qt7vf59 134 62 negative negative JJ cord-319323-1qt7vf59 134 63 correlation correlation NN cord-319323-1qt7vf59 134 64 stands stand VBZ cord-319323-1qt7vf59 134 65 for for IN cord-319323-1qt7vf59 134 66 two two CD cord-319323-1qt7vf59 134 67 variables variable NNS cord-319323-1qt7vf59 134 68 changing change VBG cord-319323-1qt7vf59 134 69 in in IN cord-319323-1qt7vf59 134 70 opposite opposite JJ cord-319323-1qt7vf59 134 71 direction direction NN cord-319323-1qt7vf59 134 72 , , , cord-319323-1qt7vf59 134 73 and and CC cord-319323-1qt7vf59 134 74 zero zero CD cord-319323-1qt7vf59 134 75 correlation correlation NN cord-319323-1qt7vf59 134 76 denotes denote VBZ cord-319323-1qt7vf59 134 77 no no DT cord-319323-1qt7vf59 134 78 similarity similarity NN cord-319323-1qt7vf59 134 79 in in IN cord-319323-1qt7vf59 134 80 the the DT cord-319323-1qt7vf59 134 81 variables variable NNS cord-319323-1qt7vf59 134 82 . . . cord-319323-1qt7vf59 135 1 In in IN cord-319323-1qt7vf59 135 2 practice practice NN cord-319323-1qt7vf59 135 3 , , , cord-319323-1qt7vf59 135 4 any any DT cord-319323-1qt7vf59 135 5 correlation correlation NN cord-319323-1qt7vf59 135 6 value value NN cord-319323-1qt7vf59 135 7 above above IN cord-319323-1qt7vf59 135 8 0.5 0.5 CD cord-319323-1qt7vf59 135 9 is be VBZ cord-319323-1qt7vf59 135 10 treated treat VBN cord-319323-1qt7vf59 135 11 as as IN cord-319323-1qt7vf59 135 12 a a DT cord-319323-1qt7vf59 135 13 moderately moderately RB cord-319323-1qt7vf59 135 14 strong strong JJ cord-319323-1qt7vf59 135 15 positive positive JJ cord-319323-1qt7vf59 135 16 correlation correlation NN cord-319323-1qt7vf59 135 17 . . . cord-319323-1qt7vf59 136 1 Using use VBG cord-319323-1qt7vf59 136 2 these these DT cord-319323-1qt7vf59 136 3 concepts concept NNS cord-319323-1qt7vf59 136 4 , , , cord-319323-1qt7vf59 136 5 along along IN cord-319323-1qt7vf59 136 6 with with IN cord-319323-1qt7vf59 136 7 the the DT cord-319323-1qt7vf59 136 8 previous previous JJ cord-319323-1qt7vf59 136 9 observations observation NNS cord-319323-1qt7vf59 136 10 about about IN cord-319323-1qt7vf59 136 11 delay delay NN cord-319323-1qt7vf59 136 12 in in IN cord-319323-1qt7vf59 136 13 impact impact NN cord-319323-1qt7vf59 136 14 of of IN cord-319323-1qt7vf59 136 15 actual actual JJ cord-319323-1qt7vf59 136 16 change change NN cord-319323-1qt7vf59 136 17 in in IN cord-319323-1qt7vf59 136 18 parameters parameter NNS cord-319323-1qt7vf59 136 19 on on IN cord-319323-1qt7vf59 136 20 the the DT cord-319323-1qt7vf59 136 21 news news NN cord-319323-1qt7vf59 136 22 sentiments sentiment NNS cord-319323-1qt7vf59 136 23 , , , cord-319323-1qt7vf59 136 24 the the DT cord-319323-1qt7vf59 136 25 optimal optimal JJ cord-319323-1qt7vf59 136 26 maximum maximum JJ cord-319323-1qt7vf59 136 27 positive positive JJ cord-319323-1qt7vf59 136 28 correlation correlation NN cord-319323-1qt7vf59 136 29 value value NN cord-319323-1qt7vf59 136 30 is be VBZ cord-319323-1qt7vf59 136 31 determined determine VBN cord-319323-1qt7vf59 136 32 to to TO cord-319323-1qt7vf59 136 33 derive derive VB cord-319323-1qt7vf59 136 34 the the DT cord-319323-1qt7vf59 136 35 actual actual JJ cord-319323-1qt7vf59 136 36 delay delay NN cord-319323-1qt7vf59 136 37 . . . cord-319323-1qt7vf59 137 1 A a DT cord-319323-1qt7vf59 137 2 similar similar JJ cord-319323-1qt7vf59 137 3 use use NN cord-319323-1qt7vf59 137 4 of of IN cord-319323-1qt7vf59 137 5 correlation correlation NN cord-319323-1qt7vf59 137 6 is be VBZ cord-319323-1qt7vf59 137 7 seen see VBN cord-319323-1qt7vf59 137 8 in in IN cord-319323-1qt7vf59 137 9 the the DT cord-319323-1qt7vf59 137 10 works work NNS cord-319323-1qt7vf59 137 11 by by IN cord-319323-1qt7vf59 137 12 Fu Fu NNP cord-319323-1qt7vf59 137 13 et et NNP cord-319323-1qt7vf59 137 14 al al NNP cord-319323-1qt7vf59 137 15 . . . cord-319323-1qt7vf59 138 1 and and CC cord-319323-1qt7vf59 138 2 Zhang Zhang NNP cord-319323-1qt7vf59 138 3 et et NNP cord-319323-1qt7vf59 138 4 al al NNP cord-319323-1qt7vf59 138 5 . . . cord-319323-1qt7vf59 139 1 [ [ -LRB- cord-319323-1qt7vf59 139 2 36 36 CD cord-319323-1qt7vf59 139 3 , , , cord-319323-1qt7vf59 139 4 38 38 CD cord-319323-1qt7vf59 139 5 ] ] -RRB- cord-319323-1qt7vf59 139 6 . . . cord-319323-1qt7vf59 140 1 From from IN cord-319323-1qt7vf59 140 2 Table table NN cord-319323-1qt7vf59 140 3 1 1 CD cord-319323-1qt7vf59 140 4 , , , cord-319323-1qt7vf59 140 5 it -PRON- PRP cord-319323-1qt7vf59 140 6 is be VBZ cord-319323-1qt7vf59 140 7 obvious obvious JJ cord-319323-1qt7vf59 140 8 that that IN cord-319323-1qt7vf59 140 9 in in IN cord-319323-1qt7vf59 140 10 general general JJ cord-319323-1qt7vf59 140 11 , , , cord-319323-1qt7vf59 140 12 there there EX cord-319323-1qt7vf59 140 13 exists exist VBZ cord-319323-1qt7vf59 140 14 more more JJR cord-319323-1qt7vf59 140 15 correlation correlation NN cord-319323-1qt7vf59 140 16 between between IN cord-319323-1qt7vf59 140 17 the the DT cord-319323-1qt7vf59 140 18 daily daily JJ cord-319323-1qt7vf59 140 19 negative negative JJ cord-319323-1qt7vf59 140 20 sentiment sentiment NN cord-319323-1qt7vf59 140 21 in in IN cord-319323-1qt7vf59 140 22 news news NN cord-319323-1qt7vf59 140 23 and and CC cord-319323-1qt7vf59 140 24 number number NN cord-319323-1qt7vf59 140 25 of of IN cord-319323-1qt7vf59 140 26 COVID-19-related covid-19-related JJ cord-319323-1qt7vf59 140 27 deaths death NNS cord-319323-1qt7vf59 140 28 , , , cord-319323-1qt7vf59 140 29 considering consider VBG cord-319323-1qt7vf59 140 30 data data NN cord-319323-1qt7vf59 140 31 world world NN cord-319323-1qt7vf59 140 32 - - HYPH cord-319323-1qt7vf59 140 33 wide wide RB cord-319323-1qt7vf59 140 34 , , , cord-319323-1qt7vf59 140 35 and and CC cord-319323-1qt7vf59 140 36 that that IN cord-319323-1qt7vf59 140 37 the the DT cord-319323-1qt7vf59 140 38 positive positive JJ cord-319323-1qt7vf59 140 39 correlation correlation NN cord-319323-1qt7vf59 140 40 is be VBZ cord-319323-1qt7vf59 140 41 maximum maximum JJ cord-319323-1qt7vf59 140 42 between between IN cord-319323-1qt7vf59 140 43 these these DT cord-319323-1qt7vf59 140 44 variables variable NNS cord-319323-1qt7vf59 140 45 when when WRB cord-319323-1qt7vf59 140 46 the the DT cord-319323-1qt7vf59 140 47 news news NN cord-319323-1qt7vf59 140 48 negativity negativity NN cord-319323-1qt7vf59 140 49 indices index NNS cord-319323-1qt7vf59 140 50 are be VBP cord-319323-1qt7vf59 140 51 considered consider VBN cord-319323-1qt7vf59 140 52 using use VBG cord-319323-1qt7vf59 140 53 a a DT cord-319323-1qt7vf59 140 54 2-day 2-day NN cord-319323-1qt7vf59 140 55 shifted shift VBN cord-319323-1qt7vf59 140 56 sliding slide VBG cord-319323-1qt7vf59 140 57 window window NN cord-319323-1qt7vf59 140 58 , , , cord-319323-1qt7vf59 140 59 i.e. i.e. FW cord-319323-1qt7vf59 140 60 , , , cord-319323-1qt7vf59 140 61 it -PRON- PRP cord-319323-1qt7vf59 140 62 takes take VBZ cord-319323-1qt7vf59 140 63 2 2 CD cord-319323-1qt7vf59 140 64 days day NNS cord-319323-1qt7vf59 140 65 for for IN cord-319323-1qt7vf59 140 66 the the DT cord-319323-1qt7vf59 140 67 trends trend NNS cord-319323-1qt7vf59 140 68 in in IN cord-319323-1qt7vf59 140 69 the the DT cord-319323-1qt7vf59 140 70 number number NN cord-319323-1qt7vf59 140 71 of of IN cord-319323-1qt7vf59 140 72 deaths death NNS cord-319323-1qt7vf59 140 73 , , , cord-319323-1qt7vf59 140 74 to to TO cord-319323-1qt7vf59 140 75 have have VB cord-319323-1qt7vf59 140 76 impact impact NN cord-319323-1qt7vf59 140 77 on on IN cord-319323-1qt7vf59 140 78 the the DT cord-319323-1qt7vf59 140 79 global global JJ cord-319323-1qt7vf59 140 80 news news NN cord-319323-1qt7vf59 140 81 sentiment sentiment NN cord-319323-1qt7vf59 140 82 . . . cord-319323-1qt7vf59 141 1 Similarly similarly RB cord-319323-1qt7vf59 141 2 , , , cord-319323-1qt7vf59 141 3 this this DT cord-319323-1qt7vf59 141 4 shift shift NN cord-319323-1qt7vf59 141 5 is be VBZ cord-319323-1qt7vf59 141 6 confirmed confirm VBN cord-319323-1qt7vf59 141 7 for for IN cord-319323-1qt7vf59 141 8 the the DT cord-319323-1qt7vf59 141 9 global global JJ cord-319323-1qt7vf59 141 10 number number NN cord-319323-1qt7vf59 141 11 of of IN cord-319323-1qt7vf59 141 12 cases case NNS cord-319323-1qt7vf59 141 13 at at IN cord-319323-1qt7vf59 141 14 a a DT cord-319323-1qt7vf59 141 15 delay delay NN cord-319323-1qt7vf59 141 16 of of IN cord-319323-1qt7vf59 141 17 3 3 CD cord-319323-1qt7vf59 141 18 days day NNS cord-319323-1qt7vf59 141 19 . . . cord-319323-1qt7vf59 142 1 This this DT cord-319323-1qt7vf59 142 2 experiment experiment NN cord-319323-1qt7vf59 142 3 validates validate VBZ cord-319323-1qt7vf59 142 4 the the DT cord-319323-1qt7vf59 142 5 observation observation NN cord-319323-1qt7vf59 142 6 about about IN cord-319323-1qt7vf59 142 7 a a DT cord-319323-1qt7vf59 142 8 delay delay NN cord-319323-1qt7vf59 142 9 in in IN cord-319323-1qt7vf59 142 10 the the DT cord-319323-1qt7vf59 142 11 impact impact NN cord-319323-1qt7vf59 142 12 of of IN cord-319323-1qt7vf59 142 13 number number NN cord-319323-1qt7vf59 142 14 of of IN cord-319323-1qt7vf59 142 15 confirmed confirm VBN cord-319323-1qt7vf59 142 16 patients patient NNS cord-319323-1qt7vf59 142 17 and and CC cord-319323-1qt7vf59 142 18 number number NN cord-319323-1qt7vf59 142 19 of of IN cord-319323-1qt7vf59 142 20 deaths death NNS cord-319323-1qt7vf59 142 21 , , , cord-319323-1qt7vf59 142 22 on on IN cord-319323-1qt7vf59 142 23 the the DT cord-319323-1qt7vf59 142 24 news news NN cord-319323-1qt7vf59 142 25 sentiment sentiment NN cord-319323-1qt7vf59 142 26 , , , cord-319323-1qt7vf59 142 27 and and CC cord-319323-1qt7vf59 142 28 also also RB cord-319323-1qt7vf59 142 29 determines determine VBZ cord-319323-1qt7vf59 142 30 the the DT cord-319323-1qt7vf59 142 31 delay delay NN cord-319323-1qt7vf59 142 32 in in IN cord-319323-1qt7vf59 142 33 said say VBD cord-319323-1qt7vf59 142 34 impact impact NN cord-319323-1qt7vf59 142 35 on on IN cord-319323-1qt7vf59 142 36 a a DT cord-319323-1qt7vf59 142 37 global global JJ cord-319323-1qt7vf59 142 38 scale scale NN cord-319323-1qt7vf59 142 39 . . . cord-319323-1qt7vf59 142 40 _SP cord-319323-1qt7vf59 143 1 In in IN cord-319323-1qt7vf59 143 2 the the DT cord-319323-1qt7vf59 143 3 final final JJ cord-319323-1qt7vf59 143 4 part part NN cord-319323-1qt7vf59 143 5 of of IN cord-319323-1qt7vf59 143 6 this this DT cord-319323-1qt7vf59 143 7 experiment experiment NN cord-319323-1qt7vf59 143 8 , , , cord-319323-1qt7vf59 143 9 the the DT cord-319323-1qt7vf59 143 10 correlation correlation NN cord-319323-1qt7vf59 143 11 values value NNS cord-319323-1qt7vf59 143 12 and and CC cord-319323-1qt7vf59 143 13 optimal optimal JJ cord-319323-1qt7vf59 143 14 time time NN cord-319323-1qt7vf59 143 15 - - HYPH cord-319323-1qt7vf59 143 16 windows window NNS cord-319323-1qt7vf59 143 17 determined determine VBN cord-319323-1qt7vf59 143 18 in in IN cord-319323-1qt7vf59 143 19 the the DT cord-319323-1qt7vf59 143 20 previous previous JJ cord-319323-1qt7vf59 143 21 section section NN cord-319323-1qt7vf59 143 22 are be VBP cord-319323-1qt7vf59 143 23 used use VBN cord-319323-1qt7vf59 143 24 for for IN cord-319323-1qt7vf59 143 25 plotting plot VBG cord-319323-1qt7vf59 143 26 time time NN cord-319323-1qt7vf59 143 27 - - HYPH cord-319323-1qt7vf59 143 28 shifted shift VBN cord-319323-1qt7vf59 143 29 news news NN cord-319323-1qt7vf59 143 30 sentiment sentiment NN cord-319323-1qt7vf59 143 31 curves curve VBZ cord-319323-1qt7vf59 143 32 along along RP cord-319323-1qt7vf59 143 33 with with IN cord-319323-1qt7vf59 143 34 the the DT cord-319323-1qt7vf59 143 35 daily daily JJ cord-319323-1qt7vf59 143 36 number number NN cord-319323-1qt7vf59 143 37 of of IN cord-319323-1qt7vf59 143 38 cases case NNS cord-319323-1qt7vf59 143 39 and and CC cord-319323-1qt7vf59 143 40 number number NN cord-319323-1qt7vf59 143 41 of of IN cord-319323-1qt7vf59 143 42 deaths death NNS cord-319323-1qt7vf59 143 43 . . . cord-319323-1qt7vf59 144 1 Accordingly accordingly RB cord-319323-1qt7vf59 144 2 , , , cord-319323-1qt7vf59 144 3 the the DT cord-319323-1qt7vf59 144 4 news news NN cord-319323-1qt7vf59 144 5 sentiment sentiment NN cord-319323-1qt7vf59 144 6 about about IN cord-319323-1qt7vf59 144 7 daily daily JJ cord-319323-1qt7vf59 144 8 number number NN cord-319323-1qt7vf59 144 9 of of IN cord-319323-1qt7vf59 144 10 cases case NNS cord-319323-1qt7vf59 144 11 is be VBZ cord-319323-1qt7vf59 144 12 considered consider VBN cord-319323-1qt7vf59 144 13 at at IN cord-319323-1qt7vf59 144 14 a a DT cord-319323-1qt7vf59 144 15 shift shift NN cord-319323-1qt7vf59 144 16 of of IN cord-319323-1qt7vf59 144 17 3 3 CD cord-319323-1qt7vf59 144 18 days day NNS cord-319323-1qt7vf59 144 19 , , , cord-319323-1qt7vf59 144 20 while while IN cord-319323-1qt7vf59 144 21 that that DT cord-319323-1qt7vf59 144 22 concerned concern VBN cord-319323-1qt7vf59 144 23 with with IN cord-319323-1qt7vf59 144 24 daily daily JJ cord-319323-1qt7vf59 144 25 death death NN cord-319323-1qt7vf59 144 26 count count NN cord-319323-1qt7vf59 144 27 is be VBZ cord-319323-1qt7vf59 144 28 plotted plot VBN cord-319323-1qt7vf59 144 29 at at IN cord-319323-1qt7vf59 144 30 a a DT cord-319323-1qt7vf59 144 31 shift shift NN cord-319323-1qt7vf59 144 32 of of IN cord-319323-1qt7vf59 144 33 2 2 CD cord-319323-1qt7vf59 144 34 days day NNS cord-319323-1qt7vf59 144 35 to to TO cord-319323-1qt7vf59 144 36 get get VB cord-319323-1qt7vf59 144 37 the the DT cord-319323-1qt7vf59 144 38 ideally ideally RB cord-319323-1qt7vf59 144 39 aligned align VBN cord-319323-1qt7vf59 144 40 plots plot NNS cord-319323-1qt7vf59 144 41 . . . cord-319323-1qt7vf59 145 1 These these DT cord-319323-1qt7vf59 145 2 are be VBP cord-319323-1qt7vf59 145 3 shown show VBN cord-319323-1qt7vf59 145 4 in in IN cord-319323-1qt7vf59 145 5 Figs Figs NNPS cord-319323-1qt7vf59 145 6 . . . cord-319323-1qt7vf59 146 1 9 9 CD cord-319323-1qt7vf59 146 2 and and CC cord-319323-1qt7vf59 146 3 10 10 CD cord-319323-1qt7vf59 146 4 , , , cord-319323-1qt7vf59 146 5 respectively respectively RB cord-319323-1qt7vf59 146 6 . . . cord-319323-1qt7vf59 147 1 It -PRON- PRP cord-319323-1qt7vf59 147 2 can can MD cord-319323-1qt7vf59 147 3 be be VB cord-319323-1qt7vf59 147 4 seen see VBN cord-319323-1qt7vf59 147 5 from from IN cord-319323-1qt7vf59 147 6 Fig Fig NNP cord-319323-1qt7vf59 147 7 . . . cord-319323-1qt7vf59 148 1 9 9 CD cord-319323-1qt7vf59 148 2 that that IN cord-319323-1qt7vf59 148 3 there there EX cord-319323-1qt7vf59 148 4 are be VBP cord-319323-1qt7vf59 148 5 almost almost RB cord-319323-1qt7vf59 148 6 perfect perfect JJ cord-319323-1qt7vf59 148 7 matches match NNS cord-319323-1qt7vf59 148 8 in in IN cord-319323-1qt7vf59 148 9 pattern pattern NN cord-319323-1qt7vf59 148 10 in in IN cord-319323-1qt7vf59 148 11 the the DT cord-319323-1qt7vf59 148 12 duration duration NN cord-319323-1qt7vf59 148 13 of of IN cord-319323-1qt7vf59 148 14 days day NNS cord-319323-1qt7vf59 148 15 1 1 CD cord-319323-1qt7vf59 148 16 , , , cord-319323-1qt7vf59 148 17 12 12 CD cord-319323-1qt7vf59 148 18 - - SYM cord-319323-1qt7vf59 148 19 19 19 CD cord-319323-1qt7vf59 148 20 , , , cord-319323-1qt7vf59 148 21 20 20 CD cord-319323-1qt7vf59 148 22 - - SYM cord-319323-1qt7vf59 148 23 27 27 CD cord-319323-1qt7vf59 148 24 , , , cord-319323-1qt7vf59 148 25 and and CC cord-319323-1qt7vf59 148 26 31 31 CD cord-319323-1qt7vf59 148 27 onwards onwards RB cord-319323-1qt7vf59 148 28 , , , cord-319323-1qt7vf59 148 29 though though IN cord-319323-1qt7vf59 148 30 due due IN cord-319323-1qt7vf59 148 31 to to IN cord-319323-1qt7vf59 148 32 differences difference NNS cord-319323-1qt7vf59 148 33 in in IN cord-319323-1qt7vf59 148 34 scale scale NN cord-319323-1qt7vf59 148 35 , , , cord-319323-1qt7vf59 148 36 the the DT cord-319323-1qt7vf59 148 37 variations variation NNS cord-319323-1qt7vf59 148 38 are be VBP cord-319323-1qt7vf59 148 39 not not RB cord-319323-1qt7vf59 148 40 equally equally RB cord-319323-1qt7vf59 148 41 spaced spaced JJ cord-319323-1qt7vf59 148 42 . . . cord-319323-1qt7vf59 149 1 The the DT cord-319323-1qt7vf59 149 2 visible visible JJ cord-319323-1qt7vf59 149 3 resemblance resemblance NN cord-319323-1qt7vf59 149 4 in in IN cord-319323-1qt7vf59 149 5 variations variation NNS cord-319323-1qt7vf59 149 6 is be VBZ cord-319323-1qt7vf59 149 7 also also RB cord-319323-1qt7vf59 149 8 noted note VBN cord-319323-1qt7vf59 149 9 in in IN cord-319323-1qt7vf59 149 10 Fig Fig NNP cord-319323-1qt7vf59 149 11 . . . cord-319323-1qt7vf59 150 1 10 10 CD cord-319323-1qt7vf59 150 2 , , , cord-319323-1qt7vf59 150 3 especially especially RB cord-319323-1qt7vf59 150 4 in in IN cord-319323-1qt7vf59 150 5 days day NNS cord-319323-1qt7vf59 150 6 14 14 CD cord-319323-1qt7vf59 150 7 - - SYM cord-319323-1qt7vf59 150 8 19 19 CD cord-319323-1qt7vf59 150 9 , , , cord-319323-1qt7vf59 150 10 22 22 CD cord-319323-1qt7vf59 150 11 - - SYM cord-319323-1qt7vf59 150 12 26 26 CD cord-319323-1qt7vf59 150 13 , , , cord-319323-1qt7vf59 150 14 the the DT cord-319323-1qt7vf59 150 15 abrupt abrupt JJ cord-319323-1qt7vf59 150 16 spikes spike NNS cord-319323-1qt7vf59 150 17 in in IN cord-319323-1qt7vf59 150 18 30 30 CD cord-319323-1qt7vf59 150 19 - - SYM cord-319323-1qt7vf59 150 20 31 31 CD cord-319323-1qt7vf59 150 21 , , , cord-319323-1qt7vf59 150 22 36 36 CD cord-319323-1qt7vf59 150 23 - - SYM cord-319323-1qt7vf59 150 24 37 37 CD cord-319323-1qt7vf59 150 25 . . . cord-319323-1qt7vf59 151 1 However however RB cord-319323-1qt7vf59 151 2 , , , cord-319323-1qt7vf59 151 3 it -PRON- PRP cord-319323-1qt7vf59 151 4 is be VBZ cord-319323-1qt7vf59 151 5 a a DT cord-319323-1qt7vf59 151 6 general general JJ cord-319323-1qt7vf59 151 7 observation observation NN cord-319323-1qt7vf59 151 8 that that IN cord-319323-1qt7vf59 151 9 the the DT cord-319323-1qt7vf59 151 10 negativity negativity NN cord-319323-1qt7vf59 151 11 in in IN cord-319323-1qt7vf59 151 12 news news NN cord-319323-1qt7vf59 151 13 prevails prevail VBZ cord-319323-1qt7vf59 151 14 even even RB cord-319323-1qt7vf59 151 15 when when WRB cord-319323-1qt7vf59 151 16 the the DT cord-319323-1qt7vf59 151 17 global global JJ cord-319323-1qt7vf59 151 18 statistics statistic NNS cord-319323-1qt7vf59 151 19 in in IN cord-319323-1qt7vf59 151 20 both both DT cord-319323-1qt7vf59 151 21 cases case NNS cord-319323-1qt7vf59 151 22 and and CC cord-319323-1qt7vf59 151 23 deaths death NNS cord-319323-1qt7vf59 151 24 are be VBP cord-319323-1qt7vf59 151 25 declining decline VBG cord-319323-1qt7vf59 151 26 which which WDT cord-319323-1qt7vf59 151 27 can can MD cord-319323-1qt7vf59 151 28 be be VB cord-319323-1qt7vf59 151 29 attributed attribute VBN cord-319323-1qt7vf59 151 30 to to IN cord-319323-1qt7vf59 151 31 other other JJ cord-319323-1qt7vf59 151 32 factors factor NNS cord-319323-1qt7vf59 151 33 as as IN cord-319323-1qt7vf59 151 34 determined determine VBN cord-319323-1qt7vf59 151 35 in in IN cord-319323-1qt7vf59 151 36 succeeding succeed VBG cord-319323-1qt7vf59 151 37 experiments experiment NNS cord-319323-1qt7vf59 151 38 . . . cord-319323-1qt7vf59 152 1 Therefore therefore RB cord-319323-1qt7vf59 152 2 , , , cord-319323-1qt7vf59 152 3 it -PRON- PRP cord-319323-1qt7vf59 152 4 can can MD cord-319323-1qt7vf59 152 5 be be VB cord-319323-1qt7vf59 152 6 said say VBN cord-319323-1qt7vf59 152 7 that that IN cord-319323-1qt7vf59 152 8 the the DT cord-319323-1qt7vf59 152 9 negativity negativity NN cord-319323-1qt7vf59 152 10 index index NN cord-319323-1qt7vf59 152 11 , , , cord-319323-1qt7vf59 152 12 considering consider VBG cord-319323-1qt7vf59 152 13 global global JJ cord-319323-1qt7vf59 152 14 news news NN cord-319323-1qt7vf59 152 15 , , , cord-319323-1qt7vf59 152 16 is be VBZ cord-319323-1qt7vf59 152 17 quite quite RB cord-319323-1qt7vf59 152 18 indicative indicative JJ cord-319323-1qt7vf59 152 19 of of IN cord-319323-1qt7vf59 152 20 the the DT cord-319323-1qt7vf59 152 21 changes change NNS cord-319323-1qt7vf59 152 22 in in IN cord-319323-1qt7vf59 152 23 the the DT cord-319323-1qt7vf59 152 24 number number NN cord-319323-1qt7vf59 152 25 of of IN cord-319323-1qt7vf59 152 26 new new JJ cord-319323-1qt7vf59 152 27 cases case NNS cord-319323-1qt7vf59 152 28 and and CC cord-319323-1qt7vf59 152 29 deaths death NNS cord-319323-1qt7vf59 152 30 during during IN cord-319323-1qt7vf59 152 31 the the DT cord-319323-1qt7vf59 152 32 ongoing ongoing JJ cord-319323-1qt7vf59 152 33 pandemic pandemic NN cord-319323-1qt7vf59 152 34 , , , cord-319323-1qt7vf59 152 35 while while IN cord-319323-1qt7vf59 152 36 the the DT cord-319323-1qt7vf59 152 37 declining decline VBG cord-319323-1qt7vf59 152 38 statistics statistic NNS cord-319323-1qt7vf59 152 39 do do VBP cord-319323-1qt7vf59 152 40 not not RB cord-319323-1qt7vf59 152 41 seem seem VB cord-319323-1qt7vf59 152 42 to to TO cord-319323-1qt7vf59 152 43 have have VB cord-319323-1qt7vf59 152 44 much much JJ cord-319323-1qt7vf59 152 45 effect effect NN cord-319323-1qt7vf59 152 46 on on IN cord-319323-1qt7vf59 152 47 the the DT cord-319323-1qt7vf59 152 48 overall overall JJ cord-319323-1qt7vf59 152 49 negativity negativity NN cord-319323-1qt7vf59 152 50 . . . cord-319323-1qt7vf59 152 51 _SP cord-319323-1qt7vf59 153 1 A a DT cord-319323-1qt7vf59 153 2 n n NN cord-319323-1qt7vf59 153 3 - - HYPH cord-319323-1qt7vf59 153 4 gram gram NN cord-319323-1qt7vf59 153 5 can can MD cord-319323-1qt7vf59 153 6 be be VB cord-319323-1qt7vf59 153 7 defined define VBN cord-319323-1qt7vf59 153 8 as as IN cord-319323-1qt7vf59 153 9 a a DT cord-319323-1qt7vf59 153 10 continuous continuous JJ cord-319323-1qt7vf59 153 11 sequence sequence NN cord-319323-1qt7vf59 153 12 of of IN cord-319323-1qt7vf59 153 13 n n CD cord-319323-1qt7vf59 153 14 words word NNS cord-319323-1qt7vf59 153 15 from from IN cord-319323-1qt7vf59 153 16 a a DT cord-319323-1qt7vf59 153 17 given give VBN cord-319323-1qt7vf59 153 18 sentence sentence NN cord-319323-1qt7vf59 153 19 or or CC cord-319323-1qt7vf59 153 20 text text NN cord-319323-1qt7vf59 153 21 . . . cord-319323-1qt7vf59 154 1 In in IN cord-319323-1qt7vf59 154 2 this this DT cord-319323-1qt7vf59 154 3 part part NN cord-319323-1qt7vf59 154 4 of of IN cord-319323-1qt7vf59 154 5 the the DT cord-319323-1qt7vf59 154 6 experiments experiment NNS cord-319323-1qt7vf59 154 7 , , , cord-319323-1qt7vf59 154 8 the the DT cord-319323-1qt7vf59 154 9 authors author NNS cord-319323-1qt7vf59 154 10 have have VBP cord-319323-1qt7vf59 154 11 determined determine VBN cord-319323-1qt7vf59 154 12 the the DT cord-319323-1qt7vf59 154 13 60 60 CD cord-319323-1qt7vf59 154 14 most most RBS cord-319323-1qt7vf59 154 15 common common JJ cord-319323-1qt7vf59 154 16 tri tri JJ cord-319323-1qt7vf59 154 17 - - HYPH cord-319323-1qt7vf59 154 18 grams gram NNS cord-319323-1qt7vf59 154 19 that that WDT cord-319323-1qt7vf59 154 20 occur occur VBP cord-319323-1qt7vf59 154 21 in in IN cord-319323-1qt7vf59 154 22 the the DT cord-319323-1qt7vf59 154 23 news news NN cord-319323-1qt7vf59 154 24 during during IN cord-319323-1qt7vf59 154 25 the the DT cord-319323-1qt7vf59 154 26 period period NN cord-319323-1qt7vf59 154 27 of of IN cord-319323-1qt7vf59 154 28 study study NN cord-319323-1qt7vf59 154 29 . . . cord-319323-1qt7vf59 155 1 This this DT cord-319323-1qt7vf59 155 2 analysis analysis NN cord-319323-1qt7vf59 155 3 highlights highlight VBZ cord-319323-1qt7vf59 155 4 the the DT cord-319323-1qt7vf59 155 5 several several JJ cord-319323-1qt7vf59 155 6 events event NNS cord-319323-1qt7vf59 155 7 , , , cord-319323-1qt7vf59 155 8 topics topic NNS cord-319323-1qt7vf59 155 9 , , , cord-319323-1qt7vf59 155 10 or or CC cord-319323-1qt7vf59 155 11 persons person NNS cord-319323-1qt7vf59 155 12 that that WDT cord-319323-1qt7vf59 155 13 have have VBP cord-319323-1qt7vf59 155 14 been be VBN cord-319323-1qt7vf59 155 15 most most RBS cord-319323-1qt7vf59 155 16 widely widely RB cord-319323-1qt7vf59 155 17 publicized publicize VBN cord-319323-1qt7vf59 155 18 by by IN cord-319323-1qt7vf59 155 19 the the DT cord-319323-1qt7vf59 155 20 online online JJ cord-319323-1qt7vf59 155 21 global global JJ cord-319323-1qt7vf59 155 22 news news NN cord-319323-1qt7vf59 155 23 in in IN cord-319323-1qt7vf59 155 24 relation relation NN cord-319323-1qt7vf59 155 25 with with IN cord-319323-1qt7vf59 155 26 the the DT cord-319323-1qt7vf59 155 27 pandemic pandemic NN cord-319323-1qt7vf59 155 28 scenario scenario NN cord-319323-1qt7vf59 155 29 . . . cord-319323-1qt7vf59 156 1 The the DT cord-319323-1qt7vf59 156 2 trigrams trigram NNS cord-319323-1qt7vf59 156 3 have have VBP cord-319323-1qt7vf59 156 4 been be VBN cord-319323-1qt7vf59 156 5 listed list VBN cord-319323-1qt7vf59 156 6 along along IN cord-319323-1qt7vf59 156 7 with with IN cord-319323-1qt7vf59 156 8 their -PRON- PRP$ cord-319323-1qt7vf59 156 9 corresponding corresponding JJ cord-319323-1qt7vf59 156 10 weighted weighted JJ cord-319323-1qt7vf59 156 11 frequency frequency NN cord-319323-1qt7vf59 156 12 ( ( -LRB- cord-319323-1qt7vf59 156 13 calculated calculate VBN cord-319323-1qt7vf59 156 14 using use VBG cord-319323-1qt7vf59 156 15 tri tri JJ cord-319323-1qt7vf59 156 16 - - JJ cord-319323-1qt7vf59 156 17 gram gram JJ cord-319323-1qt7vf59 156 18 frequency frequency NN cord-319323-1qt7vf59 156 19 and and CC cord-319323-1qt7vf59 156 20 total total JJ cord-319323-1qt7vf59 156 21 occurrence occurrence NN cord-319323-1qt7vf59 156 22 of of IN cord-319323-1qt7vf59 156 23 most most RBS cord-319323-1qt7vf59 156 24 common common JJ cord-319323-1qt7vf59 156 25 60 60 CD cord-319323-1qt7vf59 156 26 tri tri JJ cord-319323-1qt7vf59 156 27 - - HYPH cord-319323-1qt7vf59 156 28 grams gram NNS cord-319323-1qt7vf59 156 29 ) ) -RRB- cord-319323-1qt7vf59 156 30 , , , cord-319323-1qt7vf59 156 31 as as IN cord-319323-1qt7vf59 156 32 shown show VBN cord-319323-1qt7vf59 156 33 in in IN cord-319323-1qt7vf59 156 34 Table Table NNP cord-319323-1qt7vf59 156 35 2 2 CD cord-319323-1qt7vf59 156 36 . . . cord-319323-1qt7vf59 157 1 It -PRON- PRP cord-319323-1qt7vf59 157 2 is be VBZ cord-319323-1qt7vf59 157 3 obvious obvious JJ cord-319323-1qt7vf59 157 4 from from IN cord-319323-1qt7vf59 157 5 the the DT cord-319323-1qt7vf59 157 6 table table NN cord-319323-1qt7vf59 157 7 that that IN cord-319323-1qt7vf59 157 8 most most JJS cord-319323-1qt7vf59 157 9 of of IN cord-319323-1qt7vf59 157 10 the the DT cord-319323-1qt7vf59 157 11 tri tri NN cord-319323-1qt7vf59 157 12 - - HYPH cord-319323-1qt7vf59 157 13 grams gram NNS cord-319323-1qt7vf59 157 14 are be VBP cord-319323-1qt7vf59 157 15 regarding regard VBG cord-319323-1qt7vf59 157 16 the the DT cord-319323-1qt7vf59 157 17 pandemic pandemic NN cord-319323-1qt7vf59 157 18 , , , cord-319323-1qt7vf59 157 19 with with IN cord-319323-1qt7vf59 157 20 massive massive JJ cord-319323-1qt7vf59 157 21 usage usage NN cord-319323-1qt7vf59 157 22 of of IN cord-319323-1qt7vf59 157 23 phrases phrase NNS cord-319323-1qt7vf59 157 24 such such JJ cord-319323-1qt7vf59 157 25 as as IN cord-319323-1qt7vf59 157 26 tested test VBN cord-319323-1qt7vf59 157 27 positive positive JJ cord-319323-1qt7vf59 157 28 coronavirus coronavirus NN cord-319323-1qt7vf59 157 29 , , , cord-319323-1qt7vf59 157 30 tested test VBD cord-319323-1qt7vf59 157 31 positive positive JJ cord-319323-1qt7vf59 157 32 COVID COVID NNP cord-319323-1qt7vf59 157 33 , , , cord-319323-1qt7vf59 157 34 confirmed confirm VBD cord-319323-1qt7vf59 157 35 case case NN cord-319323-1qt7vf59 157 36 COVID COVID NNP cord-319323-1qt7vf59 157 37 , , , cord-319323-1qt7vf59 157 38 etc etc FW cord-319323-1qt7vf59 157 39 . . . cord-319323-1qt7vf59 158 1 in in IN cord-319323-1qt7vf59 158 2 the the DT cord-319323-1qt7vf59 158 3 global global JJ cord-319323-1qt7vf59 158 4 news news NN cord-319323-1qt7vf59 158 5 . . . cord-319323-1qt7vf59 159 1 The the DT cord-319323-1qt7vf59 159 2 news news NN cord-319323-1qt7vf59 159 3 agenda agenda NN cord-319323-1qt7vf59 159 4 during during IN cord-319323-1qt7vf59 159 5 the the DT cord-319323-1qt7vf59 159 6 studied study VBN cord-319323-1qt7vf59 159 7 period period NN cord-319323-1qt7vf59 159 8 of of IN cord-319323-1qt7vf59 159 9 time time NN cord-319323-1qt7vf59 159 10 revolves revolve VBZ cord-319323-1qt7vf59 159 11 around around IN cord-319323-1qt7vf59 159 12 this this DT cord-319323-1qt7vf59 159 13 central central JJ cord-319323-1qt7vf59 159 14 theme theme NN cord-319323-1qt7vf59 159 15 , , , cord-319323-1qt7vf59 159 16 and and CC cord-319323-1qt7vf59 159 17 involves involve VBZ cord-319323-1qt7vf59 159 18 daily daily JJ cord-319323-1qt7vf59 159 19 COVID-19-related covid-19-related JJ cord-319323-1qt7vf59 159 20 updates update NNS cord-319323-1qt7vf59 159 21 and and CC cord-319323-1qt7vf59 159 22 awareness awareness NN cord-319323-1qt7vf59 159 23 programs program NNS cord-319323-1qt7vf59 159 24 being be VBG cord-319323-1qt7vf59 159 25 broadcast broadcast VBN cord-319323-1qt7vf59 159 26 as as IN cord-319323-1qt7vf59 159 27 deduced deduce VBN cord-319323-1qt7vf59 159 28 from from IN cord-319323-1qt7vf59 159 29 the the DT cord-319323-1qt7vf59 159 30 usage usage NN cord-319323-1qt7vf59 159 31 of of IN cord-319323-1qt7vf59 159 32 phrases phrase NNS cord-319323-1qt7vf59 159 33 like like IN cord-319323-1qt7vf59 159 34 personal personal JJ cord-319323-1qt7vf59 159 35 protective protective JJ cord-319323-1qt7vf59 159 36 equipment equipment NN cord-319323-1qt7vf59 159 37 , , , cord-319323-1qt7vf59 159 38 confirmed confirm VBD cord-319323-1qt7vf59 159 39 case case NN cord-319323-1qt7vf59 159 40 COVID COVID NNP cord-319323-1qt7vf59 159 41 , , , cord-319323-1qt7vf59 159 42 people people NNS cord-319323-1qt7vf59 159 43 tested test VBD cord-319323-1qt7vf59 159 44 positive positive JJ cord-319323-1qt7vf59 159 45 , , , cord-319323-1qt7vf59 159 46 number number NN cord-319323-1qt7vf59 159 47 COVID COVID NNP cord-319323-1qt7vf59 159 48 case case NN cord-319323-1qt7vf59 159 49 / / SYM cord-319323-1qt7vf59 159 50 number number NN cord-319323-1qt7vf59 159 51 coronavirus coronavirus NN cord-319323-1qt7vf59 159 52 case case NN cord-319323-1qt7vf59 159 53 , , , cord-319323-1qt7vf59 159 54 social social JJ cord-319323-1qt7vf59 159 55 distancing distance VBG cord-319323-1qt7vf59 159 56 guideline guideline NN cord-319323-1qt7vf59 159 57 , , , cord-319323-1qt7vf59 159 58 practice practice VB cord-319323-1qt7vf59 159 59 social social JJ cord-319323-1qt7vf59 159 60 distancing distancing NN cord-319323-1qt7vf59 159 61 , , , cord-319323-1qt7vf59 159 62 etc etc FW cord-319323-1qt7vf59 159 63 . . . cord-319323-1qt7vf59 160 1 The the DT cord-319323-1qt7vf59 160 2 crucial crucial JJ cord-319323-1qt7vf59 160 3 and and CC cord-319323-1qt7vf59 160 4 commendable commendable JJ cord-319323-1qt7vf59 160 5 role role NN cord-319323-1qt7vf59 160 6 played play VBN cord-319323-1qt7vf59 160 7 by by IN cord-319323-1qt7vf59 160 8 World World NNP cord-319323-1qt7vf59 160 9 Health Health NNP cord-319323-1qt7vf59 160 10 Organization Organization NNP cord-319323-1qt7vf59 160 11 , , , cord-319323-1qt7vf59 160 12 Centers Centers NNPS cord-319323-1qt7vf59 160 13 for for IN cord-319323-1qt7vf59 160 14 Disease Disease NNP cord-319323-1qt7vf59 160 15 Control Control NNP cord-319323-1qt7vf59 160 16 and and CC cord-319323-1qt7vf59 160 17 Prevention Prevention NNP cord-319323-1qt7vf59 160 18 ( ( -LRB- cord-319323-1qt7vf59 160 19 CDC CDC NNP cord-319323-1qt7vf59 160 20 ) ) -RRB- cord-319323-1qt7vf59 160 21 , , , cord-319323-1qt7vf59 160 22 John John NNP cord-319323-1qt7vf59 160 23 Hopkins Hopkins NNP cord-319323-1qt7vf59 160 24 University University NNP cord-319323-1qt7vf59 160 25 , , , cord-319323-1qt7vf59 160 26 and and CC cord-319323-1qt7vf59 160 27 health health NN cord-319323-1qt7vf59 160 28 care care NN cord-319323-1qt7vf59 160 29 workers worker NNS cord-319323-1qt7vf59 160 30 all all RB cord-319323-1qt7vf59 160 31 over over IN cord-319323-1qt7vf59 160 32 the the DT cord-319323-1qt7vf59 160 33 globe globe NN cord-319323-1qt7vf59 160 34 in in IN cord-319323-1qt7vf59 160 35 shaping shape VBG cord-319323-1qt7vf59 160 36 the the DT cord-319323-1qt7vf59 160 37 different different JJ cord-319323-1qt7vf59 160 38 challenges challenge NNS cord-319323-1qt7vf59 160 39 and and CC cord-319323-1qt7vf59 160 40 aspects aspect NNS cord-319323-1qt7vf59 160 41 of of IN cord-319323-1qt7vf59 160 42 this this DT cord-319323-1qt7vf59 160 43 pandemic pandemic NN cord-319323-1qt7vf59 160 44 is be VBZ cord-319323-1qt7vf59 160 45 also also RB cord-319323-1qt7vf59 160 46 prominently prominently RB cord-319323-1qt7vf59 160 47 noted note VBN cord-319323-1qt7vf59 160 48 from from IN cord-319323-1qt7vf59 160 49 the the DT cord-319323-1qt7vf59 160 50 table table NN cord-319323-1qt7vf59 160 51 . . . cord-319323-1qt7vf59 161 1 A a DT cord-319323-1qt7vf59 161 2 remarkable remarkable JJ cord-319323-1qt7vf59 161 3 observation observation NN cord-319323-1qt7vf59 161 4 is be VBZ cord-319323-1qt7vf59 161 5 that that IN cord-319323-1qt7vf59 161 6 only only RB cord-319323-1qt7vf59 161 7 three three CD cord-319323-1qt7vf59 161 8 state state NN cord-319323-1qt7vf59 161 9 leaders leader NNS cord-319323-1qt7vf59 161 10 have have VBP cord-319323-1qt7vf59 161 11 made make VBN cord-319323-1qt7vf59 161 12 it -PRON- PRP cord-319323-1qt7vf59 161 13 to to IN cord-319323-1qt7vf59 161 14 this this DT cord-319323-1qt7vf59 161 15 list list NN cord-319323-1qt7vf59 161 16 , , , cord-319323-1qt7vf59 161 17 namely namely RB cord-319323-1qt7vf59 161 18 the the DT cord-319323-1qt7vf59 161 19 President President NNP cord-319323-1qt7vf59 161 20 of of IN cord-319323-1qt7vf59 161 21 the the DT cord-319323-1qt7vf59 161 22 United United NNP cord-319323-1qt7vf59 161 23 States States NNP cord-319323-1qt7vf59 161 24 of of IN cord-319323-1qt7vf59 161 25 America America NNP cord-319323-1qt7vf59 161 26 ( ( -LRB- cord-319323-1qt7vf59 161 27 whose whose WP$ cord-319323-1qt7vf59 161 28 name name NN cord-319323-1qt7vf59 161 29 is be VBZ cord-319323-1qt7vf59 161 30 incidentally incidentally RB cord-319323-1qt7vf59 161 31 in in IN cord-319323-1qt7vf59 161 32 the the DT cord-319323-1qt7vf59 161 33 third third JJ cord-319323-1qt7vf59 161 34 most most RBS cord-319323-1qt7vf59 161 35 common common JJ cord-319323-1qt7vf59 161 36 tri tri JJ cord-319323-1qt7vf59 161 37 - - JJ cord-319323-1qt7vf59 161 38 gram gram NN cord-319323-1qt7vf59 161 39 ) ) -RRB- cord-319323-1qt7vf59 161 40 , , , cord-319323-1qt7vf59 161 41 and and CC cord-319323-1qt7vf59 161 42 the the DT cord-319323-1qt7vf59 161 43 Prime Prime NNP cord-319323-1qt7vf59 161 44 Ministers Ministers NNPS cord-319323-1qt7vf59 161 45 of of IN cord-319323-1qt7vf59 161 46 United United NNP cord-319323-1qt7vf59 161 47 Kingdom Kingdom NNP cord-319323-1qt7vf59 161 48 and and CC cord-319323-1qt7vf59 161 49 India India NNP cord-319323-1qt7vf59 161 50 , , , cord-319323-1qt7vf59 161 51 which which WDT cord-319323-1qt7vf59 161 52 emphasizes emphasize VBZ cord-319323-1qt7vf59 161 53 the the DT cord-319323-1qt7vf59 161 54 prominence prominence NN cord-319323-1qt7vf59 161 55 they -PRON- PRP cord-319323-1qt7vf59 161 56 enjoy enjoy VBP cord-319323-1qt7vf59 161 57 as as IN cord-319323-1qt7vf59 161 58 world world NN cord-319323-1qt7vf59 161 59 leaders leader NNS cord-319323-1qt7vf59 161 60 in in IN cord-319323-1qt7vf59 161 61 global global JJ cord-319323-1qt7vf59 161 62 news news NN cord-319323-1qt7vf59 161 63 , , , cord-319323-1qt7vf59 161 64 even even RB cord-319323-1qt7vf59 161 65 in in IN cord-319323-1qt7vf59 161 66 these these DT cord-319323-1qt7vf59 161 67 times time NNS cord-319323-1qt7vf59 161 68 of of IN cord-319323-1qt7vf59 161 69 distress distress NN cord-319323-1qt7vf59 161 70 . . . cord-319323-1qt7vf59 162 1 In in IN cord-319323-1qt7vf59 162 2 this this DT cord-319323-1qt7vf59 162 3 last last JJ cord-319323-1qt7vf59 162 4 part part NN cord-319323-1qt7vf59 162 5 of of IN cord-319323-1qt7vf59 162 6 the the DT cord-319323-1qt7vf59 162 7 experiments experiment NNS cord-319323-1qt7vf59 162 8 , , , cord-319323-1qt7vf59 162 9 the the DT cord-319323-1qt7vf59 162 10 observations observation NNS cord-319323-1qt7vf59 162 11 about about IN cord-319323-1qt7vf59 162 12 the the DT cord-319323-1qt7vf59 162 13 delayed delay VBN cord-319323-1qt7vf59 162 14 impact impact NN cord-319323-1qt7vf59 162 15 of of IN cord-319323-1qt7vf59 162 16 globally globally RB cord-319323-1qt7vf59 162 17 changing change VBG cord-319323-1qt7vf59 162 18 count count NN cord-319323-1qt7vf59 162 19 of of IN cord-319323-1qt7vf59 162 20 affected affected JJ cord-319323-1qt7vf59 162 21 patients patient NNS cord-319323-1qt7vf59 162 22 and and CC cord-319323-1qt7vf59 162 23 deaths death NNS cord-319323-1qt7vf59 162 24 on on IN cord-319323-1qt7vf59 162 25 the the DT cord-319323-1qt7vf59 162 26 news news NN cord-319323-1qt7vf59 162 27 sentiment sentiment NN cord-319323-1qt7vf59 162 28 as as IN cord-319323-1qt7vf59 162 29 seen see VBN cord-319323-1qt7vf59 162 30 in in IN cord-319323-1qt7vf59 162 31 the the DT cord-319323-1qt7vf59 162 32 previous previous JJ cord-319323-1qt7vf59 162 33 section section NN cord-319323-1qt7vf59 162 34 have have VBP cord-319323-1qt7vf59 162 35 been be VBN cord-319323-1qt7vf59 162 36 used use VBN cord-319323-1qt7vf59 162 37 to to TO cord-319323-1qt7vf59 162 38 identify identify VB cord-319323-1qt7vf59 162 39 similar similar JJ cord-319323-1qt7vf59 162 40 trends trend NNS cord-319323-1qt7vf59 162 41 for for IN cord-319323-1qt7vf59 162 42 some some DT cord-319323-1qt7vf59 162 43 specific specific JJ cord-319323-1qt7vf59 162 44 countries country NNS cord-319323-1qt7vf59 162 45 using use VBG cord-319323-1qt7vf59 162 46 the the DT cord-319323-1qt7vf59 162 47 respective respective JJ cord-319323-1qt7vf59 162 48 correlation correlation NN cord-319323-1qt7vf59 162 49 values value NNS cord-319323-1qt7vf59 162 50 . . . cord-319323-1qt7vf59 163 1 The the DT cord-319323-1qt7vf59 163 2 study study NN cord-319323-1qt7vf59 163 3 is be VBZ cord-319323-1qt7vf59 163 4 conducted conduct VBN cord-319323-1qt7vf59 163 5 for for IN cord-319323-1qt7vf59 163 6 four four CD cord-319323-1qt7vf59 163 7 countries country NNS cord-319323-1qt7vf59 163 8 ordered order VBN cord-319323-1qt7vf59 163 9 chronologically chronologically RB cord-319323-1qt7vf59 163 10 , , , cord-319323-1qt7vf59 163 11 based base VBN cord-319323-1qt7vf59 163 12 on on IN cord-319323-1qt7vf59 163 13 when when WRB cord-319323-1qt7vf59 163 14 the the DT cord-319323-1qt7vf59 163 15 first first JJ cord-319323-1qt7vf59 163 16 virus virus NN cord-319323-1qt7vf59 163 17 outbreak outbreak NN cord-319323-1qt7vf59 163 18 occurred occur VBD cord-319323-1qt7vf59 163 19 in in IN cord-319323-1qt7vf59 163 20 that that DT cord-319323-1qt7vf59 163 21 area area NN cord-319323-1qt7vf59 163 22 , , , cord-319323-1qt7vf59 163 23 and and CC cord-319323-1qt7vf59 163 24 all all DT cord-319323-1qt7vf59 163 25 articles article NNS cord-319323-1qt7vf59 163 26 mentioning mention VBG cord-319323-1qt7vf59 163 27 country country NN cord-319323-1qt7vf59 163 28 X X NNS cord-319323-1qt7vf59 163 29 have have VBP cord-319323-1qt7vf59 163 30 been be VBN cord-319323-1qt7vf59 163 31 extracted extract VBN cord-319323-1qt7vf59 163 32 from from IN cord-319323-1qt7vf59 163 33 online online JJ cord-319323-1qt7vf59 163 34 global global JJ cord-319323-1qt7vf59 163 35 news news NN cord-319323-1qt7vf59 163 36 to to TO cord-319323-1qt7vf59 163 37 perform perform VB cord-319323-1qt7vf59 163 38 the the DT cord-319323-1qt7vf59 163 39 corresponding corresponding JJ cord-319323-1qt7vf59 163 40 case case NN cord-319323-1qt7vf59 163 41 study study NN cord-319323-1qt7vf59 163 42 on on IN cord-319323-1qt7vf59 163 43 country country NN cord-319323-1qt7vf59 163 44 X. X. NNP cord-319323-1qt7vf59 164 1 For for IN cord-319323-1qt7vf59 164 2 this this DT cord-319323-1qt7vf59 164 3 purpose purpose NN cord-319323-1qt7vf59 164 4 , , , cord-319323-1qt7vf59 164 5 the the DT cord-319323-1qt7vf59 164 6 authors author NNS cord-319323-1qt7vf59 164 7 have have VBP cord-319323-1qt7vf59 164 8 extracted extract VBN cord-319323-1qt7vf59 164 9 all all DT cord-319323-1qt7vf59 164 10 news news NN cord-319323-1qt7vf59 164 11 articles article NNS cord-319323-1qt7vf59 164 12 corresponding correspond VBG cord-319323-1qt7vf59 164 13 to to IN cord-319323-1qt7vf59 164 14 the the DT cord-319323-1qt7vf59 164 15 countries country NNS cord-319323-1qt7vf59 164 16 in in IN cord-319323-1qt7vf59 164 17 question question NN cord-319323-1qt7vf59 164 18 , , , cord-319323-1qt7vf59 164 19 from from IN cord-319323-1qt7vf59 164 20 the the DT cord-319323-1qt7vf59 164 21 comprehensive comprehensive JJ cord-319323-1qt7vf59 164 22 global global JJ cord-319323-1qt7vf59 164 23 news news NN cord-319323-1qt7vf59 164 24 corpus corpus NN cord-319323-1qt7vf59 164 25 , , , cord-319323-1qt7vf59 164 26 for for IN cord-319323-1qt7vf59 164 27 the the DT cord-319323-1qt7vf59 164 28 whole whole JJ cord-319323-1qt7vf59 164 29 period period NN cord-319323-1qt7vf59 164 30 of of IN cord-319323-1qt7vf59 164 31 the the DT cord-319323-1qt7vf59 164 32 study study NN cord-319323-1qt7vf59 164 33 . . . cord-319323-1qt7vf59 165 1 Also also RB cord-319323-1qt7vf59 165 2 , , , cord-319323-1qt7vf59 165 3 in in IN cord-319323-1qt7vf59 165 4 this this DT cord-319323-1qt7vf59 165 5 experiment experiment NN cord-319323-1qt7vf59 165 6 , , , cord-319323-1qt7vf59 165 7 z z NN cord-319323-1qt7vf59 165 8 - - HYPH cord-319323-1qt7vf59 165 9 score score NN cord-319323-1qt7vf59 165 10 [ [ -LRB- cord-319323-1qt7vf59 165 11 51 51 CD cord-319323-1qt7vf59 165 12 ] ] -RRB- cord-319323-1qt7vf59 165 13 technique technique NN cord-319323-1qt7vf59 165 14 has have VBZ cord-319323-1qt7vf59 165 15 been be VBN cord-319323-1qt7vf59 165 16 used use VBN cord-319323-1qt7vf59 165 17 on on IN cord-319323-1qt7vf59 165 18 both both CC cord-319323-1qt7vf59 165 19 the the DT cord-319323-1qt7vf59 165 20 variables variable NNS cord-319323-1qt7vf59 165 21 , , , cord-319323-1qt7vf59 165 22 to to TO cord-319323-1qt7vf59 165 23 normalize normalize VB cord-319323-1qt7vf59 165 24 the the DT cord-319323-1qt7vf59 165 25 values value NNS cord-319323-1qt7vf59 165 26 prior prior RB cord-319323-1qt7vf59 165 27 to to IN cord-319323-1qt7vf59 165 28 visualization visualization NN cord-319323-1qt7vf59 165 29 . . . cord-319323-1qt7vf59 166 1 The the DT cord-319323-1qt7vf59 166 2 z z NN cord-319323-1qt7vf59 166 3 - - HYPH cord-319323-1qt7vf59 166 4 score score NN cord-319323-1qt7vf59 166 5 is be VBZ cord-319323-1qt7vf59 166 6 used use VBN cord-319323-1qt7vf59 166 7 to to TO cord-319323-1qt7vf59 166 8 bring bring VB cord-319323-1qt7vf59 166 9 values value NNS cord-319323-1qt7vf59 166 10 of of IN cord-319323-1qt7vf59 166 11 different different JJ cord-319323-1qt7vf59 166 12 variables variable NNS cord-319323-1qt7vf59 166 13 on on IN cord-319323-1qt7vf59 166 14 the the DT cord-319323-1qt7vf59 166 15 same same JJ cord-319323-1qt7vf59 166 16 scale scale NN cord-319323-1qt7vf59 166 17 , , , cord-319323-1qt7vf59 166 18 and and CC cord-319323-1qt7vf59 166 19 is be VBZ cord-319323-1qt7vf59 166 20 calculated calculate VBN cord-319323-1qt7vf59 166 21 as as IN cord-319323-1qt7vf59 166 22 : : : cord-319323-1qt7vf59 166 23 where where WRB cord-319323-1qt7vf59 166 24 , , , cord-319323-1qt7vf59 166 25 x x NFP cord-319323-1qt7vf59 166 26 i i PRP cord-319323-1qt7vf59 166 27 denotes denote VBZ cord-319323-1qt7vf59 166 28 the the DT cord-319323-1qt7vf59 166 29 current current JJ cord-319323-1qt7vf59 166 30 data data NN cord-319323-1qt7vf59 166 31 element element NN cord-319323-1qt7vf59 166 32 , , , cord-319323-1qt7vf59 166 33 denotes denote VBZ cord-319323-1qt7vf59 166 34 the the DT cord-319323-1qt7vf59 166 35 mean mean NN cord-319323-1qt7vf59 166 36 of of IN cord-319323-1qt7vf59 166 37 the the DT cord-319323-1qt7vf59 166 38 variables variable NNS cord-319323-1qt7vf59 166 39 , , , cord-319323-1qt7vf59 166 40 and and CC cord-319323-1qt7vf59 166 41 is be VBZ cord-319323-1qt7vf59 166 42 standard standard JJ cord-319323-1qt7vf59 166 43 deviation deviation NN cord-319323-1qt7vf59 166 44 . . . cord-319323-1qt7vf59 167 1 Using use VBG cord-319323-1qt7vf59 167 2 this this DT cord-319323-1qt7vf59 167 3 method method NN cord-319323-1qt7vf59 167 4 , , , cord-319323-1qt7vf59 167 5 the the DT cord-319323-1qt7vf59 167 6 data datum NNS cord-319323-1qt7vf59 167 7 for for IN cord-319323-1qt7vf59 167 8 each each DT cord-319323-1qt7vf59 167 9 variable variable NN cord-319323-1qt7vf59 167 10 are be VBP cord-319323-1qt7vf59 167 11 converted convert VBN cord-319323-1qt7vf59 167 12 to to TO cord-319323-1qt7vf59 167 13 have have VB cord-319323-1qt7vf59 167 14 a a DT cord-319323-1qt7vf59 167 15 mean mean NN cord-319323-1qt7vf59 167 16 of of IN cord-319323-1qt7vf59 167 17 0 0 CD cord-319323-1qt7vf59 167 18 , , , cord-319323-1qt7vf59 167 19 so so RB cord-319323-1qt7vf59 167 20 in in IN cord-319323-1qt7vf59 167 21 the the DT cord-319323-1qt7vf59 167 22 following following JJ cord-319323-1qt7vf59 167 23 graphical graphical JJ cord-319323-1qt7vf59 167 24 representations representation NNS cord-319323-1qt7vf59 167 25 , , , cord-319323-1qt7vf59 167 26 all all DT cord-319323-1qt7vf59 167 27 values value NNS cord-319323-1qt7vf59 167 28 below below IN cord-319323-1qt7vf59 167 29 the the DT cord-319323-1qt7vf59 167 30 mean mean NN cord-319323-1qt7vf59 167 31 will will MD cord-319323-1qt7vf59 167 32 denote denote VB cord-319323-1qt7vf59 167 33 a a DT cord-319323-1qt7vf59 167 34 decreasing decrease VBG cord-319323-1qt7vf59 167 35 trend trend NN cord-319323-1qt7vf59 167 36 and and CC cord-319323-1qt7vf59 167 37 vice vice NN cord-319323-1qt7vf59 167 38 versa versa RB cord-319323-1qt7vf59 167 39 . . . cord-319323-1qt7vf59 168 1 A a DT cord-319323-1qt7vf59 168 2 visual visual JJ cord-319323-1qt7vf59 168 3 analysis analysis NN cord-319323-1qt7vf59 168 4 of of IN cord-319323-1qt7vf59 168 5 these these DT cord-319323-1qt7vf59 168 6 images image NNS cord-319323-1qt7vf59 168 7 reveals reveal VBZ cord-319323-1qt7vf59 168 8 how how WRB cord-319323-1qt7vf59 168 9 the the DT cord-319323-1qt7vf59 168 10 observations observation NNS cord-319323-1qt7vf59 168 11 are be VBP cord-319323-1qt7vf59 168 12 generally generally RB cord-319323-1qt7vf59 168 13 applicable applicable JJ cord-319323-1qt7vf59 168 14 throughout throughout IN cord-319323-1qt7vf59 168 15 the the DT cord-319323-1qt7vf59 168 16 data datum NNS cord-319323-1qt7vf59 168 17 from from IN cord-319323-1qt7vf59 168 18 different different JJ cord-319323-1qt7vf59 168 19 countries country NNS cord-319323-1qt7vf59 168 20 ; ; : cord-319323-1qt7vf59 168 21 that that RB cord-319323-1qt7vf59 168 22 is is RB cord-319323-1qt7vf59 168 23 , , , cord-319323-1qt7vf59 168 24 whether whether IN cord-319323-1qt7vf59 168 25 the the DT cord-319323-1qt7vf59 168 26 global global JJ cord-319323-1qt7vf59 168 27 news news NN cord-319323-1qt7vf59 168 28 sentiment sentiment NN cord-319323-1qt7vf59 168 29 about about IN cord-319323-1qt7vf59 168 30 a a DT cord-319323-1qt7vf59 168 31 country country NN cord-319323-1qt7vf59 168 32 is be VBZ cord-319323-1qt7vf59 168 33 actually actually RB cord-319323-1qt7vf59 168 34 affected affect VBN cord-319323-1qt7vf59 168 35 by by IN cord-319323-1qt7vf59 168 36 the the DT cord-319323-1qt7vf59 168 37 daily daily JJ cord-319323-1qt7vf59 168 38 trends trend NNS cord-319323-1qt7vf59 168 39 in in IN cord-319323-1qt7vf59 168 40 number number NN cord-319323-1qt7vf59 168 41 of of IN cord-319323-1qt7vf59 168 42 new new JJ cord-319323-1qt7vf59 168 43 cases case NNS cord-319323-1qt7vf59 168 44 or or CC cord-319323-1qt7vf59 168 45 deaths death NNS cord-319323-1qt7vf59 168 46 . . . cord-319323-1qt7vf59 169 1 This this DT cord-319323-1qt7vf59 169 2 is be VBZ cord-319323-1qt7vf59 169 3 determined determine VBN cord-319323-1qt7vf59 169 4 by by IN cord-319323-1qt7vf59 169 5 the the DT cord-319323-1qt7vf59 169 6 individual individual JJ cord-319323-1qt7vf59 169 7 correlation correlation NN cord-319323-1qt7vf59 169 8 of of IN cord-319323-1qt7vf59 169 9 countrywise countrywise NN cord-319323-1qt7vf59 169 10 statistics statistic NNS cord-319323-1qt7vf59 169 11 with with IN cord-319323-1qt7vf59 169 12 appropriately appropriately RB cord-319323-1qt7vf59 169 13 time time NN cord-319323-1qt7vf59 169 14 - - HYPH cord-319323-1qt7vf59 169 15 shifted shift VBN cord-319323-1qt7vf59 169 16 global global JJ cord-319323-1qt7vf59 169 17 online online JJ cord-319323-1qt7vf59 169 18 news news NN cord-319323-1qt7vf59 169 19 about about IN cord-319323-1qt7vf59 169 20 that that DT cord-319323-1qt7vf59 169 21 country country NN cord-319323-1qt7vf59 169 22 . . . cord-319323-1qt7vf59 170 1 The the DT cord-319323-1qt7vf59 170 2 scatter scatter NN cord-319323-1qt7vf59 170 3 plots plot NNS cord-319323-1qt7vf59 170 4 are be VBP cord-319323-1qt7vf59 170 5 generated generate VBN cord-319323-1qt7vf59 170 6 for for IN cord-319323-1qt7vf59 170 7 the the DT cord-319323-1qt7vf59 170 8 four four CD cord-319323-1qt7vf59 170 9 countries country NNS cord-319323-1qt7vf59 170 10 in in IN cord-319323-1qt7vf59 170 11 question question NN cord-319323-1qt7vf59 170 12 . . . cord-319323-1qt7vf59 171 1 In in IN cord-319323-1qt7vf59 171 2 every every DT cord-319323-1qt7vf59 171 3 set set NN cord-319323-1qt7vf59 171 4 of of IN cord-319323-1qt7vf59 171 5 two two CD cord-319323-1qt7vf59 171 6 plots plot NNS cord-319323-1qt7vf59 171 7 for for IN cord-319323-1qt7vf59 171 8 each each DT cord-319323-1qt7vf59 171 9 country country NN cord-319323-1qt7vf59 171 10 , , , cord-319323-1qt7vf59 171 11 perfect perfect JJ cord-319323-1qt7vf59 171 12 or or CC cord-319323-1qt7vf59 171 13 partial partial JJ cord-319323-1qt7vf59 171 14 overlaps overlap NNS cord-319323-1qt7vf59 171 15 signify signify VBP cord-319323-1qt7vf59 171 16 only only RB cord-319323-1qt7vf59 171 17 discrete discrete JJ cord-319323-1qt7vf59 171 18 , , , cord-319323-1qt7vf59 171 19 temporal temporal JJ cord-319323-1qt7vf59 171 20 alignment alignment NN cord-319323-1qt7vf59 171 21 of of IN cord-319323-1qt7vf59 171 22 the the DT cord-319323-1qt7vf59 171 23 variables variable NNS cord-319323-1qt7vf59 171 24 , , , cord-319323-1qt7vf59 171 25 and and CC cord-319323-1qt7vf59 171 26 can can MD cord-319323-1qt7vf59 171 27 not not RB cord-319323-1qt7vf59 171 28 be be VB cord-319323-1qt7vf59 171 29 treated treat VBN cord-319323-1qt7vf59 171 30 as as IN cord-319323-1qt7vf59 171 31 a a DT cord-319323-1qt7vf59 171 32 measure measure NN cord-319323-1qt7vf59 171 33 of of IN cord-319323-1qt7vf59 171 34 continued continue VBN cord-319323-1qt7vf59 171 35 similarity similarity NN cord-319323-1qt7vf59 171 36 in in IN cord-319323-1qt7vf59 171 37 trend trend NN cord-319323-1qt7vf59 171 38 , , , cord-319323-1qt7vf59 171 39 which which WDT cord-319323-1qt7vf59 171 40 can can MD cord-319323-1qt7vf59 171 41 be be VB cord-319323-1qt7vf59 171 42 better well RBR cord-319323-1qt7vf59 171 43 determined determine VBN cord-319323-1qt7vf59 171 44 from from IN cord-319323-1qt7vf59 171 45 a a DT cord-319323-1qt7vf59 171 46 set set NN cord-319323-1qt7vf59 171 47 of of IN cord-319323-1qt7vf59 171 48 parallelly parallelly RB cord-319323-1qt7vf59 171 49 distributed distribute VBN cord-319323-1qt7vf59 171 50 data data NN cord-319323-1qt7vf59 171 51 values value NNS cord-319323-1qt7vf59 171 52 . . . cord-319323-1qt7vf59 172 1 The the DT cord-319323-1qt7vf59 172 2 current current JJ cord-319323-1qt7vf59 172 3 virus virus NN cord-319323-1qt7vf59 172 4 outbreak outbreak NN cord-319323-1qt7vf59 172 5 is be VBZ cord-319323-1qt7vf59 172 6 believed believe VBN cord-319323-1qt7vf59 172 7 to to TO cord-319323-1qt7vf59 172 8 have have VB cord-319323-1qt7vf59 172 9 originated originate VBN cord-319323-1qt7vf59 172 10 in in IN cord-319323-1qt7vf59 172 11 China China NNP cord-319323-1qt7vf59 172 12 much much RB cord-319323-1qt7vf59 172 13 early early RB cord-319323-1qt7vf59 172 14 , , , cord-319323-1qt7vf59 172 15 in in IN cord-319323-1qt7vf59 172 16 the the DT cord-319323-1qt7vf59 172 17 month month NN cord-319323-1qt7vf59 172 18 of of IN cord-319323-1qt7vf59 172 19 December December NNP cord-319323-1qt7vf59 172 20 2019 2019 CD cord-319323-1qt7vf59 172 21 , , , cord-319323-1qt7vf59 172 22 and and CC cord-319323-1qt7vf59 172 23 so so RB cord-319323-1qt7vf59 172 24 , , , cord-319323-1qt7vf59 172 25 the the DT cord-319323-1qt7vf59 172 26 current current JJ cord-319323-1qt7vf59 172 27 duration duration NN cord-319323-1qt7vf59 172 28 of of IN cord-319323-1qt7vf59 172 29 study study NN cord-319323-1qt7vf59 172 30 has have VBZ cord-319323-1qt7vf59 172 31 witnessed witness VBN cord-319323-1qt7vf59 172 32 a a DT cord-319323-1qt7vf59 172 33 sharply sharply RB cord-319323-1qt7vf59 172 34 flattening flatten VBG cord-319323-1qt7vf59 172 35 curve curve NN cord-319323-1qt7vf59 172 36 in in IN cord-319323-1qt7vf59 172 37 the the DT cord-319323-1qt7vf59 172 38 number number NN cord-319323-1qt7vf59 172 39 of of IN cord-319323-1qt7vf59 172 40 cases case NNS cord-319323-1qt7vf59 172 41 , , , cord-319323-1qt7vf59 172 42 and and CC cord-319323-1qt7vf59 172 43 complete complete JJ cord-319323-1qt7vf59 172 44 prevention prevention NN cord-319323-1qt7vf59 172 45 of of IN cord-319323-1qt7vf59 172 46 deaths death NNS cord-319323-1qt7vf59 172 47 successfully successfully RB cord-319323-1qt7vf59 172 48 . . . cord-319323-1qt7vf59 173 1 Among among IN cord-319323-1qt7vf59 173 2 the the DT cord-319323-1qt7vf59 173 3 6.34 6.34 CD cord-319323-1qt7vf59 173 4 million million CD cord-319323-1qt7vf59 173 5 news news NN cord-319323-1qt7vf59 173 6 texts text NNS cord-319323-1qt7vf59 173 7 , , , cord-319323-1qt7vf59 173 8 only only RB cord-319323-1qt7vf59 173 9 those those DT cord-319323-1qt7vf59 173 10 that that WDT cord-319323-1qt7vf59 173 11 feature feature VBP cord-319323-1qt7vf59 173 12 ' ' `` cord-319323-1qt7vf59 173 13 China China NNP cord-319323-1qt7vf59 173 14 ' ' '' cord-319323-1qt7vf59 173 15 have have VBP cord-319323-1qt7vf59 173 16 been be VBN cord-319323-1qt7vf59 173 17 extracted extract VBN cord-319323-1qt7vf59 173 18 along along RP cord-319323-1qt7vf59 173 19 with with IN cord-319323-1qt7vf59 173 20 the the DT cord-319323-1qt7vf59 173 21 corresponding corresponding JJ cord-319323-1qt7vf59 173 22 sentiment sentiment NN cord-319323-1qt7vf59 173 23 index index NN cord-319323-1qt7vf59 173 24 values value NNS cord-319323-1qt7vf59 173 25 per per IN cord-319323-1qt7vf59 173 26 day day NN cord-319323-1qt7vf59 173 27 . . . cord-319323-1qt7vf59 174 1 The the DT cord-319323-1qt7vf59 174 2 correlation correlation NN cord-319323-1qt7vf59 174 3 coefficients coefficient NNS cord-319323-1qt7vf59 174 4 determined determine VBN cord-319323-1qt7vf59 174 5 by by IN cord-319323-1qt7vf59 174 6 sliding slide VBG cord-319323-1qt7vf59 174 7 window window NN cord-319323-1qt7vf59 174 8 approach approach NN cord-319323-1qt7vf59 174 9 are be VBP cord-319323-1qt7vf59 174 10 quite quite RB cord-319323-1qt7vf59 174 11 low low JJ cord-319323-1qt7vf59 174 12 and and CC cord-319323-1qt7vf59 174 13 insignificant insignificant JJ cord-319323-1qt7vf59 174 14 from from IN cord-319323-1qt7vf59 174 15 a a DT cord-319323-1qt7vf59 174 16 statistical statistical JJ cord-319323-1qt7vf59 174 17 point point NN cord-319323-1qt7vf59 174 18 of of IN cord-319323-1qt7vf59 174 19 view view NN cord-319323-1qt7vf59 174 20 , , , cord-319323-1qt7vf59 174 21 as as IN cord-319323-1qt7vf59 174 22 calculated calculate VBN cord-319323-1qt7vf59 174 23 and and CC cord-319323-1qt7vf59 174 24 shown show VBN cord-319323-1qt7vf59 174 25 in in IN cord-319323-1qt7vf59 174 26 Table Table NNP cord-319323-1qt7vf59 174 27 3 3 CD cord-319323-1qt7vf59 174 28 . . . cord-319323-1qt7vf59 175 1 However however RB cord-319323-1qt7vf59 175 2 , , , cord-319323-1qt7vf59 175 3 in in IN cord-319323-1qt7vf59 175 4 the the DT cord-319323-1qt7vf59 175 5 current current JJ cord-319323-1qt7vf59 175 6 context context NN cord-319323-1qt7vf59 175 7 , , , cord-319323-1qt7vf59 175 8 such such JJ cord-319323-1qt7vf59 175 9 values value NNS cord-319323-1qt7vf59 175 10 are be VBP cord-319323-1qt7vf59 175 11 indicative indicative JJ cord-319323-1qt7vf59 175 12 of of IN cord-319323-1qt7vf59 175 13 loosely loosely RB cord-319323-1qt7vf59 175 14 positive positive JJ cord-319323-1qt7vf59 175 15 similarity similarity NN cord-319323-1qt7vf59 175 16 in in IN cord-319323-1qt7vf59 175 17 trends trend NNS cord-319323-1qt7vf59 175 18 . . . cord-319323-1qt7vf59 176 1 Remarkably remarkably RB cord-319323-1qt7vf59 176 2 , , , cord-319323-1qt7vf59 176 3 there there EX cord-319323-1qt7vf59 176 4 seems seem VBZ cord-319323-1qt7vf59 176 5 to to TO cord-319323-1qt7vf59 176 6 be be VB cord-319323-1qt7vf59 176 7 an an DT cord-319323-1qt7vf59 176 8 immediate immediate JJ cord-319323-1qt7vf59 176 9 impact impact NN cord-319323-1qt7vf59 176 10 of of IN cord-319323-1qt7vf59 176 11 the the DT cord-319323-1qt7vf59 176 12 number number NN cord-319323-1qt7vf59 176 13 of of IN cord-319323-1qt7vf59 176 14 daily daily JJ cord-319323-1qt7vf59 176 15 deaths death NNS cord-319323-1qt7vf59 176 16 per per IN cord-319323-1qt7vf59 176 17 million million CD cord-319323-1qt7vf59 176 18 in in IN cord-319323-1qt7vf59 176 19 China China NNP cord-319323-1qt7vf59 176 20 on on IN cord-319323-1qt7vf59 176 21 the the DT cord-319323-1qt7vf59 176 22 global global JJ cord-319323-1qt7vf59 176 23 news news NN cord-319323-1qt7vf59 176 24 , , , cord-319323-1qt7vf59 176 25 whereas whereas IN cord-319323-1qt7vf59 176 26 the the DT cord-319323-1qt7vf59 176 27 number number NN cord-319323-1qt7vf59 176 28 of of IN cord-319323-1qt7vf59 176 29 cases case NNS cord-319323-1qt7vf59 176 30 per per IN cord-319323-1qt7vf59 176 31 million million CD cord-319323-1qt7vf59 176 32 takes take VBZ cord-319323-1qt7vf59 176 33 quite quite PDT cord-319323-1qt7vf59 176 34 some some DT cord-319323-1qt7vf59 176 35 time time NN cord-319323-1qt7vf59 176 36 . . . cord-319323-1qt7vf59 177 1 Along along IN cord-319323-1qt7vf59 177 2 with with IN cord-319323-1qt7vf59 177 3 this this DT cord-319323-1qt7vf59 177 4 , , , cord-319323-1qt7vf59 177 5 the the DT cord-319323-1qt7vf59 177 6 highly highly RB cord-319323-1qt7vf59 177 7 minimized minimize VBN cord-319323-1qt7vf59 177 8 and and CC cord-319323-1qt7vf59 177 9 flattened flatten VBD cord-319323-1qt7vf59 177 10 death death NN cord-319323-1qt7vf59 177 11 or or CC cord-319323-1qt7vf59 177 12 infection infection NN cord-319323-1qt7vf59 177 13 rate rate NN cord-319323-1qt7vf59 177 14 is be VBZ cord-319323-1qt7vf59 177 15 evident evident JJ cord-319323-1qt7vf59 177 16 from from IN cord-319323-1qt7vf59 177 17 Figs fig NNS cord-319323-1qt7vf59 177 18 . . . cord-319323-1qt7vf59 178 1 11 11 CD cord-319323-1qt7vf59 178 2 and and CC cord-319323-1qt7vf59 178 3 12 12 CD cord-319323-1qt7vf59 178 4 . . . cord-319323-1qt7vf59 179 1 Also also RB cord-319323-1qt7vf59 179 2 , , , cord-319323-1qt7vf59 179 3 it -PRON- PRP cord-319323-1qt7vf59 179 4 is be VBZ cord-319323-1qt7vf59 179 5 seen see VBN cord-319323-1qt7vf59 179 6 that that IN cord-319323-1qt7vf59 179 7 in in IN cord-319323-1qt7vf59 179 8 spite spite NN cord-319323-1qt7vf59 179 9 of of IN cord-319323-1qt7vf59 179 10 the the DT cord-319323-1qt7vf59 179 11 flattened flatten VBN cord-319323-1qt7vf59 179 12 curves curve NNS cord-319323-1qt7vf59 179 13 for for IN cord-319323-1qt7vf59 179 14 cases case NNS cord-319323-1qt7vf59 179 15 and and CC cord-319323-1qt7vf59 179 16 deaths death NNS cord-319323-1qt7vf59 179 17 , , , cord-319323-1qt7vf59 179 18 the the DT cord-319323-1qt7vf59 179 19 negativity negativity NN cord-319323-1qt7vf59 179 20 index index NN cord-319323-1qt7vf59 179 21 values value NNS cord-319323-1qt7vf59 179 22 are be VBP cord-319323-1qt7vf59 179 23 distinctly distinctly RB cord-319323-1qt7vf59 179 24 high high JJ cord-319323-1qt7vf59 179 25 , , , cord-319323-1qt7vf59 179 26 and and CC cord-319323-1qt7vf59 179 27 show show VB cord-319323-1qt7vf59 179 28 a a DT cord-319323-1qt7vf59 179 29 decreasing decrease VBG cord-319323-1qt7vf59 179 30 trend trend NN cord-319323-1qt7vf59 179 31 only only RB cord-319323-1qt7vf59 179 32 after after IN cord-319323-1qt7vf59 179 33 the the DT cord-319323-1qt7vf59 179 34 40th 40th JJ cord-319323-1qt7vf59 179 35 day day NN cord-319323-1qt7vf59 179 36 of of IN cord-319323-1qt7vf59 179 37 our -PRON- PRP$ cord-319323-1qt7vf59 179 38 study study NN cord-319323-1qt7vf59 179 39 . . . cord-319323-1qt7vf59 180 1 The the DT cord-319323-1qt7vf59 180 2 corresponding correspond VBG cord-319323-1qt7vf59 180 3 correlation correlation NN cord-319323-1qt7vf59 180 4 coefficient coefficient NN cord-319323-1qt7vf59 180 5 values value NNS cord-319323-1qt7vf59 180 6 indicate indicate VBP cord-319323-1qt7vf59 180 7 more more RBR cord-319323-1qt7vf59 180 8 parallelly parallelly RB cord-319323-1qt7vf59 180 9 aligned align VBN cord-319323-1qt7vf59 180 10 set set NN cord-319323-1qt7vf59 180 11 of of IN cord-319323-1qt7vf59 180 12 points point NNS cord-319323-1qt7vf59 180 13 as as IN cord-319323-1qt7vf59 180 14 seen see VBN cord-319323-1qt7vf59 180 15 in in IN cord-319323-1qt7vf59 180 16 the the DT cord-319323-1qt7vf59 180 17 first first JJ cord-319323-1qt7vf59 180 18 figure figure NN cord-319323-1qt7vf59 180 19 for for IN cord-319323-1qt7vf59 180 20 the the DT cord-319323-1qt7vf59 180 21 number number NN cord-319323-1qt7vf59 180 22 of of IN cord-319323-1qt7vf59 180 23 cases case NNS cord-319323-1qt7vf59 180 24 , , , cord-319323-1qt7vf59 180 25 while while IN cord-319323-1qt7vf59 180 26 the the DT cord-319323-1qt7vf59 180 27 points point NNS cord-319323-1qt7vf59 180 28 are be VBP cord-319323-1qt7vf59 180 29 more more RBR cord-319323-1qt7vf59 180 30 dispersed disperse VBN cord-319323-1qt7vf59 180 31 around around IN cord-319323-1qt7vf59 180 32 the the DT cord-319323-1qt7vf59 180 33 flattened flatten VBN cord-319323-1qt7vf59 180 34 death death NN cord-319323-1qt7vf59 180 35 curve curve NN cord-319323-1qt7vf59 180 36 in in IN cord-319323-1qt7vf59 180 37 the the DT cord-319323-1qt7vf59 180 38 second second JJ cord-319323-1qt7vf59 180 39 figure figure NN cord-319323-1qt7vf59 180 40 , , , cord-319323-1qt7vf59 180 41 in in IN cord-319323-1qt7vf59 180 42 spite spite NN cord-319323-1qt7vf59 180 43 of of IN cord-319323-1qt7vf59 180 44 multiple multiple JJ cord-319323-1qt7vf59 180 45 overlaps overlap NNS cord-319323-1qt7vf59 180 46 , , , cord-319323-1qt7vf59 180 47 shown show VBN cord-319323-1qt7vf59 180 48 as as IN cord-319323-1qt7vf59 180 49 deep deep JJ cord-319323-1qt7vf59 180 50 red red NN cord-319323-1qt7vf59 180 51 . . . cord-319323-1qt7vf59 181 1 Observations observation NNS cord-319323-1qt7vf59 181 2 : : : cord-319323-1qt7vf59 182 1 The the DT cord-319323-1qt7vf59 182 2 observed observed JJ cord-319323-1qt7vf59 182 3 negativity negativity NN cord-319323-1qt7vf59 182 4 , , , cord-319323-1qt7vf59 182 5 though though IN cord-319323-1qt7vf59 182 6 generally generally RB cord-319323-1qt7vf59 182 7 aligned align VBN cord-319323-1qt7vf59 182 8 , , , cord-319323-1qt7vf59 182 9 could could MD cord-319323-1qt7vf59 182 10 be be VB cord-319323-1qt7vf59 182 11 due due JJ cord-319323-1qt7vf59 182 12 to to IN cord-319323-1qt7vf59 182 13 different different JJ cord-319323-1qt7vf59 182 14 other other JJ cord-319323-1qt7vf59 182 15 issues issue NNS cord-319323-1qt7vf59 182 16 as as RB cord-319323-1qt7vf59 182 17 evident evident JJ cord-319323-1qt7vf59 182 18 from from IN cord-319323-1qt7vf59 182 19 the the DT cord-319323-1qt7vf59 182 20 global global JJ cord-319323-1qt7vf59 182 21 news news NN cord-319323-1qt7vf59 182 22 related relate VBN cord-319323-1qt7vf59 182 23 to to IN cord-319323-1qt7vf59 182 24 China China NNP cord-319323-1qt7vf59 182 25 ( ( -LRB- cord-319323-1qt7vf59 182 26 shown show VBN cord-319323-1qt7vf59 182 27 in in IN cord-319323-1qt7vf59 182 28 Table Table NNP cord-319323-1qt7vf59 182 29 4 4 CD cord-319323-1qt7vf59 182 30 ) ) -RRB- cord-319323-1qt7vf59 182 31 . . . cord-319323-1qt7vf59 183 1 For for IN cord-319323-1qt7vf59 183 2 instance instance NN cord-319323-1qt7vf59 183 3 , , , cord-319323-1qt7vf59 183 4 the the DT cord-319323-1qt7vf59 183 5 rise rise NN cord-319323-1qt7vf59 183 6 in in IN cord-319323-1qt7vf59 183 7 negativity negativity NN cord-319323-1qt7vf59 183 8 during during IN cord-319323-1qt7vf59 183 9 days day NNS cord-319323-1qt7vf59 183 10 14 14 CD cord-319323-1qt7vf59 183 11 - - SYM cord-319323-1qt7vf59 183 12 15 15 CD cord-319323-1qt7vf59 183 13 of of IN cord-319323-1qt7vf59 183 14 the the DT cord-319323-1qt7vf59 183 15 study study NN cord-319323-1qt7vf59 183 16 relate relate VBP cord-319323-1qt7vf59 183 17 with with IN cord-319323-1qt7vf59 183 18 news news NN cord-319323-1qt7vf59 183 19 articles article NNS cord-319323-1qt7vf59 183 20 1 1 CD cord-319323-1qt7vf59 183 21 and and CC cord-319323-1qt7vf59 183 22 3 3 CD cord-319323-1qt7vf59 183 23 , , , cord-319323-1qt7vf59 183 24 while while IN cord-319323-1qt7vf59 183 25 articles article NNS cord-319323-1qt7vf59 183 26 3 3 CD cord-319323-1qt7vf59 183 27 , , , cord-319323-1qt7vf59 183 28 7 7 CD cord-319323-1qt7vf59 183 29 , , , cord-319323-1qt7vf59 183 30 and and CC cord-319323-1qt7vf59 183 31 8 8 CD cord-319323-1qt7vf59 183 32 attest attest VBP cord-319323-1qt7vf59 183 33 to to IN cord-319323-1qt7vf59 183 34 the the DT cord-319323-1qt7vf59 183 35 decline decline NN cord-319323-1qt7vf59 183 36 in in IN cord-319323-1qt7vf59 183 37 negativity negativity NN cord-319323-1qt7vf59 183 38 that that WDT cord-319323-1qt7vf59 183 39 follows follow VBZ cord-319323-1qt7vf59 183 40 . . . cord-319323-1qt7vf59 184 1 On on IN cord-319323-1qt7vf59 184 2 a a DT cord-319323-1qt7vf59 184 3 similar similar JJ cord-319323-1qt7vf59 184 4 note note NN cord-319323-1qt7vf59 184 5 , , , cord-319323-1qt7vf59 184 6 the the DT cord-319323-1qt7vf59 184 7 high high JJ cord-319323-1qt7vf59 184 8 negativity negativity NN cord-319323-1qt7vf59 184 9 around around IN cord-319323-1qt7vf59 184 10 days day NNS cord-319323-1qt7vf59 184 11 34 34 CD cord-319323-1qt7vf59 184 12 - - SYM cord-319323-1qt7vf59 184 13 35 35 CD cord-319323-1qt7vf59 184 14 of of IN cord-319323-1qt7vf59 184 15 the the DT cord-319323-1qt7vf59 184 16 study study NN cord-319323-1qt7vf59 184 17 can can MD cord-319323-1qt7vf59 184 18 be be VB cord-319323-1qt7vf59 184 19 attributed attribute VBN cord-319323-1qt7vf59 184 20 to to IN cord-319323-1qt7vf59 184 21 articles article NNS cord-319323-1qt7vf59 184 22 4 4 CD cord-319323-1qt7vf59 184 23 to to IN cord-319323-1qt7vf59 184 24 6 6 CD cord-319323-1qt7vf59 184 25 , , , cord-319323-1qt7vf59 184 26 while while IN cord-319323-1qt7vf59 184 27 the the DT cord-319323-1qt7vf59 184 28 succeeding succeed VBG cord-319323-1qt7vf59 184 29 positivity positivity NN cord-319323-1qt7vf59 184 30 is be VBZ cord-319323-1qt7vf59 184 31 enforced enforce VBN cord-319323-1qt7vf59 184 32 by by IN cord-319323-1qt7vf59 184 33 articles article NNS cord-319323-1qt7vf59 184 34 like like IN cord-319323-1qt7vf59 184 35 9 9 CD cord-319323-1qt7vf59 184 36 - - SYM cord-319323-1qt7vf59 184 37 11 11 CD cord-319323-1qt7vf59 184 38 . . . cord-319323-1qt7vf59 185 1 Therefore therefore RB cord-319323-1qt7vf59 185 2 , , , cord-319323-1qt7vf59 185 3 it -PRON- PRP cord-319323-1qt7vf59 185 4 is be VBZ cord-319323-1qt7vf59 185 5 evident evident JJ cord-319323-1qt7vf59 185 6 that that IN cord-319323-1qt7vf59 185 7 the the DT cord-319323-1qt7vf59 185 8 global global JJ cord-319323-1qt7vf59 185 9 news news NN cord-319323-1qt7vf59 185 10 agenda agenda NN cord-319323-1qt7vf59 185 11 related relate VBN cord-319323-1qt7vf59 185 12 to to IN cord-319323-1qt7vf59 185 13 China China NNP cord-319323-1qt7vf59 185 14 is be VBZ cord-319323-1qt7vf59 185 15 mostly mostly RB cord-319323-1qt7vf59 185 16 motivated motivated JJ cord-319323-1qt7vf59 185 17 in in IN cord-319323-1qt7vf59 185 18 driving drive VBG cord-319323-1qt7vf59 185 19 an an DT cord-319323-1qt7vf59 185 20 overall overall JJ cord-319323-1qt7vf59 185 21 negative negative JJ cord-319323-1qt7vf59 185 22 image image NN cord-319323-1qt7vf59 185 23 of of IN cord-319323-1qt7vf59 185 24 the the DT cord-319323-1qt7vf59 185 25 country country NN cord-319323-1qt7vf59 185 26 and and CC cord-319323-1qt7vf59 185 27 its -PRON- PRP$ cord-319323-1qt7vf59 185 28 actions action NNS cord-319323-1qt7vf59 185 29 during during IN cord-319323-1qt7vf59 185 30 the the DT cord-319323-1qt7vf59 185 31 ongoing ongoing JJ cord-319323-1qt7vf59 185 32 pandemic pandemic NN cord-319323-1qt7vf59 185 33 . . . cord-319323-1qt7vf59 186 1 The the DT cord-319323-1qt7vf59 186 2 outbreak outbreak NN cord-319323-1qt7vf59 186 3 spread spread VBD cord-319323-1qt7vf59 186 4 to to IN cord-319323-1qt7vf59 186 5 USA USA NNP cord-319323-1qt7vf59 186 6 in in IN cord-319323-1qt7vf59 186 7 late late JJ cord-319323-1qt7vf59 186 8 January January NNP cord-319323-1qt7vf59 186 9 , , , cord-319323-1qt7vf59 186 10 and and CC cord-319323-1qt7vf59 186 11 a a DT cord-319323-1qt7vf59 186 12 substantial substantial JJ cord-319323-1qt7vf59 186 13 part part NN cord-319323-1qt7vf59 186 14 of of IN cord-319323-1qt7vf59 186 15 the the DT cord-319323-1qt7vf59 186 16 pandemic pandemic NN cord-319323-1qt7vf59 186 17 's 's POS cord-319323-1qt7vf59 186 18 effect effect NN cord-319323-1qt7vf59 186 19 on on IN cord-319323-1qt7vf59 186 20 news news NN cord-319323-1qt7vf59 186 21 is be VBZ cord-319323-1qt7vf59 186 22 observable observable JJ cord-319323-1qt7vf59 186 23 in in IN cord-319323-1qt7vf59 186 24 this this DT cord-319323-1qt7vf59 186 25 case case NN cord-319323-1qt7vf59 186 26 . . . cord-319323-1qt7vf59 187 1 Similar similar JJ cord-319323-1qt7vf59 187 2 to to IN cord-319323-1qt7vf59 187 3 the the DT cord-319323-1qt7vf59 187 4 previous previous JJ cord-319323-1qt7vf59 187 5 case case NN cord-319323-1qt7vf59 187 6 , , , cord-319323-1qt7vf59 187 7 the the DT cord-319323-1qt7vf59 187 8 news news NN cord-319323-1qt7vf59 187 9 Table table NN cord-319323-1qt7vf59 187 10 5 5 CD cord-319323-1qt7vf59 187 11 shows show VBZ cord-319323-1qt7vf59 187 12 that that IN cord-319323-1qt7vf59 187 13 the the DT cord-319323-1qt7vf59 187 14 number number NN cord-319323-1qt7vf59 187 15 of of IN cord-319323-1qt7vf59 187 16 confirmed confirm VBN cord-319323-1qt7vf59 187 17 cases case NNS cord-319323-1qt7vf59 187 18 has have VBZ cord-319323-1qt7vf59 187 19 more more JJR cord-319323-1qt7vf59 187 20 impact impact NN cord-319323-1qt7vf59 187 21 on on IN cord-319323-1qt7vf59 187 22 negative negative JJ cord-319323-1qt7vf59 187 23 sentiment sentiment NN cord-319323-1qt7vf59 187 24 in in IN cord-319323-1qt7vf59 187 25 the the DT cord-319323-1qt7vf59 187 26 news news NN cord-319323-1qt7vf59 187 27 based base VBN cord-319323-1qt7vf59 187 28 on on IN cord-319323-1qt7vf59 187 29 USA USA NNP cord-319323-1qt7vf59 187 30 , , , cord-319323-1qt7vf59 187 31 at at IN cord-319323-1qt7vf59 187 32 a a DT cord-319323-1qt7vf59 187 33 delay delay NN cord-319323-1qt7vf59 187 34 of of IN cord-319323-1qt7vf59 187 35 2 2 CD cord-319323-1qt7vf59 187 36 days day NNS cord-319323-1qt7vf59 187 37 , , , cord-319323-1qt7vf59 187 38 and and CC cord-319323-1qt7vf59 187 39 a a DT cord-319323-1qt7vf59 187 40 lower low JJR cord-319323-1qt7vf59 187 41 impact impact NN cord-319323-1qt7vf59 187 42 of of IN cord-319323-1qt7vf59 187 43 the the DT cord-319323-1qt7vf59 187 44 number number NN cord-319323-1qt7vf59 187 45 of of IN cord-319323-1qt7vf59 187 46 deaths death NNS cord-319323-1qt7vf59 187 47 at at IN cord-319323-1qt7vf59 187 48 an an DT cord-319323-1qt7vf59 187 49 overall overall JJ cord-319323-1qt7vf59 187 50 delay delay NN cord-319323-1qt7vf59 187 51 of of IN cord-319323-1qt7vf59 187 52 4 4 CD cord-319323-1qt7vf59 187 53 days day NNS cord-319323-1qt7vf59 187 54 . . . cord-319323-1qt7vf59 188 1 The the DT cord-319323-1qt7vf59 188 2 overall overall JJ cord-319323-1qt7vf59 188 3 correlation correlation NN cord-319323-1qt7vf59 188 4 is be VBZ cord-319323-1qt7vf59 188 5 weakly weakly RB cord-319323-1qt7vf59 188 6 positive positive JJ cord-319323-1qt7vf59 188 7 for for IN cord-319323-1qt7vf59 188 8 both both CC cord-319323-1qt7vf59 188 9 the the DT cord-319323-1qt7vf59 188 10 pair pair NN cord-319323-1qt7vf59 188 11 of of IN cord-319323-1qt7vf59 188 12 variables variable NNS cord-319323-1qt7vf59 188 13 . . . cord-319323-1qt7vf59 189 1 The the DT cord-319323-1qt7vf59 189 2 spread spread NN cord-319323-1qt7vf59 189 3 of of IN cord-319323-1qt7vf59 189 4 both both CC cord-319323-1qt7vf59 189 5 the the DT cord-319323-1qt7vf59 189 6 number number NN cord-319323-1qt7vf59 189 7 of of IN cord-319323-1qt7vf59 189 8 cases case NNS cord-319323-1qt7vf59 189 9 and and CC cord-319323-1qt7vf59 189 10 deaths death NNS cord-319323-1qt7vf59 189 11 , , , cord-319323-1qt7vf59 189 12 in in IN cord-319323-1qt7vf59 189 13 the the DT cord-319323-1qt7vf59 189 14 case case NN cord-319323-1qt7vf59 189 15 of of IN cord-319323-1qt7vf59 189 16 the the DT cord-319323-1qt7vf59 189 17 USA USA NNP cord-319323-1qt7vf59 189 18 , , , cord-319323-1qt7vf59 189 19 resembles resemble VBZ cord-319323-1qt7vf59 189 20 bell bell NNP cord-319323-1qt7vf59 189 21 curve curve NN cord-319323-1qt7vf59 189 22 for for IN cord-319323-1qt7vf59 189 23 the the DT cord-319323-1qt7vf59 189 24 current current JJ cord-319323-1qt7vf59 189 25 duration duration NN cord-319323-1qt7vf59 189 26 of of IN cord-319323-1qt7vf59 189 27 study study NN cord-319323-1qt7vf59 189 28 , , , cord-319323-1qt7vf59 189 29 with with IN cord-319323-1qt7vf59 189 30 gradually gradually RB cord-319323-1qt7vf59 189 31 increasing increase VBG cord-319323-1qt7vf59 189 32 values value NNS cord-319323-1qt7vf59 189 33 up up IN cord-319323-1qt7vf59 189 34 to to IN cord-319323-1qt7vf59 189 35 day day NN cord-319323-1qt7vf59 189 36 30 30 CD cord-319323-1qt7vf59 189 37 , , , cord-319323-1qt7vf59 189 38 and and CC cord-319323-1qt7vf59 189 39 an an DT cord-319323-1qt7vf59 189 40 opposite opposite JJ cord-319323-1qt7vf59 189 41 trend trend NN cord-319323-1qt7vf59 189 42 thereafter thereafter RB cord-319323-1qt7vf59 189 43 . . . cord-319323-1qt7vf59 190 1 Figures figure NNS cord-319323-1qt7vf59 190 2 13 13 CD cord-319323-1qt7vf59 190 3 and and CC cord-319323-1qt7vf59 190 4 14 14 CD cord-319323-1qt7vf59 190 5 show show VBP cord-319323-1qt7vf59 190 6 that that IN cord-319323-1qt7vf59 190 7 towards towards IN cord-319323-1qt7vf59 190 8 the the DT cord-319323-1qt7vf59 190 9 later later JJ cord-319323-1qt7vf59 190 10 half half NN cord-319323-1qt7vf59 190 11 of of IN cord-319323-1qt7vf59 190 12 the the DT cord-319323-1qt7vf59 190 13 studied study VBN cord-319323-1qt7vf59 190 14 duration duration NN cord-319323-1qt7vf59 190 15 , , , cord-319323-1qt7vf59 190 16 the the DT cord-319323-1qt7vf59 190 17 overall overall JJ cord-319323-1qt7vf59 190 18 number number NN cord-319323-1qt7vf59 190 19 of of IN cord-319323-1qt7vf59 190 20 confirmed confirm VBN cord-319323-1qt7vf59 190 21 cases case NNS cord-319323-1qt7vf59 190 22 and and CC cord-319323-1qt7vf59 190 23 deaths death NNS cord-319323-1qt7vf59 190 24 follows follow VBZ cord-319323-1qt7vf59 190 25 a a DT cord-319323-1qt7vf59 190 26 decreasing decrease VBG cord-319323-1qt7vf59 190 27 trend trend NN cord-319323-1qt7vf59 190 28 ( ( -LRB- cord-319323-1qt7vf59 190 29 more more JJR cord-319323-1qt7vf59 190 30 data data NN cord-319323-1qt7vf59 190 31 points point NNS cord-319323-1qt7vf59 190 32 below below IN cord-319323-1qt7vf59 190 33 mean mean NN cord-319323-1qt7vf59 190 34 ) ) -RRB- cord-319323-1qt7vf59 190 35 , , , cord-319323-1qt7vf59 190 36 whereas whereas IN cord-319323-1qt7vf59 190 37 negative negative JJ cord-319323-1qt7vf59 190 38 sentiment sentiment NN cord-319323-1qt7vf59 190 39 thrives thrive VBZ cord-319323-1qt7vf59 190 40 and and CC cord-319323-1qt7vf59 190 41 even even RB cord-319323-1qt7vf59 190 42 increases increase VBZ cord-319323-1qt7vf59 190 43 . . . cord-319323-1qt7vf59 191 1 Observations observation NNS cord-319323-1qt7vf59 191 2 : : : cord-319323-1qt7vf59 192 1 Apart apart RB cord-319323-1qt7vf59 192 2 from from IN cord-319323-1qt7vf59 192 3 the the DT cord-319323-1qt7vf59 192 4 effect effect NN cord-319323-1qt7vf59 192 5 of of IN cord-319323-1qt7vf59 192 6 COVID-19-related covid-19-related JJ cord-319323-1qt7vf59 192 7 statistics statistic NNS cord-319323-1qt7vf59 192 8 , , , cord-319323-1qt7vf59 192 9 different different JJ cord-319323-1qt7vf59 192 10 media medium NNS cord-319323-1qt7vf59 192 11 reports report NNS cord-319323-1qt7vf59 192 12 citing cite VBG cord-319323-1qt7vf59 192 13 the the DT cord-319323-1qt7vf59 192 14 anti anti JJ cord-319323-1qt7vf59 192 15 - - JJ cord-319323-1qt7vf59 192 16 China china JJ cord-319323-1qt7vf59 192 17 sentiment sentiment NN cord-319323-1qt7vf59 192 18 of of IN cord-319323-1qt7vf59 192 19 the the DT cord-319323-1qt7vf59 192 20 President President NNP cord-319323-1qt7vf59 192 21 of of IN cord-319323-1qt7vf59 192 22 the the DT cord-319323-1qt7vf59 192 23 country country NN cord-319323-1qt7vf59 192 24 and and CC cord-319323-1qt7vf59 192 25 governmental governmental JJ cord-319323-1qt7vf59 192 26 decisions decision NNS cord-319323-1qt7vf59 192 27 appear appear VBP cord-319323-1qt7vf59 192 28 to to TO cord-319323-1qt7vf59 192 29 have have VB cord-319323-1qt7vf59 192 30 influenced influence VBN cord-319323-1qt7vf59 192 31 the the DT cord-319323-1qt7vf59 192 32 news news NN cord-319323-1qt7vf59 192 33 sentiment sentiment NN cord-319323-1qt7vf59 192 34 , , , cord-319323-1qt7vf59 192 35 as as RB cord-319323-1qt7vf59 192 36 well well RB cord-319323-1qt7vf59 192 37 . . . cord-319323-1qt7vf59 193 1 A a DT cord-319323-1qt7vf59 193 2 set set NN cord-319323-1qt7vf59 193 3 of of IN cord-319323-1qt7vf59 193 4 such such JJ cord-319323-1qt7vf59 193 5 news news NN cord-319323-1qt7vf59 193 6 articles article NNS cord-319323-1qt7vf59 193 7 has have VBZ cord-319323-1qt7vf59 193 8 been be VBN cord-319323-1qt7vf59 193 9 provided provide VBN cord-319323-1qt7vf59 193 10 in in IN cord-319323-1qt7vf59 193 11 Table Table NNP cord-319323-1qt7vf59 193 12 6 6 CD cord-319323-1qt7vf59 193 13 , , , cord-319323-1qt7vf59 193 14 while while IN cord-319323-1qt7vf59 193 15 the the DT cord-319323-1qt7vf59 193 16 prominence prominence NN cord-319323-1qt7vf59 193 17 of of IN cord-319323-1qt7vf59 193 18 the the DT cord-319323-1qt7vf59 193 19 US US NNP cord-319323-1qt7vf59 193 20 President President NNP cord-319323-1qt7vf59 193 21 in in IN cord-319323-1qt7vf59 193 22 global global JJ cord-319323-1qt7vf59 193 23 news news NN cord-319323-1qt7vf59 193 24 is be VBZ cord-319323-1qt7vf59 193 25 already already RB cord-319323-1qt7vf59 193 26 established establish VBN cord-319323-1qt7vf59 193 27 in in IN cord-319323-1qt7vf59 193 28 Table Table NNP cord-319323-1qt7vf59 193 29 2 2 CD cord-319323-1qt7vf59 193 30 . . . cord-319323-1qt7vf59 194 1 The the DT cord-319323-1qt7vf59 194 2 high high JJ cord-319323-1qt7vf59 194 3 amount amount NN cord-319323-1qt7vf59 194 4 of of IN cord-319323-1qt7vf59 194 5 negativity negativity NN cord-319323-1qt7vf59 194 6 during during IN cord-319323-1qt7vf59 194 7 the the DT cord-319323-1qt7vf59 194 8 initial initial JJ cord-319323-1qt7vf59 194 9 10 10 CD cord-319323-1qt7vf59 194 10 days day NNS cord-319323-1qt7vf59 194 11 of of IN cord-319323-1qt7vf59 194 12 the the DT cord-319323-1qt7vf59 194 13 study study NN cord-319323-1qt7vf59 194 14 , , , cord-319323-1qt7vf59 194 15 may may MD cord-319323-1qt7vf59 194 16 be be VB cord-319323-1qt7vf59 194 17 an an DT cord-319323-1qt7vf59 194 18 effect effect NN cord-319323-1qt7vf59 194 19 of of IN cord-319323-1qt7vf59 194 20 the the DT cord-319323-1qt7vf59 194 21 articles article NNS cord-319323-1qt7vf59 194 22 1 1 CD cord-319323-1qt7vf59 194 23 - - SYM cord-319323-1qt7vf59 194 24 5 5 CD cord-319323-1qt7vf59 194 25 , , , cord-319323-1qt7vf59 194 26 while while IN cord-319323-1qt7vf59 194 27 the the DT cord-319323-1qt7vf59 194 28 decreasing decrease VBG cord-319323-1qt7vf59 194 29 negativity negativity NN cord-319323-1qt7vf59 194 30 since since IN cord-319323-1qt7vf59 194 31 day day NN cord-319323-1qt7vf59 194 32 10 10 CD cord-319323-1qt7vf59 194 33 may may MD cord-319323-1qt7vf59 194 34 be be VB cord-319323-1qt7vf59 194 35 due due JJ cord-319323-1qt7vf59 194 36 to to IN cord-319323-1qt7vf59 194 37 the the DT cord-319323-1qt7vf59 194 38 event event NN cord-319323-1qt7vf59 194 39 that that WDT cord-319323-1qt7vf59 194 40 article article NN cord-319323-1qt7vf59 194 41 6 6 CD cord-319323-1qt7vf59 194 42 and and CC cord-319323-1qt7vf59 194 43 7 7 CD cord-319323-1qt7vf59 194 44 correspond correspond VBP cord-319323-1qt7vf59 194 45 to to IN cord-319323-1qt7vf59 194 46 . . . cord-319323-1qt7vf59 195 1 Similarly similarly RB cord-319323-1qt7vf59 195 2 , , , cord-319323-1qt7vf59 195 3 the the DT cord-319323-1qt7vf59 195 4 positive positive JJ cord-319323-1qt7vf59 195 5 sentiment sentiment NN cord-319323-1qt7vf59 195 6 at at IN cord-319323-1qt7vf59 195 7 about about IN cord-319323-1qt7vf59 195 8 day day NN cord-319323-1qt7vf59 195 9 50 50 CD cord-319323-1qt7vf59 195 10 is be VBZ cord-319323-1qt7vf59 195 11 aligned align VBN cord-319323-1qt7vf59 195 12 with with IN cord-319323-1qt7vf59 195 13 the the DT cord-319323-1qt7vf59 195 14 article article NN cord-319323-1qt7vf59 195 15 8 8 CD cord-319323-1qt7vf59 195 16 , , , cord-319323-1qt7vf59 195 17 whereas whereas IN cord-319323-1qt7vf59 195 18 the the DT cord-319323-1qt7vf59 195 19 succeeding succeed VBG cord-319323-1qt7vf59 195 20 rapid rapid JJ cord-319323-1qt7vf59 195 21 rise rise NN cord-319323-1qt7vf59 195 22 in in IN cord-319323-1qt7vf59 195 23 negativity negativity NN cord-319323-1qt7vf59 195 24 ( ( -LRB- cord-319323-1qt7vf59 195 25 in in IN cord-319323-1qt7vf59 195 26 spite spite NN cord-319323-1qt7vf59 195 27 of of IN cord-319323-1qt7vf59 195 28 a a DT cord-319323-1qt7vf59 195 29 drop drop NN cord-319323-1qt7vf59 195 30 in in IN cord-319323-1qt7vf59 195 31 COVID-19 covid-19 JJ cord-319323-1qt7vf59 195 32 cases case NNS cord-319323-1qt7vf59 195 33 and and CC cord-319323-1qt7vf59 195 34 deaths death NNS cord-319323-1qt7vf59 195 35 ) ) -RRB- cord-319323-1qt7vf59 195 36 could could MD cord-319323-1qt7vf59 195 37 be be VB cord-319323-1qt7vf59 195 38 attributed attribute VBN cord-319323-1qt7vf59 195 39 to to IN cord-319323-1qt7vf59 195 40 events event NNS cord-319323-1qt7vf59 195 41 highlighted highlight VBN cord-319323-1qt7vf59 195 42 by by IN cord-319323-1qt7vf59 195 43 articles article NNS cord-319323-1qt7vf59 195 44 8 8 CD cord-319323-1qt7vf59 195 45 - - SYM cord-319323-1qt7vf59 195 46 13 13 CD cord-319323-1qt7vf59 195 47 . . . cord-319323-1qt7vf59 196 1 Similar similar JJ cord-319323-1qt7vf59 196 2 to to IN cord-319323-1qt7vf59 196 3 the the DT cord-319323-1qt7vf59 196 4 observations observation NNS cord-319323-1qt7vf59 196 5 regarding regard VBG cord-319323-1qt7vf59 196 6 China China NNP cord-319323-1qt7vf59 196 7 , , , cord-319323-1qt7vf59 196 8 the the DT cord-319323-1qt7vf59 196 9 agenda agenda NN cord-319323-1qt7vf59 196 10 of of IN cord-319323-1qt7vf59 196 11 global global JJ cord-319323-1qt7vf59 196 12 online online JJ cord-319323-1qt7vf59 196 13 news news NN cord-319323-1qt7vf59 196 14 is be VBZ cord-319323-1qt7vf59 196 15 driven drive VBN cord-319323-1qt7vf59 196 16 more more JJR cord-319323-1qt7vf59 196 17 by by IN cord-319323-1qt7vf59 196 18 different different JJ cord-319323-1qt7vf59 196 19 socio socio JJ cord-319323-1qt7vf59 196 20 - - JJ cord-319323-1qt7vf59 196 21 political political JJ cord-319323-1qt7vf59 196 22 activities activity NNS cord-319323-1qt7vf59 196 23 concerning concern VBG cord-319323-1qt7vf59 196 24 the the DT cord-319323-1qt7vf59 196 25 country country NN cord-319323-1qt7vf59 196 26 . . . cord-319323-1qt7vf59 197 1 Italy Italy NNP cord-319323-1qt7vf59 197 2 is be VBZ cord-319323-1qt7vf59 197 3 one one CD cord-319323-1qt7vf59 197 4 of of IN cord-319323-1qt7vf59 197 5 the the DT cord-319323-1qt7vf59 197 6 most most RBS cord-319323-1qt7vf59 197 7 badly badly RB cord-319323-1qt7vf59 197 8 affected affect VBN cord-319323-1qt7vf59 197 9 countries country NNS cord-319323-1qt7vf59 197 10 due due JJ cord-319323-1qt7vf59 197 11 to to IN cord-319323-1qt7vf59 197 12 the the DT cord-319323-1qt7vf59 197 13 COVID-19 COVID-19 NNP cord-319323-1qt7vf59 197 14 virus virus NN cord-319323-1qt7vf59 197 15 outbreak outbreak NN cord-319323-1qt7vf59 197 16 . . . cord-319323-1qt7vf59 198 1 During during IN cord-319323-1qt7vf59 198 2 our -PRON- PRP$ cord-319323-1qt7vf59 198 3 period period NN cord-319323-1qt7vf59 198 4 of of IN cord-319323-1qt7vf59 198 5 study study NN cord-319323-1qt7vf59 198 6 , , , cord-319323-1qt7vf59 198 7 both both CC cord-319323-1qt7vf59 198 8 the the DT cord-319323-1qt7vf59 198 9 death death NN cord-319323-1qt7vf59 198 10 count count NN cord-319323-1qt7vf59 198 11 as as RB cord-319323-1qt7vf59 198 12 well well RB cord-319323-1qt7vf59 198 13 as as IN cord-319323-1qt7vf59 198 14 number number NN cord-319323-1qt7vf59 198 15 of of IN cord-319323-1qt7vf59 198 16 More More JJR cord-319323-1qt7vf59 198 17 than than IN cord-319323-1qt7vf59 198 18 800,000 800,000 CD cord-319323-1qt7vf59 198 19 physicians physician NNS cord-319323-1qt7vf59 198 20 across across IN cord-319323-1qt7vf59 198 21 the the DT cord-319323-1qt7vf59 198 22 country country NN cord-319323-1qt7vf59 198 23 signed sign VBD cord-319323-1qt7vf59 198 24 a a DT cord-319323-1qt7vf59 198 25 letter letter NN cord-319323-1qt7vf59 198 26 urging urge VBG cord-319323-1qt7vf59 198 27 President President NNP cord-319323-1qt7vf59 198 28 Donald Donald NNP cord-319323-1qt7vf59 198 29 Trump Trump NNP cord-319323-1qt7vf59 198 30 to to TO cord-319323-1qt7vf59 198 31 keep keep VB cord-319323-1qt7vf59 198 32 social social JJ cord-319323-1qt7vf59 198 33 distancing distancing NN cord-319323-1qt7vf59 198 34 practices practice NNS cord-319323-1qt7vf59 198 35 in in IN cord-319323-1qt7vf59 198 36 place place NN cord-319323-1qt7vf59 198 37 after after IN cord-319323-1qt7vf59 198 38 he -PRON- PRP cord-319323-1qt7vf59 198 39 said say VBD cord-319323-1qt7vf59 198 40 he -PRON- PRP cord-319323-1qt7vf59 198 41 wants want VBZ cord-319323-1qt7vf59 198 42 to to TO cord-319323-1qt7vf59 198 43 reopen reopen VB cord-319323-1qt7vf59 198 44 businesses business NNS cord-319323-1qt7vf59 198 45 by by IN cord-319323-1qt7vf59 198 46 Easter Easter NNP cord-319323-1qt7vf59 198 47 . . . cord-319323-1qt7vf59 198 48 " " '' cord-319323-1qt7vf59 199 1 Significant significant JJ cord-319323-1qt7vf59 199 2 COVID-19 COVID-19 NNP cord-319323-1qt7vf59 199 3 transmission transmission NN cord-319323-1qt7vf59 199 4 continues continue VBZ cord-319323-1qt7vf59 199 5 across across IN cord-319323-1qt7vf59 199 6 the the DT cord-319323-1qt7vf59 199 7 United United NNP cord-319323-1qt7vf59 199 8 States States NNP cord-319323-1qt7vf59 199 9 , , , cord-319323-1qt7vf59 199 10 and and CC cord-319323-1qt7vf59 199 11 we -PRON- PRP cord-319323-1qt7vf59 199 12 need need VBP cord-319323-1qt7vf59 199 13 your -PRON- PRP$ cord-319323-1qt7vf59 199 14 leadership leadership NN cord-319323-1qt7vf59 199 15 in in IN cord-319323-1qt7vf59 199 16 supporting support VBG cord-319323-1qt7vf59 199 17 science science NN cord-319323-1qt7vf59 199 18 - - HYPH cord-319323-1qt7vf59 199 19 based base VBN cord-319323-1qt7vf59 199 20 recommendations recommendation NNS cord-319323-1qt7vf59 199 21 on on IN cord-319323-1qt7vf59 199 22 social social JJ cord-319323-1qt7vf59 199 23 distancing distancing NN cord-319323-1qt7vf59 199 24 that that WDT cord-319323-1qt7vf59 199 25 can can MD cord-319323-1qt7vf59 199 26 slow slow VB cord-319323-1qt7vf59 199 27 the the DT cord-319323-1qt7vf59 199 28 virus virus NN cord-319323-1qt7vf59 199 29 , , , cord-319323-1qt7vf59 199 30 " " '' cord-319323-1qt7vf59 199 31 the the DT cord-319323-1qt7vf59 199 32 letter letter NN cord-319323-1qt7vf59 199 33 , , , cord-319323-1qt7vf59 199 34 released release VBN cord-319323-1qt7vf59 199 35 by by IN cord-319323-1qt7vf59 199 36 the the DT cord-319323-1qt7vf59 199 37 Council Council NNP cord-319323-1qt7vf59 199 38 of of IN cord-319323-1qt7vf59 199 39 Medical Medical NNP cord-319323-1qt7vf59 199 40 Specialty Specialty NNP cord-319323-1qt7vf59 199 41 Societies Societies NNPS cord-319323-1qt7vf59 199 42 , , , cord-319323-1qt7vf59 199 43 said say VBD cord-319323-1qt7vf59 199 44 . . . cord-319323-1qt7vf59 200 1 " " `` cord-319323-1qt7vf59 200 2 Our -PRON- PRP$ cord-319323-1qt7vf59 200 3 societies society NNS cord-319323-1qt7vf59 200 4 have have VBP cord-319323-1qt7vf59 200 5 closely closely RB cord-319323-1qt7vf59 200 6 adhered adhere VBN cord-319323-1qt7vf59 200 7 to to IN cord-319323-1qt7vf59 200 8 these these DT cord-319323-1qt7vf59 200 9 measures measure NNS cord-319323-1qt7vf59 200 10 by by IN cord-319323-1qt7vf59 200 11 moving move VBG cord-319323-1qt7vf59 200 12 our -PRON- PRP$ cord-319323-1qt7vf59 200 13 staff staff NN cord-319323-1qt7vf59 200 14 to to IN cord-319323-1qt7vf59 200 15 fulltime fulltime JJ cord-319323-1qt7vf59 200 16 telework telework NN cord-319323-1qt7vf59 200 17 and and CC cord-319323-1qt7vf59 200 18 canceling cancel VBG cord-319323-1qt7vf59 200 19 in in IN cord-319323-1qt7vf59 200 20 - - HYPH cord-319323-1qt7vf59 200 21 person person NN cord-319323-1qt7vf59 200 22 meetings meeting NNS cord-319323-1qt7vf59 200 23 ( ( -LRB- cord-319323-1qt7vf59 200 24 including include VBG cord-319323-1qt7vf59 200 25 annual annual JJ cord-319323-1qt7vf59 200 26 meetings meeting NNS cord-319323-1qt7vf59 200 27 ) ) -RRB- cord-319323-1qt7vf59 200 28 . . . cord-319323-1qt7vf59 201 1 These these DT cord-319323-1qt7vf59 201 2 actions action NNS cord-319323-1qt7vf59 201 3 have have VBP cord-319323-1qt7vf59 201 4 helped help VBN cord-319323-1qt7vf59 201 5 to to TO cord-319323-1qt7vf59 201 6 keep keep VB cord-319323-1qt7vf59 201 7 physicians physician NNS cord-319323-1qt7vf59 201 8 and and CC cord-319323-1qt7vf59 201 9 other other JJ cord-319323-1qt7vf59 201 10 health health NN cord-319323-1qt7vf59 201 11 professionals professional NNS cord-319323-1qt7vf59 201 12 in in IN cord-319323-1qt7vf59 201 13 health health NN cord-319323-1qt7vf59 201 14 care care NN cord-319323-1qt7vf59 201 15 facilities facility NNS cord-319323-1qt7vf59 201 16 , , , cord-319323-1qt7vf59 201 17 including include VBG cord-319323-1qt7vf59 201 18 hospitals hospital NNS cord-319323-1qt7vf59 201 19 , , , cord-319323-1qt7vf59 201 20 and and CC cord-319323-1qt7vf59 201 21 reduce reduce VB cord-319323-1qt7vf59 201 22 the the DT cord-319323-1qt7vf59 201 23 risk risk NN cord-319323-1qt7vf59 201 24 of of IN cord-319323-1qt7vf59 201 25 spreading spread VBG cord-319323-1qt7vf59 201 26 COVID-19 covid-19 DT cord-319323-1qt7vf59 201 27 " " `` cord-319323-1qt7vf59 201 28 Health Health NNP cord-319323-1qt7vf59 201 29 care care NN cord-319323-1qt7vf59 201 30 workers worker NNS cord-319323-1qt7vf59 201 31 say say VBP cord-319323-1qt7vf59 201 32 that that IN cord-319323-1qt7vf59 201 33 they -PRON- PRP cord-319323-1qt7vf59 201 34 are be VBP cord-319323-1qt7vf59 201 35 being be VBG cord-319323-1qt7vf59 201 36 asked ask VBN cord-319323-1qt7vf59 201 37 to to TO cord-319323-1qt7vf59 201 38 reuse reuse VB cord-319323-1qt7vf59 201 39 and and CC cord-319323-1qt7vf59 201 40 ration ration VB cord-319323-1qt7vf59 201 41 disposable disposable JJ cord-319323-1qt7vf59 201 42 masks mask NNS cord-319323-1qt7vf59 201 43 and and CC cord-319323-1qt7vf59 201 44 gloves glove NNS cord-319323-1qt7vf59 201 45 . . . cord-319323-1qt7vf59 202 1 A a DT cord-319323-1qt7vf59 202 2 shortage shortage NN cord-319323-1qt7vf59 202 3 of of IN cord-319323-1qt7vf59 202 4 ventilators ventilator NNS cord-319323-1qt7vf59 202 5 , , , cord-319323-1qt7vf59 202 6 crucial crucial JJ cord-319323-1qt7vf59 202 7 for for IN cord-319323-1qt7vf59 202 8 treating treat VBG cord-319323-1qt7vf59 202 9 serious serious JJ cord-319323-1qt7vf59 202 10 COVID-19 covid-19 CD cord-319323-1qt7vf59 202 11 cases case NNS cord-319323-1qt7vf59 202 12 , , , cord-319323-1qt7vf59 202 13 has have VBZ cord-319323-1qt7vf59 202 14 also also RB cord-319323-1qt7vf59 202 15 become become VBN cord-319323-1qt7vf59 202 16 critical critical JJ cord-319323-1qt7vf59 202 17 , , , cord-319323-1qt7vf59 202 18 as as IN cord-319323-1qt7vf59 202 19 has have VBZ cord-319323-1qt7vf59 202 20 a a DT cord-319323-1qt7vf59 202 21 lack lack NN cord-319323-1qt7vf59 202 22 of of IN cord-319323-1qt7vf59 202 23 test test NN cord-319323-1qt7vf59 202 24 kits kit NNS cord-319323-1qt7vf59 202 25 to to TO cord-319323-1qt7vf59 202 26 comply comply VB cord-319323-1qt7vf59 202 27 with with IN cord-319323-1qt7vf59 202 28 the the DT cord-319323-1qt7vf59 202 29 World World NNP cord-319323-1qt7vf59 202 30 Health Health NNP cord-319323-1qt7vf59 202 31 Organization Organization NNP cord-319323-1qt7vf59 202 32 's 's POS cord-319323-1qt7vf59 202 33 exhortations exhortation NNS cord-319323-1qt7vf59 202 34 to to TO cord-319323-1qt7vf59 202 35 test test VB cord-319323-1qt7vf59 202 36 as as RB cord-319323-1qt7vf59 202 37 many many JJ cord-319323-1qt7vf59 202 38 people people NNS cord-319323-1qt7vf59 202 39 as as IN cord-319323-1qt7vf59 202 40 possible possible JJ cord-319323-1qt7vf59 202 41 . . . cord-319323-1qt7vf59 203 1 In in IN cord-319323-1qt7vf59 203 2 the the DT cord-319323-1qt7vf59 203 3 United United NNP cord-319323-1qt7vf59 203 4 States States NNP cord-319323-1qt7vf59 203 5 , , , cord-319323-1qt7vf59 203 6 a a DT cord-319323-1qt7vf59 203 7 fierce fierce JJ cord-319323-1qt7vf59 203 8 political political JJ cord-319323-1qt7vf59 203 9 battle battle NN cord-319323-1qt7vf59 203 10 over over IN cord-319323-1qt7vf59 203 11 ventilators ventilator NNS cord-319323-1qt7vf59 203 12 has have VBZ cord-319323-1qt7vf59 203 13 emerged emerge VBN cord-319323-1qt7vf59 203 14 , , , cord-319323-1qt7vf59 203 15 especially especially RB cord-319323-1qt7vf59 203 16 after after IN cord-319323-1qt7vf59 203 17 President President NNP cord-319323-1qt7vf59 203 18 Donald Donald NNP cord-319323-1qt7vf59 203 19 Trump Trump NNP cord-319323-1qt7vf59 203 20 told tell VBD cord-319323-1qt7vf59 203 21 state state NN cord-319323-1qt7vf59 203 22 governors governor NNS cord-319323-1qt7vf59 203 23 that that IN cord-319323-1qt7vf59 203 24 they -PRON- PRP cord-319323-1qt7vf59 203 25 should should MD cord-319323-1qt7vf59 203 26 find find VB cord-319323-1qt7vf59 203 27 their -PRON- PRP$ cord-319323-1qt7vf59 203 28 own own JJ cord-319323-1qt7vf59 203 29 medical medical JJ cord-319323-1qt7vf59 203 30 equipment equipment NN cord-319323-1qt7vf59 203 31 if if IN cord-319323-1qt7vf59 203 32 they -PRON- PRP cord-319323-1qt7vf59 203 33 think think VBP cord-319323-1qt7vf59 203 34 they -PRON- PRP cord-319323-1qt7vf59 203 35 can can MD cord-319323-1qt7vf59 203 36 get get VB cord-319323-1qt7vf59 203 37 it -PRON- PRP cord-319323-1qt7vf59 203 38 faster fast RBR cord-319323-1qt7vf59 203 39 than than IN cord-319323-1qt7vf59 203 40 the the DT cord-319323-1qt7vf59 203 41 U.S. U.S. NNP cord-319323-1qt7vf59 203 42 government government NN cord-319323-1qt7vf59 203 43 6 6 CD cord-319323-1qt7vf59 203 44 President President NNP cord-319323-1qt7vf59 203 45 Donald Donald NNP cord-319323-1qt7vf59 203 46 Trump Trump NNP cord-319323-1qt7vf59 203 47 signed sign VBD cord-319323-1qt7vf59 203 48 into into IN cord-319323-1qt7vf59 203 49 law law NN cord-319323-1qt7vf59 203 50 the the DT cord-319323-1qt7vf59 203 51 unprecedented unprecedented JJ cord-319323-1qt7vf59 203 52 $ $ $ cord-319323-1qt7vf59 203 53 2 2 CD cord-319323-1qt7vf59 203 54 trillion trillion CD cord-319323-1qt7vf59 203 55 economic economic JJ cord-319323-1qt7vf59 203 56 stimulus stimulus NN cord-319323-1qt7vf59 203 57 package package NN cord-319323-1qt7vf59 203 58 Friday Friday NNP cord-319323-1qt7vf59 203 59 , , , cord-319323-1qt7vf59 203 60 capping cap VBG cord-319323-1qt7vf59 203 61 a a DT cord-319323-1qt7vf59 203 62 week week NN cord-319323-1qt7vf59 203 63 that that WDT cord-319323-1qt7vf59 203 64 saw see VBD cord-319323-1qt7vf59 203 65 markets market NNS cord-319323-1qt7vf59 203 66 yo yo NNP cord-319323-1qt7vf59 203 67 - - HYPH cord-319323-1qt7vf59 203 68 yo yo NNP cord-319323-1qt7vf59 203 69 as as IN cord-319323-1qt7vf59 203 70 recession recession NN cord-319323-1qt7vf59 203 71 concerns concern NNS cord-319323-1qt7vf59 203 72 grew grow VBD cord-319323-1qt7vf59 203 73 worldwide worldwide RB cord-319323-1qt7vf59 203 74 . . . cord-319323-1qt7vf59 204 1 Now now RB cord-319323-1qt7vf59 204 2 that that IN cord-319323-1qt7vf59 204 3 the the DT cord-319323-1qt7vf59 204 4 package package NN cord-319323-1qt7vf59 204 5 has have VBZ cord-319323-1qt7vf59 204 6 been be VBN cord-319323-1qt7vf59 204 7 signed sign VBN cord-319323-1qt7vf59 204 8 into into IN cord-319323-1qt7vf59 204 9 action action NN cord-319323-1qt7vf59 204 10 , , , cord-319323-1qt7vf59 204 11 attention attention NN cord-319323-1qt7vf59 204 12 turns turn VBZ cord-319323-1qt7vf59 204 13 to to IN cord-319323-1qt7vf59 204 14 how how WRB cord-319323-1qt7vf59 204 15 quickly quickly RB cord-319323-1qt7vf59 204 16 the the DT cord-319323-1qt7vf59 204 17 U.S. U.S. NNP cord-319323-1qt7vf59 204 18 Treasury Treasury NNP cord-319323-1qt7vf59 204 19 and and CC cord-319323-1qt7vf59 204 20 other other JJ cord-319323-1qt7vf59 204 21 departments department NNS cord-319323-1qt7vf59 204 22 can can MD cord-319323-1qt7vf59 204 23 distribute distribute VB cord-319323-1qt7vf59 204 24 checks check NNS cord-319323-1qt7vf59 204 25 to to IN cord-319323-1qt7vf59 204 26 individual individual JJ cord-319323-1qt7vf59 204 27 Americans Americans NNPS cord-319323-1qt7vf59 204 28 and and CC cord-319323-1qt7vf59 204 29 businesses business NNS cord-319323-1qt7vf59 204 30 grappling grapple VBG cord-319323-1qt7vf59 204 31 with with IN cord-319323-1qt7vf59 204 32 the the DT cord-319323-1qt7vf59 204 33 ongoing ongoing JJ cord-319323-1qt7vf59 204 34 effects effect NNS cord-319323-1qt7vf59 204 35 of of IN cord-319323-1qt7vf59 204 36 COVID-19 covid-19 NN cord-319323-1qt7vf59 204 37 . . . cord-319323-1qt7vf59 205 1 It -PRON- PRP cord-319323-1qt7vf59 205 2 could could MD cord-319323-1qt7vf59 205 3 prove prove VB cord-319323-1qt7vf59 205 4 to to TO cord-319323-1qt7vf59 205 5 be be VB cord-319323-1qt7vf59 205 6 a a DT cord-319323-1qt7vf59 205 7 Herculean herculean JJ cord-319323-1qt7vf59 205 8 effort effort NN cord-319323-1qt7vf59 205 9 to to TO cord-319323-1qt7vf59 205 10 flood flood VB cord-319323-1qt7vf59 205 11 the the DT cord-319323-1qt7vf59 205 12 money money NN cord-319323-1qt7vf59 205 13 into into IN cord-319323-1qt7vf59 205 14 the the DT cord-319323-1qt7vf59 205 15 economy economy NN cord-319323-1qt7vf59 205 16 quick quick JJ cord-319323-1qt7vf59 205 17 enough enough RB cord-319323-1qt7vf59 205 18 to to TO cord-319323-1qt7vf59 205 19 prevent prevent VB cord-319323-1qt7vf59 205 20 more more JJR cord-319323-1qt7vf59 205 21 job job NN cord-319323-1qt7vf59 205 22 losses loss NNS cord-319323-1qt7vf59 205 23 and and CC cord-319323-1qt7vf59 205 24 businesses business NNS cord-319323-1qt7vf59 205 25 going go VBG cord-319323-1qt7vf59 205 26 under under IN cord-319323-1qt7vf59 205 27 7 7 CD cord-319323-1qt7vf59 205 28 President President NNP cord-319323-1qt7vf59 205 29 Donald Donald NNP cord-319323-1qt7vf59 205 30 Trump Trump NNP cord-319323-1qt7vf59 206 1 signed sign VBD cord-319323-1qt7vf59 206 2 an an DT cord-319323-1qt7vf59 206 3 unprecedented unprecedented JJ cord-319323-1qt7vf59 206 4 $ $ $ cord-319323-1qt7vf59 206 5 2.2 2.2 CD cord-319323-1qt7vf59 206 6 trillion trillion CD cord-319323-1qt7vf59 206 7 economic economic JJ cord-319323-1qt7vf59 206 8 rescue rescue NN cord-319323-1qt7vf59 206 9 package package NN cord-319323-1qt7vf59 206 10 into into IN cord-319323-1qt7vf59 206 11 law law NN cord-319323-1qt7vf59 206 12 after after IN cord-319323-1qt7vf59 206 13 swift swift NN cord-319323-1qt7vf59 206 14 and and CC cord-319323-1qt7vf59 206 15 near near RB cord-319323-1qt7vf59 206 16 - - HYPH cord-319323-1qt7vf59 206 17 unanimous unanimous JJ cord-319323-1qt7vf59 206 18 action action NN cord-319323-1qt7vf59 206 19 by by IN cord-319323-1qt7vf59 206 20 Congress Congress NNP cord-319323-1qt7vf59 206 21 to to TO cord-319323-1qt7vf59 206 22 support support VB cord-319323-1qt7vf59 206 23 businesses business NNS cord-319323-1qt7vf59 206 24 , , , cord-319323-1qt7vf59 206 25 rush rush NN cord-319323-1qt7vf59 206 26 resources resource NNS cord-319323-1qt7vf59 206 27 to to IN cord-319323-1qt7vf59 206 28 overburdened overburdened JJ cord-319323-1qt7vf59 206 29 health health NN cord-319323-1qt7vf59 206 30 care care NN cord-319323-1qt7vf59 206 31 providers provider NNS cord-319323-1qt7vf59 206 32 , , , cord-319323-1qt7vf59 206 33 and and CC cord-319323-1qt7vf59 206 34 help help VB cord-319323-1qt7vf59 206 35 struggling struggle VBG cord-319323-1qt7vf59 206 36 families family NNS cord-319323-1qt7vf59 206 37 during during IN cord-319323-1qt7vf59 206 38 the the DT cord-319323-1qt7vf59 206 39 deepening deepen VBG cord-319323-1qt7vf59 206 40 coronavirus coronavirus NN cord-319323-1qt7vf59 206 41 epidemic epidemic NN cord-319323-1qt7vf59 206 42 . . . cord-319323-1qt7vf59 207 1 Acting act VBG cord-319323-1qt7vf59 207 2 with with IN cord-319323-1qt7vf59 207 3 unity unity NN cord-319323-1qt7vf59 207 4 and and CC cord-319323-1qt7vf59 207 5 resolve resolve VB cord-319323-1qt7vf59 207 6 unseen unseen JJ cord-319323-1qt7vf59 207 7 since since IN cord-319323-1qt7vf59 207 8 the the DT cord-319323-1qt7vf59 207 9 9/11 9/11 CD cord-319323-1qt7vf59 207 10 attacks attack NNS cord-319323-1qt7vf59 207 11 , , , cord-319323-1qt7vf59 207 12 Washington Washington NNP cord-319323-1qt7vf59 207 13 moved move VBD cord-319323-1qt7vf59 207 14 urgently urgently RB cord-319323-1qt7vf59 207 15 to to TO cord-319323-1qt7vf59 207 16 stem stem VB cord-319323-1qt7vf59 207 17 an an DT cord-319323-1qt7vf59 207 18 economic economic JJ cord-319323-1qt7vf59 207 19 free free JJ cord-319323-1qt7vf59 207 20 fall fall NN cord-319323-1qt7vf59 207 21 caused cause VBN cord-319323-1qt7vf59 207 22 by by IN cord-319323-1qt7vf59 207 23 widespread widespread JJ cord-319323-1qt7vf59 207 24 restrictions restriction NNS cord-319323-1qt7vf59 207 25 meant mean VBN cord-319323-1qt7vf59 207 26 to to TO cord-319323-1qt7vf59 207 27 slow slow VB cord-319323-1qt7vf59 207 28 the the DT cord-319323-1qt7vf59 207 29 spread spread NN cord-319323-1qt7vf59 207 30 of of IN cord-319323-1qt7vf59 207 31 the the DT cord-319323-1qt7vf59 207 32 virus virus NN cord-319323-1qt7vf59 207 33 that that WDT cord-319323-1qt7vf59 207 34 have have VBP cord-319323-1qt7vf59 207 35 shuttered shutter VBN cord-319323-1qt7vf59 207 36 schools school NNS cord-319323-1qt7vf59 207 37 , , , cord-319323-1qt7vf59 207 38 closed closed JJ cord-319323-1qt7vf59 207 39 businesses business NNS cord-319323-1qt7vf59 207 40 and and CC cord-319323-1qt7vf59 207 41 brought bring VBD cord-319323-1qt7vf59 207 42 American american JJ cord-319323-1qt7vf59 207 43 life life NN cord-319323-1qt7vf59 207 44 in in IN cord-319323-1qt7vf59 207 45 many many JJ cord-319323-1qt7vf59 207 46 places place NNS cord-319323-1qt7vf59 207 47 to to IN cord-319323-1qt7vf59 207 48 a a DT cord-319323-1qt7vf59 207 49 virtual virtual JJ cord-319323-1qt7vf59 207 50 standstill standstill NN cord-319323-1qt7vf59 207 51 . . . cord-319323-1qt7vf59 208 1 " " `` cord-319323-1qt7vf59 208 2 This this DT cord-319323-1qt7vf59 208 3 will will MD cord-319323-1qt7vf59 208 4 deliver deliver VB cord-319323-1qt7vf59 208 5 urgently urgently RB cord-319323-1qt7vf59 208 6 needed need VBN cord-319323-1qt7vf59 208 7 relief relief NN cord-319323-1qt7vf59 208 8 , , , cord-319323-1qt7vf59 208 9 " " '' cord-319323-1qt7vf59 208 10 Trump Trump NNP cord-319323-1qt7vf59 208 11 said say VBD cord-319323-1qt7vf59 208 12 as as IN cord-319323-1qt7vf59 208 13 he -PRON- PRP cord-319323-1qt7vf59 208 14 signed sign VBD cord-319323-1qt7vf59 208 15 the the DT cord-319323-1qt7vf59 208 16 bill bill NN cord-319323-1qt7vf59 208 17 Friday Friday NNP cord-319323-1qt7vf59 208 18 in in IN cord-319323-1qt7vf59 208 19 the the DT cord-319323-1qt7vf59 208 20 Oval Oval NNP cord-319323-1qt7vf59 208 21 Office Office NNP cord-319323-1qt7vf59 208 22 , , , cord-319323-1qt7vf59 208 23 flanked flank VBN cord-319323-1qt7vf59 208 24 only only RB cord-319323-1qt7vf59 208 25 by by IN cord-319323-1qt7vf59 208 26 Republican republican JJ cord-319323-1qt7vf59 208 27 lawmakers lawmaker NNS cord-319323-1qt7vf59 208 28 confirmed confirm VBD cord-319323-1qt7vf59 208 29 cases case NNS cord-319323-1qt7vf59 208 30 are be VBP cord-319323-1qt7vf59 208 31 seen see VBN cord-319323-1qt7vf59 208 32 to to TO cord-319323-1qt7vf59 208 33 be be VB cord-319323-1qt7vf59 208 34 gradually gradually RB cord-319323-1qt7vf59 208 35 declining decline VBG cord-319323-1qt7vf59 208 36 . . . cord-319323-1qt7vf59 209 1 The the DT cord-319323-1qt7vf59 209 2 global global JJ cord-319323-1qt7vf59 209 3 news news NN cord-319323-1qt7vf59 209 4 articles article NNS cord-319323-1qt7vf59 209 5 which which WDT cord-319323-1qt7vf59 209 6 feature feature VBP cord-319323-1qt7vf59 209 7 ' ' `` cord-319323-1qt7vf59 209 8 Italy Italy NNP cord-319323-1qt7vf59 209 9 ' ' POS cord-319323-1qt7vf59 209 10 have have VBP cord-319323-1qt7vf59 209 11 been be VBN cord-319323-1qt7vf59 209 12 extracted extract VBN cord-319323-1qt7vf59 209 13 along along RP cord-319323-1qt7vf59 209 14 with with IN cord-319323-1qt7vf59 209 15 the the DT cord-319323-1qt7vf59 209 16 corresponding corresponding JJ cord-319323-1qt7vf59 209 17 sentiment sentiment NN cord-319323-1qt7vf59 209 18 category category NN cord-319323-1qt7vf59 209 19 of of IN cord-319323-1qt7vf59 209 20 each each DT cord-319323-1qt7vf59 209 21 article article NN cord-319323-1qt7vf59 209 22 for for IN cord-319323-1qt7vf59 209 23 this this DT cord-319323-1qt7vf59 209 24 experiment experiment NN cord-319323-1qt7vf59 209 25 . . . cord-319323-1qt7vf59 210 1 Similar similar JJ cord-319323-1qt7vf59 210 2 to to IN cord-319323-1qt7vf59 210 3 the the DT cord-319323-1qt7vf59 210 4 previous previous JJ cord-319323-1qt7vf59 210 5 experiments experiment NNS cord-319323-1qt7vf59 210 6 , , , cord-319323-1qt7vf59 210 7 for for IN cord-319323-1qt7vf59 210 8 assessing assess VBG cord-319323-1qt7vf59 210 9 the the DT cord-319323-1qt7vf59 210 10 impact impact NN cord-319323-1qt7vf59 210 11 of of IN cord-319323-1qt7vf59 210 12 death death NN cord-319323-1qt7vf59 210 13 or or CC cord-319323-1qt7vf59 210 14 infection infection NN cord-319323-1qt7vf59 210 15 - - HYPH cord-319323-1qt7vf59 210 16 based base VBN cord-319323-1qt7vf59 210 17 statistics statistic NNS cord-319323-1qt7vf59 210 18 on on IN cord-319323-1qt7vf59 210 19 news news NN cord-319323-1qt7vf59 210 20 sentiment sentiment NN cord-319323-1qt7vf59 210 21 , , , cord-319323-1qt7vf59 210 22 a a DT cord-319323-1qt7vf59 210 23 study study NN cord-319323-1qt7vf59 210 24 of of IN cord-319323-1qt7vf59 210 25 correlation correlation NN cord-319323-1qt7vf59 210 26 has have VBZ cord-319323-1qt7vf59 210 27 been be VBN cord-319323-1qt7vf59 210 28 undertaken undertake VBN cord-319323-1qt7vf59 210 29 . . . cord-319323-1qt7vf59 211 1 This this DT cord-319323-1qt7vf59 211 2 helps help VBZ cord-319323-1qt7vf59 211 3 to to TO cord-319323-1qt7vf59 211 4 determine determine VB cord-319323-1qt7vf59 211 5 the the DT cord-319323-1qt7vf59 211 6 measure measure NN cord-319323-1qt7vf59 211 7 by by IN cord-319323-1qt7vf59 211 8 which which WDT cord-319323-1qt7vf59 211 9 the the DT cord-319323-1qt7vf59 211 10 news news NN cord-319323-1qt7vf59 211 11 sentiment sentiment NN cord-319323-1qt7vf59 211 12 reflects reflect VBZ cord-319323-1qt7vf59 211 13 the the DT cord-319323-1qt7vf59 211 14 ground ground NN cord-319323-1qt7vf59 211 15 reality reality NN cord-319323-1qt7vf59 211 16 , , , cord-319323-1qt7vf59 211 17 by by IN cord-319323-1qt7vf59 211 18 considering consider VBG cord-319323-1qt7vf59 211 19 days day NNS cord-319323-1qt7vf59 211 20 shifted shift VBD cord-319323-1qt7vf59 211 21 one one CD cord-319323-1qt7vf59 211 22 at at IN cord-319323-1qt7vf59 211 23 a a DT cord-319323-1qt7vf59 211 24 time time NN cord-319323-1qt7vf59 211 25 upto upto IN cord-319323-1qt7vf59 211 26 5 5 CD cord-319323-1qt7vf59 211 27 days day NNS cord-319323-1qt7vf59 211 28 . . . cord-319323-1qt7vf59 212 1 The the DT cord-319323-1qt7vf59 212 2 results result NNS cord-319323-1qt7vf59 212 3 of of IN cord-319323-1qt7vf59 212 4 the the DT cord-319323-1qt7vf59 212 5 study study NN cord-319323-1qt7vf59 212 6 for for IN cord-319323-1qt7vf59 212 7 Italy Italy NNP cord-319323-1qt7vf59 212 8 , , , cord-319323-1qt7vf59 212 9 as as IN cord-319323-1qt7vf59 212 10 shown show VBN cord-319323-1qt7vf59 212 11 in in IN cord-319323-1qt7vf59 212 12 Table Table NNP cord-319323-1qt7vf59 212 13 7 7 CD cord-319323-1qt7vf59 212 14 . . . cord-319323-1qt7vf59 213 1 It -PRON- PRP cord-319323-1qt7vf59 213 2 is be VBZ cord-319323-1qt7vf59 213 3 seen see VBN cord-319323-1qt7vf59 213 4 that that IN cord-319323-1qt7vf59 213 5 there there EX cord-319323-1qt7vf59 213 6 is be VBZ cord-319323-1qt7vf59 213 7 maximum maximum JJ cord-319323-1qt7vf59 213 8 impact impact NN cord-319323-1qt7vf59 213 9 of of IN cord-319323-1qt7vf59 213 10 the the DT cord-319323-1qt7vf59 213 11 COVID-19 covid-19 JJ cord-319323-1qt7vf59 213 12 situation situation NN cord-319323-1qt7vf59 213 13 in in IN cord-319323-1qt7vf59 213 14 Italy Italy NNP cord-319323-1qt7vf59 213 15 , , , cord-319323-1qt7vf59 213 16 on on IN cord-319323-1qt7vf59 213 17 global global JJ cord-319323-1qt7vf59 213 18 news news NN cord-319323-1qt7vf59 213 19 , , , cord-319323-1qt7vf59 213 20 on on IN cord-319323-1qt7vf59 213 21 the the DT cord-319323-1qt7vf59 213 22 5th 5th JJ cord-319323-1qt7vf59 213 23 day day NN cord-319323-1qt7vf59 213 24 , , , cord-319323-1qt7vf59 213 25 though though IN cord-319323-1qt7vf59 213 26 there there EX cord-319323-1qt7vf59 213 27 is be VBZ cord-319323-1qt7vf59 213 28 a a DT cord-319323-1qt7vf59 213 29 high high JJ cord-319323-1qt7vf59 213 30 continuing continue VBG cord-319323-1qt7vf59 213 31 correlation correlation NN cord-319323-1qt7vf59 213 32 . . . cord-319323-1qt7vf59 214 1 Accordingly accordingly RB cord-319323-1qt7vf59 214 2 , , , cord-319323-1qt7vf59 214 3 the the DT cord-319323-1qt7vf59 214 4 aligned align VBN cord-319323-1qt7vf59 214 5 scatter scatter NN cord-319323-1qt7vf59 214 6 plots plot NNS cord-319323-1qt7vf59 214 7 are be VBP cord-319323-1qt7vf59 214 8 generated generate VBN cord-319323-1qt7vf59 214 9 using use VBG cord-319323-1qt7vf59 214 10 the the DT cord-319323-1qt7vf59 214 11 z z NN cord-319323-1qt7vf59 214 12 - - HYPH cord-319323-1qt7vf59 214 13 scored score VBN cord-319323-1qt7vf59 214 14 , , , cord-319323-1qt7vf59 214 15 normalized normalized JJ cord-319323-1qt7vf59 214 16 values value NNS cord-319323-1qt7vf59 214 17 , , , cord-319323-1qt7vf59 214 18 as as IN cord-319323-1qt7vf59 214 19 shown show VBN cord-319323-1qt7vf59 214 20 in in IN cord-319323-1qt7vf59 214 21 Figs Figs NNPS cord-319323-1qt7vf59 214 22 . . . cord-319323-1qt7vf59 215 1 15 15 CD cord-319323-1qt7vf59 215 2 and and CC cord-319323-1qt7vf59 215 3 16 16 CD cord-319323-1qt7vf59 215 4 . . . cord-319323-1qt7vf59 216 1 Evidently evidently RB cord-319323-1qt7vf59 216 2 from from IN cord-319323-1qt7vf59 216 3 the the DT cord-319323-1qt7vf59 216 4 table table NN cord-319323-1qt7vf59 216 5 and and CC cord-319323-1qt7vf59 216 6 figures figure NNS cord-319323-1qt7vf59 216 7 , , , cord-319323-1qt7vf59 216 8 there there EX cord-319323-1qt7vf59 216 9 exists exist VBZ cord-319323-1qt7vf59 216 10 a a DT cord-319323-1qt7vf59 216 11 higher high JJR cord-319323-1qt7vf59 216 12 correlation correlation NN cord-319323-1qt7vf59 216 13 between between IN cord-319323-1qt7vf59 216 14 the the DT cord-319323-1qt7vf59 216 15 deaths death NNS cord-319323-1qt7vf59 216 16 in in IN cord-319323-1qt7vf59 216 17 Italy Italy NNP cord-319323-1qt7vf59 216 18 and and CC cord-319323-1qt7vf59 216 19 negativity negativity NN cord-319323-1qt7vf59 216 20 index index NN cord-319323-1qt7vf59 216 21 in in IN cord-319323-1qt7vf59 216 22 global global JJ cord-319323-1qt7vf59 216 23 news news NN cord-319323-1qt7vf59 216 24 , , , cord-319323-1qt7vf59 216 25 than than IN cord-319323-1qt7vf59 216 26 that that DT cord-319323-1qt7vf59 216 27 due due IN cord-319323-1qt7vf59 216 28 to to IN cord-319323-1qt7vf59 216 29 number number NN cord-319323-1qt7vf59 216 30 of of IN cord-319323-1qt7vf59 216 31 infected infected JJ cord-319323-1qt7vf59 216 32 cases case NNS cord-319323-1qt7vf59 216 33 , , , cord-319323-1qt7vf59 216 34 although although IN cord-319323-1qt7vf59 216 35 both both CC cord-319323-1qt7vf59 216 36 these these DT cord-319323-1qt7vf59 216 37 variables variable NNS cord-319323-1qt7vf59 216 38 show show VBP cord-319323-1qt7vf59 216 39 a a DT cord-319323-1qt7vf59 216 40 comparatively comparatively RB cord-319323-1qt7vf59 216 41 strong strong JJ cord-319323-1qt7vf59 216 42 correlation correlation NN cord-319323-1qt7vf59 216 43 with with IN cord-319323-1qt7vf59 216 44 the the DT cord-319323-1qt7vf59 216 45 negative negative JJ cord-319323-1qt7vf59 216 46 news news NN cord-319323-1qt7vf59 216 47 sentiment sentiment NN cord-319323-1qt7vf59 216 48 . . . cord-319323-1qt7vf59 217 1 This this DT cord-319323-1qt7vf59 217 2 can can MD cord-319323-1qt7vf59 217 3 also also RB cord-319323-1qt7vf59 217 4 President President NNP cord-319323-1qt7vf59 217 5 Donald Donald NNP cord-319323-1qt7vf59 217 6 Trump Trump NNP cord-319323-1qt7vf59 217 7 attacked attack VBD cord-319323-1qt7vf59 217 8 the the DT cord-319323-1qt7vf59 217 9 United United NNP cord-319323-1qt7vf59 217 10 Nations Nations NNP cord-319323-1qt7vf59 217 11 health health NN cord-319323-1qt7vf59 217 12 body body NN cord-319323-1qt7vf59 217 13 as as IN cord-319323-1qt7vf59 217 14 a a DT cord-319323-1qt7vf59 217 15 Chinese chinese JJ cord-319323-1qt7vf59 217 16 " " `` cord-319323-1qt7vf59 217 17 puppet puppet NN cord-319323-1qt7vf59 217 18 " " '' cord-319323-1qt7vf59 217 19 on on IN cord-319323-1qt7vf59 217 20 Monday Monday NNP cord-319323-1qt7vf59 217 21 and and CC cord-319323-1qt7vf59 217 22 confirmed confirm VBD cord-319323-1qt7vf59 217 23 he -PRON- PRP cord-319323-1qt7vf59 217 24 is be VBZ cord-319323-1qt7vf59 217 25 considering consider VBG cord-319323-1qt7vf59 217 26 slashing slash VBG cord-319323-1qt7vf59 217 27 or or CC cord-319323-1qt7vf59 217 28 cancelling cancel VBG cord-319323-1qt7vf59 217 29 US US NNP cord-319323-1qt7vf59 217 30 support support NN cord-319323-1qt7vf59 217 31 . . . cord-319323-1qt7vf59 218 1 " " `` cord-319323-1qt7vf59 218 2 They -PRON- PRP cord-319323-1qt7vf59 218 3 're be VBP cord-319323-1qt7vf59 218 4 a a DT cord-319323-1qt7vf59 218 5 puppet puppet NN cord-319323-1qt7vf59 218 6 of of IN cord-319323-1qt7vf59 218 7 China China NNP cord-319323-1qt7vf59 218 8 , , , cord-319323-1qt7vf59 218 9 they -PRON- PRP cord-319323-1qt7vf59 218 10 're be VBP cord-319323-1qt7vf59 218 11 China China NNP cord-319323-1qt7vf59 218 12 - - HYPH cord-319323-1qt7vf59 218 13 centric centric NNP cord-319323-1qt7vf59 218 14 to to TO cord-319323-1qt7vf59 218 15 put put VB cord-319323-1qt7vf59 218 16 it -PRON- PRP cord-319323-1qt7vf59 218 17 nicer nice JJR cord-319323-1qt7vf59 218 18 , , , cord-319323-1qt7vf59 218 19 " " '' cord-319323-1qt7vf59 218 20 he -PRON- PRP cord-319323-1qt7vf59 218 21 said say VBD cord-319323-1qt7vf59 218 22 at at IN cord-319323-1qt7vf59 218 23 the the DT cord-319323-1qt7vf59 218 24 White White NNP cord-319323-1qt7vf59 218 25 House House NNP cord-319323-1qt7vf59 218 26 . . . cord-319323-1qt7vf59 219 1 Trump Trump NNP cord-319323-1qt7vf59 219 2 said say VBD cord-319323-1qt7vf59 219 3 the the DT cord-319323-1qt7vf59 219 4 United United NNP cord-319323-1qt7vf59 219 5 States States NNP cord-319323-1qt7vf59 219 6 pays pay VBZ cord-319323-1qt7vf59 219 7 around around IN cord-319323-1qt7vf59 219 8 $ $ $ cord-319323-1qt7vf59 219 9 450 450 CD cord-319323-1qt7vf59 219 10 million million CD cord-319323-1qt7vf59 219 11 annually annually RB cord-319323-1qt7vf59 219 12 to to IN cord-319323-1qt7vf59 219 13 the the DT cord-319323-1qt7vf59 219 14 World World NNP cord-319323-1qt7vf59 219 15 Health Health NNP cord-319323-1qt7vf59 219 16 Organization Organization NNP cord-319323-1qt7vf59 219 17 , , , cord-319323-1qt7vf59 219 18 the the DT cord-319323-1qt7vf59 219 19 largest large JJS cord-319323-1qt7vf59 219 20 contribution contribution NN cord-319323-1qt7vf59 219 21 of of IN cord-319323-1qt7vf59 219 22 any any DT cord-319323-1qt7vf59 219 23 country country NN cord-319323-1qt7vf59 219 24 . . . cord-319323-1qt7vf59 220 1 Plans plan NNS cord-319323-1qt7vf59 220 2 are be VBP cord-319323-1qt7vf59 220 3 being be VBG cord-319323-1qt7vf59 220 4 crafted craft VBN cord-319323-1qt7vf59 220 5 to to TO cord-319323-1qt7vf59 220 6 slash slash VB cord-319323-1qt7vf59 220 7 this this DT cord-319323-1qt7vf59 220 8 because because IN cord-319323-1qt7vf59 220 9 " " `` cord-319323-1qt7vf59 220 10 we -PRON- PRP cord-319323-1qt7vf59 220 11 're be VBP cord-319323-1qt7vf59 220 12 not not RB cord-319323-1qt7vf59 220 13 treated treat VBN cord-319323-1qt7vf59 220 14 right right RB cord-319323-1qt7vf59 220 15 . . . cord-319323-1qt7vf59 221 1 They -PRON- PRP cord-319323-1qt7vf59 221 2 gave give VBD cord-319323-1qt7vf59 221 3 us -PRON- PRP cord-319323-1qt7vf59 221 4 a a DT cord-319323-1qt7vf59 221 5 lot lot NN cord-319323-1qt7vf59 221 6 of of IN cord-319323-1qt7vf59 221 7 bad bad JJ cord-319323-1qt7vf59 221 8 advice advice NN cord-319323-1qt7vf59 221 9 , , , cord-319323-1qt7vf59 221 10 " " '' cord-319323-1qt7vf59 221 11 he -PRON- PRP cord-319323-1qt7vf59 221 12 said say VBD cord-319323-1qt7vf59 221 13 of of IN cord-319323-1qt7vf59 221 14 the the DT cord-319323-1qt7vf59 221 15 WHO who WP cord-319323-1qt7vf59 221 16 be be VB cord-319323-1qt7vf59 221 17 observed observe VBN cord-319323-1qt7vf59 221 18 by by IN cord-319323-1qt7vf59 221 19 the the DT cord-319323-1qt7vf59 221 20 higher high JJR cord-319323-1qt7vf59 221 21 number number NN cord-319323-1qt7vf59 221 22 of of IN cord-319323-1qt7vf59 221 23 complete complete JJ cord-319323-1qt7vf59 221 24 and and CC cord-319323-1qt7vf59 221 25 partial partial JJ cord-319323-1qt7vf59 221 26 overlaps overlap NNS cord-319323-1qt7vf59 221 27 , , , cord-319323-1qt7vf59 221 28 as as RB cord-319323-1qt7vf59 221 29 well well RB cord-319323-1qt7vf59 221 30 as as IN cord-319323-1qt7vf59 221 31 the the DT cord-319323-1qt7vf59 221 32 gradually gradually RB cord-319323-1qt7vf59 221 33 decreasing decrease VBG cord-319323-1qt7vf59 221 34 dispersion dispersion NN cord-319323-1qt7vf59 221 35 of of IN cord-319323-1qt7vf59 221 36 the the DT cord-319323-1qt7vf59 221 37 negativity negativity NN cord-319323-1qt7vf59 221 38 proportional proportional JJ cord-319323-1qt7vf59 221 39 to to IN cord-319323-1qt7vf59 221 40 the the DT cord-319323-1qt7vf59 221 41 parametric parametric JJ cord-319323-1qt7vf59 221 42 values value NNS cord-319323-1qt7vf59 221 43 of of IN cord-319323-1qt7vf59 221 44 confirmed confirm VBN cord-319323-1qt7vf59 221 45 cases case NNS cord-319323-1qt7vf59 221 46 or or CC cord-319323-1qt7vf59 221 47 deaths death NNS cord-319323-1qt7vf59 221 48 in in IN cord-319323-1qt7vf59 221 49 15 15 CD cord-319323-1qt7vf59 221 50 and and CC cord-319323-1qt7vf59 221 51 16 16 CD cord-319323-1qt7vf59 221 52 . . . cord-319323-1qt7vf59 222 1 Observations observation NNS cord-319323-1qt7vf59 222 2 : : : cord-319323-1qt7vf59 222 3 Due due IN cord-319323-1qt7vf59 222 4 to to IN cord-319323-1qt7vf59 222 5 the the DT cord-319323-1qt7vf59 222 6 determined determined JJ cord-319323-1qt7vf59 222 7 strong strong JJ cord-319323-1qt7vf59 222 8 correlation correlation NN cord-319323-1qt7vf59 222 9 , , , cord-319323-1qt7vf59 222 10 it -PRON- PRP cord-319323-1qt7vf59 222 11 can can MD cord-319323-1qt7vf59 222 12 be be VB cord-319323-1qt7vf59 222 13 determined determine VBN cord-319323-1qt7vf59 222 14 that that IN cord-319323-1qt7vf59 222 15 COVID-19 COVID-19 NNP cord-319323-1qt7vf59 222 16 statistics statistic NNS cord-319323-1qt7vf59 222 17 are be VBP cord-319323-1qt7vf59 222 18 most most RBS cord-319323-1qt7vf59 222 19 effective effective JJ cord-319323-1qt7vf59 222 20 on on IN cord-319323-1qt7vf59 222 21 global global JJ cord-319323-1qt7vf59 222 22 news news NN cord-319323-1qt7vf59 222 23 sentiment sentiment NN cord-319323-1qt7vf59 222 24 regarding regard VBG cord-319323-1qt7vf59 222 25 Italy Italy NNP cord-319323-1qt7vf59 222 26 . . . cord-319323-1qt7vf59 223 1 However however RB cord-319323-1qt7vf59 223 2 , , , cord-319323-1qt7vf59 223 3 a a DT cord-319323-1qt7vf59 223 4 small small JJ cord-319323-1qt7vf59 223 5 set set NN cord-319323-1qt7vf59 223 6 of of IN cord-319323-1qt7vf59 223 7 relevant relevant JJ cord-319323-1qt7vf59 223 8 news news NN cord-319323-1qt7vf59 223 9 articles article NNS cord-319323-1qt7vf59 223 10 has have VBZ cord-319323-1qt7vf59 223 11 been be VBN cord-319323-1qt7vf59 223 12 put put VBN cord-319323-1qt7vf59 223 13 up up RP cord-319323-1qt7vf59 223 14 in in IN cord-319323-1qt7vf59 223 15 Table Table NNP cord-319323-1qt7vf59 223 16 8 8 CD cord-319323-1qt7vf59 223 17 . . . cord-319323-1qt7vf59 224 1 Though though IN cord-319323-1qt7vf59 224 2 the the DT cord-319323-1qt7vf59 224 3 first first JJ cord-319323-1qt7vf59 224 4 confirmed confirm VBD cord-319323-1qt7vf59 224 5 COVID-19 COVID-19 NNP cord-319323-1qt7vf59 224 6 case case NN cord-319323-1qt7vf59 224 7 in in IN cord-319323-1qt7vf59 224 8 India India NNP cord-319323-1qt7vf59 224 9 was be VBD cord-319323-1qt7vf59 224 10 noted note VBN cord-319323-1qt7vf59 224 11 at at IN cord-319323-1qt7vf59 224 12 almost almost RB cord-319323-1qt7vf59 224 13 the the DT cord-319323-1qt7vf59 224 14 same same JJ cord-319323-1qt7vf59 224 15 time time NN cord-319323-1qt7vf59 224 16 as as IN cord-319323-1qt7vf59 224 17 Italy Italy NNP cord-319323-1qt7vf59 224 18 , , , cord-319323-1qt7vf59 224 19 the the DT cord-319323-1qt7vf59 224 20 rising rise VBG cord-319323-1qt7vf59 224 21 effect effect NN cord-319323-1qt7vf59 224 22 of of IN cord-319323-1qt7vf59 224 23 outbreak outbreak NN cord-319323-1qt7vf59 224 24 is be VBZ cord-319323-1qt7vf59 224 25 quite quite RB cord-319323-1qt7vf59 224 26 clear clear JJ cord-319323-1qt7vf59 224 27 in in IN cord-319323-1qt7vf59 224 28 our -PRON- PRP$ cord-319323-1qt7vf59 224 29 studied study VBN cord-319323-1qt7vf59 224 30 time time NN cord-319323-1qt7vf59 224 31 period period NN cord-319323-1qt7vf59 224 32 . . . cord-319323-1qt7vf59 225 1 The the DT cord-319323-1qt7vf59 225 2 study study NN cord-319323-1qt7vf59 225 3 reveals reveal VBZ cord-319323-1qt7vf59 225 4 interesting interesting JJ cord-319323-1qt7vf59 225 5 results result NNS cord-319323-1qt7vf59 225 6 , , , cord-319323-1qt7vf59 225 7 where where WRB cord-319323-1qt7vf59 225 8 both both CC cord-319323-1qt7vf59 225 9 the the DT cord-319323-1qt7vf59 225 10 number number NN cord-319323-1qt7vf59 225 11 of of IN cord-319323-1qt7vf59 225 12 affected affected JJ cord-319323-1qt7vf59 225 13 cases case NNS cord-319323-1qt7vf59 225 14 , , , cord-319323-1qt7vf59 225 15 and and CC cord-319323-1qt7vf59 225 16 number number NN cord-319323-1qt7vf59 225 17 of of IN cord-319323-1qt7vf59 225 18 deaths death NNS cord-319323-1qt7vf59 225 19 , , , cord-319323-1qt7vf59 225 20 is be VBZ cord-319323-1qt7vf59 225 21 steadily steadily RB cord-319323-1qt7vf59 225 22 increasing increase VBG cord-319323-1qt7vf59 225 23 during during IN cord-319323-1qt7vf59 225 24 the the DT cord-319323-1qt7vf59 225 25 time time NN cord-319323-1qt7vf59 225 26 period period NN cord-319323-1qt7vf59 225 27 considered consider VBN cord-319323-1qt7vf59 225 28 . . . cord-319323-1qt7vf59 226 1 The the DT cord-319323-1qt7vf59 226 2 correlation correlation NN cord-319323-1qt7vf59 226 3 coefficients coefficient NNS cord-319323-1qt7vf59 226 4 determined determine VBN cord-319323-1qt7vf59 226 5 by by IN cord-319323-1qt7vf59 226 6 shifted shift VBN cord-319323-1qt7vf59 226 7 negativity negativity NN cord-319323-1qt7vf59 226 8 index index NN cord-319323-1qt7vf59 226 9 Table table NN cord-319323-1qt7vf59 226 10 9 9 CD cord-319323-1qt7vf59 226 11 . . . cord-319323-1qt7vf59 227 1 Surprisingly surprisingly RB cord-319323-1qt7vf59 227 2 , , , cord-319323-1qt7vf59 227 3 the the DT cord-319323-1qt7vf59 227 4 correlations correlation NNS cord-319323-1qt7vf59 227 5 are be VBP cord-319323-1qt7vf59 227 6 all all DT cord-319323-1qt7vf59 227 7 negative negative JJ cord-319323-1qt7vf59 227 8 in in IN cord-319323-1qt7vf59 227 9 nature nature NN cord-319323-1qt7vf59 227 10 , , , cord-319323-1qt7vf59 227 11 indicating indicate VBG cord-319323-1qt7vf59 227 12 that that IN cord-319323-1qt7vf59 227 13 the the DT cord-319323-1qt7vf59 227 14 overall overall JJ cord-319323-1qt7vf59 227 15 impact impact NN cord-319323-1qt7vf59 227 16 of of IN cord-319323-1qt7vf59 227 17 rising rise VBG cord-319323-1qt7vf59 227 18 deaths death NNS cord-319323-1qt7vf59 227 19 and and CC cord-319323-1qt7vf59 227 20 spread spread NN cord-319323-1qt7vf59 227 21 of of IN cord-319323-1qt7vf59 227 22 COVID-19 COVID-19 NNP cord-319323-1qt7vf59 227 23 in in IN cord-319323-1qt7vf59 227 24 India India NNP cord-319323-1qt7vf59 227 25 has have VBZ cord-319323-1qt7vf59 227 26 a a DT cord-319323-1qt7vf59 227 27 very very RB cord-319323-1qt7vf59 227 28 weak weak JJ cord-319323-1qt7vf59 227 29 effect effect NN cord-319323-1qt7vf59 227 30 on on IN cord-319323-1qt7vf59 227 31 global global JJ cord-319323-1qt7vf59 227 32 news news NN cord-319323-1qt7vf59 227 33 sentiment sentiment NN cord-319323-1qt7vf59 227 34 about about IN cord-319323-1qt7vf59 227 35 India India NNP cord-319323-1qt7vf59 227 36 . . . cord-319323-1qt7vf59 228 1 Given give VBN cord-319323-1qt7vf59 228 2 that that IN cord-319323-1qt7vf59 228 3 the the DT cord-319323-1qt7vf59 228 4 study study NN cord-319323-1qt7vf59 228 5 intends intend VBZ cord-319323-1qt7vf59 228 6 to to TO cord-319323-1qt7vf59 228 7 determine determine VB cord-319323-1qt7vf59 228 8 the the DT cord-319323-1qt7vf59 228 9 similarity similarity NN cord-319323-1qt7vf59 228 10 in in IN cord-319323-1qt7vf59 228 11 trends trend NNS cord-319323-1qt7vf59 228 12 of of IN cord-319323-1qt7vf59 228 13 news news NN cord-319323-1qt7vf59 228 14 sentiment sentiment NN cord-319323-1qt7vf59 228 15 and and CC cord-319323-1qt7vf59 228 16 death death NN cord-319323-1qt7vf59 228 17 or or CC cord-319323-1qt7vf59 228 18 infection infection NN cord-319323-1qt7vf59 228 19 statistics statistic NNS cord-319323-1qt7vf59 228 20 , , , cord-319323-1qt7vf59 228 21 the the DT cord-319323-1qt7vf59 228 22 least least JJS cord-319323-1qt7vf59 228 23 negative negative JJ cord-319323-1qt7vf59 228 24 correlation correlation NN cord-319323-1qt7vf59 228 25 coefficient coefficient NN cord-319323-1qt7vf59 228 26 values value NNS cord-319323-1qt7vf59 228 27 are be VBP cord-319323-1qt7vf59 228 28 selected select VBN cord-319323-1qt7vf59 228 29 for for IN cord-319323-1qt7vf59 228 30 visualizing visualize VBG cord-319323-1qt7vf59 228 31 the the DT cord-319323-1qt7vf59 228 32 trends trend NNS cord-319323-1qt7vf59 228 33 , , , cord-319323-1qt7vf59 228 34 which which WDT cord-319323-1qt7vf59 228 35 are be VBP cord-319323-1qt7vf59 228 36 noted note VBN cord-319323-1qt7vf59 228 37 at at IN cord-319323-1qt7vf59 228 38 a a DT cord-319323-1qt7vf59 228 39 delay delay NN cord-319323-1qt7vf59 228 40 of of IN cord-319323-1qt7vf59 228 41 4 4 CD cord-319323-1qt7vf59 228 42 days day NNS cord-319323-1qt7vf59 228 43 in in IN cord-319323-1qt7vf59 228 44 each each DT cord-319323-1qt7vf59 228 45 case case NN cord-319323-1qt7vf59 228 46 . . . cord-319323-1qt7vf59 229 1 A a DT cord-319323-1qt7vf59 229 2 notable notable JJ cord-319323-1qt7vf59 229 3 fact fact NN cord-319323-1qt7vf59 229 4 is be VBZ cord-319323-1qt7vf59 229 5 that that IN cord-319323-1qt7vf59 229 6 , , , cord-319323-1qt7vf59 229 7 statistically statistically RB cord-319323-1qt7vf59 229 8 , , , cord-319323-1qt7vf59 229 9 this this DT cord-319323-1qt7vf59 229 10 minimum minimum JJ cord-319323-1qt7vf59 229 11 negativity negativity NN cord-319323-1qt7vf59 229 12 indicates indicate VBZ cord-319323-1qt7vf59 229 13 almost almost RB cord-319323-1qt7vf59 229 14 no no DT cord-319323-1qt7vf59 229 15 correlation correlation NN cord-319323-1qt7vf59 229 16 . . . cord-319323-1qt7vf59 230 1 The the DT cord-319323-1qt7vf59 230 2 same same JJ cord-319323-1qt7vf59 230 3 is be VBZ cord-319323-1qt7vf59 230 4 depicted depict VBN cord-319323-1qt7vf59 230 5 in in IN cord-319323-1qt7vf59 230 6 the the DT cord-319323-1qt7vf59 230 7 scatter scatter NN cord-319323-1qt7vf59 230 8 plots plot NNS cord-319323-1qt7vf59 230 9 in in IN cord-319323-1qt7vf59 230 10 Figs Figs NNPS cord-319323-1qt7vf59 230 11 . . . cord-319323-1qt7vf59 231 1 17 17 CD cord-319323-1qt7vf59 231 2 and and CC cord-319323-1qt7vf59 231 3 18 18 CD cord-319323-1qt7vf59 231 4 , , , cord-319323-1qt7vf59 231 5 where where WRB cord-319323-1qt7vf59 231 6 the the DT cord-319323-1qt7vf59 231 7 negativity negativity NN cord-319323-1qt7vf59 231 8 index index NN cord-319323-1qt7vf59 231 9 values value NNS cord-319323-1qt7vf59 231 10 are be VBP cord-319323-1qt7vf59 231 11 highly highly RB cord-319323-1qt7vf59 231 12 dispersed disperse VBN cord-319323-1qt7vf59 231 13 , , , cord-319323-1qt7vf59 231 14 and and CC cord-319323-1qt7vf59 231 15 even even RB cord-319323-1qt7vf59 231 16 show show VB cord-319323-1qt7vf59 231 17 a a DT cord-319323-1qt7vf59 231 18 decreasing decrease VBG cord-319323-1qt7vf59 231 19 trend trend NN cord-319323-1qt7vf59 231 20 in in IN cord-319323-1qt7vf59 231 21 the the DT cord-319323-1qt7vf59 231 22 later later JJ cord-319323-1qt7vf59 231 23 half half NN cord-319323-1qt7vf59 231 24 of of IN cord-319323-1qt7vf59 231 25 the the DT cord-319323-1qt7vf59 231 26 study study NN cord-319323-1qt7vf59 231 27 in in IN cord-319323-1qt7vf59 231 28 spite spite NN cord-319323-1qt7vf59 231 29 of of IN cord-319323-1qt7vf59 231 30 the the DT cord-319323-1qt7vf59 231 31 steep steep JJ cord-319323-1qt7vf59 231 32 climb climb NN cord-319323-1qt7vf59 231 33 of of IN cord-319323-1qt7vf59 231 34 actual actual JJ cord-319323-1qt7vf59 231 35 statistics statistic NNS cord-319323-1qt7vf59 231 36 . . . cord-319323-1qt7vf59 232 1 As as IN cord-319323-1qt7vf59 232 2 noted note VBN cord-319323-1qt7vf59 232 3 in in IN cord-319323-1qt7vf59 232 4 " " `` cord-319323-1qt7vf59 232 5 Experiment experiment NN cord-319323-1qt7vf59 232 6 1 1 CD cord-319323-1qt7vf59 232 7 : : : cord-319323-1qt7vf59 232 8 sentiment sentiment NN cord-319323-1qt7vf59 232 9 analysis analysis NN cord-319323-1qt7vf59 232 10 " " '' cord-319323-1qt7vf59 232 11 section section NN cord-319323-1qt7vf59 232 12 , , , cord-319323-1qt7vf59 232 13 the the DT cord-319323-1qt7vf59 232 14 neutral neutral JJ cord-319323-1qt7vf59 232 15 news news NN cord-319323-1qt7vf59 232 16 has have VBZ cord-319323-1qt7vf59 232 17 minimal minimal JJ cord-319323-1qt7vf59 232 18 role role NN cord-319323-1qt7vf59 232 19 in in IN cord-319323-1qt7vf59 232 20 the the DT cord-319323-1qt7vf59 232 21 global global JJ cord-319323-1qt7vf59 232 22 scenario scenario NN cord-319323-1qt7vf59 232 23 , , , cord-319323-1qt7vf59 232 24 and and CC cord-319323-1qt7vf59 232 25 that that DT cord-319323-1qt7vf59 232 26 should should MD cord-319323-1qt7vf59 232 27 be be VB cord-319323-1qt7vf59 232 28 significantly significantly RB cord-319323-1qt7vf59 232 29 minimized minimize VBN cord-319323-1qt7vf59 232 30 at at IN cord-319323-1qt7vf59 232 31 a a DT cord-319323-1qt7vf59 232 32 country country NN cord-319323-1qt7vf59 232 33 - - HYPH cord-319323-1qt7vf59 232 34 wide wide JJ cord-319323-1qt7vf59 232 35 level level NN cord-319323-1qt7vf59 232 36 . . . cord-319323-1qt7vf59 233 1 A a DT cord-319323-1qt7vf59 233 2 possible possible JJ cord-319323-1qt7vf59 233 3 inference inference NN cord-319323-1qt7vf59 233 4 may may MD cord-319323-1qt7vf59 233 5 be be VB cord-319323-1qt7vf59 233 6 that that IN cord-319323-1qt7vf59 233 7 the the DT cord-319323-1qt7vf59 233 8 negative negative JJ cord-319323-1qt7vf59 233 9 sentiment sentiment NN cord-319323-1qt7vf59 233 10 in in IN cord-319323-1qt7vf59 233 11 global global JJ cord-319323-1qt7vf59 233 12 news news NN cord-319323-1qt7vf59 233 13 based base VBN cord-319323-1qt7vf59 233 14 on on IN cord-319323-1qt7vf59 233 15 ' ' `` cord-319323-1qt7vf59 233 16 India India NNP cord-319323-1qt7vf59 233 17 ' ' '' cord-319323-1qt7vf59 233 18 is be VBZ cord-319323-1qt7vf59 233 19 minimized minimize VBN cord-319323-1qt7vf59 233 20 so so IN cord-319323-1qt7vf59 233 21 as as IN cord-319323-1qt7vf59 233 22 to to TO cord-319323-1qt7vf59 233 23 prevent prevent VB cord-319323-1qt7vf59 233 24 panic panic NN cord-319323-1qt7vf59 233 25 among among IN cord-319323-1qt7vf59 233 26 the the DT cord-319323-1qt7vf59 233 27 huge huge JJ cord-319323-1qt7vf59 233 28 population population NN cord-319323-1qt7vf59 233 29 , , , cord-319323-1qt7vf59 233 30 or or CC cord-319323-1qt7vf59 233 31 that that IN cord-319323-1qt7vf59 233 32 the the DT cord-319323-1qt7vf59 233 33 global global JJ cord-319323-1qt7vf59 233 34 news news NN cord-319323-1qt7vf59 233 35 is be VBZ cord-319323-1qt7vf59 233 36 not not RB cord-319323-1qt7vf59 233 37 really really RB cord-319323-1qt7vf59 233 38 representative representative JJ cord-319323-1qt7vf59 233 39 of of IN cord-319323-1qt7vf59 233 40 only only RB cord-319323-1qt7vf59 233 41 the the DT cord-319323-1qt7vf59 233 42 COVID-19 COVID-19 NNP cord-319323-1qt7vf59 233 43 statistics statistic NNS cord-319323-1qt7vf59 233 44 in in IN cord-319323-1qt7vf59 233 45 Indian indian JJ cord-319323-1qt7vf59 233 46 context context NN cord-319323-1qt7vf59 233 47 . . . cord-319323-1qt7vf59 234 1 Observations observation NNS cord-319323-1qt7vf59 234 2 : : : cord-319323-1qt7vf59 235 1 The the DT cord-319323-1qt7vf59 235 2 lack lack NN cord-319323-1qt7vf59 235 3 of of IN cord-319323-1qt7vf59 235 4 proper proper JJ cord-319323-1qt7vf59 235 5 correlation correlation NN cord-319323-1qt7vf59 235 6 suggests suggest VBZ cord-319323-1qt7vf59 235 7 that that IN cord-319323-1qt7vf59 235 8 the the DT cord-319323-1qt7vf59 235 9 news news NN cord-319323-1qt7vf59 235 10 agenda agenda NN cord-319323-1qt7vf59 235 11 is be VBZ cord-319323-1qt7vf59 235 12 influenced influence VBN cord-319323-1qt7vf59 235 13 by by IN cord-319323-1qt7vf59 235 14 many many JJ cord-319323-1qt7vf59 235 15 factors factor NNS cord-319323-1qt7vf59 235 16 other other JJ cord-319323-1qt7vf59 235 17 that that IN cord-319323-1qt7vf59 235 18 COVID-19 covid-19 CD cord-319323-1qt7vf59 235 19 , , , cord-319323-1qt7vf59 235 20 during during IN cord-319323-1qt7vf59 235 21 our -PRON- PRP$ cord-319323-1qt7vf59 235 22 period period NN cord-319323-1qt7vf59 235 23 of of IN cord-319323-1qt7vf59 235 24 study study NN cord-319323-1qt7vf59 235 25 . . . cord-319323-1qt7vf59 236 1 Table table NN cord-319323-1qt7vf59 236 2 10 10 CD cord-319323-1qt7vf59 236 3 highlights highlight NNS cord-319323-1qt7vf59 236 4 some some DT cord-319323-1qt7vf59 236 5 of of IN cord-319323-1qt7vf59 236 6 the the DT cord-319323-1qt7vf59 236 7 problems problem NNS cord-319323-1qt7vf59 236 8 that that WDT cord-319323-1qt7vf59 236 9 were be VBD cord-319323-1qt7vf59 236 10 initially initially RB cord-319323-1qt7vf59 236 11 a a DT cord-319323-1qt7vf59 236 12 cause cause NN cord-319323-1qt7vf59 236 13 of of IN cord-319323-1qt7vf59 236 14 the the DT cord-319323-1qt7vf59 236 15 massive massive JJ cord-319323-1qt7vf59 236 16 negativity negativity NN cord-319323-1qt7vf59 236 17 in in IN cord-319323-1qt7vf59 236 18 news news NN cord-319323-1qt7vf59 236 19 sentiment sentiment NN cord-319323-1qt7vf59 236 20 in in IN cord-319323-1qt7vf59 236 21 spite spite NN cord-319323-1qt7vf59 236 22 of of IN cord-319323-1qt7vf59 236 23 the the DT cord-319323-1qt7vf59 236 24 minimum minimum JJ cord-319323-1qt7vf59 236 25 rate rate NN cord-319323-1qt7vf59 236 26 of of IN cord-319323-1qt7vf59 236 27 COVID-19 covid-19 JJ cord-319323-1qt7vf59 236 28 affection affection NN cord-319323-1qt7vf59 236 29 . . . cord-319323-1qt7vf59 237 1 This this DT cord-319323-1qt7vf59 237 2 covers cover VBZ cord-319323-1qt7vf59 237 3 several several JJ cord-319323-1qt7vf59 237 4 socio socio JJ cord-319323-1qt7vf59 237 5 - - HYPH cord-319323-1qt7vf59 237 6 economic economic JJ cord-319323-1qt7vf59 237 7 aspects aspect NNS cord-319323-1qt7vf59 237 8 of of IN cord-319323-1qt7vf59 237 9 Indian indian JJ cord-319323-1qt7vf59 237 10 life life NN cord-319323-1qt7vf59 237 11 during during IN cord-319323-1qt7vf59 237 12 this this DT cord-319323-1qt7vf59 237 13 crisis crisis NN cord-319323-1qt7vf59 237 14 , , , cord-319323-1qt7vf59 237 15 and and CC cord-319323-1qt7vf59 237 16 the the DT cord-319323-1qt7vf59 237 17 analysis analysis NN cord-319323-1qt7vf59 237 18 and and CC cord-319323-1qt7vf59 237 19 discussion discussion NN cord-319323-1qt7vf59 237 20 of of IN cord-319323-1qt7vf59 237 21 such such JJ cord-319323-1qt7vf59 237 22 observations observation NNS cord-319323-1qt7vf59 237 23 in in IN cord-319323-1qt7vf59 237 24 itself -PRON- PRP cord-319323-1qt7vf59 237 25 , , , cord-319323-1qt7vf59 237 26 can can MD cord-319323-1qt7vf59 237 27 be be VB cord-319323-1qt7vf59 237 28 articulated articulate VBN cord-319323-1qt7vf59 237 29 as as IN cord-319323-1qt7vf59 237 30 a a DT cord-319323-1qt7vf59 237 31 full full RB cord-319323-1qt7vf59 237 32 - - HYPH cord-319323-1qt7vf59 237 33 fledged fledged JJ cord-319323-1qt7vf59 237 34 study study NN cord-319323-1qt7vf59 237 35 of of IN cord-319323-1qt7vf59 237 36 the the DT cord-319323-1qt7vf59 237 37 agenda agenda NN cord-319323-1qt7vf59 237 38 setting set VBG cord-319323-1qt7vf59 237 39 policies policy NNS cord-319323-1qt7vf59 237 40 of of IN cord-319323-1qt7vf59 237 41 online online JJ cord-319323-1qt7vf59 237 42 news news NN cord-319323-1qt7vf59 237 43 media medium NNS cord-319323-1qt7vf59 237 44 . . . cord-319323-1qt7vf59 237 45 _SP cord-319323-1qt7vf59 238 1 The the DT cord-319323-1qt7vf59 238 2 proposed propose VBN cord-319323-1qt7vf59 238 3 work work NN cord-319323-1qt7vf59 238 4 addresses address VBZ cord-319323-1qt7vf59 238 5 the the DT cord-319323-1qt7vf59 238 6 challenge challenge NN cord-319323-1qt7vf59 238 7 of of IN cord-319323-1qt7vf59 238 8 identifying identify VBG cord-319323-1qt7vf59 238 9 the the DT cord-319323-1qt7vf59 238 10 general general JJ cord-319323-1qt7vf59 238 11 sentiment sentiment NN cord-319323-1qt7vf59 238 12 in in IN cord-319323-1qt7vf59 238 13 globally globally RB cord-319323-1qt7vf59 238 14 published publish VBN cord-319323-1qt7vf59 238 15 news news NN cord-319323-1qt7vf59 238 16 articles article NNS cord-319323-1qt7vf59 238 17 as as IN cord-319323-1qt7vf59 238 18 an an DT cord-319323-1qt7vf59 238 19 effect effect NN cord-319323-1qt7vf59 238 20 of of IN cord-319323-1qt7vf59 238 21 the the DT cord-319323-1qt7vf59 238 22 ongoing ongoing JJ cord-319323-1qt7vf59 238 23 pandemic pandemic NN cord-319323-1qt7vf59 238 24 , , , cord-319323-1qt7vf59 238 25 in in IN cord-319323-1qt7vf59 238 26 both both CC cord-319323-1qt7vf59 238 27 unsupervised unsupervised JJ cord-319323-1qt7vf59 238 28 and and CC cord-319323-1qt7vf59 238 29 transfer transfer NN cord-319323-1qt7vf59 238 30 learning learning NN cord-319323-1qt7vf59 238 31 - - HYPH cord-319323-1qt7vf59 238 32 based base VBN cord-319323-1qt7vf59 238 33 approaches approach NNS cord-319323-1qt7vf59 238 34 , , , cord-319323-1qt7vf59 238 35 on on IN cord-319323-1qt7vf59 238 36 comprehensive comprehensive JJ cord-319323-1qt7vf59 238 37 data datum NNS cord-319323-1qt7vf59 238 38 gathered gather VBD cord-319323-1qt7vf59 238 39 for for IN cord-319323-1qt7vf59 238 40 a a DT cord-319323-1qt7vf59 238 41 fixed fixed JJ cord-319323-1qt7vf59 238 42 period period NN cord-319323-1qt7vf59 238 43 of of IN cord-319323-1qt7vf59 238 44 time time NN cord-319323-1qt7vf59 238 45 . . . cord-319323-1qt7vf59 239 1 A a DT cord-319323-1qt7vf59 239 2 statistical statistical JJ cord-319323-1qt7vf59 239 3 study study NN cord-319323-1qt7vf59 239 4 is be VBZ cord-319323-1qt7vf59 239 5 also also RB cord-319323-1qt7vf59 239 6 undertaken undertake VBN cord-319323-1qt7vf59 239 7 to to TO cord-319323-1qt7vf59 239 8 determine determine VB cord-319323-1qt7vf59 239 9 the the DT cord-319323-1qt7vf59 239 10 impact impact NN cord-319323-1qt7vf59 239 11 of of IN cord-319323-1qt7vf59 239 12 variations variation NNS cord-319323-1qt7vf59 239 13 in in IN cord-319323-1qt7vf59 239 14 the the DT cord-319323-1qt7vf59 239 15 number number NN cord-319323-1qt7vf59 239 16 of of IN cord-319323-1qt7vf59 239 17 affected affect VBN cord-319323-1qt7vf59 239 18 patients patient NNS cord-319323-1qt7vf59 239 19 and and CC cord-319323-1qt7vf59 239 20 deaths death NNS cord-319323-1qt7vf59 239 21 due due JJ cord-319323-1qt7vf59 239 22 to to IN cord-319323-1qt7vf59 239 23 the the DT cord-319323-1qt7vf59 239 24 COVID-19 COVID-19 NNP cord-319323-1qt7vf59 239 25 virus virus NN cord-319323-1qt7vf59 239 26 , , , cord-319323-1qt7vf59 239 27 on on IN cord-319323-1qt7vf59 239 28 the the DT cord-319323-1qt7vf59 239 29 news news NN cord-319323-1qt7vf59 239 30 sentiment sentiment NN cord-319323-1qt7vf59 239 31 at at IN cord-319323-1qt7vf59 239 32 a a DT cord-319323-1qt7vf59 239 33 global global JJ cord-319323-1qt7vf59 239 34 scale scale NN cord-319323-1qt7vf59 239 35 . . . cord-319323-1qt7vf59 240 1 The the DT cord-319323-1qt7vf59 240 2 same same JJ cord-319323-1qt7vf59 240 3 study study NN cord-319323-1qt7vf59 240 4 is be VBZ cord-319323-1qt7vf59 240 5 also also RB cord-319323-1qt7vf59 240 6 repeated repeat VBN cord-319323-1qt7vf59 240 7 for for IN cord-319323-1qt7vf59 240 8 some some DT cord-319323-1qt7vf59 240 9 countries country NNS cord-319323-1qt7vf59 240 10 and and CC cord-319323-1qt7vf59 240 11 the the DT cord-319323-1qt7vf59 240 12 sentiment sentiment NN cord-319323-1qt7vf59 240 13 of of IN cord-319323-1qt7vf59 240 14 global global JJ cord-319323-1qt7vf59 240 15 news news NN cord-319323-1qt7vf59 240 16 which which WDT cord-319323-1qt7vf59 240 17 pertain pertain VBP cord-319323-1qt7vf59 240 18 to to IN cord-319323-1qt7vf59 240 19 the the DT cord-319323-1qt7vf59 240 20 effect effect NN cord-319323-1qt7vf59 240 21 of of IN cord-319323-1qt7vf59 240 22 COVID-19 COVID-19 NNP cord-319323-1qt7vf59 240 23 in in IN cord-319323-1qt7vf59 240 24 those those DT cord-319323-1qt7vf59 240 25 countries country NNS cord-319323-1qt7vf59 240 26 , , , cord-319323-1qt7vf59 240 27 by by IN cord-319323-1qt7vf59 240 28 considering consider VBG cord-319323-1qt7vf59 240 29 normalized normalized JJ cord-319323-1qt7vf59 240 30 values value NNS cord-319323-1qt7vf59 240 31 of of IN cord-319323-1qt7vf59 240 32 all all DT cord-319323-1qt7vf59 240 33 variables variable NNS cord-319323-1qt7vf59 240 34 . . . cord-319323-1qt7vf59 241 1 The the DT cord-319323-1qt7vf59 241 2 observations observation NNS cord-319323-1qt7vf59 241 3 are be VBP cord-319323-1qt7vf59 241 4 substantiated substantiate VBN cord-319323-1qt7vf59 241 5 by by IN cord-319323-1qt7vf59 241 6 n n JJ cord-319323-1qt7vf59 241 7 - - HYPH cord-319323-1qt7vf59 241 8 gram gram NN cord-319323-1qt7vf59 241 9 analysis analysis NN cord-319323-1qt7vf59 241 10 that that WDT cord-319323-1qt7vf59 241 11 highlights highlight VBZ cord-319323-1qt7vf59 241 12 the the DT cord-319323-1qt7vf59 241 13 most most RBS cord-319323-1qt7vf59 241 14 prominent prominent JJ cord-319323-1qt7vf59 241 15 tri tri JJ cord-319323-1qt7vf59 241 16 - - HYPH cord-319323-1qt7vf59 241 17 grams gram NNS cord-319323-1qt7vf59 241 18 or or CC cord-319323-1qt7vf59 241 19 three three CD cord-319323-1qt7vf59 241 20 - - HYPH cord-319323-1qt7vf59 241 21 word word NN cord-319323-1qt7vf59 241 22 phrases phrase NNS cord-319323-1qt7vf59 241 23 that that WDT cord-319323-1qt7vf59 241 24 have have VBP cord-319323-1qt7vf59 241 25 been be VBN cord-319323-1qt7vf59 241 26 used use VBN cord-319323-1qt7vf59 241 27 in in IN cord-319323-1qt7vf59 241 28 online online JJ cord-319323-1qt7vf59 241 29 news news NN cord-319323-1qt7vf59 241 30 globally globally RB cord-319323-1qt7vf59 241 31 . . . cord-319323-1qt7vf59 242 1 The the DT cord-319323-1qt7vf59 242 2 strongest strong JJS cord-319323-1qt7vf59 242 3 correlation correlation NN cord-319323-1qt7vf59 242 4 between between IN cord-319323-1qt7vf59 242 5 news news NN cord-319323-1qt7vf59 242 6 sentiment sentiment NN cord-319323-1qt7vf59 242 7 and and CC cord-319323-1qt7vf59 242 8 COVID-19 COVID-19 NNP cord-319323-1qt7vf59 242 9 statistics statistic NNS cord-319323-1qt7vf59 242 10 exists exist VBZ cord-319323-1qt7vf59 242 11 for for IN cord-319323-1qt7vf59 242 12 Italy Italy NNP cord-319323-1qt7vf59 242 13 , , , cord-319323-1qt7vf59 242 14 which which WDT cord-319323-1qt7vf59 242 15 is be VBZ cord-319323-1qt7vf59 242 16 almost almost RB cord-319323-1qt7vf59 242 17 similar similar JJ cord-319323-1qt7vf59 242 18 to to IN cord-319323-1qt7vf59 242 19 the the DT cord-319323-1qt7vf59 242 20 observation observation NN cord-319323-1qt7vf59 242 21 considering consider VBG cord-319323-1qt7vf59 242 22 news news NN cord-319323-1qt7vf59 242 23 and and CC cord-319323-1qt7vf59 242 24 Mumbai Mumbai NNP cord-319323-1qt7vf59 242 25 Police Police NNP cord-319323-1qt7vf59 242 26 Friday Friday NNP cord-319323-1qt7vf59 242 27 arrested arrest VBD cord-319323-1qt7vf59 242 28 three three CD cord-319323-1qt7vf59 242 29 men man NNS cord-319323-1qt7vf59 242 30 for for IN cord-319323-1qt7vf59 242 31 allegedly allegedly RB cord-319323-1qt7vf59 242 32 storing store VBG cord-319323-1qt7vf59 242 33 5000 5000 CD cord-319323-1qt7vf59 242 34 bottles bottle NNS cord-319323-1qt7vf59 242 35 of of IN cord-319323-1qt7vf59 242 36 hand hand NN cord-319323-1qt7vf59 242 37 sanitiser sanitiser NN cord-319323-1qt7vf59 242 38 , , , cord-319323-1qt7vf59 242 39 worth worth JJ cord-319323-1qt7vf59 242 40 an an DT cord-319323-1qt7vf59 242 41 estimated estimate VBN cord-319323-1qt7vf59 242 42 Rs rs NN cord-319323-1qt7vf59 242 43 2.5 2.5 CD cord-319323-1qt7vf59 242 44 lakh lakh NNS cord-319323-1qt7vf59 242 45 , , , cord-319323-1qt7vf59 242 46 at at IN cord-319323-1qt7vf59 242 47 a a DT cord-319323-1qt7vf59 242 48 flat flat NN cord-319323-1qt7vf59 242 49 in in IN cord-319323-1qt7vf59 242 50 Mahim Mahim NNP cord-319323-1qt7vf59 242 51 and and CC cord-319323-1qt7vf59 242 52 illegally illegally RB cord-319323-1qt7vf59 242 53 selling sell VBG cord-319323-1qt7vf59 242 54 them -PRON- PRP cord-319323-1qt7vf59 242 55 above above IN cord-319323-1qt7vf59 242 56 their -PRON- PRP$ cord-319323-1qt7vf59 242 57 maximum maximum JJ cord-319323-1qt7vf59 242 58 retail retail JJ cord-319323-1qt7vf59 242 59 prices price NNS cord-319323-1qt7vf59 242 60 . . . cord-319323-1qt7vf59 243 1 The the DT cord-319323-1qt7vf59 243 2 crime crime NN cord-319323-1qt7vf59 243 3 branch branch NN cord-319323-1qt7vf59 243 4 raided raid VBD cord-319323-1qt7vf59 243 5 the the DT cord-319323-1qt7vf59 243 6 flat flat JJ cord-319323-1qt7vf59 243 7 after after IN cord-319323-1qt7vf59 243 8 it -PRON- PRP cord-319323-1qt7vf59 243 9 received receive VBD cord-319323-1qt7vf59 243 10 information information NN cord-319323-1qt7vf59 243 11 that that IN cord-319323-1qt7vf59 243 12 100 100 CD cord-319323-1qt7vf59 243 13 ml ml NN cord-319323-1qt7vf59 243 14 bottles bottle NNS cord-319323-1qt7vf59 243 15 of of IN cord-319323-1qt7vf59 243 16 hand hand NN cord-319323-1qt7vf59 243 17 sanitiser sanitiser NN cord-319323-1qt7vf59 243 18 were be VBD cord-319323-1qt7vf59 243 19 being be VBG cord-319323-1qt7vf59 243 20 sold sell VBN cord-319323-1qt7vf59 243 21 for for IN cord-319323-1qt7vf59 243 22 Rs r NNS cord-319323-1qt7vf59 243 23 65 65 CD cord-319323-1qt7vf59 243 24 , , , cord-319323-1qt7vf59 243 25 which which WDT cord-319323-1qt7vf59 243 26 was be VBD cord-319323-1qt7vf59 243 27 Rs r NNS cord-319323-1qt7vf59 243 28 15 15 CD cord-319323-1qt7vf59 243 29 more more JJR cord-319323-1qt7vf59 243 30 than than IN cord-319323-1qt7vf59 243 31 the the DT cord-319323-1qt7vf59 243 32 MRP MRP NNP cord-319323-1qt7vf59 243 33 2 2 CD cord-319323-1qt7vf59 244 1 The the DT cord-319323-1qt7vf59 244 2 National National NNP cord-319323-1qt7vf59 244 3 Commission Commission NNP cord-319323-1qt7vf59 244 4 of of IN cord-319323-1qt7vf59 244 5 Women Women NNP cord-319323-1qt7vf59 244 6 NCW NCW NNP cord-319323-1qt7vf59 244 7 has have VBZ cord-319323-1qt7vf59 244 8 received receive VBN cord-319323-1qt7vf59 244 9 over over IN cord-319323-1qt7vf59 244 10 250 250 CD cord-319323-1qt7vf59 244 11 complaints complaint NNS cord-319323-1qt7vf59 244 12 , , , cord-319323-1qt7vf59 244 13 since since IN cord-319323-1qt7vf59 244 14 the the DT cord-319323-1qt7vf59 244 15 country country NN cord-319323-1qt7vf59 244 16 - - HYPH cord-319323-1qt7vf59 244 17 wide wide JJ cord-319323-1qt7vf59 244 18 lockdown lockdown NN cord-319323-1qt7vf59 244 19 was be VBD cord-319323-1qt7vf59 244 20 imposed impose VBN cord-319323-1qt7vf59 244 21 to to TO cord-319323-1qt7vf59 244 22 control control VB cord-319323-1qt7vf59 244 23 the the DT cord-319323-1qt7vf59 244 24 spread spread NN cord-319323-1qt7vf59 244 25 of of IN cord-319323-1qt7vf59 244 26 coronavirus coronavirus NN cord-319323-1qt7vf59 244 27 out out IN cord-319323-1qt7vf59 244 28 of of IN cord-319323-1qt7vf59 244 29 which which WDT cord-319323-1qt7vf59 245 1 69 69 CD cord-319323-1qt7vf59 245 2 were be VBD cord-319323-1qt7vf59 245 3 cases case NNS cord-319323-1qt7vf59 245 4 of of IN cord-319323-1qt7vf59 245 5 domestic domestic JJ cord-319323-1qt7vf59 245 6 violence violence NN cord-319323-1qt7vf59 245 7 which which WDT cord-319323-1qt7vf59 245 8 it -PRON- PRP cord-319323-1qt7vf59 245 9 said say VBD cord-319323-1qt7vf59 245 10 has have VBZ cord-319323-1qt7vf59 245 11 been be VBN cord-319323-1qt7vf59 245 12 increasing increase VBG cord-319323-1qt7vf59 245 13 since since IN cord-319323-1qt7vf59 245 14 then then RB cord-319323-1qt7vf59 245 15 . . . cord-319323-1qt7vf59 246 1 Since since IN cord-319323-1qt7vf59 246 2 the the DT cord-319323-1qt7vf59 246 3 lockdown lockdown NN cord-319323-1qt7vf59 246 4 was be VBD cord-319323-1qt7vf59 246 5 imposed impose VBN cord-319323-1qt7vf59 246 6 , , , cord-319323-1qt7vf59 246 7 a a DT cord-319323-1qt7vf59 246 8 total total NN cord-319323-1qt7vf59 246 9 of of IN cord-319323-1qt7vf59 246 10 257 257 CD cord-319323-1qt7vf59 246 11 complaints complaint NNS cord-319323-1qt7vf59 246 12 related relate VBN cord-319323-1qt7vf59 246 13 to to IN cord-319323-1qt7vf59 246 14 various various JJ cord-319323-1qt7vf59 246 15 offences offence NNS cord-319323-1qt7vf59 246 16 against against IN cord-319323-1qt7vf59 246 17 women woman NNS cord-319323-1qt7vf59 246 18 were be VBD cord-319323-1qt7vf59 246 19 received receive VBN cord-319323-1qt7vf59 246 20 out out IN cord-319323-1qt7vf59 246 21 of of IN cord-319323-1qt7vf59 246 22 which which WDT cord-319323-1qt7vf59 246 23 69 69 CD cord-319323-1qt7vf59 246 24 complaints complaint NNS cord-319323-1qt7vf59 246 25 are be VBP cord-319323-1qt7vf59 246 26 related relate VBN cord-319323-1qt7vf59 246 27 to to IN cord-319323-1qt7vf59 246 28 domestic domestic JJ cord-319323-1qt7vf59 246 29 violence violence NN cord-319323-1qt7vf59 246 30 the the DT cord-319323-1qt7vf59 246 31 data datum NNS cord-319323-1qt7vf59 246 32 released release VBN cord-319323-1qt7vf59 246 33 by by IN cord-319323-1qt7vf59 246 34 the the DT cord-319323-1qt7vf59 246 35 NCW NCW NNP cord-319323-1qt7vf59 246 36 showed show VBD cord-319323-1qt7vf59 246 37 . . . cord-319323-1qt7vf59 247 1 NCW NCW NNP cord-319323-1qt7vf59 247 2 chairperson chairperson NN cord-319323-1qt7vf59 247 3 Rekha Rekha NNP cord-319323-1qt7vf59 247 4 Sharma Sharma NNP cord-319323-1qt7vf59 247 5 said say VBD cord-319323-1qt7vf59 247 6 the the DT cord-319323-1qt7vf59 247 7 number number NN cord-319323-1qt7vf59 247 8 of of IN cord-319323-1qt7vf59 247 9 cases case NNS cord-319323-1qt7vf59 247 10 of of IN cord-319323-1qt7vf59 247 11 domestic domestic JJ cord-319323-1qt7vf59 247 12 violence violence NN cord-319323-1qt7vf59 247 13 must must MD cord-319323-1qt7vf59 247 14 be be VB cord-319323-1qt7vf59 247 15 much much RB cord-319323-1qt7vf59 247 16 higher high JJR cord-319323-1qt7vf59 247 17 , , , cord-319323-1qt7vf59 247 18 but but CC cord-319323-1qt7vf59 247 19 the the DT cord-319323-1qt7vf59 247 20 women woman NNS cord-319323-1qt7vf59 247 21 are be VBP cord-319323-1qt7vf59 247 22 scared scared JJ cord-319323-1qt7vf59 247 23 to to TO cord-319323-1qt7vf59 247 24 complain complain VB cord-319323-1qt7vf59 247 25 due due IN cord-319323-1qt7vf59 247 26 to to IN cord-319323-1qt7vf59 247 27 constant constant JJ cord-319323-1qt7vf59 247 28 presence presence NN cord-319323-1qt7vf59 247 29 of of IN cord-319323-1qt7vf59 247 30 their -PRON- PRP$ cord-319323-1qt7vf59 247 31 abuser abuser NN cord-319323-1qt7vf59 247 32 at at IN cord-319323-1qt7vf59 247 33 home home NN cord-319323-1qt7vf59 248 1 Kumar Kumar NNP cord-319323-1qt7vf59 248 2 said say VBD cord-319323-1qt7vf59 248 3 , , , cord-319323-1qt7vf59 248 4 his -PRON- PRP$ cord-319323-1qt7vf59 248 5 union union NN cord-319323-1qt7vf59 248 6 is be VBZ cord-319323-1qt7vf59 248 7 in in IN cord-319323-1qt7vf59 248 8 touch touch NN cord-319323-1qt7vf59 248 9 with with IN cord-319323-1qt7vf59 248 10 nearly nearly RB cord-319323-1qt7vf59 248 11 1000 1000 CD cord-319323-1qt7vf59 248 12 families family NNS cord-319323-1qt7vf59 248 13 who who WP cord-319323-1qt7vf59 248 14 need need VBP cord-319323-1qt7vf59 248 15 the the DT cord-319323-1qt7vf59 248 16 rations ration NNS cord-319323-1qt7vf59 248 17 urgently urgently RB cord-319323-1qt7vf59 248 18 , , , cord-319323-1qt7vf59 248 19 having have VBG cord-319323-1qt7vf59 248 20 lost lose VBN cord-319323-1qt7vf59 248 21 incomes income NNS cord-319323-1qt7vf59 248 22 for for IN cord-319323-1qt7vf59 248 23 over over IN cord-319323-1qt7vf59 248 24 a a DT cord-319323-1qt7vf59 248 25 week week NN cord-319323-1qt7vf59 248 26 now now RB cord-319323-1qt7vf59 248 27 . . . cord-319323-1qt7vf59 249 1 For for IN cord-319323-1qt7vf59 249 2 lakhs lakh NNS cord-319323-1qt7vf59 249 3 of of IN cord-319323-1qt7vf59 249 4 migrant migrant JJ cord-319323-1qt7vf59 249 5 workers worker NNS cord-319323-1qt7vf59 249 6 in in IN cord-319323-1qt7vf59 249 7 Maharashtra Maharashtra NNP cord-319323-1qt7vf59 249 8 , , , cord-319323-1qt7vf59 249 9 lack lack NN cord-319323-1qt7vf59 249 10 of of IN cord-319323-1qt7vf59 249 11 clear clear JJ cord-319323-1qt7vf59 249 12 information information NN cord-319323-1qt7vf59 249 13 has have VBZ cord-319323-1qt7vf59 249 14 continued continue VBN cord-319323-1qt7vf59 249 15 to to TO cord-319323-1qt7vf59 249 16 cause cause VB cord-319323-1qt7vf59 249 17 anxiety anxiety NN cord-319323-1qt7vf59 249 18 , , , cord-319323-1qt7vf59 249 19 especially especially RB cord-319323-1qt7vf59 249 20 after after IN cord-319323-1qt7vf59 249 21 the the DT cord-319323-1qt7vf59 249 22 Centre Centre NNP cord-319323-1qt7vf59 249 23 and and CC cord-319323-1qt7vf59 249 24 state state NN cord-319323-1qt7vf59 249 25 governments government NNS cord-319323-1qt7vf59 249 26 issued issue VBD cord-319323-1qt7vf59 249 27 instructions instruction NNS cord-319323-1qt7vf59 249 28 Sunday Sunday NNP cord-319323-1qt7vf59 249 29 to to TO cord-319323-1qt7vf59 249 30 prevent prevent VB cord-319323-1qt7vf59 249 31 them -PRON- PRP cord-319323-1qt7vf59 249 32 from from IN cord-319323-1qt7vf59 249 33 attempting attempt VBG cord-319323-1qt7vf59 249 34 to to TO cord-319323-1qt7vf59 249 35 return return VB cord-319323-1qt7vf59 249 36 to to IN cord-319323-1qt7vf59 249 37 their -PRON- PRP$ cord-319323-1qt7vf59 249 38 native native JJ cord-319323-1qt7vf59 249 39 places place NNS cord-319323-1qt7vf59 249 40 . . . cord-319323-1qt7vf59 250 1 Their -PRON- PRP$ cord-319323-1qt7vf59 250 2 biggest big JJS cord-319323-1qt7vf59 250 3 concern concern NN cord-319323-1qt7vf59 250 4 being be VBG cord-319323-1qt7vf59 250 5 accessible accessible JJ cord-319323-1qt7vf59 250 6 accommodation accommodation NN cord-319323-1qt7vf59 250 7 and and CC cord-319323-1qt7vf59 250 8 food food NN cord-319323-1qt7vf59 250 9 for for IN cord-319323-1qt7vf59 250 10 the the DT cord-319323-1qt7vf59 250 11 remainder remainder NN cord-319323-1qt7vf59 250 12 of of IN cord-319323-1qt7vf59 250 13 the the DT cord-319323-1qt7vf59 250 14 21-day 21-day CD cord-319323-1qt7vf59 250 15 lockdown lockdown NN cord-319323-1qt7vf59 250 16 period period NN cord-319323-1qt7vf59 250 17 . . . cord-319323-1qt7vf59 251 1 " " `` cord-319323-1qt7vf59 251 2 What what WP cord-319323-1qt7vf59 251 3 's be VBZ cord-319323-1qt7vf59 251 4 going go VBG cord-319323-1qt7vf59 251 5 to to TO cord-319323-1qt7vf59 251 6 happen happen VB cord-319323-1qt7vf59 251 7 will will MD cord-319323-1qt7vf59 251 8 be be VB cord-319323-1qt7vf59 251 9 reminiscent reminiscent JJ cord-319323-1qt7vf59 251 10 of of IN cord-319323-1qt7vf59 251 11 the the DT cord-319323-1qt7vf59 251 12 Bengal Bengal NNP cord-319323-1qt7vf59 251 13 famine famine NN cord-319323-1qt7vf59 251 14 " " `` cord-319323-1qt7vf59 251 15 5 5 CD cord-319323-1qt7vf59 251 16 " " '' cord-319323-1qt7vf59 251 17 While while IN cord-319323-1qt7vf59 251 18 no no DT cord-319323-1qt7vf59 251 19 definite definite JJ cord-319323-1qt7vf59 251 20 conclusion conclusion NN cord-319323-1qt7vf59 251 21 can can MD cord-319323-1qt7vf59 251 22 be be VB cord-319323-1qt7vf59 251 23 drawn draw VBN cord-319323-1qt7vf59 251 24 , , , cord-319323-1qt7vf59 251 25 this this DT cord-319323-1qt7vf59 251 26 is be VBZ cord-319323-1qt7vf59 251 27 probably probably RB cord-319323-1qt7vf59 251 28 due due JJ cord-319323-1qt7vf59 251 29 to to IN cord-319323-1qt7vf59 251 30 the the DT cord-319323-1qt7vf59 251 31 circumspection circumspection NN cord-319323-1qt7vf59 251 32 on on IN cord-319323-1qt7vf59 251 33 the the DT cord-319323-1qt7vf59 251 34 part part NN cord-319323-1qt7vf59 251 35 of of IN cord-319323-1qt7vf59 251 36 victims victim NNS cord-319323-1qt7vf59 251 37 in in IN cord-319323-1qt7vf59 251 38 reporting report VBG cord-319323-1qt7vf59 251 39 such such JJ cord-319323-1qt7vf59 251 40 incidents incident NNS cord-319323-1qt7vf59 251 41 due due JJ cord-319323-1qt7vf59 251 42 to to IN cord-319323-1qt7vf59 251 43 the the DT cord-319323-1qt7vf59 251 44 presence presence NN cord-319323-1qt7vf59 251 45 of of IN cord-319323-1qt7vf59 251 46 the the DT cord-319323-1qt7vf59 251 47 perpetrators perpetrator NNS cord-319323-1qt7vf59 251 48 in in IN cord-319323-1qt7vf59 251 49 the the DT cord-319323-1qt7vf59 251 50 house house NN cord-319323-1qt7vf59 251 51 and and CC cord-319323-1qt7vf59 251 52 the the DT cord-319323-1qt7vf59 251 53 fear fear NN cord-319323-1qt7vf59 251 54 of of IN cord-319323-1qt7vf59 251 55 further further JJ cord-319323-1qt7vf59 251 56 violence violence NN cord-319323-1qt7vf59 251 57 if if IN cord-319323-1qt7vf59 251 58 such such JJ cord-319323-1qt7vf59 251 59 attempt attempt NN cord-319323-1qt7vf59 251 60 to to TO cord-319323-1qt7vf59 251 61 report report VB cord-319323-1qt7vf59 251 62 were be VBD cord-319323-1qt7vf59 251 63 made make VBN cord-319323-1qt7vf59 251 64 known known JJ cord-319323-1qt7vf59 251 65 to to IN cord-319323-1qt7vf59 251 66 the the DT cord-319323-1qt7vf59 251 67 perpetrator perpetrator NN cord-319323-1qt7vf59 251 68 " " '' cord-319323-1qt7vf59 251 69 , , , cord-319323-1qt7vf59 251 70 the the DT cord-319323-1qt7vf59 251 71 commission commission NN cord-319323-1qt7vf59 251 72 had have VBD cord-319323-1qt7vf59 251 73 said say VBN cord-319323-1qt7vf59 251 74 . . . cord-319323-1qt7vf59 252 1 It -PRON- PRP cord-319323-1qt7vf59 252 2 had have VBD cord-319323-1qt7vf59 252 3 also also RB cord-319323-1qt7vf59 252 4 said say VBN cord-319323-1qt7vf59 252 5 that that IN cord-319323-1qt7vf59 252 6 the the DT cord-319323-1qt7vf59 252 7 cases case NNS cord-319323-1qt7vf59 252 8 of of IN cord-319323-1qt7vf59 252 9 molestation molestation NN cord-319323-1qt7vf59 252 10 , , , cord-319323-1qt7vf59 252 11 sexual sexual JJ cord-319323-1qt7vf59 252 12 assault assault NN cord-319323-1qt7vf59 252 13 , , , cord-319323-1qt7vf59 252 14 rape rape NN cord-319323-1qt7vf59 252 15 , , , cord-319323-1qt7vf59 252 16 kidnapping kidnapping NN cord-319323-1qt7vf59 252 17 , , , cord-319323-1qt7vf59 252 18 and and CC cord-319323-1qt7vf59 252 19 stalking stalking NN cord-319323-1qt7vf59 252 20 have have VBP cord-319323-1qt7vf59 252 21 decreased decrease VBN cord-319323-1qt7vf59 252 22 manifold manifold JJ cord-319323-1qt7vf59 252 23 presumably presumably RB cord-319323-1qt7vf59 252 24 , , , cord-319323-1qt7vf59 252 25 since since IN cord-319323-1qt7vf59 252 26 a a DT cord-319323-1qt7vf59 252 27 large large JJ cord-319323-1qt7vf59 252 28 number number NN cord-319323-1qt7vf59 252 29 of of IN cord-319323-1qt7vf59 252 30 these these DT cord-319323-1qt7vf59 252 31 incidents incident NNS cord-319323-1qt7vf59 252 32 take take VBP cord-319323-1qt7vf59 252 33 place place NN cord-319323-1qt7vf59 252 34 outside outside IN cord-319323-1qt7vf59 252 35 the the DT cord-319323-1qt7vf59 252 36 domestic domestic JJ cord-319323-1qt7vf59 252 37 setting setting NN cord-319323-1qt7vf59 252 38 and and CC cord-319323-1qt7vf59 252 39 by by IN cord-319323-1qt7vf59 252 40 third third JJ cord-319323-1qt7vf59 252 41 parties party NNS cord-319323-1qt7vf59 252 42 . . . cord-319323-1qt7vf59 253 1 AICHLS AICHLS NNP cord-319323-1qt7vf59 253 2 in in IN cord-319323-1qt7vf59 253 3 its -PRON- PRP$ cord-319323-1qt7vf59 253 4 plea plea NN cord-319323-1qt7vf59 253 5 has have VBZ cord-319323-1qt7vf59 253 6 contended contend VBN cord-319323-1qt7vf59 253 7 that that IN cord-319323-1qt7vf59 253 8 incidents incident NNS cord-319323-1qt7vf59 253 9 of of IN cord-319323-1qt7vf59 253 10 domestic domestic JJ cord-319323-1qt7vf59 253 11 violence violence NN cord-319323-1qt7vf59 253 12 and and CC cord-319323-1qt7vf59 253 13 child child NN cord-319323-1qt7vf59 253 14 abuse abuse NN cord-319323-1qt7vf59 253 15 have have VBP cord-319323-1qt7vf59 253 16 gripped grip VBN cord-319323-1qt7vf59 253 17 not not RB cord-319323-1qt7vf59 253 18 only only RB cord-319323-1qt7vf59 253 19 India India NNP cord-319323-1qt7vf59 253 20 , , , cord-319323-1qt7vf59 253 21 but but CC cord-319323-1qt7vf59 253 22 countries country NNS cord-319323-1qt7vf59 253 23 such such JJ cord-319323-1qt7vf59 253 24 as as IN cord-319323-1qt7vf59 253 25 Australia Australia NNP cord-319323-1qt7vf59 253 26 UK UK NNP cord-319323-1qt7vf59 253 27 and and CC cord-319323-1qt7vf59 253 28 USA USA NNP cord-319323-1qt7vf59 253 29 , , , cord-319323-1qt7vf59 253 30 and and CC cord-319323-1qt7vf59 253 31 the the DT cord-319323-1qt7vf59 253 32 reports report NNS cord-319323-1qt7vf59 253 33 suggest suggest VBP cord-319323-1qt7vf59 253 34 that that IN cord-319323-1qt7vf59 253 35 countries country NNS cord-319323-1qt7vf59 253 36 are be VBP cord-319323-1qt7vf59 253 37 witnessing witness VBG cord-319323-1qt7vf59 253 38 a a DT cord-319323-1qt7vf59 253 39 horrific horrific JJ cord-319323-1qt7vf59 253 40 surge surge NN cord-319323-1qt7vf59 253 41 in in IN cord-319323-1qt7vf59 253 42 domestic domestic JJ cord-319323-1qt7vf59 253 43 violence violence NN cord-319323-1qt7vf59 253 44 cases case NNS cord-319323-1qt7vf59 253 45 6 6 CD cord-319323-1qt7vf59 253 46 The the DT cord-319323-1qt7vf59 253 47 video video NN cord-319323-1qt7vf59 253 48 showed show VBD cord-319323-1qt7vf59 253 49 around around IN cord-319323-1qt7vf59 253 50 40 40 CD cord-319323-1qt7vf59 253 51 migrant migrant JJ cord-319323-1qt7vf59 253 52 workers worker NNS cord-319323-1qt7vf59 253 53 sitting sit VBG cord-319323-1qt7vf59 253 54 on on IN cord-319323-1qt7vf59 253 55 the the DT cord-319323-1qt7vf59 253 56 roadside roadside NN cord-319323-1qt7vf59 253 57 in in IN cord-319323-1qt7vf59 253 58 full full JJ cord-319323-1qt7vf59 253 59 clothes clothe NNS cord-319323-1qt7vf59 253 60 , , , cord-319323-1qt7vf59 253 61 including include VBG cord-319323-1qt7vf59 253 62 women woman NNS cord-319323-1qt7vf59 253 63 , , , cord-319323-1qt7vf59 253 64 while while IN cord-319323-1qt7vf59 253 65 water water NN cord-319323-1qt7vf59 253 66 jets jet NNS cord-319323-1qt7vf59 253 67 were be VBD cord-319323-1qt7vf59 253 68 showered shower VBN cord-319323-1qt7vf59 253 69 on on IN cord-319323-1qt7vf59 253 70 them -PRON- PRP cord-319323-1qt7vf59 253 71 through through IN cord-319323-1qt7vf59 253 72 fire fire NN cord-319323-1qt7vf59 253 73 tenders tender NNS cord-319323-1qt7vf59 253 74 by by IN cord-319323-1qt7vf59 253 75 men man NNS cord-319323-1qt7vf59 253 76 in in IN cord-319323-1qt7vf59 253 77 white white JJ cord-319323-1qt7vf59 253 78 protective protective JJ cord-319323-1qt7vf59 253 79 kit kit NN cord-319323-1qt7vf59 253 80 . . . cord-319323-1qt7vf59 254 1 In in IN cord-319323-1qt7vf59 254 2 the the DT cord-319323-1qt7vf59 254 3 video video NN cord-319323-1qt7vf59 254 4 , , , cord-319323-1qt7vf59 254 5 one one CD cord-319323-1qt7vf59 254 6 of of IN cord-319323-1qt7vf59 254 7 the the DT cord-319323-1qt7vf59 254 8 officials official NNS cord-319323-1qt7vf59 254 9 is be VBZ cord-319323-1qt7vf59 254 10 heard hear VBN cord-319323-1qt7vf59 254 11 asking ask VBG cord-319323-1qt7vf59 254 12 the the DT cord-319323-1qt7vf59 254 13 migrants migrant NNS cord-319323-1qt7vf59 254 14 to to TO cord-319323-1qt7vf59 254 15 keep keep VB cord-319323-1qt7vf59 254 16 their -PRON- PRP$ cord-319323-1qt7vf59 254 17 eyes eye NNS cord-319323-1qt7vf59 254 18 shut shut VBD cord-319323-1qt7vf59 254 19 7 7 CD cord-319323-1qt7vf59 254 20 After after IN cord-319323-1qt7vf59 254 21 the the DT cord-319323-1qt7vf59 254 22 lockdown lockdown NN cord-319323-1qt7vf59 254 23 announcement announcement NN cord-319323-1qt7vf59 254 24 , , , cord-319323-1qt7vf59 254 25 the the DT cord-319323-1qt7vf59 254 26 badli badli JJ cord-319323-1qt7vf59 254 27 workers worker NNS cord-319323-1qt7vf59 254 28 in in IN cord-319323-1qt7vf59 254 29 West West NNP cord-319323-1qt7vf59 254 30 Bengal Bengal NNP cord-319323-1qt7vf59 254 31 's 's POS cord-319323-1qt7vf59 254 32 jute jute NN cord-319323-1qt7vf59 254 33 mills mill NNS cord-319323-1qt7vf59 254 34 are be VBP cord-319323-1qt7vf59 254 35 the the DT cord-319323-1qt7vf59 254 36 worst worst RBS cord-319323-1qt7vf59 254 37 affected affect VBN cord-319323-1qt7vf59 254 38 out out IN cord-319323-1qt7vf59 254 39 of of IN cord-319323-1qt7vf59 254 40 the the DT cord-319323-1qt7vf59 254 41 lot lot NN cord-319323-1qt7vf59 254 42 8 8 CD cord-319323-1qt7vf59 254 43 " " `` cord-319323-1qt7vf59 254 44 We -PRON- PRP cord-319323-1qt7vf59 254 45 may may MD cord-319323-1qt7vf59 254 46 survive survive VB cord-319323-1qt7vf59 254 47 from from IN cord-319323-1qt7vf59 254 48 corona corona NN cord-319323-1qt7vf59 254 49 but but CC cord-319323-1qt7vf59 254 50 not not RB cord-319323-1qt7vf59 254 51 hunger hunger NN cord-319323-1qt7vf59 254 52 " " '' cord-319323-1qt7vf59 254 53 : : : cord-319323-1qt7vf59 254 54 Bengal Bengal NNP cord-319323-1qt7vf59 254 55 's 's POS cord-319323-1qt7vf59 254 56 daily daily JJ cord-319323-1qt7vf59 254 57 wage wage NN cord-319323-1qt7vf59 254 58 workers worker NNS cord-319323-1qt7vf59 254 59 struggle struggle VBP cord-319323-1qt7vf59 254 60 for for IN cord-319323-1qt7vf59 254 61 survival survival NN cord-319323-1qt7vf59 254 62 . . . cord-319323-1qt7vf59 255 1 In in IN cord-319323-1qt7vf59 255 2 India India NNP cord-319323-1qt7vf59 255 3 , , , cord-319323-1qt7vf59 255 4 thousands thousand NNS cord-319323-1qt7vf59 255 5 of of IN cord-319323-1qt7vf59 255 6 workers worker NNS cord-319323-1qt7vf59 255 7 are be VBP cord-319323-1qt7vf59 255 8 lining line VBG cord-319323-1qt7vf59 255 9 up up RP cord-319323-1qt7vf59 255 10 twice twice PDT cord-319323-1qt7vf59 255 11 a a DT cord-319323-1qt7vf59 255 12 day day NN cord-319323-1qt7vf59 255 13 for for IN cord-319323-1qt7vf59 255 14 bread bread NN cord-319323-1qt7vf59 255 15 and and CC cord-319323-1qt7vf59 255 16 fried fry VBN cord-319323-1qt7vf59 255 17 vegetables vegetable NNS cord-319323-1qt7vf59 255 18 to to TO cord-319323-1qt7vf59 255 19 keep keep VB cord-319323-1qt7vf59 255 20 hunger hunger NN cord-319323-1qt7vf59 255 21 at at IN cord-319323-1qt7vf59 255 22 bay bay NN cord-319323-1qt7vf59 255 23 9 9 CD cord-319323-1qt7vf59 255 24 Job Job NNP cord-319323-1qt7vf59 255 25 loss loss NN cord-319323-1qt7vf59 255 26 pay pay NN cord-319323-1qt7vf59 255 27 cuts cut NNS cord-319323-1qt7vf59 255 28 worry worry VBP cord-319323-1qt7vf59 255 29 Indians Indians NNPS cord-319323-1qt7vf59 255 30 the the DT cord-319323-1qt7vf59 255 31 most most RBS cord-319323-1qt7vf59 255 32 during during IN cord-319323-1qt7vf59 255 33 lockdown lockdown NN cord-319323-1qt7vf59 255 34 : : : cord-319323-1qt7vf59 255 35 Survey Survey NNP cord-319323-1qt7vf59 255 36 . . . cord-319323-1qt7vf59 256 1 Every every DT cord-319323-1qt7vf59 256 2 1 1 CD cord-319323-1qt7vf59 256 3 in in IN cord-319323-1qt7vf59 256 4 5 5 CD cord-319323-1qt7vf59 256 5 Indians Indians NNPS cord-319323-1qt7vf59 256 6 is be VBZ cord-319323-1qt7vf59 256 7 now now RB cord-319323-1qt7vf59 256 8 worried worried JJ cord-319323-1qt7vf59 256 9 about about IN cord-319323-1qt7vf59 256 10 losing lose VBG cord-319323-1qt7vf59 256 11 his -PRON- PRP$ cord-319323-1qt7vf59 256 12 or or CC cord-319323-1qt7vf59 256 13 her -PRON- PRP$ cord-319323-1qt7vf59 256 14 job job NN cord-319323-1qt7vf59 256 15 as as IN cord-319323-1qt7vf59 256 16 the the DT cord-319323-1qt7vf59 256 17 coronavirus coronavirus NN cord-319323-1qt7vf59 256 18 pandemic pandemic NN cord-319323-1qt7vf59 256 19 has have VBZ cord-319323-1qt7vf59 256 20 shut shut VBN cord-319323-1qt7vf59 256 21 industries industry NNS cord-319323-1qt7vf59 256 22 and and CC cord-319323-1qt7vf59 256 23 businesses business NNS cord-319323-1qt7vf59 256 24 in in IN cord-319323-1qt7vf59 256 25 India India NNP cord-319323-1qt7vf59 256 26 , , , cord-319323-1qt7vf59 256 27 a a DT cord-319323-1qt7vf59 256 28 new new JJ cord-319323-1qt7vf59 256 29 survey survey NN cord-319323-1qt7vf59 256 30 warned warn VBD cord-319323-1qt7vf59 256 31 on on IN cord-319323-1qt7vf59 256 32 Wednesday Wednesday NNP cord-319323-1qt7vf59 256 33 . . . cord-319323-1qt7vf59 257 1 According accord VBG cord-319323-1qt7vf59 257 2 to to IN cord-319323-1qt7vf59 257 3 the the DT cord-319323-1qt7vf59 257 4 survey survey NN cord-319323-1qt7vf59 257 5 conducted conduct VBN cord-319323-1qt7vf59 257 6 by by IN cord-319323-1qt7vf59 257 7 YouGov YouGov NNP cord-319323-1qt7vf59 257 8 , , , cord-319323-1qt7vf59 257 9 an an DT cord-319323-1qt7vf59 257 10 Internet internet NN cord-319323-1qt7vf59 257 11 - - HYPH cord-319323-1qt7vf59 257 12 based base VBN cord-319323-1qt7vf59 257 13 market market NN cord-319323-1qt7vf59 257 14 research research NN cord-319323-1qt7vf59 257 15 and and CC cord-319323-1qt7vf59 257 16 data data NN cord-319323-1qt7vf59 257 17 analytics analytic NNS cord-319323-1qt7vf59 257 18 firm firm NN cord-319323-1qt7vf59 257 19 , , , cord-319323-1qt7vf59 257 20 some some DT cord-319323-1qt7vf59 257 21 Indians Indians NNPS cord-319323-1qt7vf59 257 22 worry worry VBP cord-319323-1qt7vf59 257 23 about about IN cord-319323-1qt7vf59 257 24 the the DT cord-319323-1qt7vf59 257 25 economic economic JJ cord-319323-1qt7vf59 257 26 impact impact NN cord-319323-1qt7vf59 257 27 of of IN cord-319323-1qt7vf59 257 28 the the DT cord-319323-1qt7vf59 257 29 virus virus NN cord-319323-1qt7vf59 257 30 such such JJ cord-319323-1qt7vf59 257 31 as as IN cord-319323-1qt7vf59 257 32 losing lose VBG cord-319323-1qt7vf59 257 33 their -PRON- PRP$ cord-319323-1qt7vf59 257 34 jobs job NNS cord-319323-1qt7vf59 257 35 ( ( -LRB- cord-319323-1qt7vf59 257 36 20 20 CD cord-319323-1qt7vf59 257 37 % % NN cord-319323-1qt7vf59 257 38 ) ) -RRB- cord-319323-1qt7vf59 257 39 , , , cord-319323-1qt7vf59 257 40 getting get VBG cord-319323-1qt7vf59 257 41 a a DT cord-319323-1qt7vf59 257 42 pay pay NN cord-319323-1qt7vf59 257 43 cut cut NN cord-319323-1qt7vf59 257 44 ( ( -LRB- cord-319323-1qt7vf59 257 45 16 16 CD cord-319323-1qt7vf59 257 46 % % NN cord-319323-1qt7vf59 257 47 ) ) -RRB- cord-319323-1qt7vf59 257 48 , , , cord-319323-1qt7vf59 257 49 or or CC cord-319323-1qt7vf59 257 50 not not RB cord-319323-1qt7vf59 257 51 getting get VBG cord-319323-1qt7vf59 257 52 a a DT cord-319323-1qt7vf59 257 53 bonus bonus NN cord-319323-1qt7vf59 257 54 or or CC cord-319323-1qt7vf59 257 55 increment increment NN cord-319323-1qt7vf59 257 56 this this DT cord-319323-1qt7vf59 257 57 year year NN cord-319323-1qt7vf59 257 58 ( ( -LRB- cord-319323-1qt7vf59 257 59 8 8 CD cord-319323-1qt7vf59 257 60 % % NN cord-319323-1qt7vf59 257 61 ) ) -RRB- cord-319323-1qt7vf59 257 62 statistics statistic NNS cord-319323-1qt7vf59 257 63 on on IN cord-319323-1qt7vf59 257 64 a a DT cord-319323-1qt7vf59 257 65 global global JJ cord-319323-1qt7vf59 257 66 scale scale NN cord-319323-1qt7vf59 257 67 . . . cord-319323-1qt7vf59 258 1 The the DT cord-319323-1qt7vf59 258 2 authors author NNS cord-319323-1qt7vf59 258 3 have have VBP cord-319323-1qt7vf59 258 4 also also RB cord-319323-1qt7vf59 258 5 utilized utilize VBN cord-319323-1qt7vf59 258 6 a a DT cord-319323-1qt7vf59 258 7 set set NN cord-319323-1qt7vf59 258 8 of of IN cord-319323-1qt7vf59 258 9 relevant relevant JJ cord-319323-1qt7vf59 258 10 news news NN cord-319323-1qt7vf59 258 11 articles article NNS cord-319323-1qt7vf59 258 12 to to TO cord-319323-1qt7vf59 258 13 substantiate substantiate VB cord-319323-1qt7vf59 258 14 the the DT cord-319323-1qt7vf59 258 15 observations observation NNS cord-319323-1qt7vf59 258 16 during during IN cord-319323-1qt7vf59 258 17 the the DT cord-319323-1qt7vf59 258 18 case case NN cord-319323-1qt7vf59 258 19 studies study NNS cord-319323-1qt7vf59 258 20 . . . cord-319323-1qt7vf59 259 1 The the DT cord-319323-1qt7vf59 259 2 authors author NNS cord-319323-1qt7vf59 259 3 have have VBP cord-319323-1qt7vf59 259 4 determined determine VBN cord-319323-1qt7vf59 259 5 that that IN cord-319323-1qt7vf59 259 6 negativity negativity NN cord-319323-1qt7vf59 259 7 is be VBZ cord-319323-1qt7vf59 259 8 a a DT cord-319323-1qt7vf59 259 9 pre pre JJ cord-319323-1qt7vf59 259 10 - - JJ cord-319323-1qt7vf59 259 11 dominant dominant JJ cord-319323-1qt7vf59 259 12 sentiment sentiment NN cord-319323-1qt7vf59 259 13 in in IN cord-319323-1qt7vf59 259 14 global global JJ cord-319323-1qt7vf59 259 15 news news NN cord-319323-1qt7vf59 259 16 , , , cord-319323-1qt7vf59 259 17 and and CC cord-319323-1qt7vf59 259 18 that that IN cord-319323-1qt7vf59 259 19 the the DT cord-319323-1qt7vf59 259 20 COVID-19-related covid-19-related JJ cord-319323-1qt7vf59 259 21 real real JJ cord-319323-1qt7vf59 259 22 - - HYPH cord-319323-1qt7vf59 259 23 world world NN cord-319323-1qt7vf59 259 24 statistics statistic NNS cord-319323-1qt7vf59 259 25 , , , cord-319323-1qt7vf59 259 26 agenda agenda NN cord-319323-1qt7vf59 259 27 setting setting NN cord-319323-1qt7vf59 259 28 by by IN cord-319323-1qt7vf59 259 29 news news NN cord-319323-1qt7vf59 259 30 agencies agency NNS cord-319323-1qt7vf59 259 31 as as RB cord-319323-1qt7vf59 259 32 well well RB cord-319323-1qt7vf59 259 33 as as IN cord-319323-1qt7vf59 259 34 different different JJ cord-319323-1qt7vf59 259 35 social social JJ cord-319323-1qt7vf59 259 36 ( ( -LRB- cord-319323-1qt7vf59 259 37 such such JJ cord-319323-1qt7vf59 259 38 as as IN cord-319323-1qt7vf59 259 39 job job NN cord-319323-1qt7vf59 259 40 loss loss NN cord-319323-1qt7vf59 259 41 , , , cord-319323-1qt7vf59 259 42 migrant migrant JJ cord-319323-1qt7vf59 259 43 worker worker NN cord-319323-1qt7vf59 259 44 problems problem NNS cord-319323-1qt7vf59 259 45 ) ) -RRB- cord-319323-1qt7vf59 259 46 and and CC cord-319323-1qt7vf59 259 47 political political JJ cord-319323-1qt7vf59 259 48 factors factor NNS cord-319323-1qt7vf59 259 49 ( ( -LRB- cord-319323-1qt7vf59 259 50 such such JJ cord-319323-1qt7vf59 259 51 as as IN cord-319323-1qt7vf59 259 52 the the DT cord-319323-1qt7vf59 259 53 continued continued JJ cord-319323-1qt7vf59 259 54 tussle tussle NN cord-319323-1qt7vf59 259 55 between between IN cord-319323-1qt7vf59 259 56 the the DT cord-319323-1qt7vf59 259 57 Presidents president NNS cord-319323-1qt7vf59 259 58 of of IN cord-319323-1qt7vf59 259 59 the the DT cord-319323-1qt7vf59 259 60 USA USA NNP cord-319323-1qt7vf59 259 61 and and CC cord-319323-1qt7vf59 259 62 China China NNP cord-319323-1qt7vf59 259 63 ) ) -RRB- cord-319323-1qt7vf59 259 64 , , , cord-319323-1qt7vf59 259 65 drive drive VB cord-319323-1qt7vf59 259 66 the the DT cord-319323-1qt7vf59 259 67 negativity negativity NN cord-319323-1qt7vf59 259 68 in in IN cord-319323-1qt7vf59 259 69 online online JJ cord-319323-1qt7vf59 259 70 news news NN cord-319323-1qt7vf59 259 71 quite quite RB cord-319323-1qt7vf59 259 72 strongly strongly RB cord-319323-1qt7vf59 259 73 , , , cord-319323-1qt7vf59 259 74 which which WDT cord-319323-1qt7vf59 259 75 could could MD cord-319323-1qt7vf59 259 76 lead lead VB cord-319323-1qt7vf59 259 77 to to IN cord-319323-1qt7vf59 259 78 long long RB cord-319323-1qt7vf59 259 79 - - HYPH cord-319323-1qt7vf59 259 80 standing stand VBG cord-319323-1qt7vf59 259 81 effects effect NNS cord-319323-1qt7vf59 259 82 on on IN cord-319323-1qt7vf59 259 83 mental mental JJ cord-319323-1qt7vf59 259 84 heath heath NN cord-319323-1qt7vf59 259 85 of of IN cord-319323-1qt7vf59 259 86 the the DT cord-319323-1qt7vf59 259 87 news news NN cord-319323-1qt7vf59 259 88 audience audience NN cord-319323-1qt7vf59 259 89 . . . cord-319323-1qt7vf59 260 1 The the DT cord-319323-1qt7vf59 260 2 results result NNS cord-319323-1qt7vf59 260 3 lead lead VBP cord-319323-1qt7vf59 260 4 to to IN cord-319323-1qt7vf59 260 5 relevant relevant JJ cord-319323-1qt7vf59 260 6 questions question NNS cord-319323-1qt7vf59 260 7 and and CC cord-319323-1qt7vf59 260 8 consequently consequently RB cord-319323-1qt7vf59 260 9 a a DT cord-319323-1qt7vf59 260 10 plethora plethora NN cord-319323-1qt7vf59 260 11 of of IN cord-319323-1qt7vf59 260 12 computational computational JJ cord-319323-1qt7vf59 260 13 and and CC cord-319323-1qt7vf59 260 14 social social JJ cord-319323-1qt7vf59 260 15 study study NN cord-319323-1qt7vf59 260 16 - - HYPH cord-319323-1qt7vf59 260 17 based base VBN cord-319323-1qt7vf59 260 18 research research NN cord-319323-1qt7vf59 260 19 challenges challenge NNS cord-319323-1qt7vf59 260 20 . . . cord-319323-1qt7vf59 261 1 Such such JJ cord-319323-1qt7vf59 261 2 studies study NNS cord-319323-1qt7vf59 261 3 will will MD cord-319323-1qt7vf59 261 4 be be VB cord-319323-1qt7vf59 261 5 useful useful JJ cord-319323-1qt7vf59 261 6 in in IN cord-319323-1qt7vf59 261 7 determining determine VBG cord-319323-1qt7vf59 261 8 the the DT cord-319323-1qt7vf59 261 9 long long RB cord-319323-1qt7vf59 261 10 - - HYPH cord-319323-1qt7vf59 261 11 standing stand VBG cord-319323-1qt7vf59 261 12 , , , cord-319323-1qt7vf59 261 13 psychological psychological JJ cord-319323-1qt7vf59 261 14 effects effect NNS cord-319323-1qt7vf59 261 15 of of IN cord-319323-1qt7vf59 261 16 news news NN cord-319323-1qt7vf59 261 17 sentiment sentiment NN cord-319323-1qt7vf59 261 18 on on IN cord-319323-1qt7vf59 261 19 mental mental JJ cord-319323-1qt7vf59 261 20 health health NN cord-319323-1qt7vf59 261 21 in in IN cord-319323-1qt7vf59 261 22 a a DT cord-319323-1qt7vf59 261 23 pandemic pandemic NN cord-319323-1qt7vf59 261 24 situation situation NN cord-319323-1qt7vf59 261 25 , , , cord-319323-1qt7vf59 261 26 representation representation NN cord-319323-1qt7vf59 261 27 of of IN cord-319323-1qt7vf59 261 28 regional regional JJ cord-319323-1qt7vf59 261 29 challenges challenge NNS cord-319323-1qt7vf59 261 30 in in IN cord-319323-1qt7vf59 261 31 online online JJ cord-319323-1qt7vf59 261 32 global global JJ cord-319323-1qt7vf59 261 33 news news NN cord-319323-1qt7vf59 261 34 , , , cord-319323-1qt7vf59 261 35 news news NN cord-319323-1qt7vf59 261 36 media media NN cord-319323-1qt7vf59 261 37 agenda agenda NN cord-319323-1qt7vf59 261 38 setting setting NN cord-319323-1qt7vf59 261 39 , , , cord-319323-1qt7vf59 261 40 etc etc FW cord-319323-1qt7vf59 261 41 . . . cord-319323-1qt7vf59 262 1 In in IN cord-319323-1qt7vf59 262 2 future future NN cord-319323-1qt7vf59 262 3 , , , cord-319323-1qt7vf59 262 4 the the DT cord-319323-1qt7vf59 262 5 authors author NNS cord-319323-1qt7vf59 262 6 wish wish VBP cord-319323-1qt7vf59 262 7 to to TO cord-319323-1qt7vf59 262 8 extend extend VB cord-319323-1qt7vf59 262 9 this this DT cord-319323-1qt7vf59 262 10 work work NN cord-319323-1qt7vf59 262 11 by by IN cord-319323-1qt7vf59 262 12 utilizing utilize VBG cord-319323-1qt7vf59 262 13 country country NN cord-319323-1qt7vf59 262 14 - - HYPH cord-319323-1qt7vf59 262 15 specific specific JJ cord-319323-1qt7vf59 262 16 news news NN cord-319323-1qt7vf59 262 17 data datum NNS cord-319323-1qt7vf59 262 18 in in IN cord-319323-1qt7vf59 262 19 their -PRON- PRP$ cord-319323-1qt7vf59 262 20 respective respective JJ cord-319323-1qt7vf59 262 21 national national JJ cord-319323-1qt7vf59 262 22 official official JJ cord-319323-1qt7vf59 262 23 languages language NNS cord-319323-1qt7vf59 262 24 , , , cord-319323-1qt7vf59 262 25 which which WDT cord-319323-1qt7vf59 262 26 will will MD cord-319323-1qt7vf59 262 27 aid aid VB cord-319323-1qt7vf59 262 28 in in IN cord-319323-1qt7vf59 262 29 further further JJ cord-319323-1qt7vf59 262 30 fine fine JJ cord-319323-1qt7vf59 262 31 - - HYPH cord-319323-1qt7vf59 262 32 grained grained JJ cord-319323-1qt7vf59 262 33 analysis analysis NN cord-319323-1qt7vf59 262 34 . . . cord-319323-1qt7vf59 263 1 Q Q NNP cord-319323-1qt7vf59 263 2 and and CC cord-319323-1qt7vf59 263 3 A a NN cord-319323-1qt7vf59 263 4 on on IN cord-319323-1qt7vf59 263 5 coronaviruses coronaviruse NNS cord-319323-1qt7vf59 263 6 ( ( -LRB- cord-319323-1qt7vf59 263 7 COVID-19 COVID-19 NNP cord-319323-1qt7vf59 263 8 ) ) -RRB- cord-319323-1qt7vf59 263 9 . . . cord-319323-1qt7vf59 264 1 Accessed Accessed NNP cord-319323-1qt7vf59 264 2 Time Time NNP cord-319323-1qt7vf59 264 3 spent spend VBN cord-319323-1qt7vf59 264 4 on on RP cord-319323-1qt7vf59 264 5 watching watch VBG cord-319323-1qt7vf59 264 6 TV tv NN cord-319323-1qt7vf59 264 7 , , , cord-319323-1qt7vf59 264 8 with with IN cord-319323-1qt7vf59 264 9 smartphone smartphone NN cord-319323-1qt7vf59 264 10 rises rise VBZ cord-319323-1qt7vf59 264 11 as as IN cord-319323-1qt7vf59 264 12 people people NNS cord-319323-1qt7vf59 264 13 stay stay VBP cord-319323-1qt7vf59 264 14 indoors indoors RB cord-319323-1qt7vf59 264 15 : : : cord-319323-1qt7vf59 264 16 BARC BARC NNP cord-319323-1qt7vf59 264 17 data data NNP cord-319323-1qt7vf59 265 1 The the DT cord-319323-1qt7vf59 265 2 psychological psychological JJ cord-319323-1qt7vf59 265 3 effects effect NNS cord-319323-1qt7vf59 265 4 of of IN cord-319323-1qt7vf59 265 5 TV tv NN cord-319323-1qt7vf59 265 6 news news NN cord-319323-1qt7vf59 266 1 What what WDT cord-319323-1qt7vf59 266 2 constant constant JJ cord-319323-1qt7vf59 266 3 exposure exposure NN cord-319323-1qt7vf59 266 4 to to IN cord-319323-1qt7vf59 266 5 negative negative JJ cord-319323-1qt7vf59 266 6 news news NN cord-319323-1qt7vf59 266 7 is be VBZ cord-319323-1qt7vf59 266 8 doing do VBG cord-319323-1qt7vf59 266 9 to to IN cord-319323-1qt7vf59 266 10 our -PRON- PRP$ cord-319323-1qt7vf59 266 11 mental mental JJ cord-319323-1qt7vf59 266 12 health health NN cord-319323-1qt7vf59 266 13 Health Health NNP cord-319323-1qt7vf59 266 14 experts expert NNS cord-319323-1qt7vf59 266 15 on on IN cord-319323-1qt7vf59 266 16 the the DT cord-319323-1qt7vf59 266 17 psychological psychological JJ cord-319323-1qt7vf59 266 18 cost cost NN cord-319323-1qt7vf59 266 19 of of IN cord-319323-1qt7vf59 266 20 Covid-19 Covid-19 NNP cord-319323-1qt7vf59 266 21 Sentiment Sentiment NNP cord-319323-1qt7vf59 266 22 analysis analysis NN cord-319323-1qt7vf59 266 23 of of IN cord-319323-1qt7vf59 266 24 english english JJ cord-319323-1qt7vf59 266 25 tweets tweet NNS cord-319323-1qt7vf59 266 26 : : : cord-319323-1qt7vf59 267 1 A a DT cord-319323-1qt7vf59 267 2 comparative comparative JJ cord-319323-1qt7vf59 267 3 study study NN cord-319323-1qt7vf59 267 4 of of IN cord-319323-1qt7vf59 267 5 supervised supervise VBN cord-319323-1qt7vf59 267 6 and and CC cord-319323-1qt7vf59 267 7 unsupervised unsupervised JJ cord-319323-1qt7vf59 267 8 approaches approach NNS cord-319323-1qt7vf59 267 9 Mining mining NN cord-319323-1qt7vf59 267 10 sentiment sentiment NN cord-319323-1qt7vf59 267 11 classification classification NN cord-319323-1qt7vf59 267 12 from from IN cord-319323-1qt7vf59 267 13 political political JJ cord-319323-1qt7vf59 267 14 web web NN cord-319323-1qt7vf59 267 15 logs log VBZ cord-319323-1qt7vf59 267 16 Mastering master VBG cord-319323-1qt7vf59 267 17 Machine machine NN cord-319323-1qt7vf59 267 18 Learning learn VBG cord-319323-1qt7vf59 267 19 with with IN cord-319323-1qt7vf59 267 20 scikit scikit NNS cord-319323-1qt7vf59 267 21 - - HYPH cord-319323-1qt7vf59 267 22 learn learn NNP cord-319323-1qt7vf59 267 23 Sentiment Sentiment NNP cord-319323-1qt7vf59 267 24 analysis analysis NN cord-319323-1qt7vf59 267 25 of of IN cord-319323-1qt7vf59 267 26 textual textual JJ cord-319323-1qt7vf59 267 27 reviews review NNS cord-319323-1qt7vf59 267 28 ; ; : cord-319323-1qt7vf59 267 29 evaluating evaluate VBG cord-319323-1qt7vf59 267 30 machine machine NN cord-319323-1qt7vf59 267 31 learning learning NN cord-319323-1qt7vf59 267 32 , , , cord-319323-1qt7vf59 267 33 unsupervised unsupervised JJ cord-319323-1qt7vf59 267 34 and and CC cord-319323-1qt7vf59 267 35 sentiwordnet sentiwordnet NN cord-319323-1qt7vf59 268 1 approaches approach NNS cord-319323-1qt7vf59 268 2 Thumbs thumb VBZ cord-319323-1qt7vf59 268 3 up up RP cord-319323-1qt7vf59 268 4 ? ? . cord-319323-1qt7vf59 269 1 : : : cord-319323-1qt7vf59 270 1 sentiment sentiment NN cord-319323-1qt7vf59 270 2 classification classification NN cord-319323-1qt7vf59 270 3 using use VBG cord-319323-1qt7vf59 270 4 machine machine NN cord-319323-1qt7vf59 270 5 learning learning NN cord-319323-1qt7vf59 270 6 techniques technique NNS cord-319323-1qt7vf59 270 7 Sentiment Sentiment NNP cord-319323-1qt7vf59 270 8 analysis analysis NN cord-319323-1qt7vf59 270 9 of of IN cord-319323-1qt7vf59 270 10 movie movie NN cord-319323-1qt7vf59 270 11 review review NN cord-319323-1qt7vf59 270 12 comments comment VBZ cord-319323-1qt7vf59 270 13 Deep deep JJ cord-319323-1qt7vf59 270 14 convolution convolution NN cord-319323-1qt7vf59 270 15 neural neural JJ cord-319323-1qt7vf59 270 16 networks network NNS cord-319323-1qt7vf59 270 17 for for IN cord-319323-1qt7vf59 270 18 twitter twitter NNP cord-319323-1qt7vf59 270 19 sentiment sentiment NNP cord-319323-1qt7vf59 270 20 analysis analysis NNP cord-319323-1qt7vf59 271 1 Unitn Unitn NNP cord-319323-1qt7vf59 271 2 : : : cord-319323-1qt7vf59 272 1 Training train VBG cord-319323-1qt7vf59 272 2 deep deep JJ cord-319323-1qt7vf59 272 3 convolutional convolutional NN cord-319323-1qt7vf59 272 4 neural neural JJ cord-319323-1qt7vf59 272 5 network network NN cord-319323-1qt7vf59 272 6 for for IN cord-319323-1qt7vf59 272 7 twitter twitter NNP cord-319323-1qt7vf59 272 8 sentiment sentiment NN cord-319323-1qt7vf59 272 9 classification classification NN cord-319323-1qt7vf59 272 10 Unsupervised unsupervised JJ cord-319323-1qt7vf59 272 11 learning learning NN cord-319323-1qt7vf59 272 12 of of IN cord-319323-1qt7vf59 272 13 semantic semantic JJ cord-319323-1qt7vf59 272 14 orientation orientation NN cord-319323-1qt7vf59 272 15 from from IN cord-319323-1qt7vf59 272 16 a a DT cord-319323-1qt7vf59 272 17 hundredbillion hundredbillion NN cord-319323-1qt7vf59 272 18 - - HYPH cord-319323-1qt7vf59 272 19 word word NN cord-319323-1qt7vf59 272 20 corpus corpus NNP cord-319323-1qt7vf59 272 21 Unsupervised unsupervised JJ cord-319323-1qt7vf59 272 22 method method NN cord-319323-1qt7vf59 272 23 for for IN cord-319323-1qt7vf59 272 24 sentiment sentiment NN cord-319323-1qt7vf59 272 25 analysis analysis NN cord-319323-1qt7vf59 272 26 in in IN cord-319323-1qt7vf59 272 27 online online JJ cord-319323-1qt7vf59 272 28 texts text NNS cord-319323-1qt7vf59 272 29 Creating create VBG cord-319323-1qt7vf59 272 30 emoji emoji NNP cord-319323-1qt7vf59 272 31 lexica lexica NNP cord-319323-1qt7vf59 272 32 from from IN cord-319323-1qt7vf59 272 33 unsupervised unsupervised JJ cord-319323-1qt7vf59 272 34 sentiment sentiment NN cord-319323-1qt7vf59 272 35 analysis analysis NN cord-319323-1qt7vf59 272 36 of of IN cord-319323-1qt7vf59 272 37 their -PRON- PRP$ cord-319323-1qt7vf59 272 38 descriptions description NNS cord-319323-1qt7vf59 273 1 A a DT cord-319323-1qt7vf59 273 2 framework framework NN cord-319323-1qt7vf59 273 3 for for IN cord-319323-1qt7vf59 273 4 sentiment sentiment NN cord-319323-1qt7vf59 273 5 analysis analysis NN cord-319323-1qt7vf59 273 6 in in IN cord-319323-1qt7vf59 273 7 turkish turkish NNP cord-319323-1qt7vf59 273 8 : : : cord-319323-1qt7vf59 273 9 Application application NN cord-319323-1qt7vf59 273 10 to to IN cord-319323-1qt7vf59 273 11 polarity polarity NN cord-319323-1qt7vf59 273 12 detection detection NN cord-319323-1qt7vf59 273 13 of of IN cord-319323-1qt7vf59 273 14 movie movie NN cord-319323-1qt7vf59 273 15 reviews review NNS cord-319323-1qt7vf59 273 16 in in IN cord-319323-1qt7vf59 273 17 turkish turkish JJ cord-319323-1qt7vf59 273 18 Sentiwordnet Sentiwordnet NNP cord-319323-1qt7vf59 273 19 3.0 3.0 CD cord-319323-1qt7vf59 273 20 : : : cord-319323-1qt7vf59 273 21 an an DT cord-319323-1qt7vf59 273 22 enhanced enhanced JJ cord-319323-1qt7vf59 273 23 lexical lexical JJ cord-319323-1qt7vf59 273 24 resource resource NN cord-319323-1qt7vf59 273 25 for for IN cord-319323-1qt7vf59 273 26 sentiment sentiment NN cord-319323-1qt7vf59 273 27 analysis analysis NN cord-319323-1qt7vf59 273 28 and and CC cord-319323-1qt7vf59 273 29 opinion opinion NN cord-319323-1qt7vf59 273 30 mining mining NN cord-319323-1qt7vf59 273 31 Afinn Afinn NNP cord-319323-1qt7vf59 273 32 . . . cord-319323-1qt7vf59 274 1 Richard Richard NNP cord-319323-1qt7vf59 274 2 Petersens Petersens NNP cord-319323-1qt7vf59 274 3 Plads Plads NNP cord-319323-1qt7vf59 274 4 , , , cord-319323-1qt7vf59 274 5 Building Building NNP cord-319323-1qt7vf59 274 6 Twitter Twitter NNP cord-319323-1qt7vf59 274 7 , , , cord-319323-1qt7vf59 274 8 myspace myspace NNP cord-319323-1qt7vf59 274 9 , , , cord-319323-1qt7vf59 274 10 digg digg NNP cord-319323-1qt7vf59 274 11 : : : cord-319323-1qt7vf59 274 12 Unsupervised unsupervised JJ cord-319323-1qt7vf59 274 13 sentiment sentiment NN cord-319323-1qt7vf59 274 14 analysis analysis NN cord-319323-1qt7vf59 274 15 in in IN cord-319323-1qt7vf59 274 16 social social JJ cord-319323-1qt7vf59 274 17 media medium NNS cord-319323-1qt7vf59 275 1 A a DT cord-319323-1qt7vf59 275 2 comparative comparative JJ cord-319323-1qt7vf59 275 3 study study NN cord-319323-1qt7vf59 275 4 on on IN cord-319323-1qt7vf59 275 5 twitter twitter NNP cord-319323-1qt7vf59 275 6 sentiment sentiment NNP cord-319323-1qt7vf59 275 7 analysis analysis NN cord-319323-1qt7vf59 275 8 : : : cord-319323-1qt7vf59 276 1 Which which WDT cord-319323-1qt7vf59 276 2 features feature NNS cord-319323-1qt7vf59 276 3 are be VBP cord-319323-1qt7vf59 276 4 good good JJ cord-319323-1qt7vf59 276 5 Valento Valento NNP cord-319323-1qt7vf59 276 6 : : : cord-319323-1qt7vf59 277 1 Sentiment sentiment NN cord-319323-1qt7vf59 277 2 analysis analysis NN cord-319323-1qt7vf59 277 3 of of IN cord-319323-1qt7vf59 277 4 figurative figurative JJ cord-319323-1qt7vf59 277 5 language language NN cord-319323-1qt7vf59 277 6 tweets tweet NNS cord-319323-1qt7vf59 277 7 with with IN cord-319323-1qt7vf59 277 8 irony irony NN cord-319323-1qt7vf59 277 9 and and CC cord-319323-1qt7vf59 277 10 sarcasm sarcasm NN cord-319323-1qt7vf59 277 11 Character character NN cord-319323-1qt7vf59 277 12 - - HYPH cord-319323-1qt7vf59 277 13 to to IN cord-319323-1qt7vf59 277 14 - - HYPH cord-319323-1qt7vf59 277 15 character character NN cord-319323-1qt7vf59 277 16 sentiment sentiment NN cord-319323-1qt7vf59 277 17 analysis analysis NN cord-319323-1qt7vf59 277 18 in in IN cord-319323-1qt7vf59 277 19 shakespeare shakespeare NNP cord-319323-1qt7vf59 277 20 's 's POS cord-319323-1qt7vf59 277 21 plays play VBZ cord-319323-1qt7vf59 277 22 Word2vec Word2vec NNP cord-319323-1qt7vf59 277 23 and and CC cord-319323-1qt7vf59 277 24 doc2vec doc2vec NN cord-319323-1qt7vf59 277 25 in in IN cord-319323-1qt7vf59 277 26 unsupervised unsupervised JJ cord-319323-1qt7vf59 277 27 sentiment sentiment NN cord-319323-1qt7vf59 277 28 analysis analysis NN cord-319323-1qt7vf59 277 29 of of IN cord-319323-1qt7vf59 277 30 clinical clinical JJ cord-319323-1qt7vf59 277 31 discharge discharge NN cord-319323-1qt7vf59 277 32 summaries summary NNS cord-319323-1qt7vf59 277 33 Bias Bias NNP cord-319323-1qt7vf59 277 34 - - HYPH cord-319323-1qt7vf59 277 35 aware aware JJ cord-319323-1qt7vf59 277 36 lexicon lexicon NN cord-319323-1qt7vf59 277 37 - - HYPH cord-319323-1qt7vf59 277 38 based base VBN cord-319323-1qt7vf59 277 39 sentiment sentiment NN cord-319323-1qt7vf59 277 40 analysis analysis NN cord-319323-1qt7vf59 277 41 Using use VBG cord-319323-1qt7vf59 277 42 text text NN cord-319323-1qt7vf59 277 43 mining mining NN cord-319323-1qt7vf59 277 44 and and CC cord-319323-1qt7vf59 277 45 sentiment sentiment NN cord-319323-1qt7vf59 277 46 analysis analysis NN cord-319323-1qt7vf59 277 47 for for IN cord-319323-1qt7vf59 277 48 online online JJ cord-319323-1qt7vf59 277 49 forums forum NNS cord-319323-1qt7vf59 277 50 hotspot hotspot NN cord-319323-1qt7vf59 277 51 detection detection NN cord-319323-1qt7vf59 277 52 and and CC cord-319323-1qt7vf59 277 53 forecast forecast NN cord-319323-1qt7vf59 277 54 Opinion opinion NN cord-319323-1qt7vf59 277 55 mining mining NN cord-319323-1qt7vf59 277 56 on on IN cord-319323-1qt7vf59 277 57 large large JJ cord-319323-1qt7vf59 277 58 scale scale NN cord-319323-1qt7vf59 277 59 data datum NNS cord-319323-1qt7vf59 277 60 using use VBG cord-319323-1qt7vf59 277 61 sentiment sentiment NN cord-319323-1qt7vf59 277 62 analysis analysis NN cord-319323-1qt7vf59 277 63 and and CC cord-319323-1qt7vf59 277 64 k k NN cord-319323-1qt7vf59 277 65 - - HYPH cord-319323-1qt7vf59 277 66 means mean VBZ cord-319323-1qt7vf59 277 67 clustering cluster VBG cord-319323-1qt7vf59 277 68 Sentiment Sentiment NNP cord-319323-1qt7vf59 277 69 analysis analysis NN cord-319323-1qt7vf59 277 70 with with IN cord-319323-1qt7vf59 277 71 global global JJ cord-319323-1qt7vf59 277 72 topics topic NNS cord-319323-1qt7vf59 277 73 and and CC cord-319323-1qt7vf59 277 74 local local JJ cord-319323-1qt7vf59 277 75 dependency dependency NN cord-319323-1qt7vf59 277 76 Network Network NNP cord-319323-1qt7vf59 277 77 text text NN cord-319323-1qt7vf59 277 78 sentiment sentiment NN cord-319323-1qt7vf59 277 79 analysis analysis NN cord-319323-1qt7vf59 277 80 method method NN cord-319323-1qt7vf59 277 81 combining combine VBG cord-319323-1qt7vf59 277 82 lda lda NNP cord-319323-1qt7vf59 277 83 text text NN cord-319323-1qt7vf59 277 84 representation representation NN cord-319323-1qt7vf59 277 85 and and CC cord-319323-1qt7vf59 277 86 grucnn grucnn NNP cord-319323-1qt7vf59 277 87 . . . cord-319323-1qt7vf59 278 1 Personal personal JJ cord-319323-1qt7vf59 278 2 and and CC cord-319323-1qt7vf59 278 3 Ubiquitous Ubiquitous NNP cord-319323-1qt7vf59 278 4 Computing Computing NNP cord-319323-1qt7vf59 278 5 Sentiment Sentiment NNP cord-319323-1qt7vf59 278 6 analysis analysis NN cord-319323-1qt7vf59 278 7 and and CC cord-319323-1qt7vf59 278 8 the the DT cord-319323-1qt7vf59 278 9 complex complex JJ cord-319323-1qt7vf59 278 10 natural natural JJ cord-319323-1qt7vf59 278 11 language language NN cord-319323-1qt7vf59 278 12 Stock Stock NNP cord-319323-1qt7vf59 278 13 price price NN cord-319323-1qt7vf59 278 14 prediction prediction NN cord-319323-1qt7vf59 278 15 using use VBG cord-319323-1qt7vf59 278 16 news news NN cord-319323-1qt7vf59 278 17 sentiment sentiment NN cord-319323-1qt7vf59 278 18 analysis analysis NN cord-319323-1qt7vf59 278 19 Sentiment Sentiment NNP cord-319323-1qt7vf59 278 20 analysis analysis NN cord-319323-1qt7vf59 278 21 on on IN cord-319323-1qt7vf59 278 22 english english NNP cord-319323-1qt7vf59 278 23 financial financial NNP cord-319323-1qt7vf59 278 24 news news NNP cord-319323-1qt7vf59 279 1 Finenews finenews NN cord-319323-1qt7vf59 279 2 fine fine JJ cord-319323-1qt7vf59 279 3 - - HYPH cord-319323-1qt7vf59 279 4 grained grained JJ cord-319323-1qt7vf59 279 5 semantic semantic JJ cord-319323-1qt7vf59 279 6 sentiment sentiment NN cord-319323-1qt7vf59 279 7 analysis analysis NN cord-319323-1qt7vf59 279 8 on on IN cord-319323-1qt7vf59 279 9 financial financial JJ cord-319323-1qt7vf59 279 10 microblogs microblogs NNP cord-319323-1qt7vf59 279 11 and and CC cord-319323-1qt7vf59 279 12 news news NN cord-319323-1qt7vf59 279 13 Market market NN cord-319323-1qt7vf59 279 14 trend trend NN cord-319323-1qt7vf59 279 15 prediction prediction NN cord-319323-1qt7vf59 279 16 using use VBG cord-319323-1qt7vf59 279 17 sentiment sentiment NN cord-319323-1qt7vf59 279 18 analysis analysis NN cord-319323-1qt7vf59 280 1 : : : cord-319323-1qt7vf59 280 2 lessons lesson NNS cord-319323-1qt7vf59 280 3 learned learn VBN cord-319323-1qt7vf59 280 4 and and CC cord-319323-1qt7vf59 280 5 paths path NNS cord-319323-1qt7vf59 280 6 forward forward RB cord-319323-1qt7vf59 280 7 Enhanced enhanced JJ cord-319323-1qt7vf59 280 8 news news NN cord-319323-1qt7vf59 280 9 sentiment sentiment NN cord-319323-1qt7vf59 280 10 analysis analysis NN cord-319323-1qt7vf59 280 11 using use VBG cord-319323-1qt7vf59 280 12 deep deep JJ cord-319323-1qt7vf59 280 13 learning learning NN cord-319323-1qt7vf59 280 14 methods method NNS cord-319323-1qt7vf59 280 15 Discovering discover VBG cord-319323-1qt7vf59 280 16 the the DT cord-319323-1qt7vf59 280 17 correlation correlation NN cord-319323-1qt7vf59 280 18 between between IN cord-319323-1qt7vf59 280 19 stock stock NN cord-319323-1qt7vf59 280 20 time time NN cord-319323-1qt7vf59 280 21 series series NNP cord-319323-1qt7vf59 280 22 and and CC cord-319323-1qt7vf59 280 23 financial financial JJ cord-319323-1qt7vf59 280 24 news news NNP cord-319323-1qt7vf59 280 25 Time Time NNP cord-319323-1qt7vf59 280 26 series series NN cord-319323-1qt7vf59 280 27 analysis analysis NN cord-319323-1qt7vf59 280 28 on on IN cord-319323-1qt7vf59 280 29 stock stock NN cord-319323-1qt7vf59 280 30 market market NN cord-319323-1qt7vf59 280 31 for for IN cord-319323-1qt7vf59 280 32 text text NN cord-319323-1qt7vf59 280 33 mining mining NN cord-319323-1qt7vf59 280 34 correlation correlation NN cord-319323-1qt7vf59 280 35 of of IN cord-319323-1qt7vf59 280 36 economy economy NN cord-319323-1qt7vf59 280 37 news news NN cord-319323-1qt7vf59 280 38 Trading trading NN cord-319323-1qt7vf59 280 39 strategies strategy NNS cord-319323-1qt7vf59 280 40 to to TO cord-319323-1qt7vf59 280 41 exploit exploit VB cord-319323-1qt7vf59 280 42 blog blog NN cord-319323-1qt7vf59 280 43 and and CC cord-319323-1qt7vf59 280 44 news news NN cord-319323-1qt7vf59 280 45 sentiment sentiment NN cord-319323-1qt7vf59 280 46 Agenda Agenda NNP cord-319323-1qt7vf59 280 47 - - : cord-319323-1qt7vf59 280 48 setting set VBG cord-319323-1qt7vf59 280 49 The the DT cord-319323-1qt7vf59 280 50 agenda agenda NN cord-319323-1qt7vf59 280 51 - - HYPH cord-319323-1qt7vf59 280 52 setting set VBG cord-319323-1qt7vf59 280 53 function function NN cord-319323-1qt7vf59 280 54 of of IN cord-319323-1qt7vf59 280 55 mass mass NN cord-319323-1qt7vf59 280 56 media medium NNS cord-319323-1qt7vf59 280 57 Problems problem NNS cord-319323-1qt7vf59 280 58 and and CC cord-319323-1qt7vf59 280 59 opportunities opportunity NNS cord-319323-1qt7vf59 280 60 in in IN cord-319323-1qt7vf59 280 61 agenda agenda NN cord-319323-1qt7vf59 280 62 - - HYPH cord-319323-1qt7vf59 280 63 setting set VBG cord-319323-1qt7vf59 280 64 research research NN cord-319323-1qt7vf59 280 65 After after IN cord-319323-1qt7vf59 280 66 disaster disaster NN cord-319323-1qt7vf59 280 67 : : : cord-319323-1qt7vf59 280 68 Agenda agenda NN cord-319323-1qt7vf59 280 69 setting setting NN cord-319323-1qt7vf59 280 70 , , , cord-319323-1qt7vf59 280 71 public public JJ cord-319323-1qt7vf59 280 72 policy policy NN cord-319323-1qt7vf59 280 73 , , , cord-319323-1qt7vf59 280 74 and and CC cord-319323-1qt7vf59 280 75 focusing focus VBG cord-319323-1qt7vf59 280 76 events event NNS cord-319323-1qt7vf59 281 1 The the DT cord-319323-1qt7vf59 281 2 dynamics dynamic NNS cord-319323-1qt7vf59 281 3 of of IN cord-319323-1qt7vf59 281 4 public public JJ cord-319323-1qt7vf59 281 5 attention attention NN cord-319323-1qt7vf59 281 6 : : : cord-319323-1qt7vf59 281 7 Agenda agenda NN cord-319323-1qt7vf59 281 8 - - HYPH cord-319323-1qt7vf59 281 9 setting set VBG cord-319323-1qt7vf59 281 10 theory theory NN cord-319323-1qt7vf59 281 11 meets meet VBZ cord-319323-1qt7vf59 281 12 big big JJ cord-319323-1qt7vf59 281 13 data datum NNS cord-319323-1qt7vf59 281 14 Agenda agenda NN cord-319323-1qt7vf59 281 15 - - HYPH cord-319323-1qt7vf59 281 16 setting set VBG cord-319323-1qt7vf59 281 17 effects effect NNS cord-319323-1qt7vf59 281 18 of of IN cord-319323-1qt7vf59 281 19 business business NN cord-319323-1qt7vf59 281 20 news news NN cord-319323-1qt7vf59 281 21 on on IN cord-319323-1qt7vf59 281 22 the the DT cord-319323-1qt7vf59 281 23 public public NN cord-319323-1qt7vf59 281 24 's 's POS cord-319323-1qt7vf59 281 25 images image NNS cord-319323-1qt7vf59 281 26 and and CC cord-319323-1qt7vf59 281 27 opinions opinion NNS cord-319323-1qt7vf59 281 28 about about IN cord-319323-1qt7vf59 281 29 major major JJ cord-319323-1qt7vf59 281 30 corporations corporation NNS cord-319323-1qt7vf59 281 31 Coronavirus Coronavirus NNP cord-319323-1qt7vf59 281 32 Source Source NNP cord-319323-1qt7vf59 281 33 Data Data NNP cord-319323-1qt7vf59 282 1 Now now RB cord-319323-1qt7vf59 282 2 Live live VB cord-319323-1qt7vf59 282 3 Updating Updating NNP cord-319323-1qt7vf59 282 4 & & CC cord-319323-1qt7vf59 282 5 Expanded expand VBN cord-319323-1qt7vf59 282 6 : : : cord-319323-1qt7vf59 282 7 A a DT cord-319323-1qt7vf59 282 8 New New NNP cord-319323-1qt7vf59 282 9 Dataset dataset NN cord-319323-1qt7vf59 283 1 For for IN cord-319323-1qt7vf59 283 2 Exploring explore VBG cord-319323-1qt7vf59 283 3 The the DT cord-319323-1qt7vf59 283 4 Coronavirus Coronavirus NNP cord-319323-1qt7vf59 283 5 Narrative Narrative NNP cord-319323-1qt7vf59 283 6 In in IN cord-319323-1qt7vf59 283 7 Global Global NNP cord-319323-1qt7vf59 283 8 Online Online NNP cord-319323-1qt7vf59 283 9 News News NNP cord-319323-1qt7vf59 283 10 Idiot Idiot NNP cord-319323-1qt7vf59 283 11 's 's POS cord-319323-1qt7vf59 283 12 bayes bayes NN cord-319323-1qt7vf59 283 13 - - : cord-319323-1qt7vf59 283 14 not not RB cord-319323-1qt7vf59 283 15 so so RB cord-319323-1qt7vf59 283 16 stupid stupid JJ cord-319323-1qt7vf59 283 17 after after RB cord-319323-1qt7vf59 283 18 all all RB cord-319323-1qt7vf59 283 19 ? ? . cord-319323-1qt7vf59 284 1 Learning learn VBG cord-319323-1qt7vf59 284 2 word word NN cord-319323-1qt7vf59 284 3 vectors vector NNS cord-319323-1qt7vf59 284 4 for for IN cord-319323-1qt7vf59 284 5 sentiment sentiment NN cord-319323-1qt7vf59 284 6 analysis analysis NN cord-319323-1qt7vf59 285 1 Gaussian Gaussian NNP cord-319323-1qt7vf59 285 2 Distribution Distribution NNP cord-319323-1qt7vf59 285 3 Proceedings Proceedings NNP cord-319323-1qt7vf59 285 4 of of IN cord-319323-1qt7vf59 285 5 the the DT cord-319323-1qt7vf59 285 6 Royal Royal NNP cord-319323-1qt7vf59 285 7 Society Society NNP cord-319323-1qt7vf59 285 8 of of IN cord-319323-1qt7vf59 285 9 London London NNP cord-319323-1qt7vf59 285 10 . . . cord-319323-1qt7vf59 286 1 Number number NN cord-319323-1qt7vf59 286 2 v. v. IN cord-319323-1qt7vf59 286 3 58 58 CD cord-319323-1qt7vf59 286 4 Advanced Advanced NNP cord-319323-1qt7vf59 286 5 Engineering Engineering NNP cord-319323-1qt7vf59 286 6 Mathematics Mathematics NNP cord-319323-1qt7vf59 286 7 , , , cord-319323-1qt7vf59 286 8 10th 10th JJ cord-319323-1qt7vf59 286 9 Edn Edn NNP cord-319323-1qt7vf59 286 10 Publisher Publisher NNP cord-319323-1qt7vf59 286 11 's 's POS cord-319323-1qt7vf59 286 12 Note Note NNP cord-319323-1qt7vf59 286 13 Springer Springer NNP cord-319323-1qt7vf59 286 14 Nature Nature NNP cord-319323-1qt7vf59 286 15 remains remain VBZ cord-319323-1qt7vf59 286 16 neutral neutral JJ cord-319323-1qt7vf59 286 17 with with IN cord-319323-1qt7vf59 286 18 regard regard NN cord-319323-1qt7vf59 286 19 to to IN cord-319323-1qt7vf59 286 20 jurisdictional jurisdictional JJ cord-319323-1qt7vf59 286 21 claims claim NNS cord-319323-1qt7vf59 286 22 in in IN cord-319323-1qt7vf59 286 23 published publish VBN cord-319323-1qt7vf59 286 24 maps map NNS cord-319323-1qt7vf59 286 25 and and CC cord-319323-1qt7vf59 286 26 institutional institutional JJ cord-319323-1qt7vf59 286 27 affiliations affiliation NNS cord-319323-1qt7vf59 286 28 On on IN cord-319323-1qt7vf59 286 29 behalf behalf NN cord-319323-1qt7vf59 286 30 of of IN cord-319323-1qt7vf59 286 31 all all DT cord-319323-1qt7vf59 286 32 authors author NNS cord-319323-1qt7vf59 286 33 , , , cord-319323-1qt7vf59 286 34 the the DT cord-319323-1qt7vf59 286 35 corresponding correspond VBG cord-319323-1qt7vf59 286 36 author author NN cord-319323-1qt7vf59 286 37 states state VBZ cord-319323-1qt7vf59 286 38 that that IN cord-319323-1qt7vf59 286 39 there there EX cord-319323-1qt7vf59 286 40 is be VBZ cord-319323-1qt7vf59 286 41 no no DT cord-319323-1qt7vf59 286 42 conflict conflict NN cord-319323-1qt7vf59 286 43 of of IN cord-319323-1qt7vf59 286 44 interest interest NN cord-319323-1qt7vf59 286 45 . . .