id sid tid token lemma pos cord-211410-7r2xx73n 1 1 key key JJ cord-211410-7r2xx73n 1 2 : : : cord-211410-7r2xx73n 1 3 cord-211410 cord-211410 NNP cord-211410-7r2xx73n 1 4 - - HYPH cord-211410-7r2xx73n 1 5 7r2xx73n 7r2xx73n NNP cord-211410-7r2xx73n 1 6 authors author NNS cord-211410-7r2xx73n 1 7 : : : cord-211410-7r2xx73n 1 8 Shanthakumar Shanthakumar NNP cord-211410-7r2xx73n 1 9 , , , cord-211410-7r2xx73n 1 10 Swaroop Swaroop NNP cord-211410-7r2xx73n 1 11 Gowdra Gowdra NNP cord-211410-7r2xx73n 1 12 ; ; : cord-211410-7r2xx73n 1 13 Seetharam Seetharam NNP cord-211410-7r2xx73n 1 14 , , , cord-211410-7r2xx73n 1 15 Anand Anand NNP cord-211410-7r2xx73n 1 16 ; ; : cord-211410-7r2xx73n 1 17 Ramesh Ramesh NNP cord-211410-7r2xx73n 1 18 , , , cord-211410-7r2xx73n 1 19 Arti Arti NNP cord-211410-7r2xx73n 1 20 title title NN cord-211410-7r2xx73n 1 21 : : : cord-211410-7r2xx73n 1 22 Understanding understand VBG cord-211410-7r2xx73n 1 23 the the DT cord-211410-7r2xx73n 1 24 Socio Socio NNP cord-211410-7r2xx73n 1 25 - - HYPH cord-211410-7r2xx73n 1 26 Economic economic JJ cord-211410-7r2xx73n 1 27 Disruption Disruption NNP cord-211410-7r2xx73n 1 28 in in IN cord-211410-7r2xx73n 1 29 the the DT cord-211410-7r2xx73n 1 30 United United NNP cord-211410-7r2xx73n 1 31 States States NNP cord-211410-7r2xx73n 1 32 during during IN cord-211410-7r2xx73n 1 33 COVID-19 COVID-19 NNP cord-211410-7r2xx73n 1 34 's 's POS cord-211410-7r2xx73n 1 35 Early Early NNP cord-211410-7r2xx73n 1 36 Days Days NNP cord-211410-7r2xx73n 1 37 date date NN cord-211410-7r2xx73n 1 38 : : : cord-211410-7r2xx73n 1 39 2020 2020 CD cord-211410-7r2xx73n 1 40 - - HYPH cord-211410-7r2xx73n 1 41 04 04 CD cord-211410-7r2xx73n 1 42 - - HYPH cord-211410-7r2xx73n 1 43 11 11 CD cord-211410-7r2xx73n 1 44 journal journal NN cord-211410-7r2xx73n 1 45 : : : cord-211410-7r2xx73n 2 1 nan nan NNP cord-211410-7r2xx73n 2 2 DOI DOI NNP cord-211410-7r2xx73n 2 3 : : : cord-211410-7r2xx73n 3 1 nan nan NNP cord-211410-7r2xx73n 3 2 sha sha NNP cord-211410-7r2xx73n 3 3 : : : cord-211410-7r2xx73n 3 4 b1b407772349f7f60ac2a4018c4ea86425dac051 b1b407772349f7f60ac2a4018c4ea86425dac051 NNP cord-211410-7r2xx73n 3 5 doc_id doc_id CD cord-211410-7r2xx73n 3 6 : : : cord-211410-7r2xx73n 3 7 211410 211410 CD cord-211410-7r2xx73n 3 8 cord_uid cord_uid NNS cord-211410-7r2xx73n 3 9 : : : cord-211410-7r2xx73n 3 10 7r2xx73n 7r2xx73n . cord-211410-7r2xx73n 4 1 In in IN cord-211410-7r2xx73n 4 2 this this DT cord-211410-7r2xx73n 4 3 paper paper NN cord-211410-7r2xx73n 4 4 , , , cord-211410-7r2xx73n 4 5 we -PRON- PRP cord-211410-7r2xx73n 4 6 collect collect VBP cord-211410-7r2xx73n 4 7 and and CC cord-211410-7r2xx73n 4 8 study study VB cord-211410-7r2xx73n 4 9 Twitter Twitter NNP cord-211410-7r2xx73n 4 10 communications communication NNS cord-211410-7r2xx73n 4 11 to to TO cord-211410-7r2xx73n 4 12 understand understand VB cord-211410-7r2xx73n 4 13 the the DT cord-211410-7r2xx73n 4 14 socio socio JJ cord-211410-7r2xx73n 4 15 - - JJ cord-211410-7r2xx73n 4 16 economic economic JJ cord-211410-7r2xx73n 4 17 impact impact NN cord-211410-7r2xx73n 4 18 of of IN cord-211410-7r2xx73n 4 19 COVID-19 COVID-19 NNP cord-211410-7r2xx73n 4 20 in in IN cord-211410-7r2xx73n 4 21 the the DT cord-211410-7r2xx73n 4 22 United United NNP cord-211410-7r2xx73n 4 23 States States NNP cord-211410-7r2xx73n 4 24 during during IN cord-211410-7r2xx73n 4 25 the the DT cord-211410-7r2xx73n 4 26 early early JJ cord-211410-7r2xx73n 4 27 days day NNS cord-211410-7r2xx73n 4 28 of of IN cord-211410-7r2xx73n 4 29 the the DT cord-211410-7r2xx73n 4 30 pandemic pandemic NN cord-211410-7r2xx73n 4 31 . . . cord-211410-7r2xx73n 5 1 Our -PRON- PRP$ cord-211410-7r2xx73n 5 2 analysis analysis NN cord-211410-7r2xx73n 5 3 reveals reveal VBZ cord-211410-7r2xx73n 5 4 that that IN cord-211410-7r2xx73n 5 5 COVID-19 COVID-19 NNP cord-211410-7r2xx73n 5 6 gripped grip VBD cord-211410-7r2xx73n 5 7 the the DT cord-211410-7r2xx73n 5 8 nation nation NN cord-211410-7r2xx73n 5 9 during during IN cord-211410-7r2xx73n 5 10 this this DT cord-211410-7r2xx73n 5 11 time time NN cord-211410-7r2xx73n 5 12 as as IN cord-211410-7r2xx73n 5 13 is be VBZ cord-211410-7r2xx73n 5 14 evidenced evidence VBN cord-211410-7r2xx73n 5 15 by by IN cord-211410-7r2xx73n 5 16 the the DT cord-211410-7r2xx73n 5 17 significant significant JJ cord-211410-7r2xx73n 5 18 number number NN cord-211410-7r2xx73n 5 19 of of IN cord-211410-7r2xx73n 5 20 trending trend VBG cord-211410-7r2xx73n 5 21 hashtags hashtag NNS cord-211410-7r2xx73n 5 22 . . . cord-211410-7r2xx73n 6 1 With with IN cord-211410-7r2xx73n 6 2 infections infection NNS cord-211410-7r2xx73n 6 3 soaring soar VBG cord-211410-7r2xx73n 6 4 rapidly rapidly RB cord-211410-7r2xx73n 6 5 , , , cord-211410-7r2xx73n 6 6 users user NNS cord-211410-7r2xx73n 6 7 took take VBD cord-211410-7r2xx73n 6 8 to to IN cord-211410-7r2xx73n 6 9 Twitter Twitter NNP cord-211410-7r2xx73n 6 10 asking ask VBG cord-211410-7r2xx73n 6 11 people people NNS cord-211410-7r2xx73n 6 12 to to TO cord-211410-7r2xx73n 6 13 self self NN cord-211410-7r2xx73n 6 14 isolate isolate VB cord-211410-7r2xx73n 6 15 and and CC cord-211410-7r2xx73n 6 16 quarantine quarantine VB cord-211410-7r2xx73n 6 17 themselves -PRON- PRP cord-211410-7r2xx73n 6 18 . . . cord-211410-7r2xx73n 7 1 Users user NNS cord-211410-7r2xx73n 7 2 also also RB cord-211410-7r2xx73n 7 3 demanded demand VBD cord-211410-7r2xx73n 7 4 closure closure NN cord-211410-7r2xx73n 7 5 of of IN cord-211410-7r2xx73n 7 6 schools school NNS cord-211410-7r2xx73n 7 7 , , , cord-211410-7r2xx73n 7 8 bars bar NNS cord-211410-7r2xx73n 7 9 , , , cord-211410-7r2xx73n 7 10 and and CC cord-211410-7r2xx73n 7 11 restaurants restaurant NNS cord-211410-7r2xx73n 7 12 as as RB cord-211410-7r2xx73n 7 13 well well RB cord-211410-7r2xx73n 7 14 as as IN cord-211410-7r2xx73n 7 15 lockdown lockdown NN cord-211410-7r2xx73n 7 16 of of IN cord-211410-7r2xx73n 7 17 cities city NNS cord-211410-7r2xx73n 7 18 and and CC cord-211410-7r2xx73n 7 19 states state NNS cord-211410-7r2xx73n 7 20 . . . cord-211410-7r2xx73n 8 1 The the DT cord-211410-7r2xx73n 8 2 communications communication NNS cord-211410-7r2xx73n 8 3 reveal reveal VBP cord-211410-7r2xx73n 8 4 the the DT cord-211410-7r2xx73n 8 5 ensuing ensue VBG cord-211410-7r2xx73n 8 6 panic panic NN cord-211410-7r2xx73n 8 7 buying buying NN cord-211410-7r2xx73n 8 8 and and CC cord-211410-7r2xx73n 8 9 the the DT cord-211410-7r2xx73n 8 10 unavailability unavailability NN cord-211410-7r2xx73n 8 11 of of IN cord-211410-7r2xx73n 8 12 some some DT cord-211410-7r2xx73n 8 13 essential essential JJ cord-211410-7r2xx73n 8 14 goods good NNS cord-211410-7r2xx73n 8 15 , , , cord-211410-7r2xx73n 8 16 in in IN cord-211410-7r2xx73n 8 17 particular particular JJ cord-211410-7r2xx73n 8 18 toilet toilet NN cord-211410-7r2xx73n 8 19 paper paper NN cord-211410-7r2xx73n 8 20 . . . cord-211410-7r2xx73n 9 1 We -PRON- PRP cord-211410-7r2xx73n 9 2 also also RB cord-211410-7r2xx73n 9 3 observe observe VBP cord-211410-7r2xx73n 9 4 users user NNS cord-211410-7r2xx73n 9 5 express express VB cord-211410-7r2xx73n 9 6 their -PRON- PRP$ cord-211410-7r2xx73n 9 7 frustration frustration NN cord-211410-7r2xx73n 9 8 in in IN cord-211410-7r2xx73n 9 9 their -PRON- PRP$ cord-211410-7r2xx73n 9 10 communications communication NNS cord-211410-7r2xx73n 9 11 as as IN cord-211410-7r2xx73n 9 12 the the DT cord-211410-7r2xx73n 9 13 virus virus NN cord-211410-7r2xx73n 9 14 spread spread VBN cord-211410-7r2xx73n 9 15 continued continue VBD cord-211410-7r2xx73n 9 16 . . . cord-211410-7r2xx73n 10 1 We -PRON- PRP cord-211410-7r2xx73n 10 2 methodically methodically RB cord-211410-7r2xx73n 10 3 collect collect VBP cord-211410-7r2xx73n 10 4 a a DT cord-211410-7r2xx73n 10 5 total total NN cord-211410-7r2xx73n 10 6 of of IN cord-211410-7r2xx73n 10 7 530,206 530,206 CD cord-211410-7r2xx73n 10 8 tweets tweet NNS cord-211410-7r2xx73n 10 9 by by IN cord-211410-7r2xx73n 10 10 identifying identify VBG cord-211410-7r2xx73n 10 11 and and CC cord-211410-7r2xx73n 10 12 tracking track VBG cord-211410-7r2xx73n 10 13 trending trend VBG cord-211410-7r2xx73n 10 14 COVID covid NN cord-211410-7r2xx73n 10 15 - - HYPH cord-211410-7r2xx73n 10 16 related relate VBN cord-211410-7r2xx73n 10 17 hashtags hashtag NNS cord-211410-7r2xx73n 10 18 . . . cord-211410-7r2xx73n 11 1 We -PRON- PRP cord-211410-7r2xx73n 11 2 then then RB cord-211410-7r2xx73n 11 3 group group VBP cord-211410-7r2xx73n 11 4 the the DT cord-211410-7r2xx73n 11 5 hashtags hashtag NNS cord-211410-7r2xx73n 11 6 into into IN cord-211410-7r2xx73n 11 7 six six CD cord-211410-7r2xx73n 11 8 main main JJ cord-211410-7r2xx73n 11 9 categories category NNS cord-211410-7r2xx73n 11 10 , , , cord-211410-7r2xx73n 11 11 namely namely RB cord-211410-7r2xx73n 11 12 1 1 CD cord-211410-7r2xx73n 11 13 ) ) -RRB- cord-211410-7r2xx73n 11 14 General General NNP cord-211410-7r2xx73n 11 15 COVID COVID NNP cord-211410-7r2xx73n 11 16 , , , cord-211410-7r2xx73n 11 17 2 2 CD cord-211410-7r2xx73n 11 18 ) ) -RRB- cord-211410-7r2xx73n 11 19 Quarantine Quarantine NNP cord-211410-7r2xx73n 11 20 , , , cord-211410-7r2xx73n 11 21 3 3 CD cord-211410-7r2xx73n 11 22 ) ) -RRB- cord-211410-7r2xx73n 12 1 Panic panic NN cord-211410-7r2xx73n 12 2 Buying buying NN cord-211410-7r2xx73n 12 3 , , , cord-211410-7r2xx73n 12 4 4 4 CD cord-211410-7r2xx73n 12 5 ) ) -RRB- cord-211410-7r2xx73n 12 6 School school NN cord-211410-7r2xx73n 12 7 Closures closure NNS cord-211410-7r2xx73n 12 8 , , , cord-211410-7r2xx73n 12 9 5 5 CD cord-211410-7r2xx73n 12 10 ) ) -RRB- cord-211410-7r2xx73n 12 11 Lockdowns Lockdowns NNP cord-211410-7r2xx73n 12 12 , , , cord-211410-7r2xx73n 12 13 and and CC cord-211410-7r2xx73n 12 14 6 6 CD cord-211410-7r2xx73n 12 15 ) ) -RRB- cord-211410-7r2xx73n 13 1 Frustration frustration NN cord-211410-7r2xx73n 13 2 and and CC cord-211410-7r2xx73n 13 3 Hope Hope NNP cord-211410-7r2xx73n 13 4 , , , cord-211410-7r2xx73n 13 5 and and CC cord-211410-7r2xx73n 13 6 study study VB cord-211410-7r2xx73n 13 7 the the DT cord-211410-7r2xx73n 13 8 temporal temporal JJ cord-211410-7r2xx73n 13 9 evolution evolution NN cord-211410-7r2xx73n 13 10 of of IN cord-211410-7r2xx73n 13 11 tweets tweet NNS cord-211410-7r2xx73n 13 12 in in IN cord-211410-7r2xx73n 13 13 these these DT cord-211410-7r2xx73n 13 14 hashtags hashtag NNS cord-211410-7r2xx73n 13 15 . . . cord-211410-7r2xx73n 14 1 We -PRON- PRP cord-211410-7r2xx73n 14 2 conduct conduct VBP cord-211410-7r2xx73n 14 3 a a DT cord-211410-7r2xx73n 14 4 linguistic linguistic JJ cord-211410-7r2xx73n 14 5 analysis analysis NN cord-211410-7r2xx73n 14 6 of of IN cord-211410-7r2xx73n 14 7 words word NNS cord-211410-7r2xx73n 14 8 common common JJ cord-211410-7r2xx73n 14 9 to to IN cord-211410-7r2xx73n 14 10 all all PDT cord-211410-7r2xx73n 14 11 the the DT cord-211410-7r2xx73n 14 12 hashtag hashtag NN cord-211410-7r2xx73n 14 13 groups group NNS cord-211410-7r2xx73n 14 14 and and CC cord-211410-7r2xx73n 14 15 specific specific JJ cord-211410-7r2xx73n 14 16 to to IN cord-211410-7r2xx73n 14 17 each each DT cord-211410-7r2xx73n 14 18 hashtag hashtag NN cord-211410-7r2xx73n 14 19 group group NN cord-211410-7r2xx73n 14 20 . . . cord-211410-7r2xx73n 15 1 Our -PRON- PRP$ cord-211410-7r2xx73n 15 2 preliminary preliminary JJ cord-211410-7r2xx73n 15 3 study study NN cord-211410-7r2xx73n 15 4 presents present VBZ cord-211410-7r2xx73n 15 5 a a DT cord-211410-7r2xx73n 15 6 succinct succinct JJ cord-211410-7r2xx73n 15 7 and and CC cord-211410-7r2xx73n 15 8 aggregated aggregated JJ cord-211410-7r2xx73n 15 9 picture picture NN cord-211410-7r2xx73n 15 10 of of IN cord-211410-7r2xx73n 15 11 people people NNS cord-211410-7r2xx73n 15 12 's 's POS cord-211410-7r2xx73n 15 13 response response NN cord-211410-7r2xx73n 15 14 to to IN cord-211410-7r2xx73n 15 15 the the DT cord-211410-7r2xx73n 15 16 pandemic pandemic NN cord-211410-7r2xx73n 15 17 and and CC cord-211410-7r2xx73n 15 18 lays lay VBZ cord-211410-7r2xx73n 15 19 the the DT cord-211410-7r2xx73n 15 20 groundwork groundwork NN cord-211410-7r2xx73n 15 21 for for IN cord-211410-7r2xx73n 15 22 future future JJ cord-211410-7r2xx73n 15 23 fine fine JJ cord-211410-7r2xx73n 15 24 - - HYPH cord-211410-7r2xx73n 15 25 grained grained JJ cord-211410-7r2xx73n 15 26 linguistic linguistic JJ cord-211410-7r2xx73n 15 27 and and CC cord-211410-7r2xx73n 15 28 behavioral behavioral JJ cord-211410-7r2xx73n 15 29 analysis analysis NN cord-211410-7r2xx73n 15 30 . . . cord-211410-7r2xx73n 16 1 COVID-19 COVID-19 NNP cord-211410-7r2xx73n 16 2 ( ( -LRB- cord-211410-7r2xx73n 16 3 also also RB cord-211410-7r2xx73n 16 4 known know VBN cord-211410-7r2xx73n 16 5 as as IN cord-211410-7r2xx73n 16 6 the the DT cord-211410-7r2xx73n 16 7 novel novel JJ cord-211410-7r2xx73n 16 8 coronavirus coronavirus NN cord-211410-7r2xx73n 16 9 ) ) -RRB- cord-211410-7r2xx73n 16 10 is be VBZ cord-211410-7r2xx73n 16 11 the the DT cord-211410-7r2xx73n 16 12 world world NN cord-211410-7r2xx73n 16 13 's 's POS cord-211410-7r2xx73n 16 14 first first JJ cord-211410-7r2xx73n 16 15 global global JJ cord-211410-7r2xx73n 16 16 pandemic pandemic NN cord-211410-7r2xx73n 16 17 and and CC cord-211410-7r2xx73n 16 18 has have VBZ cord-211410-7r2xx73n 16 19 affected affect VBN cord-211410-7r2xx73n 16 20 humans human NNS cord-211410-7r2xx73n 16 21 in in IN cord-211410-7r2xx73n 16 22 all all DT cord-211410-7r2xx73n 16 23 countries country NNS cord-211410-7r2xx73n 16 24 of of IN cord-211410-7r2xx73n 16 25 the the DT cord-211410-7r2xx73n 16 26 world world NN cord-211410-7r2xx73n 16 27 . . . cord-211410-7r2xx73n 17 1 While while IN cord-211410-7r2xx73n 17 2 humanity humanity NN cord-211410-7r2xx73n 17 3 has have VBZ cord-211410-7r2xx73n 17 4 seen see VBN cord-211410-7r2xx73n 17 5 numerous numerous JJ cord-211410-7r2xx73n 17 6 epidemics epidemic NNS cord-211410-7r2xx73n 17 7 including include VBG cord-211410-7r2xx73n 17 8 a a DT cord-211410-7r2xx73n 17 9 number number NN cord-211410-7r2xx73n 17 10 of of IN cord-211410-7r2xx73n 17 11 deadly deadly JJ cord-211410-7r2xx73n 17 12 ones one NNS cord-211410-7r2xx73n 17 13 over over IN cord-211410-7r2xx73n 17 14 the the DT cord-211410-7r2xx73n 17 15 last last JJ cord-211410-7r2xx73n 17 16 two two CD cord-211410-7r2xx73n 17 17 decades decade NNS cord-211410-7r2xx73n 17 18 ( ( -LRB- cord-211410-7r2xx73n 17 19 e.g. e.g. RB cord-211410-7r2xx73n 17 20 , , , cord-211410-7r2xx73n 17 21 SARS SARS NNP cord-211410-7r2xx73n 17 22 , , , cord-211410-7r2xx73n 17 23 MERS MERS NNP cord-211410-7r2xx73n 17 24 , , , cord-211410-7r2xx73n 17 25 Ebola Ebola NNP cord-211410-7r2xx73n 17 26 ) ) -RRB- cord-211410-7r2xx73n 17 27 , , , cord-211410-7r2xx73n 17 28 the the DT cord-211410-7r2xx73n 17 29 grief grief NN cord-211410-7r2xx73n 17 30 and and CC cord-211410-7r2xx73n 17 31 disruption disruption NN cord-211410-7r2xx73n 17 32 that that WDT cord-211410-7r2xx73n 17 33 COVID-19 COVID-19 NNP cord-211410-7r2xx73n 17 34 will will MD cord-211410-7r2xx73n 17 35 inflict inflict VB cord-211410-7r2xx73n 17 36 is be VBZ cord-211410-7r2xx73n 17 37 incomparable incomparable JJ cord-211410-7r2xx73n 17 38 ( ( -LRB- cord-211410-7r2xx73n 17 39 and and CC cord-211410-7r2xx73n 17 40 perhaps perhaps RB cord-211410-7r2xx73n 17 41 unimaginable unimaginable JJ cord-211410-7r2xx73n 17 42 ) ) -RRB- cord-211410-7r2xx73n 17 43 . . . cord-211410-7r2xx73n 18 1 At at IN cord-211410-7r2xx73n 18 2 the the DT cord-211410-7r2xx73n 18 3 time time NN cord-211410-7r2xx73n 18 4 of of IN cord-211410-7r2xx73n 18 5 writing write VBG cord-211410-7r2xx73n 18 6 this this DT cord-211410-7r2xx73n 18 7 paper paper NN cord-211410-7r2xx73n 18 8 , , , cord-211410-7r2xx73n 18 9 COVID-19 COVID-19 NNP cord-211410-7r2xx73n 18 10 is be VBZ cord-211410-7r2xx73n 18 11 still still RB cord-211410-7r2xx73n 18 12 rapidly rapidly RB cord-211410-7r2xx73n 18 13 spreading spread VBG cord-211410-7r2xx73n 18 14 around around IN cord-211410-7r2xx73n 18 15 the the DT cord-211410-7r2xx73n 18 16 world world NN cord-211410-7r2xx73n 18 17 and and CC cord-211410-7r2xx73n 18 18 projections projection NNS cord-211410-7r2xx73n 18 19 for for IN cord-211410-7r2xx73n 18 20 the the DT cord-211410-7r2xx73n 18 21 next next JJ cord-211410-7r2xx73n 18 22 few few JJ cord-211410-7r2xx73n 18 23 months month NNS cord-211410-7r2xx73n 18 24 are be VBP cord-211410-7r2xx73n 18 25 grim grim JJ cord-211410-7r2xx73n 18 26 and and CC cord-211410-7r2xx73n 18 27 extremely extremely RB cord-211410-7r2xx73n 18 28 disconcerting disconcerting JJ cord-211410-7r2xx73n 18 29 . . . cord-211410-7r2xx73n 19 1 Permission permission NN cord-211410-7r2xx73n 19 2 to to TO cord-211410-7r2xx73n 19 3 make make VB cord-211410-7r2xx73n 19 4 digital digital JJ cord-211410-7r2xx73n 19 5 or or CC cord-211410-7r2xx73n 19 6 hard hard JJ cord-211410-7r2xx73n 19 7 copies copy NNS cord-211410-7r2xx73n 19 8 of of IN cord-211410-7r2xx73n 19 9 all all DT cord-211410-7r2xx73n 19 10 or or CC cord-211410-7r2xx73n 19 11 part part NN cord-211410-7r2xx73n 19 12 of of IN cord-211410-7r2xx73n 19 13 this this DT cord-211410-7r2xx73n 19 14 work work NN cord-211410-7r2xx73n 19 15 for for IN cord-211410-7r2xx73n 19 16 personal personal JJ cord-211410-7r2xx73n 19 17 or or CC cord-211410-7r2xx73n 19 18 classroom classroom NN cord-211410-7r2xx73n 19 19 use use NN cord-211410-7r2xx73n 19 20 is be VBZ cord-211410-7r2xx73n 19 21 granted grant VBN cord-211410-7r2xx73n 19 22 without without IN cord-211410-7r2xx73n 19 23 fee fee NN cord-211410-7r2xx73n 19 24 provided provide VBN cord-211410-7r2xx73n 19 25 that that IN cord-211410-7r2xx73n 19 26 copies copy NNS cord-211410-7r2xx73n 19 27 are be VBP cord-211410-7r2xx73n 19 28 not not RB cord-211410-7r2xx73n 19 29 made make VBN cord-211410-7r2xx73n 19 30 or or CC cord-211410-7r2xx73n 19 31 distributed distribute VBN cord-211410-7r2xx73n 19 32 for for IN cord-211410-7r2xx73n 19 33 profit profit NN cord-211410-7r2xx73n 19 34 or or CC cord-211410-7r2xx73n 19 35 commercial commercial JJ cord-211410-7r2xx73n 19 36 advantage advantage NN cord-211410-7r2xx73n 19 37 and and CC cord-211410-7r2xx73n 19 38 that that IN cord-211410-7r2xx73n 19 39 copies copy NNS cord-211410-7r2xx73n 19 40 bear bear VBP cord-211410-7r2xx73n 19 41 this this DT cord-211410-7r2xx73n 19 42 notice notice NN cord-211410-7r2xx73n 19 43 and and CC cord-211410-7r2xx73n 19 44 the the DT cord-211410-7r2xx73n 19 45 full full JJ cord-211410-7r2xx73n 19 46 citation citation NN cord-211410-7r2xx73n 19 47 on on IN cord-211410-7r2xx73n 19 48 the the DT cord-211410-7r2xx73n 19 49 first first JJ cord-211410-7r2xx73n 19 50 page page NN cord-211410-7r2xx73n 19 51 . . . cord-211410-7r2xx73n 20 1 Copyrights copyright NNS cord-211410-7r2xx73n 20 2 for for IN cord-211410-7r2xx73n 20 3 components component NNS cord-211410-7r2xx73n 20 4 of of IN cord-211410-7r2xx73n 20 5 this this DT cord-211410-7r2xx73n 20 6 work work NN cord-211410-7r2xx73n 20 7 owned own VBN cord-211410-7r2xx73n 20 8 by by IN cord-211410-7r2xx73n 20 9 others other NNS cord-211410-7r2xx73n 20 10 than than IN cord-211410-7r2xx73n 20 11 ACM ACM NNP cord-211410-7r2xx73n 20 12 must must MD cord-211410-7r2xx73n 20 13 be be VB cord-211410-7r2xx73n 20 14 honored honor VBN cord-211410-7r2xx73n 20 15 . . . cord-211410-7r2xx73n 21 1 Abstracting abstract VBG cord-211410-7r2xx73n 21 2 with with IN cord-211410-7r2xx73n 21 3 credit credit NN cord-211410-7r2xx73n 21 4 is be VBZ cord-211410-7r2xx73n 21 5 permitted permit VBN cord-211410-7r2xx73n 21 6 . . . cord-211410-7r2xx73n 22 1 To to TO cord-211410-7r2xx73n 22 2 copy copy VB cord-211410-7r2xx73n 22 3 otherwise otherwise RB cord-211410-7r2xx73n 22 4 , , , cord-211410-7r2xx73n 22 5 or or CC cord-211410-7r2xx73n 22 6 republish republish VB cord-211410-7r2xx73n 22 7 , , , cord-211410-7r2xx73n 22 8 to to TO cord-211410-7r2xx73n 22 9 post post VB cord-211410-7r2xx73n 22 10 on on IN cord-211410-7r2xx73n 22 11 servers server NNS cord-211410-7r2xx73n 22 12 or or CC cord-211410-7r2xx73n 22 13 to to TO cord-211410-7r2xx73n 22 14 redistribute redistribute VB cord-211410-7r2xx73n 22 15 to to IN cord-211410-7r2xx73n 22 16 lists list NNS cord-211410-7r2xx73n 22 17 , , , cord-211410-7r2xx73n 22 18 requires require VBZ cord-211410-7r2xx73n 22 19 prior prior JJ cord-211410-7r2xx73n 22 20 specific specific JJ cord-211410-7r2xx73n 22 21 permission permission NN cord-211410-7r2xx73n 22 22 and/or and/or CC cord-211410-7r2xx73n 22 23 a a DT cord-211410-7r2xx73n 22 24 fee fee NN cord-211410-7r2xx73n 22 25 . . . cord-211410-7r2xx73n 23 1 Request request NN cord-211410-7r2xx73n 23 2 permissions permission NNS cord-211410-7r2xx73n 23 3 from from IN cord-211410-7r2xx73n 23 4 permissions@acm.org permissions@acm.org NN cord-211410-7r2xx73n 23 5 . . . cord-211410-7r2xx73n 24 1 Conference'17 Conference'17 NNP cord-211410-7r2xx73n 24 2 , , , cord-211410-7r2xx73n 24 3 July July NNP cord-211410-7r2xx73n 24 4 2017 2017 CD cord-211410-7r2xx73n 24 5 , , , cord-211410-7r2xx73n 24 6 Washington Washington NNP cord-211410-7r2xx73n 24 7 , , , cord-211410-7r2xx73n 24 8 DC DC NNP cord-211410-7r2xx73n 24 9 , , , cord-211410-7r2xx73n 24 10 USA USA NNP cord-211410-7r2xx73n 24 11 © © NNP cord-211410-7r2xx73n 24 12 2020 2020 CD cord-211410-7r2xx73n 24 13 Association Association NNP cord-211410-7r2xx73n 24 14 for for IN cord-211410-7r2xx73n 24 15 Computing Computing NNP cord-211410-7r2xx73n 24 16 Machinery Machinery NNP cord-211410-7r2xx73n 24 17 . . . cord-211410-7r2xx73n 25 1 ACM ACM NNP cord-211410-7r2xx73n 25 2 ISBN ISBN NNP cord-211410-7r2xx73n 25 3 978-x 978-x CD cord-211410-7r2xx73n 25 4 - - HYPH cord-211410-7r2xx73n 25 5 xxxx xxxx NNP cord-211410-7r2xx73n 25 6 - - HYPH cord-211410-7r2xx73n 25 7 xxxx xxxx NN cord-211410-7r2xx73n 25 8 - - HYPH cord-211410-7r2xx73n 25 9 x x NN cord-211410-7r2xx73n 25 10 / / SYM cord-211410-7r2xx73n 25 11 YY YY NNP cord-211410-7r2xx73n 25 12 / / SYM cord-211410-7r2xx73n 25 13 MM MM NNP cord-211410-7r2xx73n 25 14 . . . cord-211410-7r2xx73n 25 15 . . . cord-211410-7r2xx73n 25 16 . . . cord-211410-7r2xx73n 26 1 $ $ $ cord-211410-7r2xx73n 26 2 15.00 15.00 CD cord-211410-7r2xx73n 26 3 https://doi.org https://doi.org CD cord-211410-7r2xx73n 27 1 /10.1145 /10.1145 NFP cord-211410-7r2xx73n 27 2 / / SYM cord-211410-7r2xx73n 27 3 nnnnnnn.nnnnnnn nnnnnnn.nnnnnnn NNS cord-211410-7r2xx73n 27 4 With with IN cord-211410-7r2xx73n 27 5 no no DT cord-211410-7r2xx73n 27 6 cure cure NN cord-211410-7r2xx73n 27 7 in in IN cord-211410-7r2xx73n 27 8 sight sight NN cord-211410-7r2xx73n 27 9 and and CC cord-211410-7r2xx73n 27 10 with with IN cord-211410-7r2xx73n 27 11 the the DT cord-211410-7r2xx73n 27 12 chances chance NNS cord-211410-7r2xx73n 27 13 of of IN cord-211410-7r2xx73n 27 14 COVID-19 covid-19 JJ cord-211410-7r2xx73n 27 15 reemerging reemerging NN cord-211410-7r2xx73n 27 16 for for IN cord-211410-7r2xx73n 27 17 a a DT cord-211410-7r2xx73n 27 18 second second JJ cord-211410-7r2xx73n 27 19 ( ( -LRB- cord-211410-7r2xx73n 27 20 or or CC cord-211410-7r2xx73n 27 21 multiple multiple JJ cord-211410-7r2xx73n 27 22 ) ) -RRB- cord-211410-7r2xx73n 27 23 time(s time(s . cord-211410-7r2xx73n 27 24 ) ) -RRB- cord-211410-7r2xx73n 27 25 even even RB cord-211410-7r2xx73n 27 26 after after IN cord-211410-7r2xx73n 27 27 the the DT cord-211410-7r2xx73n 27 28 world world NN cord-211410-7r2xx73n 27 29 manages manage VBZ cord-211410-7r2xx73n 27 30 to to TO cord-211410-7r2xx73n 27 31 contain contain VB cord-211410-7r2xx73n 27 32 this this DT cord-211410-7r2xx73n 27 33 first first JJ cord-211410-7r2xx73n 27 34 outbreak outbreak NN cord-211410-7r2xx73n 27 35 , , , cord-211410-7r2xx73n 27 36 it -PRON- PRP cord-211410-7r2xx73n 27 37 is be VBZ cord-211410-7r2xx73n 27 38 critical critical JJ cord-211410-7r2xx73n 27 39 that that IN cord-211410-7r2xx73n 27 40 we -PRON- PRP cord-211410-7r2xx73n 27 41 understand understand VBP cord-211410-7r2xx73n 27 42 and and CC cord-211410-7r2xx73n 27 43 analyze analyze VBP cord-211410-7r2xx73n 27 44 the the DT cord-211410-7r2xx73n 27 45 socio socio JJ cord-211410-7r2xx73n 27 46 - - JJ cord-211410-7r2xx73n 27 47 economic economic JJ cord-211410-7r2xx73n 27 48 disruptions disruption NNS cord-211410-7r2xx73n 27 49 of of IN cord-211410-7r2xx73n 27 50 the the DT cord-211410-7r2xx73n 27 51 first first JJ cord-211410-7r2xx73n 27 52 outbreak outbreak NN cord-211410-7r2xx73n 27 53 , , , cord-211410-7r2xx73n 27 54 so so IN cord-211410-7r2xx73n 27 55 that that IN cord-211410-7r2xx73n 27 56 we -PRON- PRP cord-211410-7r2xx73n 27 57 are be VBP cord-211410-7r2xx73n 27 58 better well RBR cord-211410-7r2xx73n 27 59 prepared prepared JJ cord-211410-7r2xx73n 27 60 to to TO cord-211410-7r2xx73n 27 61 handle handle VB cord-211410-7r2xx73n 27 62 it -PRON- PRP cord-211410-7r2xx73n 27 63 in in IN cord-211410-7r2xx73n 27 64 the the DT cord-211410-7r2xx73n 27 65 future future NN cord-211410-7r2xx73n 27 66 . . . cord-211410-7r2xx73n 28 1 Additionally additionally RB cord-211410-7r2xx73n 28 2 , , , cord-211410-7r2xx73n 28 3 with with IN cord-211410-7r2xx73n 28 4 ever ever RB cord-211410-7r2xx73n 28 5 - - HYPH cord-211410-7r2xx73n 28 6 increasing increase VBG cord-211410-7r2xx73n 28 7 mobility mobility NN cord-211410-7r2xx73n 28 8 of of IN cord-211410-7r2xx73n 28 9 humans human NNS cord-211410-7r2xx73n 28 10 and and CC cord-211410-7r2xx73n 28 11 goods good NNS cord-211410-7r2xx73n 28 12 , , , cord-211410-7r2xx73n 28 13 it -PRON- PRP cord-211410-7r2xx73n 28 14 is be VBZ cord-211410-7r2xx73n 28 15 only only RB cord-211410-7r2xx73n 28 16 prudent prudent JJ cord-211410-7r2xx73n 28 17 to to TO cord-211410-7r2xx73n 28 18 assume assume VB cord-211410-7r2xx73n 28 19 that that IN cord-211410-7r2xx73n 28 20 such such JJ cord-211410-7r2xx73n 28 21 epidemics epidemic NNS cord-211410-7r2xx73n 28 22 are be VBP cord-211410-7r2xx73n 28 23 likely likely JJ cord-211410-7r2xx73n 28 24 to to TO cord-211410-7r2xx73n 28 25 occur occur VB cord-211410-7r2xx73n 28 26 in in IN cord-211410-7r2xx73n 28 27 the the DT cord-211410-7r2xx73n 28 28 future future NN cord-211410-7r2xx73n 28 29 . . . cord-211410-7r2xx73n 29 1 The the DT cord-211410-7r2xx73n 29 2 learnings learning NNS cord-211410-7r2xx73n 29 3 from from IN cord-211410-7r2xx73n 29 4 COVID-19 COVID-19 NNP cord-211410-7r2xx73n 29 5 will will MD cord-211410-7r2xx73n 29 6 also also RB cord-211410-7r2xx73n 29 7 enable enable VB cord-211410-7r2xx73n 29 8 humankind humankind NN cord-211410-7r2xx73n 29 9 to to TO cord-211410-7r2xx73n 29 10 prevent prevent VB cord-211410-7r2xx73n 29 11 such such JJ cord-211410-7r2xx73n 29 12 epidemics epidemic NNS cord-211410-7r2xx73n 29 13 from from IN cord-211410-7r2xx73n 29 14 transforming transform VBG cord-211410-7r2xx73n 29 15 into into IN cord-211410-7r2xx73n 29 16 global global JJ cord-211410-7r2xx73n 29 17 pandemics pandemic NNS cord-211410-7r2xx73n 29 18 and and CC cord-211410-7r2xx73n 29 19 minimize minimize VB cord-211410-7r2xx73n 29 20 the the DT cord-211410-7r2xx73n 29 21 socio socio JJ cord-211410-7r2xx73n 29 22 - - JJ cord-211410-7r2xx73n 29 23 economic economic JJ cord-211410-7r2xx73n 29 24 disruption disruption NN cord-211410-7r2xx73n 29 25 . . . cord-211410-7r2xx73n 30 1 In in IN cord-211410-7r2xx73n 30 2 this this DT cord-211410-7r2xx73n 30 3 preliminary preliminary JJ cord-211410-7r2xx73n 30 4 work work NN cord-211410-7r2xx73n 30 5 , , , cord-211410-7r2xx73n 30 6 our -PRON- PRP$ cord-211410-7r2xx73n 30 7 goal goal NN cord-211410-7r2xx73n 30 8 is be VBZ cord-211410-7r2xx73n 30 9 to to TO cord-211410-7r2xx73n 30 10 analyze analyze VB cord-211410-7r2xx73n 30 11 the the DT cord-211410-7r2xx73n 30 12 socio socio JJ cord-211410-7r2xx73n 30 13 - - JJ cord-211410-7r2xx73n 30 14 economic economic JJ cord-211410-7r2xx73n 30 15 disruption disruption NN cord-211410-7r2xx73n 30 16 caused cause VBN cord-211410-7r2xx73n 30 17 by by IN cord-211410-7r2xx73n 30 18 COVID-19 COVID-19 NNP cord-211410-7r2xx73n 30 19 in in IN cord-211410-7r2xx73n 30 20 the the DT cord-211410-7r2xx73n 30 21 United United NNP cord-211410-7r2xx73n 30 22 States States NNP cord-211410-7r2xx73n 30 23 of of IN cord-211410-7r2xx73n 30 24 America America NNP cord-211410-7r2xx73n 30 25 , , , cord-211410-7r2xx73n 30 26 understand understand VB cord-211410-7r2xx73n 30 27 the the DT cord-211410-7r2xx73n 30 28 chain chain NN cord-211410-7r2xx73n 30 29 of of IN cord-211410-7r2xx73n 30 30 events event NNS cord-211410-7r2xx73n 30 31 that that WDT cord-211410-7r2xx73n 30 32 occurred occur VBD cord-211410-7r2xx73n 30 33 during during IN cord-211410-7r2xx73n 30 34 the the DT cord-211410-7r2xx73n 30 35 spread spread NN cord-211410-7r2xx73n 30 36 of of IN cord-211410-7r2xx73n 30 37 the the DT cord-211410-7r2xx73n 30 38 infection infection NN cord-211410-7r2xx73n 30 39 , , , cord-211410-7r2xx73n 30 40 and and CC cord-211410-7r2xx73n 30 41 draw draw VB cord-211410-7r2xx73n 30 42 meaningful meaningful JJ cord-211410-7r2xx73n 30 43 conclusions conclusion NNS cord-211410-7r2xx73n 30 44 so so IN cord-211410-7r2xx73n 30 45 that that IN cord-211410-7r2xx73n 30 46 similar similar JJ cord-211410-7r2xx73n 30 47 mistakes mistake NNS cord-211410-7r2xx73n 30 48 can can MD cord-211410-7r2xx73n 30 49 be be VB cord-211410-7r2xx73n 30 50 avoided avoid VBN cord-211410-7r2xx73n 30 51 in in IN cord-211410-7r2xx73n 30 52 the the DT cord-211410-7r2xx73n 30 53 future future NN cord-211410-7r2xx73n 30 54 . . . cord-211410-7r2xx73n 31 1 Though Though NNP cord-211410-7r2xx73n 31 2 Twitter Twitter NNP cord-211410-7r2xx73n 31 3 data data NN cord-211410-7r2xx73n 31 4 has have VBZ cord-211410-7r2xx73n 31 5 previously previously RB cord-211410-7r2xx73n 31 6 been be VBN cord-211410-7r2xx73n 31 7 shown show VBN cord-211410-7r2xx73n 31 8 to to TO cord-211410-7r2xx73n 31 9 be be VB cord-211410-7r2xx73n 31 10 biased bias VBN cord-211410-7r2xx73n 31 11 [ [ -LRB- cord-211410-7r2xx73n 31 12 7 7 CD cord-211410-7r2xx73n 31 13 ] ] -RRB- cord-211410-7r2xx73n 31 14 , , , cord-211410-7r2xx73n 31 15 Twitter Twitter NNP cord-211410-7r2xx73n 31 16 has have VBZ cord-211410-7r2xx73n 31 17 emerged emerge VBN cord-211410-7r2xx73n 31 18 as as IN cord-211410-7r2xx73n 31 19 the the DT cord-211410-7r2xx73n 31 20 primary primary JJ cord-211410-7r2xx73n 31 21 media medium NNS cord-211410-7r2xx73n 31 22 for for IN cord-211410-7r2xx73n 31 23 people people NNS cord-211410-7r2xx73n 31 24 to to TO cord-211410-7r2xx73n 31 25 express express VB cord-211410-7r2xx73n 31 26 their -PRON- PRP$ cord-211410-7r2xx73n 31 27 opinion opinion NN cord-211410-7r2xx73n 31 28 especially especially RB cord-211410-7r2xx73n 31 29 during during IN cord-211410-7r2xx73n 31 30 this this DT cord-211410-7r2xx73n 31 31 time time NN cord-211410-7r2xx73n 31 32 and and CC cord-211410-7r2xx73n 31 33 our -PRON- PRP$ cord-211410-7r2xx73n 31 34 study study NN cord-211410-7r2xx73n 31 35 offers offer VBZ cord-211410-7r2xx73n 31 36 a a DT cord-211410-7r2xx73n 31 37 perspective perspective NN cord-211410-7r2xx73n 31 38 into into IN cord-211410-7r2xx73n 31 39 the the DT cord-211410-7r2xx73n 31 40 impact impact NN cord-211410-7r2xx73n 31 41 as as IN cord-211410-7r2xx73n 31 42 self self NN cord-211410-7r2xx73n 31 43 - - HYPH cord-211410-7r2xx73n 31 44 disclosed disclose VBN cord-211410-7r2xx73n 31 45 by by IN cord-211410-7r2xx73n 31 46 people people NNS cord-211410-7r2xx73n 31 47 in in IN cord-211410-7r2xx73n 31 48 a a DT cord-211410-7r2xx73n 31 49 form form NN cord-211410-7r2xx73n 31 50 that that WDT cord-211410-7r2xx73n 31 51 is be VBZ cord-211410-7r2xx73n 31 52 easily easily RB cord-211410-7r2xx73n 31 53 understandable understandable JJ cord-211410-7r2xx73n 31 54 and and CC cord-211410-7r2xx73n 31 55 can can MD cord-211410-7r2xx73n 31 56 be be VB cord-211410-7r2xx73n 31 57 acted act VBN cord-211410-7r2xx73n 31 58 upon upon IN cord-211410-7r2xx73n 31 59 . . . cord-211410-7r2xx73n 32 1 We -PRON- PRP cord-211410-7r2xx73n 32 2 summarize summarize VBP cord-211410-7r2xx73n 32 3 our -PRON- PRP$ cord-211410-7r2xx73n 32 4 main main JJ cord-211410-7r2xx73n 32 5 contributions contribution NNS cord-211410-7r2xx73n 32 6 below below RB cord-211410-7r2xx73n 32 7 . . . cord-211410-7r2xx73n 33 1 • • NNP cord-211410-7r2xx73n 34 1 We -PRON- PRP cord-211410-7r2xx73n 34 2 collect collect VBP cord-211410-7r2xx73n 34 3 530,206 530,206 CD cord-211410-7r2xx73n 34 4 tweets tweet NNS cord-211410-7r2xx73n 34 5 from from IN cord-211410-7r2xx73n 34 6 Twitter Twitter NNP cord-211410-7r2xx73n 34 7 between between IN cord-211410-7r2xx73n 34 8 March March NNP cord-211410-7r2xx73n 34 9 14 14 CD cord-211410-7r2xx73n 34 10 th th XX cord-211410-7r2xx73n 34 11 to to IN cord-211410-7r2xx73n 34 12 March March NNP cord-211410-7r2xx73n 34 13 24 24 CD cord-211410-7r2xx73n 34 14 th th XX cord-211410-7r2xx73n 34 15 , , , cord-211410-7r2xx73n 34 16 a a DT cord-211410-7r2xx73n 34 17 time time NN cord-211410-7r2xx73n 34 18 period period NN cord-211410-7r2xx73n 34 19 when when WRB cord-211410-7r2xx73n 34 20 the the DT cord-211410-7r2xx73n 34 21 virus virus NN cord-211410-7r2xx73n 34 22 significantly significantly RB cord-211410-7r2xx73n 34 23 spread spread VBD cord-211410-7r2xx73n 34 24 in in IN cord-211410-7r2xx73n 34 25 the the DT cord-211410-7r2xx73n 34 26 US US NNP cord-211410-7r2xx73n 34 27 and and CC cord-211410-7r2xx73n 34 28 quantitatively quantitatively RB cord-211410-7r2xx73n 34 29 demonstrate demonstrate VB cord-211410-7r2xx73n 34 30 the the DT cord-211410-7r2xx73n 34 31 socioeconomic socioeconomic JJ cord-211410-7r2xx73n 34 32 disruption disruption NN cord-211410-7r2xx73n 34 33 and and CC cord-211410-7r2xx73n 34 34 distress distress NN cord-211410-7r2xx73n 34 35 experienced experience VBN cord-211410-7r2xx73n 34 36 by by IN cord-211410-7r2xx73n 34 37 the the DT cord-211410-7r2xx73n 34 38 people people NNS cord-211410-7r2xx73n 34 39 . . . cord-211410-7r2xx73n 35 1 Calls call NNS cord-211410-7r2xx73n 35 2 for for IN cord-211410-7r2xx73n 35 3 closures closure NNS cord-211410-7r2xx73n 35 4 started start VBD cord-211410-7r2xx73n 35 5 off off RP cord-211410-7r2xx73n 35 6 with with IN cord-211410-7r2xx73n 35 7 schools school NNS cord-211410-7r2xx73n 35 8 ( ( -LRB- cord-211410-7r2xx73n 35 9 e.g. e.g. RB cord-211410-7r2xx73n 35 10 , , , cord-211410-7r2xx73n 35 11 # # $ cord-211410-7r2xx73n 35 12 closenycschools closenycschool NNS cord-211410-7r2xx73n 35 13 ) ) -RRB- cord-211410-7r2xx73n 35 14 , , , cord-211410-7r2xx73n 35 15 then then RB cord-211410-7r2xx73n 35 16 moved move VBD cord-211410-7r2xx73n 35 17 on on RP cord-211410-7r2xx73n 35 18 to to IN cord-211410-7r2xx73n 35 19 bars bar NNS cord-211410-7r2xx73n 35 20 and and CC cord-211410-7r2xx73n 35 21 restaurants restaurant NNS cord-211410-7r2xx73n 35 22 ( ( -LRB- cord-211410-7r2xx73n 35 23 e.g. e.g. RB cord-211410-7r2xx73n 35 24 , , , cord-211410-7r2xx73n 35 25 # # NN cord-211410-7r2xx73n 35 26 barsshut barsshut NNP cord-211410-7r2xx73n 35 27 ) ) -RRB- cord-211410-7r2xx73n 35 28 , , , cord-211410-7r2xx73n 35 29 and and CC cord-211410-7r2xx73n 35 30 finally finally RB cord-211410-7r2xx73n 35 31 to to IN cord-211410-7r2xx73n 35 32 entire entire JJ cord-211410-7r2xx73n 35 33 cities city NNS cord-211410-7r2xx73n 35 34 and and CC cord-211410-7r2xx73n 35 35 states state NNS cord-211410-7r2xx73n 35 36 ( ( -LRB- cord-211410-7r2xx73n 35 37 e.g. e.g. RB cord-211410-7r2xx73n 35 38 , , , cord-211410-7r2xx73n 35 39 # # NN cord-211410-7r2xx73n 35 40 lockdownusa lockdownusa VBN cord-211410-7r2xx73n 35 41 ) ) -RRB- cord-211410-7r2xx73n 35 42 . . . cord-211410-7r2xx73n 36 1 While while IN cord-211410-7r2xx73n 36 2 these these DT cord-211410-7r2xx73n 36 3 calls call NNS cord-211410-7r2xx73n 36 4 were be VBD cord-211410-7r2xx73n 36 5 initially initially RB cord-211410-7r2xx73n 36 6 mainly mainly RB cord-211410-7r2xx73n 36 7 confined confine VBN cord-211410-7r2xx73n 36 8 to to IN cord-211410-7r2xx73n 36 9 the the DT cord-211410-7r2xx73n 36 10 Seattle Seattle NNP cord-211410-7r2xx73n 36 11 , , , cord-211410-7r2xx73n 36 12 Bay Bay NNP cord-211410-7r2xx73n 36 13 Area Area NNP cord-211410-7r2xx73n 36 14 , , , cord-211410-7r2xx73n 36 15 and and CC cord-211410-7r2xx73n 36 16 NY NY NNP cord-211410-7r2xx73n 36 17 regions region NNS cord-211410-7r2xx73n 36 18 ( ( -LRB- cord-211410-7r2xx73n 36 19 e.g. e.g. RB cord-211410-7r2xx73n 36 20 , , , cord-211410-7r2xx73n 36 21 # # NN cord-211410-7r2xx73n 36 22 seattleshutdown seattleshutdown NN cord-211410-7r2xx73n 36 23 , , , cord-211410-7r2xx73n 36 24 # # NN cord-211410-7r2xx73n 36 25 shutdownnyc shutdownnyc NNP cord-211410-7r2xx73n 36 26 ) ) -RRB- cord-211410-7r2xx73n 36 27 , , , cord-211410-7r2xx73n 36 28 they -PRON- PRP cord-211410-7r2xx73n 36 29 later later RB cord-211410-7r2xx73n 36 30 expanded expand VBD cord-211410-7r2xx73n 36 31 to to TO cord-211410-7r2xx73n 36 32 include include VB cord-211410-7r2xx73n 36 33 other other JJ cord-211410-7r2xx73n 36 34 parts part NNS cord-211410-7r2xx73n 36 35 of of IN cord-211410-7r2xx73n 36 36 the the DT cord-211410-7r2xx73n 36 37 country country NN cord-211410-7r2xx73n 36 38 ( ( -LRB- cord-211410-7r2xx73n 36 39 e.g. e.g. RB cord-211410-7r2xx73n 36 40 , , , cord-211410-7r2xx73n 36 41 # # NN cord-211410-7r2xx73n 36 42 shutdownflorida shutdownflorida NNP cord-211410-7r2xx73n 36 43 , , , cord-211410-7r2xx73n 36 44 # # NN cord-211410-7r2xx73n 36 45 vegasshutdown vegasshutdown NN cord-211410-7r2xx73n 36 46 ) ) -RRB- cord-211410-7r2xx73n 36 47 . . . cord-211410-7r2xx73n 37 1 Alongside alongside RB cord-211410-7r2xx73n 37 2 , , , cord-211410-7r2xx73n 37 3 panic panic NN cord-211410-7r2xx73n 37 4 buying buying NN cord-211410-7r2xx73n 37 5 and and CC cord-211410-7r2xx73n 37 6 hoarding hoard VBG cord-211410-7r2xx73n 37 7 escalated escalate VBD cord-211410-7r2xx73n 37 8 with with IN cord-211410-7r2xx73n 37 9 essential essential JJ cord-211410-7r2xx73n 37 10 items item NNS cord-211410-7r2xx73n 37 11 particularly particularly RB cord-211410-7r2xx73n 37 12 toilet toilet VBP cord-211410-7r2xx73n 37 13 paper paper NN cord-211410-7r2xx73n 37 14 becoming become VBG cord-211410-7r2xx73n 37 15 unavailable unavailable JJ cord-211410-7r2xx73n 37 16 in in IN cord-211410-7r2xx73n 37 17 stores store NNS cord-211410-7r2xx73n 37 18 ( ( -LRB- cord-211410-7r2xx73n 37 19 e.g. e.g. RB cord-211410-7r2xx73n 37 20 , , , cord-211410-7r2xx73n 37 21 # # NN cord-211410-7r2xx73n 37 22 panicbuying panicbuying NN cord-211410-7r2xx73n 37 23 , , , cord-211410-7r2xx73n 37 24 # # NN cord-211410-7r2xx73n 37 25 toiletpapercrisis toiletpapercrisis NNP cord-211410-7r2xx73n 37 26 ) ) -RRB- cord-211410-7r2xx73n 37 27 . . . cord-211410-7r2xx73n 38 1 • • NNP cord-211410-7r2xx73n 39 1 We -PRON- PRP cord-211410-7r2xx73n 39 2 observe observe VBP cord-211410-7r2xx73n 39 3 increased increase VBN cord-211410-7r2xx73n 39 4 calls call NNS cord-211410-7r2xx73n 39 5 for for IN cord-211410-7r2xx73n 39 6 social social JJ cord-211410-7r2xx73n 39 7 distancing distancing NN cord-211410-7r2xx73n 39 8 , , , cord-211410-7r2xx73n 39 9 quarantining quarantine VBG cord-211410-7r2xx73n 39 10 , , , cord-211410-7r2xx73n 39 11 and and CC cord-211410-7r2xx73n 39 12 working work VBG cord-211410-7r2xx73n 39 13 from from IN cord-211410-7r2xx73n 39 14 home home NN cord-211410-7r2xx73n 39 15 to to TO cord-211410-7r2xx73n 39 16 limit limit VB cord-211410-7r2xx73n 39 17 the the DT cord-211410-7r2xx73n 39 18 spread spread NN cord-211410-7r2xx73n 39 19 of of IN cord-211410-7r2xx73n 39 20 the the DT cord-211410-7r2xx73n 39 21 disease disease NN cord-211410-7r2xx73n 39 22 ( ( -LRB- cord-211410-7r2xx73n 39 23 e.g. e.g. RB cord-211410-7r2xx73n 39 24 , , , cord-211410-7r2xx73n 39 25 # # NN cord-211410-7r2xx73n 39 26 socialdistancingnow socialdistancingnow NN cord-211410-7r2xx73n 39 27 , , , cord-211410-7r2xx73n 39 28 # # NN cord-211410-7r2xx73n 39 29 workfromhome workfromhome NN cord-211410-7r2xx73n 39 30 ) ) -RRB- cord-211410-7r2xx73n 39 31 . . . cord-211410-7r2xx73n 40 1 To to TO cord-211410-7r2xx73n 40 2 slow slow VB cord-211410-7r2xx73n 40 3 the the DT cord-211410-7r2xx73n 40 4 exponential exponential JJ cord-211410-7r2xx73n 40 5 increase increase NN cord-211410-7r2xx73n 40 6 in in IN cord-211410-7r2xx73n 40 7 the the DT cord-211410-7r2xx73n 40 8 number number NN cord-211410-7r2xx73n 40 9 of of IN cord-211410-7r2xx73n 40 10 infections infection NNS cord-211410-7r2xx73n 40 11 , , , cord-211410-7r2xx73n 40 12 people people NNS cord-211410-7r2xx73n 40 13 also also RB cord-211410-7r2xx73n 40 14 rallied rally VBD cord-211410-7r2xx73n 40 15 for for IN cord-211410-7r2xx73n 40 16 flattening flatten VBG cord-211410-7r2xx73n 40 17 the the DT cord-211410-7r2xx73n 40 18 curve curve NN cord-211410-7r2xx73n 40 19 and and CC cord-211410-7r2xx73n 40 20 staying stay VBG cord-211410-7r2xx73n 40 21 at at IN cord-211410-7r2xx73n 40 22 home home NN cord-211410-7r2xx73n 40 23 for for IN cord-211410-7r2xx73n 40 24 extended extended JJ cord-211410-7r2xx73n 40 25 periods period NNS cord-211410-7r2xx73n 40 26 ( ( -LRB- cord-211410-7r2xx73n 40 27 e.g. e.g. RB cord-211410-7r2xx73n 40 28 , , , cord-211410-7r2xx73n 40 29 # # NN cord-211410-7r2xx73n 40 30 flattenthecurve flattenthecurve NN cord-211410-7r2xx73n 40 31 ) ) -RRB- cord-211410-7r2xx73n 40 32 . . . cord-211410-7r2xx73n 41 1 The the DT cord-211410-7r2xx73n 41 2 challenges challenge NNS cord-211410-7r2xx73n 41 3 of of IN cord-211410-7r2xx73n 41 4 working work VBG cord-211410-7r2xx73n 41 5 from from IN cord-211410-7r2xx73n 41 6 home home NN cord-211410-7r2xx73n 41 7 also also RB cord-211410-7r2xx73n 41 8 surface surface VBP cord-211410-7r2xx73n 41 9 in in IN cord-211410-7r2xx73n 41 10 communications communication NNS cord-211410-7r2xx73n 41 11 ( ( -LRB- cord-211410-7r2xx73n 41 12 e.g. e.g. RB cord-211410-7r2xx73n 41 13 , , , cord-211410-7r2xx73n 41 14 # # NN cord-211410-7r2xx73n 41 15 stayhomechallenge stayhomechallenge NNP cord-211410-7r2xx73n 41 16 ) ) -RRB- cord-211410-7r2xx73n 41 17 . . . cord-211410-7r2xx73n 42 1 With with IN cord-211410-7r2xx73n 42 2 the the DT cord-211410-7r2xx73n 42 3 passage passage NN cord-211410-7r2xx73n 42 4 of of IN cord-211410-7r2xx73n 42 5 time time NN cord-211410-7r2xx73n 42 6 , , , cord-211410-7r2xx73n 42 7 we -PRON- PRP cord-211410-7r2xx73n 42 8 see see VBP cord-211410-7r2xx73n 42 9 an an DT cord-211410-7r2xx73n 42 10 increased increase VBN cord-211410-7r2xx73n 42 11 fluctuation fluctuation NN cord-211410-7r2xx73n 42 12 in in IN cord-211410-7r2xx73n 42 13 emotions emotion NNS cord-211410-7r2xx73n 42 14 with with IN cord-211410-7r2xx73n 42 15 some some DT cord-211410-7r2xx73n 42 16 people people NNS cord-211410-7r2xx73n 42 17 expressing express VBG cord-211410-7r2xx73n 42 18 their -PRON- PRP$ cord-211410-7r2xx73n 42 19 anger anger NN cord-211410-7r2xx73n 42 20 at at IN cord-211410-7r2xx73n 42 21 individuals individual NNS cord-211410-7r2xx73n 42 22 flouting flout VBG cord-211410-7r2xx73n 42 23 social social JJ cord-211410-7r2xx73n 42 24 distancing distancing NN cord-211410-7r2xx73n 42 25 calls call NNS cord-211410-7r2xx73n 42 26 ( ( -LRB- cord-211410-7r2xx73n 42 27 e.g. e.g. RB cord-211410-7r2xx73n 42 28 , , , cord-211410-7r2xx73n 42 29 # # NN cord-211410-7r2xx73n 42 30 covidiots covidiot NNS cord-211410-7r2xx73n 42 31 ) ) -RRB- cord-211410-7r2xx73n 42 32 , , , cord-211410-7r2xx73n 42 33 while while IN cord-211410-7r2xx73n 42 34 others other NNS cord-211410-7r2xx73n 42 35 rallying rally VBG cord-211410-7r2xx73n 42 36 people people NNS cord-211410-7r2xx73n 42 37 to to TO cord-211410-7r2xx73n 42 38 fight fight VB cord-211410-7r2xx73n 42 39 the the DT cord-211410-7r2xx73n 42 40 disease disease NN cord-211410-7r2xx73n 42 41 ( ( -LRB- cord-211410-7r2xx73n 42 42 e.g. e.g. RB cord-211410-7r2xx73n 42 43 , , , cord-211410-7r2xx73n 42 44 # # NN cord-211410-7r2xx73n 42 45 fightback fightback NN cord-211410-7r2xx73n 42 46 ) ) -RRB- cord-211410-7r2xx73n 42 47 and and CC cord-211410-7r2xx73n 42 48 to to TO cord-211410-7r2xx73n 42 49 save save VB cord-211410-7r2xx73n 42 50 workers worker NNS cord-211410-7r2xx73n 42 51 ( ( -LRB- cord-211410-7r2xx73n 42 52 e.g. e.g. RB cord-211410-7r2xx73n 42 53 , , , cord-211410-7r2xx73n 42 54 # # NN cord-211410-7r2xx73n 42 55 saveworkers saveworker NNS cord-211410-7r2xx73n 42 56 ) ) -RRB- cord-211410-7r2xx73n 42 57 . . . cord-211410-7r2xx73n 43 1 • • NNP cord-211410-7r2xx73n 44 1 We -PRON- PRP cord-211410-7r2xx73n 44 2 group group VBP cord-211410-7r2xx73n 44 3 the the DT cord-211410-7r2xx73n 44 4 hashtags hashtag NNS cord-211410-7r2xx73n 44 5 into into IN cord-211410-7r2xx73n 44 6 six six CD cord-211410-7r2xx73n 44 7 main main JJ cord-211410-7r2xx73n 44 8 categories category NNS cord-211410-7r2xx73n 44 9 , , , cord-211410-7r2xx73n 44 10 namely namely RB cord-211410-7r2xx73n 44 11 1 1 CD cord-211410-7r2xx73n 44 12 ) ) -RRB- cord-211410-7r2xx73n 44 13 General General NNP cord-211410-7r2xx73n 44 14 COVID COVID NNP cord-211410-7r2xx73n 44 15 , , , cord-211410-7r2xx73n 44 16 2 2 CD cord-211410-7r2xx73n 44 17 ) ) -RRB- cord-211410-7r2xx73n 44 18 Quarantine Quarantine NNP cord-211410-7r2xx73n 44 19 , , , cord-211410-7r2xx73n 44 20 3 3 CD cord-211410-7r2xx73n 44 21 ) ) -RRB- cord-211410-7r2xx73n 45 1 School school NN cord-211410-7r2xx73n 45 2 Closures closure NNS cord-211410-7r2xx73n 45 3 , , , cord-211410-7r2xx73n 45 4 4 4 CD cord-211410-7r2xx73n 45 5 ) ) -RRB- cord-211410-7r2xx73n 45 6 Panic panic NN cord-211410-7r2xx73n 45 7 Buying buying NN cord-211410-7r2xx73n 45 8 , , , cord-211410-7r2xx73n 45 9 5 5 CD cord-211410-7r2xx73n 45 10 ) ) -RRB- cord-211410-7r2xx73n 45 11 Lockdowns Lockdowns NNP cord-211410-7r2xx73n 45 12 , , , cord-211410-7r2xx73n 45 13 and and CC cord-211410-7r2xx73n 45 14 6 6 CD cord-211410-7r2xx73n 45 15 ) ) -RRB- cord-211410-7r2xx73n 46 1 Frustration frustration NN cord-211410-7r2xx73n 46 2 and and CC cord-211410-7r2xx73n 46 3 Hope Hope NNP cord-211410-7r2xx73n 46 4 , , , cord-211410-7r2xx73n 46 5 to to TO cord-211410-7r2xx73n 46 6 quantitatively quantitatively RB cord-211410-7r2xx73n 46 7 and and CC cord-211410-7r2xx73n 46 8 qualitatively qualitatively RB cord-211410-7r2xx73n 46 9 understand understand VB cord-211410-7r2xx73n 46 10 the the DT cord-211410-7r2xx73n 46 11 chain chain NN cord-211410-7r2xx73n 46 12 of of IN cord-211410-7r2xx73n 46 13 events event NNS cord-211410-7r2xx73n 46 14 . . . cord-211410-7r2xx73n 47 1 We -PRON- PRP cord-211410-7r2xx73n 47 2 observe observe VBP cord-211410-7r2xx73n 47 3 that that IN cord-211410-7r2xx73n 47 4 general general JJ cord-211410-7r2xx73n 47 5 COVID COVID NNP cord-211410-7r2xx73n 47 6 and and CC cord-211410-7r2xx73n 47 7 quarantine quarantine NN cord-211410-7r2xx73n 47 8 related relate VBN cord-211410-7r2xx73n 47 9 messages message NNS cord-211410-7r2xx73n 47 10 remain remain VBP cord-211410-7r2xx73n 47 11 trending trend VBG cord-211410-7r2xx73n 47 12 throughout throughout IN cord-211410-7r2xx73n 47 13 the the DT cord-211410-7r2xx73n 47 14 duration duration NN cord-211410-7r2xx73n 47 15 of of IN cord-211410-7r2xx73n 47 16 our -PRON- PRP$ cord-211410-7r2xx73n 47 17 study study NN cord-211410-7r2xx73n 47 18 . . . cord-211410-7r2xx73n 48 1 We -PRON- PRP cord-211410-7r2xx73n 48 2 observe observe VBP cord-211410-7r2xx73n 48 3 calls call NNS cord-211410-7r2xx73n 48 4 for for IN cord-211410-7r2xx73n 48 5 closing close VBG cord-211410-7r2xx73n 48 6 schools school NNS cord-211410-7r2xx73n 48 7 and and CC cord-211410-7r2xx73n 48 8 universities university NNS cord-211410-7r2xx73n 48 9 peaking peak VBG cord-211410-7r2xx73n 48 10 in in IN cord-211410-7r2xx73n 48 11 the the DT cord-211410-7r2xx73n 48 12 middle middle NN cord-211410-7r2xx73n 48 13 of of IN cord-211410-7r2xx73n 48 14 March March NNP cord-211410-7r2xx73n 48 15 and and CC cord-211410-7r2xx73n 48 16 then then RB cord-211410-7r2xx73n 48 17 reducing reduce VBG cord-211410-7r2xx73n 48 18 when when WRB cord-211410-7r2xx73n 48 19 the the DT cord-211410-7r2xx73n 48 20 closures closure NNS cord-211410-7r2xx73n 48 21 go go VBP cord-211410-7r2xx73n 48 22 into into IN cord-211410-7r2xx73n 48 23 effect effect NN cord-211410-7r2xx73n 48 24 . . . cord-211410-7r2xx73n 49 1 We -PRON- PRP cord-211410-7r2xx73n 49 2 observe observe VBP cord-211410-7r2xx73n 49 3 a a DT cord-211410-7r2xx73n 49 4 similar similar JJ cord-211410-7r2xx73n 49 5 trend trend NN cord-211410-7r2xx73n 49 6 with with IN cord-211410-7r2xx73n 49 7 panic panic NN cord-211410-7r2xx73n 49 8 buying buying NN cord-211410-7r2xx73n 49 9 . . . cord-211410-7r2xx73n 50 1 Lockdowns Lockdowns NNP cord-211410-7r2xx73n 50 2 also also RB cord-211410-7r2xx73n 50 3 have have VBP cord-211410-7r2xx73n 50 4 a a DT cord-211410-7r2xx73n 50 5 significant significant JJ cord-211410-7r2xx73n 50 6 number number NN cord-211410-7r2xx73n 50 7 of of IN cord-211410-7r2xx73n 50 8 tweets tweet NNS cord-211410-7r2xx73n 50 9 with with IN cord-211410-7r2xx73n 50 10 calls call NNS cord-211410-7r2xx73n 50 11 initially initially RB cord-211410-7r2xx73n 50 12 being be VBG cord-211410-7r2xx73n 50 13 focused focus VBN cord-211410-7r2xx73n 50 14 on on IN cord-211410-7r2xx73n 50 15 closure closure NN cord-211410-7r2xx73n 50 16 of of IN cord-211410-7r2xx73n 50 17 bars bar NNS cord-211410-7r2xx73n 50 18 , , , cord-211410-7r2xx73n 50 19 followed follow VBN cord-211410-7r2xx73n 50 20 by by IN cord-211410-7r2xx73n 50 21 cities city NNS cord-211410-7r2xx73n 50 22 and and CC cord-211410-7r2xx73n 50 23 then then RB cord-211410-7r2xx73n 50 24 states state NNS cord-211410-7r2xx73n 50 25 . . . cord-211410-7r2xx73n 51 1 Tweets tweet NNS cord-211410-7r2xx73n 51 2 in in IN cord-211410-7r2xx73n 51 3 the the DT cord-211410-7r2xx73n 51 4 frustration frustration NN cord-211410-7r2xx73n 51 5 and and CC cord-211410-7r2xx73n 51 6 hope hope NN cord-211410-7r2xx73n 52 1 hashtag hashtag NNP cord-211410-7r2xx73n 52 2 group group NN cord-211410-7r2xx73n 52 3 have have VBP cord-211410-7r2xx73n 52 4 an an DT cord-211410-7r2xx73n 52 5 overall overall JJ cord-211410-7r2xx73n 52 6 increasing increase VBG cord-211410-7r2xx73n 52 7 trend trend NN cord-211410-7r2xx73n 52 8 as as IN cord-211410-7r2xx73n 52 9 the the DT cord-211410-7r2xx73n 52 10 struggle struggle NN cord-211410-7r2xx73n 52 11 with with IN cord-211410-7r2xx73n 52 12 the the DT cord-211410-7r2xx73n 52 13 virus virus NN cord-211410-7r2xx73n 52 14 mounts mount VBZ cord-211410-7r2xx73n 52 15 . . . cord-211410-7r2xx73n 53 1 • • NNP cord-211410-7r2xx73n 54 1 We -PRON- PRP cord-211410-7r2xx73n 54 2 then then RB cord-211410-7r2xx73n 54 3 present present VBP cord-211410-7r2xx73n 54 4 a a DT cord-211410-7r2xx73n 54 5 linguistic linguistic JJ cord-211410-7r2xx73n 54 6 analysis analysis NN cord-211410-7r2xx73n 54 7 of of IN cord-211410-7r2xx73n 54 8 the the DT cord-211410-7r2xx73n 54 9 tweets tweet NNS cord-211410-7r2xx73n 54 10 in in IN cord-211410-7r2xx73n 54 11 the the DT cord-211410-7r2xx73n 54 12 different different JJ cord-211410-7r2xx73n 54 13 hashtag hashtag NN cord-211410-7r2xx73n 54 14 groups group NNS cord-211410-7r2xx73n 54 15 and and CC cord-211410-7r2xx73n 54 16 present present VB cord-211410-7r2xx73n 54 17 the the DT cord-211410-7r2xx73n 54 18 words word NNS cord-211410-7r2xx73n 54 19 that that WDT cord-211410-7r2xx73n 54 20 are be VBP cord-211410-7r2xx73n 54 21 representative representative JJ cord-211410-7r2xx73n 54 22 of of IN cord-211410-7r2xx73n 54 23 each each DT cord-211410-7r2xx73n 54 24 group group NN cord-211410-7r2xx73n 54 25 . . . cord-211410-7r2xx73n 55 1 We -PRON- PRP cord-211410-7r2xx73n 55 2 observe observe VBP cord-211410-7r2xx73n 55 3 that that IN cord-211410-7r2xx73n 55 4 words word NNS cord-211410-7r2xx73n 55 5 such such JJ cord-211410-7r2xx73n 55 6 as as IN cord-211410-7r2xx73n 55 7 family family NN cord-211410-7r2xx73n 55 8 , , , cord-211410-7r2xx73n 55 9 life life NN cord-211410-7r2xx73n 55 10 , , , cord-211410-7r2xx73n 55 11 health health NN cord-211410-7r2xx73n 55 12 and and CC cord-211410-7r2xx73n 55 13 death death NN cord-211410-7r2xx73n 55 14 are be VBP cord-211410-7r2xx73n 55 15 common common JJ cord-211410-7r2xx73n 55 16 across across IN cord-211410-7r2xx73n 55 17 hashtag hashtag NN cord-211410-7r2xx73n 55 18 groups group NNS cord-211410-7r2xx73n 55 19 . . . cord-211410-7r2xx73n 56 1 We -PRON- PRP cord-211410-7r2xx73n 56 2 observe observe VBP cord-211410-7r2xx73n 56 3 mentions mention NNS cord-211410-7r2xx73n 56 4 to to IN cord-211410-7r2xx73n 56 5 mental mental JJ cord-211410-7r2xx73n 56 6 health health NN cord-211410-7r2xx73n 56 7 , , , cord-211410-7r2xx73n 56 8 a a DT cord-211410-7r2xx73n 56 9 possible possible JJ cord-211410-7r2xx73n 56 10 consequence consequence NN cord-211410-7r2xx73n 56 11 of of IN cord-211410-7r2xx73n 56 12 social social JJ cord-211410-7r2xx73n 56 13 isolation isolation NN cord-211410-7r2xx73n 56 14 . . . cord-211410-7r2xx73n 57 1 We -PRON- PRP cord-211410-7r2xx73n 57 2 also also RB cord-211410-7r2xx73n 57 3 observe observe VBP cord-211410-7r2xx73n 57 4 solidarity solidarity NN cord-211410-7r2xx73n 57 5 for for IN cord-211410-7r2xx73n 57 6 essential essential JJ cord-211410-7r2xx73n 57 7 workers worker NNS cord-211410-7r2xx73n 57 8 and and CC cord-211410-7r2xx73n 57 9 gratitude gratitude NN cord-211410-7r2xx73n 57 10 towards towards IN cord-211410-7r2xx73n 57 11 them -PRON- PRP cord-211410-7r2xx73n 57 12 ( ( -LRB- cord-211410-7r2xx73n 57 13 # # $ cord-211410-7r2xx73n 57 14 saveworkers saveworker NNS cord-211410-7r2xx73n 57 15 ) ) -RRB- cord-211410-7r2xx73n 57 16 . . . cord-211410-7r2xx73n 58 1 Our -PRON- PRP$ cord-211410-7r2xx73n 58 2 preliminary preliminary JJ cord-211410-7r2xx73n 58 3 study study NN cord-211410-7r2xx73n 58 4 unearths unearth VBZ cord-211410-7r2xx73n 58 5 and and CC cord-211410-7r2xx73n 58 6 summarizes summarize VBZ cord-211410-7r2xx73n 58 7 the the DT cord-211410-7r2xx73n 58 8 critical critical JJ cord-211410-7r2xx73n 58 9 public public JJ cord-211410-7r2xx73n 58 10 responses response NNS cord-211410-7r2xx73n 58 11 surrounding surround VBG cord-211410-7r2xx73n 58 12 COVID-19 covid-19 CD cord-211410-7r2xx73n 58 13 , , , cord-211410-7r2xx73n 58 14 paving pave VBG cord-211410-7r2xx73n 58 15 the the DT cord-211410-7r2xx73n 58 16 way way NN cord-211410-7r2xx73n 58 17 for for IN cord-211410-7r2xx73n 58 18 more more RBR cord-211410-7r2xx73n 58 19 insightful insightful JJ cord-211410-7r2xx73n 58 20 fine fine JJ cord-211410-7r2xx73n 58 21 - - HYPH cord-211410-7r2xx73n 58 22 grained grained JJ cord-211410-7r2xx73n 58 23 linguistic linguistic NN cord-211410-7r2xx73n 58 24 and and CC cord-211410-7r2xx73n 58 25 graph graph NN cord-211410-7r2xx73n 58 26 analysis analysis NN cord-211410-7r2xx73n 58 27 in in IN cord-211410-7r2xx73n 58 28 the the DT cord-211410-7r2xx73n 58 29 future future NN cord-211410-7r2xx73n 58 30 . . . cord-211410-7r2xx73n 59 1 In in IN cord-211410-7r2xx73n 59 2 this this DT cord-211410-7r2xx73n 59 3 section section NN cord-211410-7r2xx73n 59 4 , , , cord-211410-7r2xx73n 59 5 we -PRON- PRP cord-211410-7r2xx73n 59 6 discuss discuss VBP cord-211410-7r2xx73n 59 7 our -PRON- PRP$ cord-211410-7r2xx73n 59 8 methodology methodology NN cord-211410-7r2xx73n 59 9 for for IN cord-211410-7r2xx73n 59 10 data datum NNS cord-211410-7r2xx73n 59 11 collection collection NN cord-211410-7r2xx73n 59 12 from from IN cord-211410-7r2xx73n 59 13 Twitter Twitter NNP cord-211410-7r2xx73n 59 14 to to TO cord-211410-7r2xx73n 59 15 investigate investigate VB cord-211410-7r2xx73n 59 16 the the DT cord-211410-7r2xx73n 59 17 socio socio JJ cord-211410-7r2xx73n 59 18 - - JJ cord-211410-7r2xx73n 59 19 economic economic JJ cord-211410-7r2xx73n 59 20 distress distress NN cord-211410-7r2xx73n 59 21 and and CC cord-211410-7r2xx73n 59 22 disruption disruption NN cord-211410-7r2xx73n 59 23 in in IN cord-211410-7r2xx73n 59 24 the the DT cord-211410-7r2xx73n 59 25 United United NNP cord-211410-7r2xx73n 59 26 States States NNP cord-211410-7r2xx73n 59 27 caused cause VBN cord-211410-7r2xx73n 59 28 by by IN cord-211410-7r2xx73n 59 29 COVID-19 COVID-19 NNP cord-211410-7r2xx73n 59 30 during during IN cord-211410-7r2xx73n 59 31 its -PRON- PRP$ cord-211410-7r2xx73n 59 32 early early JJ cord-211410-7r2xx73n 59 33 days day NNS cord-211410-7r2xx73n 59 34 . . . cord-211410-7r2xx73n 60 1 We -PRON- PRP cord-211410-7r2xx73n 60 2 collect collect VBP cord-211410-7r2xx73n 60 3 data datum NNS cord-211410-7r2xx73n 60 4 using use VBG cord-211410-7r2xx73n 60 5 the the DT cord-211410-7r2xx73n 60 6 Twitter Twitter NNP cord-211410-7r2xx73n 60 7 search search NN cord-211410-7r2xx73n 60 8 API api NN cord-211410-7r2xx73n 60 9 . . . cord-211410-7r2xx73n 61 1 The the DT cord-211410-7r2xx73n 61 2 results result NNS cord-211410-7r2xx73n 61 3 presented present VBN cord-211410-7r2xx73n 61 4 in in IN cord-211410-7r2xx73n 61 5 this this DT cord-211410-7r2xx73n 61 6 paper paper NN cord-211410-7r2xx73n 61 7 are be VBP cord-211410-7r2xx73n 61 8 based base VBN cord-211410-7r2xx73n 61 9 on on IN cord-211410-7r2xx73n 61 10 the the DT cord-211410-7r2xx73n 61 11 data datum NNS cord-211410-7r2xx73n 61 12 collected collect VBN cord-211410-7r2xx73n 61 13 from from IN cord-211410-7r2xx73n 61 14 March March NNP cord-211410-7r2xx73n 61 15 14 14 CD cord-211410-7r2xx73n 61 16 to to IN cord-211410-7r2xx73n 61 17 March March NNP cord-211410-7r2xx73n 61 18 24 24 CD cord-211410-7r2xx73n 61 19 , , , cord-211410-7r2xx73n 61 20 2020 2020 CD cord-211410-7r2xx73n 61 21 . . . cord-211410-7r2xx73n 62 1 We -PRON- PRP cord-211410-7r2xx73n 62 2 track track VBP cord-211410-7r2xx73n 62 3 the the DT cord-211410-7r2xx73n 62 4 trending trend VBG cord-211410-7r2xx73n 62 5 COVID covid NN cord-211410-7r2xx73n 62 6 related relate VBN cord-211410-7r2xx73n 62 7 hashtags hashtag NNS cord-211410-7r2xx73n 62 8 every every DT cord-211410-7r2xx73n 62 9 day day NN cord-211410-7r2xx73n 62 10 and and CC cord-211410-7r2xx73n 62 11 collect collect VB cord-211410-7r2xx73n 62 12 the the DT cord-211410-7r2xx73n 62 13 tweets tweet NNS cord-211410-7r2xx73n 62 14 in in IN cord-211410-7r2xx73n 62 15 those those DT cord-211410-7r2xx73n 62 16 specific specific JJ cord-211410-7r2xx73n 62 17 hashtags hashtag NNS cord-211410-7r2xx73n 62 18 . . . cord-211410-7r2xx73n 63 1 We -PRON- PRP cord-211410-7r2xx73n 63 2 repeat repeat VBP cord-211410-7r2xx73n 63 3 this this DT cord-211410-7r2xx73n 63 4 process process NN cord-211410-7r2xx73n 63 5 to to TO cord-211410-7r2xx73n 63 6 collect collect VB cord-211410-7r2xx73n 63 7 a a DT cord-211410-7r2xx73n 63 8 total total NN cord-211410-7r2xx73n 63 9 of of IN cord-211410-7r2xx73n 63 10 530,206 530,206 CD cord-211410-7r2xx73n 63 11 tweets tweet NNS cord-211410-7r2xx73n 63 12 during during IN cord-211410-7r2xx73n 63 13 this this DT cord-211410-7r2xx73n 63 14 time time NN cord-211410-7r2xx73n 63 15 period period NN cord-211410-7r2xx73n 63 16 . . . cord-211410-7r2xx73n 63 17 _SP cord-211410-7r2xx73n 64 1 We -PRON- PRP cord-211410-7r2xx73n 64 2 group group VBP cord-211410-7r2xx73n 64 3 the the DT cord-211410-7r2xx73n 64 4 hashtags hashtag NNS cord-211410-7r2xx73n 64 5 into into IN cord-211410-7r2xx73n 64 6 six six CD cord-211410-7r2xx73n 64 7 main main JJ cord-211410-7r2xx73n 64 8 categories category NNS cord-211410-7r2xx73n 64 9 , , , cord-211410-7r2xx73n 64 10 namely namely RB cord-211410-7r2xx73n 64 11 1 1 CD cord-211410-7r2xx73n 64 12 ) ) -RRB- cord-211410-7r2xx73n 64 13 General General NNP cord-211410-7r2xx73n 64 14 COVID COVID NNP cord-211410-7r2xx73n 64 15 , , , cord-211410-7r2xx73n 64 16 2 2 CD cord-211410-7r2xx73n 64 17 ) ) -RRB- cord-211410-7r2xx73n 64 18 Quarantine Quarantine NNP cord-211410-7r2xx73n 64 19 , , , cord-211410-7r2xx73n 64 20 3 3 CD cord-211410-7r2xx73n 64 21 ) ) -RRB- cord-211410-7r2xx73n 65 1 School school NN cord-211410-7r2xx73n 65 2 Closures closure NNS cord-211410-7r2xx73n 65 3 , , , cord-211410-7r2xx73n 65 4 4 4 CD cord-211410-7r2xx73n 65 5 ) ) -RRB- cord-211410-7r2xx73n 65 6 Panic panic NN cord-211410-7r2xx73n 65 7 Buying buying NN cord-211410-7r2xx73n 65 8 , , , cord-211410-7r2xx73n 65 9 5 5 CD cord-211410-7r2xx73n 65 10 ) ) -RRB- cord-211410-7r2xx73n 65 11 Lockdowns Lockdowns NNP cord-211410-7r2xx73n 65 12 , , , cord-211410-7r2xx73n 65 13 and and CC cord-211410-7r2xx73n 65 14 6 6 CD cord-211410-7r2xx73n 65 15 ) ) -RRB- cord-211410-7r2xx73n 66 1 Frustration frustration NN cord-211410-7r2xx73n 66 2 and and CC cord-211410-7r2xx73n 66 3 Hope Hope NNP cord-211410-7r2xx73n 66 4 to to TO cord-211410-7r2xx73n 66 5 quantitatively quantitatively RB cord-211410-7r2xx73n 66 6 and and CC cord-211410-7r2xx73n 66 7 qualitatively qualitatively RB cord-211410-7r2xx73n 66 8 understand understand VB cord-211410-7r2xx73n 66 9 the the DT cord-211410-7r2xx73n 66 10 chain chain NN cord-211410-7r2xx73n 66 11 of of IN cord-211410-7r2xx73n 66 12 events event NNS cord-211410-7r2xx73n 66 13 . . . cord-211410-7r2xx73n 67 1 We -PRON- PRP cord-211410-7r2xx73n 67 2 collect collect VBP cord-211410-7r2xx73n 67 3 data datum NNS cord-211410-7r2xx73n 67 4 on on IN cord-211410-7r2xx73n 67 5 per per IN cord-211410-7r2xx73n 67 6 day day NN cord-211410-7r2xx73n 67 7 basis basis NN cord-211410-7r2xx73n 67 8 for for IN cord-211410-7r2xx73n 67 9 the the DT cord-211410-7r2xx73n 67 10 different different JJ cord-211410-7r2xx73n 67 11 hashtags hashtag NNS cord-211410-7r2xx73n 67 12 as as IN cord-211410-7r2xx73n 67 13 and and CC cord-211410-7r2xx73n 67 14 when when WRB cord-211410-7r2xx73n 67 15 they -PRON- PRP cord-211410-7r2xx73n 67 16 become become VBP cord-211410-7r2xx73n 67 17 trending trend VBG cord-211410-7r2xx73n 67 18 . . . cord-211410-7r2xx73n 68 1 Tables table NNS cord-211410-7r2xx73n 68 2 1 1 CD cord-211410-7r2xx73n 68 3 and and CC cord-211410-7r2xx73n 68 4 2 2 CD cord-211410-7r2xx73n 68 5 show show VBP cord-211410-7r2xx73n 68 6 the the DT cord-211410-7r2xx73n 68 7 number number NN cord-211410-7r2xx73n 68 8 of of IN cord-211410-7r2xx73n 68 9 tweets tweet NNS cord-211410-7r2xx73n 68 10 in in IN cord-211410-7r2xx73n 68 11 each each DT cord-211410-7r2xx73n 68 12 category category NN cord-211410-7r2xx73n 68 13 and and CC cord-211410-7r2xx73n 68 14 the the DT cord-211410-7r2xx73n 68 15 grouping grouping NN cord-211410-7r2xx73n 68 16 of of IN cord-211410-7r2xx73n 68 17 the the DT cord-211410-7r2xx73n 68 18 hashtags hashtag NNS cord-211410-7r2xx73n 68 19 by by IN cord-211410-7r2xx73n 68 20 category category NN cord-211410-7r2xx73n 68 21 . . . cord-211410-7r2xx73n 69 1 We -PRON- PRP cord-211410-7r2xx73n 69 2 observe observe VBP cord-211410-7r2xx73n 69 3 that that IN cord-211410-7r2xx73n 69 4 the the DT cord-211410-7r2xx73n 69 5 total total JJ cord-211410-7r2xx73n 69 6 number number NN cord-211410-7r2xx73n 69 7 of of IN cord-211410-7r2xx73n 69 8 tweets tweet NNS cord-211410-7r2xx73n 69 9 as as IN cord-211410-7r2xx73n 69 10 grouped group VBN cord-211410-7r2xx73n 69 11 by by IN cord-211410-7r2xx73n 69 12 hashtags hashtag NNS cord-211410-7r2xx73n 69 13 is be VBZ cord-211410-7r2xx73n 69 14 664,476 664,476 CD cord-211410-7r2xx73n 69 15 , , , cord-211410-7r2xx73n 69 16 which which WDT cord-211410-7r2xx73n 69 17 is be VBZ cord-211410-7r2xx73n 69 18 higher high JJR cord-211410-7r2xx73n 69 19 than than IN cord-211410-7r2xx73n 69 20 the the DT cord-211410-7r2xx73n 69 21 total total JJ cord-211410-7r2xx73n 69 22 number number NN cord-211410-7r2xx73n 69 23 of of IN cord-211410-7r2xx73n 69 24 tweets tweet NNS cord-211410-7r2xx73n 69 25 . . . cord-211410-7r2xx73n 70 1 This this DT cord-211410-7r2xx73n 70 2 is be VBZ cord-211410-7r2xx73n 70 3 because because IN cord-211410-7r2xx73n 70 4 tweets tweet NNS cord-211410-7r2xx73n 70 5 can can MD cord-211410-7r2xx73n 70 6 contain contain VB cord-211410-7r2xx73n 70 7 multiple multiple JJ cord-211410-7r2xx73n 70 8 hashtags hashtag NNS cord-211410-7r2xx73n 70 9 and and CC cord-211410-7r2xx73n 70 10 thus thus RB cord-211410-7r2xx73n 70 11 the the DT cord-211410-7r2xx73n 70 12 same same JJ cord-211410-7r2xx73n 70 13 tweet tweet NN cord-211410-7r2xx73n 70 14 can can MD cord-211410-7r2xx73n 70 15 be be VB cord-211410-7r2xx73n 70 16 grouped group VBN cord-211410-7r2xx73n 70 17 into into IN cord-211410-7r2xx73n 70 18 multiple multiple JJ cord-211410-7r2xx73n 70 19 categories category NNS cord-211410-7r2xx73n 70 20 . . . cord-211410-7r2xx73n 71 1 We -PRON- PRP cord-211410-7r2xx73n 71 2 present present VBP cord-211410-7r2xx73n 71 3 some some DT cord-211410-7r2xx73n 71 4 example example NN cord-211410-7r2xx73n 71 5 tweets tweet NNS cord-211410-7r2xx73n 71 6 in in IN cord-211410-7r2xx73n 71 7 Table Table NNP cord-211410-7r2xx73n 71 8 _SP cord-211410-7r2xx73n 71 9 3 3 CD cord-211410-7r2xx73n 71 10 to to TO cord-211410-7r2xx73n 71 11 illustrate illustrate VB cord-211410-7r2xx73n 71 12 the the DT cord-211410-7r2xx73n 71 13 types type NNS cord-211410-7r2xx73n 71 14 of of IN cord-211410-7r2xx73n 71 15 communications communication NNS cord-211410-7r2xx73n 71 16 occurring occur VBG cord-211410-7r2xx73n 71 17 on on IN cord-211410-7r2xx73n 71 18 Twitter Twitter NNP cord-211410-7r2xx73n 71 19 during during IN cord-211410-7r2xx73n 71 20 this this DT cord-211410-7r2xx73n 71 21 period period NN cord-211410-7r2xx73n 71 22 . . . cord-211410-7r2xx73n 72 1 1 1 LS cord-211410-7r2xx73n 72 2 . . . cord-211410-7r2xx73n 73 1 General General NNP cord-211410-7r2xx73n 73 2 COVID COVID NNP cord-211410-7r2xx73n 73 3 : : : cord-211410-7r2xx73n 74 1 In in IN cord-211410-7r2xx73n 74 2 this this DT cord-211410-7r2xx73n 74 3 category category NN cord-211410-7r2xx73n 74 4 , , , cord-211410-7r2xx73n 74 5 we -PRON- PRP cord-211410-7r2xx73n 74 6 group group NN cord-211410-7r2xx73n 74 7 hashtags hashtag NNS cord-211410-7r2xx73n 74 8 related relate VBN cord-211410-7r2xx73n 74 9 to to IN cord-211410-7r2xx73n 74 10 COVID COVID NNP cord-211410-7r2xx73n 74 11 related related JJ cord-211410-7r2xx73n 74 12 messages message NNS cord-211410-7r2xx73n 74 13 as as IN cord-211410-7r2xx73n 74 14 it -PRON- PRP cord-211410-7r2xx73n 74 15 is be VBZ cord-211410-7r2xx73n 74 16 the the DT cord-211410-7r2xx73n 74 17 most most RBS cord-211410-7r2xx73n 74 18 discussed discuss VBN cord-211410-7r2xx73n 74 19 topic topic NN cord-211410-7r2xx73n 74 20 in in IN cord-211410-7r2xx73n 74 21 conversations conversation NNS cord-211410-7r2xx73n 74 22 . . . cord-211410-7r2xx73n 75 1 This this DT cord-211410-7r2xx73n 75 2 grouping grouping NN cord-211410-7r2xx73n 75 3 is be VBZ cord-211410-7r2xx73n 75 4 done do VBN cord-211410-7r2xx73n 75 5 by by IN cord-211410-7r2xx73n 75 6 accumulating accumulate VBG cord-211410-7r2xx73n 75 7 hashtags hashtag NNS cord-211410-7r2xx73n 75 8 related relate VBN cord-211410-7r2xx73n 75 9 to to IN cord-211410-7r2xx73n 75 10 COVID-19 COVID-19 NNP cord-211410-7r2xx73n 75 11 . . . cord-211410-7r2xx73n 76 1 2 2 LS cord-211410-7r2xx73n 76 2 . . . cord-211410-7r2xx73n 77 1 Quarantine quarantine NN cord-211410-7r2xx73n 77 2 : : : cord-211410-7r2xx73n 77 3 Calls call NNS cord-211410-7r2xx73n 77 4 for for IN cord-211410-7r2xx73n 77 5 social social JJ cord-211410-7r2xx73n 77 6 distancing distancing NN cord-211410-7r2xx73n 77 7 and and CC cord-211410-7r2xx73n 77 8 quarantines quarantine NNS cord-211410-7r2xx73n 77 9 flooded flood VBD cord-211410-7r2xx73n 77 10 Twitter Twitter NNP cord-211410-7r2xx73n 77 11 during during IN cord-211410-7r2xx73n 77 12 this this DT cord-211410-7r2xx73n 77 13 outbreak outbreak NN cord-211410-7r2xx73n 77 14 . . . cord-211410-7r2xx73n 78 1 Communications communication NNS cord-211410-7r2xx73n 78 2 centered center VBN cord-211410-7r2xx73n 78 3 around around IN cord-211410-7r2xx73n 78 4 quarantines quarantine NNS cord-211410-7r2xx73n 78 5 , , , cord-211410-7r2xx73n 78 6 working work VBG cord-211410-7r2xx73n 78 7 from from IN cord-211410-7r2xx73n 78 8 home home RB cord-211410-7r2xx73n 78 9 and and CC cord-211410-7r2xx73n 78 10 flattening flatten VBG cord-211410-7r2xx73n 78 11 the the DT cord-211410-7r2xx73n 78 12 curve curve NN cord-211410-7r2xx73n 78 13 to to TO cord-211410-7r2xx73n 78 14 slow slow VB cord-211410-7r2xx73n 78 15 the the DT cord-211410-7r2xx73n 78 16 spread spread NN cord-211410-7r2xx73n 78 17 of of IN cord-211410-7r2xx73n 78 18 the the DT cord-211410-7r2xx73n 78 19 virus virus NN cord-211410-7r2xx73n 78 20 . . . cord-211410-7r2xx73n 79 1 In in IN cord-211410-7r2xx73n 79 2 this this DT cord-211410-7r2xx73n 79 3 category category NN cord-211410-7r2xx73n 79 4 , , , cord-211410-7r2xx73n 79 5 we -PRON- PRP cord-211410-7r2xx73n 79 6 collect collect VBP cord-211410-7r2xx73n 79 7 data datum NNS cord-211410-7r2xx73n 79 8 related relate VBN cord-211410-7r2xx73n 79 9 to to IN cord-211410-7r2xx73n 79 10 school school NN cord-211410-7r2xx73n 79 11 closures closure NNS cord-211410-7r2xx73n 79 12 . . . cord-211410-7r2xx73n 80 1 Before before IN cord-211410-7r2xx73n 80 2 states state NNS cord-211410-7r2xx73n 80 3 decided decide VBD cord-211410-7r2xx73n 80 4 to to TO cord-211410-7r2xx73n 80 5 close close VB cord-211410-7r2xx73n 80 6 schools school NNS cord-211410-7r2xx73n 80 7 , , , cord-211410-7r2xx73n 80 8 users user NNS cord-211410-7r2xx73n 80 9 on on IN cord-211410-7r2xx73n 80 10 Twitter Twitter NNP cord-211410-7r2xx73n 80 11 demanded demand VBD cord-211410-7r2xx73n 80 12 the the DT cord-211410-7r2xx73n 80 13 government government NN cord-211410-7r2xx73n 80 14 to to TO cord-211410-7r2xx73n 80 15 shut shut VB cord-211410-7r2xx73n 80 16 down down RP cord-211410-7r2xx73n 80 17 public public JJ cord-211410-7r2xx73n 80 18 schools school NNS cord-211410-7r2xx73n 80 19 and and CC cord-211410-7r2xx73n 80 20 universities university NNS cord-211410-7r2xx73n 80 21 . . . cord-211410-7r2xx73n 81 1 We -PRON- PRP cord-211410-7r2xx73n 81 2 collect collect VBP cord-211410-7r2xx73n 81 3 data datum NNS cord-211410-7r2xx73n 81 4 from from IN cord-211410-7r2xx73n 81 5 a a DT cord-211410-7r2xx73n 81 6 number number NN cord-211410-7r2xx73n 81 7 of of IN cord-211410-7r2xx73n 81 8 hashtags hashtag NNS cord-211410-7r2xx73n 81 9 centered center VBN cord-211410-7r2xx73n 81 10 around around IN cord-211410-7r2xx73n 81 11 this this DT cord-211410-7r2xx73n 81 12 call call NN cord-211410-7r2xx73n 81 13 for for IN cord-211410-7r2xx73n 81 14 action action NN cord-211410-7r2xx73n 81 15 . . . cord-211410-7r2xx73n 82 1 The the DT cord-211410-7r2xx73n 82 2 spread spread NN cord-211410-7r2xx73n 82 3 of of IN cord-211410-7r2xx73n 82 4 the the DT cord-211410-7r2xx73n 82 5 virus virus NN cord-211410-7r2xx73n 82 6 also also RB cord-211410-7r2xx73n 82 7 resulted result VBD cord-211410-7r2xx73n 82 8 in in IN cord-211410-7r2xx73n 82 9 panic panic NN cord-211410-7r2xx73n 82 10 buying buying NN cord-211410-7r2xx73n 82 11 and and CC cord-211410-7r2xx73n 82 12 hoarding hoarding NN cord-211410-7r2xx73n 82 13 . . . cord-211410-7r2xx73n 83 1 People People NNS cord-211410-7r2xx73n 83 2 rushed rush VBD cord-211410-7r2xx73n 83 3 to to IN cord-211410-7r2xx73n 83 4 shopping shopping NN cord-211410-7r2xx73n 83 5 marts mart NNS cord-211410-7r2xx73n 83 6 and and CC cord-211410-7r2xx73n 83 7 there there EX cord-211410-7r2xx73n 83 8 was be VBD cord-211410-7r2xx73n 83 9 a a DT cord-211410-7r2xx73n 83 10 huge huge JJ cord-211410-7r2xx73n 83 11 panic panic NN cord-211410-7r2xx73n 83 12 buying buying NN cord-211410-7r2xx73n 83 13 of of IN cord-211410-7r2xx73n 83 14 sanitizers sanitizer NNS cord-211410-7r2xx73n 83 15 and and CC cord-211410-7r2xx73n 83 16 toilet toilet NN cord-211410-7r2xx73n 83 17 paper paper NN cord-211410-7r2xx73n 83 18 . . . cord-211410-7r2xx73n 84 1 This this DT cord-211410-7r2xx73n 84 2 panic panic NN cord-211410-7r2xx73n 84 3 buying buying NN cord-211410-7r2xx73n 84 4 resulted result VBD cord-211410-7r2xx73n 84 5 in in IN cord-211410-7r2xx73n 84 6 severe severe JJ cord-211410-7r2xx73n 84 7 shortage shortage NN cord-211410-7r2xx73n 84 8 of of IN cord-211410-7r2xx73n 84 9 toilet toilet NN cord-211410-7r2xx73n 84 10 papers paper NNS cord-211410-7r2xx73n 84 11 around around IN cord-211410-7r2xx73n 84 12 the the DT cord-211410-7r2xx73n 84 13 middle middle NN cord-211410-7r2xx73n 84 14 of of IN cord-211410-7r2xx73n 84 15 March March NNP cord-211410-7r2xx73n 84 16 , , , cord-211410-7r2xx73n 84 17 an an DT cord-211410-7r2xx73n 84 18 issue issue NN cord-211410-7r2xx73n 84 19 that that WDT cord-211410-7r2xx73n 84 20 remained remain VBD cord-211410-7r2xx73n 84 21 unresolved unresolved JJ cord-211410-7r2xx73n 84 22 till till IN cord-211410-7r2xx73n 84 23 the the DT cord-211410-7r2xx73n 84 24 first first JJ cord-211410-7r2xx73n 84 25 week week NN cord-211410-7r2xx73n 84 26 of of IN cord-211410-7r2xx73n 84 27 April April NNP cord-211410-7r2xx73n 84 28 . . . cord-211410-7r2xx73n 85 1 5 5 LS cord-211410-7r2xx73n 85 2 . . . cord-211410-7r2xx73n 86 1 Lockdowns Lockdowns NNP cord-211410-7r2xx73n 86 2 : : : cord-211410-7r2xx73n 86 3 With with IN cord-211410-7r2xx73n 86 4 COVID-19 covid-19 JJ cord-211410-7r2xx73n 86 5 spreading spread VBG cord-211410-7r2xx73n 86 6 unabated unabated JJ cord-211410-7r2xx73n 86 7 , , , cord-211410-7r2xx73n 86 8 lock lock VB cord-211410-7r2xx73n 86 9 downs down NNS cord-211410-7r2xx73n 86 10 of of IN cord-211410-7r2xx73n 86 11 public public JJ cord-211410-7r2xx73n 86 12 stores store NNS cord-211410-7r2xx73n 86 13 , , , cord-211410-7r2xx73n 86 14 bars bar NNS cord-211410-7r2xx73n 86 15 , , , cord-211410-7r2xx73n 86 16 restaurants restaurant NNS cord-211410-7r2xx73n 86 17 , , , cord-211410-7r2xx73n 86 18 and and CC cord-211410-7r2xx73n 86 19 cities city NNS cord-211410-7r2xx73n 86 20 began begin VBD cord-211410-7r2xx73n 86 21 in in IN cord-211410-7r2xx73n 86 22 many many JJ cord-211410-7r2xx73n 86 23 states state NNS cord-211410-7r2xx73n 86 24 . . . cord-211410-7r2xx73n 87 1 This this DT cord-211410-7r2xx73n 87 2 resulted result VBD cord-211410-7r2xx73n 87 3 in in IN cord-211410-7r2xx73n 87 4 a a DT cord-211410-7r2xx73n 87 5 surge surge NN cord-211410-7r2xx73n 87 6 in in IN cord-211410-7r2xx73n 87 7 tweets tweet NNS cord-211410-7r2xx73n 87 8 related relate VBN cord-211410-7r2xx73n 87 9 to to TO cord-211410-7r2xx73n 87 10 lock lock VB cord-211410-7r2xx73n 87 11 downs down NNS cord-211410-7r2xx73n 87 12 . . . cord-211410-7r2xx73n 88 1 6 6 LS cord-211410-7r2xx73n 88 2 . . . cord-211410-7r2xx73n 89 1 Frustration frustration NN cord-211410-7r2xx73n 89 2 and and CC cord-211410-7r2xx73n 89 3 Hope hope NN cord-211410-7r2xx73n 89 4 : : : cord-211410-7r2xx73n 90 1 Emotions emotion NNS cord-211410-7r2xx73n 90 2 ran run VBD cord-211410-7r2xx73n 90 3 high high RB cord-211410-7r2xx73n 90 4 during during IN cord-211410-7r2xx73n 90 5 these these DT cord-211410-7r2xx73n 90 6 times time NNS cord-211410-7r2xx73n 90 7 with with IN cord-211410-7r2xx73n 90 8 people people NNS cord-211410-7r2xx73n 90 9 expressing express VBG cord-211410-7r2xx73n 90 10 anger anger NN cord-211410-7r2xx73n 90 11 and and CC cord-211410-7r2xx73n 90 12 resentment resentment NN cord-211410-7r2xx73n 90 13 towards towards IN cord-211410-7r2xx73n 90 14 those those DT cord-211410-7r2xx73n 90 15 not not RB cord-211410-7r2xx73n 90 16 abiding abide VBG cord-211410-7r2xx73n 90 17 by by IN cord-211410-7r2xx73n 90 18 social social JJ cord-211410-7r2xx73n 90 19 distancing distancing NN cord-211410-7r2xx73n 90 20 and and CC cord-211410-7r2xx73n 90 21 quarantine quarantine NN cord-211410-7r2xx73n 90 22 rules rule NNS cord-211410-7r2xx73n 90 23 . . . cord-211410-7r2xx73n 91 1 Alongside alongside RB cord-211410-7r2xx73n 91 2 , , , cord-211410-7r2xx73n 91 3 people people NNS cord-211410-7r2xx73n 91 4 also also RB cord-211410-7r2xx73n 91 5 rallied rally VBD cord-211410-7r2xx73n 91 6 to to TO cord-211410-7r2xx73n 91 7 support support VB cord-211410-7r2xx73n 91 8 workers worker NNS cord-211410-7r2xx73n 91 9 working work VBG cord-211410-7r2xx73n 91 10 hard hard RB cord-211410-7r2xx73n 91 11 to to TO cord-211410-7r2xx73n 91 12 keep keep VB cord-211410-7r2xx73n 91 13 essential essential JJ cord-211410-7r2xx73n 91 14 services service NNS cord-211410-7r2xx73n 91 15 running run VBG cord-211410-7r2xx73n 91 16 . . . cord-211410-7r2xx73n 92 1 With with IN cord-211410-7r2xx73n 92 2 the the DT cord-211410-7r2xx73n 92 3 beginning beginning NN cord-211410-7r2xx73n 92 4 of of IN cord-211410-7r2xx73n 92 5 April April NNP cord-211410-7r2xx73n 92 6 approaching approach VBG cord-211410-7r2xx73n 92 7 , , , cord-211410-7r2xx73n 92 8 many many JJ cord-211410-7r2xx73n 92 9 people people NNS cord-211410-7r2xx73n 92 10 started start VBD cord-211410-7r2xx73n 92 11 to to TO cord-211410-7r2xx73n 92 12 worry worry VB cord-211410-7r2xx73n 92 13 about about IN cord-211410-7r2xx73n 92 14 their -PRON- PRP$ cord-211410-7r2xx73n 92 15 next next JJ cord-211410-7r2xx73n 92 16 month month NN cord-211410-7r2xx73n 92 17 's 's POS cord-211410-7r2xx73n 92 18 rent rent NN cord-211410-7r2xx73n 92 19 . . . cord-211410-7r2xx73n 93 1 Due due IN cord-211410-7r2xx73n 93 2 to to IN cord-211410-7r2xx73n 93 3 the the DT cord-211410-7r2xx73n 93 4 data data NN cord-211410-7r2xx73n 93 5 collection collection NN cord-211410-7r2xx73n 93 6 limits limit NNS cord-211410-7r2xx73n 93 7 imposed impose VBN cord-211410-7r2xx73n 93 8 by by IN cord-211410-7r2xx73n 93 9 Twitter Twitter NNP cord-211410-7r2xx73n 93 10 , , , cord-211410-7r2xx73n 93 11 we -PRON- PRP cord-211410-7r2xx73n 93 12 are be VBP cord-211410-7r2xx73n 93 13 able able JJ cord-211410-7r2xx73n 93 14 to to TO cord-211410-7r2xx73n 93 15 only only RB cord-211410-7r2xx73n 93 16 collect collect VB cord-211410-7r2xx73n 93 17 and and CC cord-211410-7r2xx73n 93 18 analyze analyze VB cord-211410-7r2xx73n 93 19 a a DT cord-211410-7r2xx73n 93 20 portion portion NN cord-211410-7r2xx73n 93 21 of of IN cord-211410-7r2xx73n 93 22 the the DT cord-211410-7r2xx73n 93 23 tweets tweet NNS cord-211410-7r2xx73n 93 24 . . . cord-211410-7r2xx73n 94 1 Though though IN cord-211410-7r2xx73n 94 2 we -PRON- PRP cord-211410-7r2xx73n 94 3 started start VBD cord-211410-7r2xx73n 94 4 collecting collect VBG cord-211410-7r2xx73n 94 5 data datum NNS cord-211410-7r2xx73n 94 6 as as RB cord-211410-7r2xx73n 94 7 quickly quickly RB cord-211410-7r2xx73n 94 8 as as IN cord-211410-7r2xx73n 94 9 we -PRON- PRP cord-211410-7r2xx73n 94 10 conceived conceive VBD cord-211410-7r2xx73n 94 11 of of IN cord-211410-7r2xx73n 94 12 this this DT cord-211410-7r2xx73n 94 13 project project NN cord-211410-7r2xx73n 94 14 , , , cord-211410-7r2xx73n 94 15 we -PRON- PRP cord-211410-7r2xx73n 94 16 were be VBD cord-211410-7r2xx73n 94 17 unable unable JJ cord-211410-7r2xx73n 94 18 to to TO cord-211410-7r2xx73n 94 19 collect collect VB cord-211410-7r2xx73n 94 20 data datum NNS cord-211410-7r2xx73n 94 21 during during IN cord-211410-7r2xx73n 94 22 the the DT cord-211410-7r2xx73n 94 23 first first JJ cord-211410-7r2xx73n 94 24 week week NN cord-211410-7r2xx73n 94 25 of of IN cord-211410-7r2xx73n 94 26 March March NNP cord-211410-7r2xx73n 94 27 . . . cord-211410-7r2xx73n 95 1 Though though IN cord-211410-7r2xx73n 95 2 we -PRON- PRP cord-211410-7r2xx73n 95 3 ran run VBD cord-211410-7r2xx73n 95 4 our -PRON- PRP$ cord-211410-7r2xx73n 95 5 script script NN cord-211410-7r2xx73n 95 6 to to TO cord-211410-7r2xx73n 95 7 collect collect VB cord-211410-7r2xx73n 95 8 data datum NNS cord-211410-7r2xx73n 95 9 as as RB cord-211410-7r2xx73n 95 10 far far RB cord-211410-7r2xx73n 95 11 back back RB cord-211410-7r2xx73n 95 12 as as IN cord-211410-7r2xx73n 95 13 March March NNP cord-211410-7r2xx73n 95 14 8 8 CD cord-211410-7r2xx73n 95 15 , , , cord-211410-7r2xx73n 95 16 because because IN cord-211410-7r2xx73n 95 17 of of IN cord-211410-7r2xx73n 95 18 the the DT cord-211410-7r2xx73n 95 19 way way NN cord-211410-7r2xx73n 95 20 Twitter Twitter NNP cord-211410-7r2xx73n 95 21 provides provide VBZ cord-211410-7r2xx73n 95 22 data datum NNS cord-211410-7r2xx73n 95 23 , , , cord-211410-7r2xx73n 95 24 we -PRON- PRP cord-211410-7r2xx73n 95 25 obtained obtain VBD cord-211410-7r2xx73n 95 26 limited limited JJ cord-211410-7r2xx73n 95 27 number number NN cord-211410-7r2xx73n 95 28 of of IN cord-211410-7r2xx73n 95 29 tweets tweet NNS cord-211410-7r2xx73n 95 30 from from IN cord-211410-7r2xx73n 95 31 March March NNP cord-211410-7r2xx73n 95 32 8 8 CD cord-211410-7r2xx73n 95 33 to to IN cord-211410-7r2xx73n 95 34 March March NNP cord-211410-7r2xx73n 95 35 13 13 CD cord-211410-7r2xx73n 95 36 . . . cord-211410-7r2xx73n 96 1 Additionally additionally RB cord-211410-7r2xx73n 96 2 , , , cord-211410-7r2xx73n 96 3 due due IN cord-211410-7r2xx73n 96 4 to to IN cord-211410-7r2xx73n 96 5 the the DT cord-211410-7r2xx73n 96 6 rapidly rapidly RB cord-211410-7r2xx73n 96 7 evolving evolve VBG cord-211410-7r2xx73n 96 8 situation situation NN cord-211410-7r2xx73n 96 9 , , , cord-211410-7r2xx73n 96 10 it -PRON- PRP cord-211410-7r2xx73n 96 11 is be VBZ cord-211410-7r2xx73n 96 12 likely likely JJ cord-211410-7r2xx73n 96 13 that that IN cord-211410-7r2xx73n 96 14 we -PRON- PRP cord-211410-7r2xx73n 96 15 have have VBP cord-211410-7r2xx73n 96 16 inadvertently inadvertently RB cord-211410-7r2xx73n 96 17 missed miss VBN cord-211410-7r2xx73n 96 18 some some DT cord-211410-7r2xx73n 96 19 important important JJ cord-211410-7r2xx73n 96 20 hashtags hashtag NNS cord-211410-7r2xx73n 96 21 , , , cord-211410-7r2xx73n 96 22 despite despite IN cord-211410-7r2xx73n 96 23 our -PRON- PRP$ cord-211410-7r2xx73n 96 24 best good JJS cord-211410-7r2xx73n 96 25 efforts effort NNS cord-211410-7r2xx73n 96 26 . . . cord-211410-7r2xx73n 97 1 As as IN cord-211410-7r2xx73n 97 2 is be VBZ cord-211410-7r2xx73n 97 3 the the DT cord-211410-7r2xx73n 97 4 case case NN cord-211410-7r2xx73n 97 5 with with IN cord-211410-7r2xx73n 97 6 most most JJS cord-211410-7r2xx73n 97 7 studies study NNS cord-211410-7r2xx73n 97 8 based base VBN cord-211410-7r2xx73n 97 9 on on IN cord-211410-7r2xx73n 97 10 Twitter Twitter NNP cord-211410-7r2xx73n 97 11 data datum NNS cord-211410-7r2xx73n 97 12 , , , cord-211410-7r2xx73n 97 13 we -PRON- PRP cord-211410-7r2xx73n 97 14 also also RB cord-211410-7r2xx73n 97 15 acknowledge acknowledge VBP cord-211410-7r2xx73n 97 16 the the DT cord-211410-7r2xx73n 97 17 presence presence NN cord-211410-7r2xx73n 97 18 of of IN cord-211410-7r2xx73n 97 19 bias bias NN cord-211410-7r2xx73n 97 20 in in IN cord-211410-7r2xx73n 97 21 data datum NNS cord-211410-7r2xx73n 97 22 collection collection NN cord-211410-7r2xx73n 97 23 [ [ -LRB- cord-211410-7r2xx73n 97 24 7 7 CD cord-211410-7r2xx73n 97 25 ] ] -RRB- cord-211410-7r2xx73n 97 26 . . . cord-211410-7r2xx73n 98 1 Having have VBG cord-211410-7r2xx73n 98 2 said say VBD cord-211410-7r2xx73n 98 3 that that DT cord-211410-7r2xx73n 98 4 , , , cord-211410-7r2xx73n 98 5 the the DT cord-211410-7r2xx73n 98 6 goal goal NN cord-211410-7r2xx73n 98 7 of of IN cord-211410-7r2xx73n 98 8 this this DT cord-211410-7r2xx73n 98 9 study study NN cord-211410-7r2xx73n 98 10 is be VBZ cord-211410-7r2xx73n 98 11 to to TO cord-211410-7r2xx73n 98 12 provide provide VB cord-211410-7r2xx73n 98 13 a a DT cord-211410-7r2xx73n 98 14 panoramic panoramic JJ cord-211410-7r2xx73n 98 15 summarized summarize VBN cord-211410-7r2xx73n 98 16 view view NN cord-211410-7r2xx73n 98 17 of of IN cord-211410-7r2xx73n 98 18 the the DT cord-211410-7r2xx73n 98 19 impact impact NN cord-211410-7r2xx73n 98 20 of of IN cord-211410-7r2xx73n 98 21 the the DT cord-211410-7r2xx73n 98 22 pandemic pandemic NN cord-211410-7r2xx73n 98 23 on on IN cord-211410-7r2xx73n 98 24 people people NNS cord-211410-7r2xx73n 98 25 's 's POS cord-211410-7r2xx73n 98 26 lives life NNS cord-211410-7r2xx73n 98 27 and and CC cord-211410-7r2xx73n 98 28 aggregate aggregate VB cord-211410-7r2xx73n 98 29 public public JJ cord-211410-7r2xx73n 98 30 opinion opinion NN cord-211410-7r2xx73n 98 31 as as IN cord-211410-7r2xx73n 98 32 expressed express VBN cord-211410-7r2xx73n 98 33 by by IN cord-211410-7r2xx73n 98 34 them -PRON- PRP cord-211410-7r2xx73n 98 35 . . . cord-211410-7r2xx73n 99 1 Due due IN cord-211410-7r2xx73n 99 2 to to IN cord-211410-7r2xx73n 99 3 the the DT cord-211410-7r2xx73n 99 4 nature nature NN cord-211410-7r2xx73n 99 5 of of IN cord-211410-7r2xx73n 99 6 this this DT cord-211410-7r2xx73n 99 7 study study NN cord-211410-7r2xx73n 99 8 , , , cord-211410-7r2xx73n 99 9 we -PRON- PRP cord-211410-7r2xx73n 99 10 are be VBP cord-211410-7r2xx73n 99 11 confident confident JJ cord-211410-7r2xx73n 99 12 that that IN cord-211410-7r2xx73n 99 13 the the DT cord-211410-7r2xx73n 99 14 results result NNS cord-211410-7r2xx73n 99 15 presented present VBN cord-211410-7r2xx73n 99 16 here here RB cord-211410-7r2xx73n 99 17 help help NN cord-211410-7r2xx73n 99 18 in in IN cord-211410-7r2xx73n 99 19 appreciating appreciate VBG cord-211410-7r2xx73n 99 20 the the DT cord-211410-7r2xx73n 99 21 sequence sequence NN cord-211410-7r2xx73n 99 22 of of IN cord-211410-7r2xx73n 99 23 events event NNS cord-211410-7r2xx73n 99 24 that that WDT cord-211410-7r2xx73n 99 25 transpired transpire VBD cord-211410-7r2xx73n 99 26 and and CC cord-211410-7r2xx73n 99 27 better well RBR cord-211410-7r2xx73n 99 28 prepare prepare VB cord-211410-7r2xx73n 99 29 ourselves -PRON- PRP cord-211410-7r2xx73n 99 30 from from IN cord-211410-7r2xx73n 99 31 a a DT cord-211410-7r2xx73n 99 32 possible possible JJ cord-211410-7r2xx73n 99 33 second second JJ cord-211410-7r2xx73n 99 34 outbreak outbreak NN cord-211410-7r2xx73n 99 35 of of IN cord-211410-7r2xx73n 99 36 COVID-19 covid-19 NN cord-211410-7r2xx73n 99 37 or or CC cord-211410-7r2xx73n 99 38 another another DT cord-211410-7r2xx73n 99 39 pandemic pandemic NN cord-211410-7r2xx73n 99 40 . . . cord-211410-7r2xx73n 100 1 In in IN cord-211410-7r2xx73n 100 2 this this DT cord-211410-7r2xx73n 100 3 section section NN cord-211410-7r2xx73n 100 4 , , , cord-211410-7r2xx73n 100 5 we -PRON- PRP cord-211410-7r2xx73n 100 6 present present VBP cord-211410-7r2xx73n 100 7 observations observation NNS cord-211410-7r2xx73n 100 8 and and CC cord-211410-7r2xx73n 100 9 results result NNS cord-211410-7r2xx73n 100 10 based base VBN cord-211410-7r2xx73n 100 11 on on IN cord-211410-7r2xx73n 100 12 our -PRON- PRP$ cord-211410-7r2xx73n 100 13 preliminary preliminary JJ cord-211410-7r2xx73n 100 14 analysis analysis NN cord-211410-7r2xx73n 100 15 of of IN cord-211410-7r2xx73n 100 16 the the DT cord-211410-7r2xx73n 100 17 tweets tweet NNS cord-211410-7r2xx73n 100 18 . . . cord-211410-7r2xx73n 101 1 We -PRON- PRP cord-211410-7r2xx73n 101 2 study study VBP cord-211410-7r2xx73n 101 3 the the DT cord-211410-7r2xx73n 101 4 popularity popularity NN cord-211410-7r2xx73n 101 5 of of IN cord-211410-7r2xx73n 101 6 When when WRB cord-211410-7r2xx73n 101 7 are be VBP cord-211410-7r2xx73n 101 8 we -PRON- PRP cord-211410-7r2xx73n 101 9 going go VBG cord-211410-7r2xx73n 101 10 to to IN cord-211410-7r2xx73n 101 11 # # $ cord-211410-7r2xx73n 101 12 CancelRent CancelRent NNP cord-211410-7r2xx73n 101 13 in in IN cord-211410-7r2xx73n 101 14 this this DT cord-211410-7r2xx73n 101 15 state state NN cord-211410-7r2xx73n 101 16 ? ? . cord-211410-7r2xx73n 102 1 Hundreds hundred NNS cord-211410-7r2xx73n 102 2 of of IN cord-211410-7r2xx73n 102 3 thousands thousand NNS cord-211410-7r2xx73n 102 4 are be VBP cord-211410-7r2xx73n 102 5 filing file VBG cord-211410-7r2xx73n 102 6 for for IN cord-211410-7r2xx73n 102 7 unemployment unemployment NN cord-211410-7r2xx73n 102 8 and and CC cord-211410-7r2xx73n 102 9 ca can MD cord-211410-7r2xx73n 102 10 n't not RB cord-211410-7r2xx73n 102 11 pay pay VB cord-211410-7r2xx73n 102 12 rent rent NN cord-211410-7r2xx73n 102 13 . . . cord-211410-7r2xx73n 103 1 Sure sure UH cord-211410-7r2xx73n 103 2 , , , cord-211410-7r2xx73n 103 3 we -PRON- PRP cord-211410-7r2xx73n 103 4 ca can MD cord-211410-7r2xx73n 103 5 n't not RB cord-211410-7r2xx73n 103 6 be be VB cord-211410-7r2xx73n 103 7 evicted evict VBN cord-211410-7r2xx73n 103 8 , , , cord-211410-7r2xx73n 103 9 but but CC cord-211410-7r2xx73n 103 10 what what WP cord-211410-7r2xx73n 103 11 's be VBZ cord-211410-7r2xx73n 103 12 preventing prevent VBG cord-211410-7r2xx73n 103 13 companies company NNS cord-211410-7r2xx73n 103 14 from from IN cord-211410-7r2xx73n 103 15 coming come VBG cord-211410-7r2xx73n 103 16 after after IN cord-211410-7r2xx73n 103 17 us -PRON- PRP cord-211410-7r2xx73n 103 18 after after IN cord-211410-7r2xx73n 103 19 this this DT cord-211410-7r2xx73n 103 20 is be VBZ cord-211410-7r2xx73n 103 21 over over RB cord-211410-7r2xx73n 103 22 ? ? . cord-211410-7r2xx73n 104 1 individual individual JJ cord-211410-7r2xx73n 104 2 hashtags hashtag NNS cord-211410-7r2xx73n 104 3 and and CC cord-211410-7r2xx73n 104 4 investigate investigate VB cord-211410-7r2xx73n 104 5 how how WRB cord-211410-7r2xx73n 104 6 the the DT cord-211410-7r2xx73n 104 7 number number NN cord-211410-7r2xx73n 104 8 of of IN cord-211410-7r2xx73n 104 9 tweets tweet NNS cord-211410-7r2xx73n 104 10 in in IN cord-211410-7r2xx73n 104 11 particular particular JJ cord-211410-7r2xx73n 104 12 hashtag hashtag NN cord-211410-7r2xx73n 104 13 groups group NNS cord-211410-7r2xx73n 104 14 evolve evolve VBP cord-211410-7r2xx73n 104 15 over over IN cord-211410-7r2xx73n 104 16 time time NN cord-211410-7r2xx73n 104 17 . . . cord-211410-7r2xx73n 105 1 We -PRON- PRP cord-211410-7r2xx73n 105 2 also also RB cord-211410-7r2xx73n 105 3 explore explore VBP cord-211410-7r2xx73n 105 4 the the DT cord-211410-7r2xx73n 105 5 term term NN cord-211410-7r2xx73n 105 6 frequency frequency NN cord-211410-7r2xx73n 105 7 for for IN cord-211410-7r2xx73n 105 8 each each DT cord-211410-7r2xx73n 105 9 hashtag hashtag NN cord-211410-7r2xx73n 105 10 group group NN cord-211410-7r2xx73n 105 11 to to TO cord-211410-7r2xx73n 105 12 understand understand VB cord-211410-7r2xx73n 105 13 the the DT cord-211410-7r2xx73n 105 14 main main JJ cord-211410-7r2xx73n 105 15 points point NNS cord-211410-7r2xx73n 105 16 of of IN cord-211410-7r2xx73n 105 17 discussion discussion NN cord-211410-7r2xx73n 105 18 . . . cord-211410-7r2xx73n 106 1 Our -PRON- PRP$ cord-211410-7r2xx73n 106 2 analysis analysis NN cord-211410-7r2xx73n 106 3 summarizes summarize VBZ cord-211410-7r2xx73n 106 4 the the DT cord-211410-7r2xx73n 106 5 critical critical JJ cord-211410-7r2xx73n 106 6 public public JJ cord-211410-7r2xx73n 106 7 responses response NNS cord-211410-7r2xx73n 106 8 surrounding surround VBG cord-211410-7r2xx73n 106 9 COVID-19 covid-19 CD cord-211410-7r2xx73n 106 10 and and CC cord-211410-7r2xx73n 106 11 paves pave VBZ cord-211410-7r2xx73n 106 12 the the DT cord-211410-7r2xx73n 106 13 way way NN cord-211410-7r2xx73n 106 14 for for IN cord-211410-7r2xx73n 106 15 more more RBR cord-211410-7r2xx73n 106 16 insightful insightful JJ cord-211410-7r2xx73n 106 17 and and CC cord-211410-7r2xx73n 106 18 fine fine JJ cord-211410-7r2xx73n 106 19 - - HYPH cord-211410-7r2xx73n 106 20 grained grained JJ cord-211410-7r2xx73n 106 21 linguistic linguistic JJ cord-211410-7r2xx73n 106 22 analysis analysis NN cord-211410-7r2xx73n 106 23 in in IN cord-211410-7r2xx73n 106 24 the the DT cord-211410-7r2xx73n 106 25 future future NN cord-211410-7r2xx73n 106 26 . . . cord-211410-7r2xx73n 107 1 Figure figure NN cord-211410-7r2xx73n 107 2 1a 1a CD cord-211410-7r2xx73n 107 3 shows show VBZ cord-211410-7r2xx73n 107 4 the the DT cord-211410-7r2xx73n 107 5 top top JJ cord-211410-7r2xx73n 107 6 20 20 CD cord-211410-7r2xx73n 107 7 hashtags hashtag NNS cord-211410-7r2xx73n 107 8 observed observe VBN cord-211410-7r2xx73n 107 9 in in IN cord-211410-7r2xx73n 107 10 our -PRON- PRP$ cord-211410-7r2xx73n 107 11 data datum NNS cord-211410-7r2xx73n 107 12 . . . cord-211410-7r2xx73n 108 1 As as IN cord-211410-7r2xx73n 108 2 expected expect VBN cord-211410-7r2xx73n 108 3 , , , cord-211410-7r2xx73n 108 4 we -PRON- PRP cord-211410-7r2xx73n 108 5 see see VBP cord-211410-7r2xx73n 108 6 that that IN cord-211410-7r2xx73n 108 7 hashtags hashtag NNS cord-211410-7r2xx73n 108 8 corresponding correspond VBG cord-211410-7r2xx73n 108 9 directly directly RB cord-211410-7r2xx73n 108 10 to to IN cord-211410-7r2xx73n 108 11 COVID COVID NNP cord-211410-7r2xx73n 108 12 or or CC cord-211410-7r2xx73n 108 13 coronavirus coronavirus NN cord-211410-7r2xx73n 109 1 are be VBP cord-211410-7r2xx73n 109 2 the the DT cord-211410-7r2xx73n 109 3 most most RBS cord-211410-7r2xx73n 109 4 popular popular JJ cord-211410-7r2xx73n 109 5 hashtags hashtag NNS cord-211410-7r2xx73n 109 6 as as IN cord-211410-7r2xx73n 109 7 most most JJS cord-211410-7r2xx73n 109 8 communications communication NNS cord-211410-7r2xx73n 109 9 are be VBP cord-211410-7r2xx73n 109 10 centered center VBN cord-211410-7r2xx73n 109 11 around around IN cord-211410-7r2xx73n 109 12 them -PRON- PRP cord-211410-7r2xx73n 109 13 . . . cord-211410-7r2xx73n 110 1 We -PRON- PRP cord-211410-7r2xx73n 110 2 observe observe VBP cord-211410-7r2xx73n 110 3 that that IN cord-211410-7r2xx73n 110 4 hashtags hashtag NNS cord-211410-7r2xx73n 110 5 around around IN cord-211410-7r2xx73n 110 6 social social JJ cord-211410-7r2xx73n 110 7 isolation isolation NN cord-211410-7r2xx73n 110 8 , , , cord-211410-7r2xx73n 110 9 staying stay VBG cord-211410-7r2xx73n 110 10 at at IN cord-211410-7r2xx73n 110 11 home home NN cord-211410-7r2xx73n 110 12 , , , cord-211410-7r2xx73n 110 13 and and CC cord-211410-7r2xx73n 110 14 quarantining quarantine VBG cord-211410-7r2xx73n 110 15 are be VBP cord-211410-7r2xx73n 110 16 also also RB cord-211410-7r2xx73n 110 17 popular popular JJ cord-211410-7r2xx73n 110 18 . . . cord-211410-7r2xx73n 111 1 Figure figure NN cord-211410-7r2xx73n 111 2 1b 1b CD cord-211410-7r2xx73n 111 3 shows show VBZ cord-211410-7r2xx73n 111 4 the the DT cord-211410-7r2xx73n 111 5 most most RBS cord-211410-7r2xx73n 111 6 popular popular JJ cord-211410-7r2xx73n 111 7 hashtags hashtag NNS cord-211410-7r2xx73n 111 8 by by IN cord-211410-7r2xx73n 111 9 date date NN cord-211410-7r2xx73n 111 10 . . . cord-211410-7r2xx73n 112 1 Similar similar JJ cord-211410-7r2xx73n 112 2 to to TO cord-211410-7r2xx73n 112 3 Figure figure VB cord-211410-7r2xx73n 112 4 _SP cord-211410-7r2xx73n 112 5 1a 1a NN cord-211410-7r2xx73n 112 6 , , , cord-211410-7r2xx73n 112 7 we -PRON- PRP cord-211410-7r2xx73n 112 8 observe observe VBP cord-211410-7r2xx73n 112 9 that that IN cord-211410-7r2xx73n 112 10 hashtags hashtag NNS cord-211410-7r2xx73n 112 11 related relate VBN cord-211410-7r2xx73n 112 12 directly directly RB cord-211410-7r2xx73n 112 13 to to IN cord-211410-7r2xx73n 112 14 COVID COVID NNP cord-211410-7r2xx73n 112 15 and and CC cord-211410-7r2xx73n 112 16 social social JJ cord-211410-7r2xx73n 112 17 distancing distance VBG cord-211410-7r2xx73n 112 18 trend trend NN cord-211410-7r2xx73n 112 19 most most RBS cord-211410-7r2xx73n 112 20 on on IN cord-211410-7r2xx73n 112 21 Twitter Twitter NNP cord-211410-7r2xx73n 112 22 . . . cord-211410-7r2xx73n 113 1 The the DT cord-211410-7r2xx73n 113 2 figures figure NNS cord-211410-7r2xx73n 113 3 and and CC cord-211410-7r2xx73n 113 4 the the DT cord-211410-7r2xx73n 113 5 number number NN cord-211410-7r2xx73n 113 6 of of IN cord-211410-7r2xx73n 113 7 tweets tweet NNS cord-211410-7r2xx73n 113 8 highlight highlight VBP cord-211410-7r2xx73n 113 9 how how WRB cord-211410-7r2xx73n 113 10 the the DT cord-211410-7r2xx73n 113 11 pandemic pandemic NN cord-211410-7r2xx73n 113 12 gripped grip VBD cord-211410-7r2xx73n 113 13 the the DT cord-211410-7r2xx73n 113 14 United United NNP cord-211410-7r2xx73n 113 15 States States NNP cord-211410-7r2xx73n 113 16 with with IN cord-211410-7r2xx73n 113 17 its -PRON- PRP$ cord-211410-7r2xx73n 113 18 rate rate NN cord-211410-7r2xx73n 113 19 of of IN cord-211410-7r2xx73n 113 20 spread spread NN cord-211410-7r2xx73n 113 21 . . . cord-211410-7r2xx73n 114 1 We -PRON- PRP cord-211410-7r2xx73n 114 2 investigate investigate VBP cord-211410-7r2xx73n 114 3 the the DT cord-211410-7r2xx73n 114 4 evolution evolution NN cord-211410-7r2xx73n 114 5 of of IN cord-211410-7r2xx73n 114 6 the the DT cord-211410-7r2xx73n 114 7 number number NN cord-211410-7r2xx73n 114 8 of of IN cord-211410-7r2xx73n 114 9 tweets tweet NNS cord-211410-7r2xx73n 114 10 in in IN cord-211410-7r2xx73n 114 11 various various JJ cord-211410-7r2xx73n 114 12 hashtag hashtag NN cord-211410-7r2xx73n 114 13 groups group NNS cord-211410-7r2xx73n 114 14 over over IN cord-211410-7r2xx73n 114 15 time time NN cord-211410-7r2xx73n 114 16 . . . cord-211410-7r2xx73n 115 1 To to TO cord-211410-7r2xx73n 115 2 calculate calculate VB cord-211410-7r2xx73n 115 3 the the DT cord-211410-7r2xx73n 115 4 number number NN cord-211410-7r2xx73n 115 5 of of IN cord-211410-7r2xx73n 115 6 tweets tweet NNS cord-211410-7r2xx73n 115 7 in in IN cord-211410-7r2xx73n 115 8 each each DT cord-211410-7r2xx73n 115 9 hashtag hashtag NN cord-211410-7r2xx73n 115 10 group group NN cord-211410-7r2xx73n 115 11 , , , cord-211410-7r2xx73n 115 12 we -PRON- PRP cord-211410-7r2xx73n 115 13 count count VBP cord-211410-7r2xx73n 115 14 the the DT cord-211410-7r2xx73n 115 15 number number NN cord-211410-7r2xx73n 115 16 of of IN cord-211410-7r2xx73n 115 17 mentions mention NNS cord-211410-7r2xx73n 115 18 of of IN cord-211410-7r2xx73n 115 19 hashtags hashtag NNS cord-211410-7r2xx73n 115 20 in in IN cord-211410-7r2xx73n 115 21 that that DT cord-211410-7r2xx73n 115 22 group group NN cord-211410-7r2xx73n 115 23 across across IN cord-211410-7r2xx73n 115 24 all all PDT cord-211410-7r2xx73n 115 25 the the DT cord-211410-7r2xx73n 115 26 tweets tweet NNS cord-211410-7r2xx73n 115 27 . . . cord-211410-7r2xx73n 116 1 If if IN cord-211410-7r2xx73n 116 2 the the DT cord-211410-7r2xx73n 116 3 tweet tweet NN cord-211410-7r2xx73n 116 4 contains contain VBZ cord-211410-7r2xx73n 116 5 more more JJR cord-211410-7r2xx73n 116 6 than than IN cord-211410-7r2xx73n 116 7 one one CD cord-211410-7r2xx73n 116 8 hashtag hashtag NN cord-211410-7r2xx73n 116 9 , , , cord-211410-7r2xx73n 116 10 it -PRON- PRP cord-211410-7r2xx73n 116 11 is be VBZ cord-211410-7r2xx73n 116 12 counted count VBN cord-211410-7r2xx73n 116 13 as as IN cord-211410-7r2xx73n 116 14 part part NN cord-211410-7r2xx73n 116 15 of of IN cord-211410-7r2xx73n 116 16 all all PDT cord-211410-7r2xx73n 116 17 the the DT cord-211410-7r2xx73n 116 18 hashtags hashtag NNS cord-211410-7r2xx73n 116 19 mentioned mention VBN cord-211410-7r2xx73n 116 20 in in IN cord-211410-7r2xx73n 116 21 it -PRON- PRP cord-211410-7r2xx73n 116 22 . . . cord-211410-7r2xx73n 117 1 As as IN cord-211410-7r2xx73n 117 2 the the DT cord-211410-7r2xx73n 117 3 number number NN cord-211410-7r2xx73n 117 4 of of IN cord-211410-7r2xx73n 117 5 tweets tweet NNS cord-211410-7r2xx73n 117 6 for for IN cord-211410-7r2xx73n 117 7 hashtag hashtag NN cord-211410-7r2xx73n 117 8 groups group NNS cord-211410-7r2xx73n 117 9 vary vary VBP cord-211410-7r2xx73n 117 10 significantly significantly RB cord-211410-7r2xx73n 117 11 , , , cord-211410-7r2xx73n 117 12 we -PRON- PRP cord-211410-7r2xx73n 117 13 plot plot VBP cord-211410-7r2xx73n 117 14 Interestingly interestingly RB cord-211410-7r2xx73n 117 15 , , , cord-211410-7r2xx73n 117 16 from from IN cord-211410-7r2xx73n 117 17 Figure figure NN cord-211410-7r2xx73n 117 18 2b 2b CD cord-211410-7r2xx73n 117 19 , , , cord-211410-7r2xx73n 117 20 we -PRON- PRP cord-211410-7r2xx73n 117 21 observe observe VBP cord-211410-7r2xx73n 117 22 that that DT cord-211410-7r2xx73n 117 23 panic panic NN cord-211410-7r2xx73n 117 24 buying buying NN cord-211410-7r2xx73n 117 25 and and CC cord-211410-7r2xx73n 117 26 calls call NNS cord-211410-7r2xx73n 117 27 for for IN cord-211410-7r2xx73n 117 28 school school NN cord-211410-7r2xx73n 117 29 closures closure NNS cord-211410-7r2xx73n 117 30 peak peak VBP cord-211410-7r2xx73n 117 31 around around IN cord-211410-7r2xx73n 117 32 the the DT cord-211410-7r2xx73n 117 33 middle middle NN cord-211410-7r2xx73n 117 34 of of IN cord-211410-7r2xx73n 117 35 March March NNP cord-211410-7r2xx73n 117 36 and and CC cord-211410-7r2xx73n 117 37 then then RB cord-211410-7r2xx73n 117 38 decrease decrease VB cord-211410-7r2xx73n 117 39 as as IN cord-211410-7r2xx73n 117 40 school school NN cord-211410-7r2xx73n 117 41 closures closure NNS cord-211410-7r2xx73n 117 42 and and CC cord-211410-7r2xx73n 117 43 rationing rationing NN cord-211410-7r2xx73n 117 44 of of IN cord-211410-7r2xx73n 117 45 many many JJ cord-211410-7r2xx73n 117 46 essential essential JJ cord-211410-7r2xx73n 117 47 goods good NNS cord-211410-7r2xx73n 117 48 such such JJ cord-211410-7r2xx73n 117 49 as as IN cord-211410-7r2xx73n 117 50 toilet toilet NN cord-211410-7r2xx73n 117 51 paper paper NN cord-211410-7r2xx73n 117 52 , , , cord-211410-7r2xx73n 117 53 cereal cereal NN cord-211410-7r2xx73n 117 54 , , , cord-211410-7r2xx73n 117 55 and and CC cord-211410-7r2xx73n 117 56 milk milk NN cord-211410-7r2xx73n 117 57 take take VBP cord-211410-7r2xx73n 117 58 effect effect NN cord-211410-7r2xx73n 117 59 . . . cord-211410-7r2xx73n 118 1 From from IN cord-211410-7r2xx73n 118 2 Figure figure NN cord-211410-7r2xx73n 118 3 2c 2c NN cord-211410-7r2xx73n 118 4 , , , cord-211410-7r2xx73n 118 5 we -PRON- PRP cord-211410-7r2xx73n 118 6 see see VBP cord-211410-7r2xx73n 118 7 that that IN cord-211410-7r2xx73n 118 8 calls call VBZ cord-211410-7r2xx73n 118 9 for for IN cord-211410-7r2xx73n 118 10 lock lock NN cord-211410-7r2xx73n 118 11 downs down NNS cord-211410-7r2xx73n 118 12 related relate VBN cord-211410-7r2xx73n 118 13 to to IN cord-211410-7r2xx73n 118 14 schools school NNS cord-211410-7r2xx73n 118 15 , , , cord-211410-7r2xx73n 118 16 bars bar NNS cord-211410-7r2xx73n 118 17 , , , cord-211410-7r2xx73n 118 18 and and CC cord-211410-7r2xx73n 118 19 cities city NNS cord-211410-7r2xx73n 118 20 peak peak VBP cord-211410-7r2xx73n 118 21 in in IN cord-211410-7r2xx73n 118 22 the the DT cord-211410-7r2xx73n 118 23 middle middle NN cord-211410-7r2xx73n 118 24 of of IN cord-211410-7r2xx73n 118 25 March March NNP cord-211410-7r2xx73n 118 26 . . . cord-211410-7r2xx73n 119 1 With with IN cord-211410-7r2xx73n 119 2 the the DT cord-211410-7r2xx73n 119 3 virus virus NN cord-211410-7r2xx73n 119 4 spreading spread VBG cord-211410-7r2xx73n 119 5 unabated unabated JJ cord-211410-7r2xx73n 119 6 , , , cord-211410-7r2xx73n 119 7 we -PRON- PRP cord-211410-7r2xx73n 119 8 observe observe VBP cord-211410-7r2xx73n 119 9 intense intense JJ cord-211410-7r2xx73n 119 10 calls call NNS cord-211410-7r2xx73n 119 11 for for IN cord-211410-7r2xx73n 119 12 lock lock NN cord-211410-7r2xx73n 119 13 downs down NNS cord-211410-7r2xx73n 119 14 of of IN cord-211410-7r2xx73n 119 15 cities city NNS cord-211410-7r2xx73n 119 16 and and CC cord-211410-7r2xx73n 119 17 entire entire JJ cord-211410-7r2xx73n 119 18 states state NNS cord-211410-7r2xx73n 119 19 around around IN cord-211410-7r2xx73n 119 20 the the DT cord-211410-7r2xx73n 119 21 beginning beginning NN cord-211410-7r2xx73n 119 22 of of IN cord-211410-7r2xx73n 119 23 the the DT cord-211410-7r2xx73n 119 24 fourth fourth JJ cord-211410-7r2xx73n 119 25 week week NN cord-211410-7r2xx73n 119 26 of of IN cord-211410-7r2xx73n 119 27 March March NNP cord-211410-7r2xx73n 119 28 , , , cord-211410-7r2xx73n 119 29 resulting result VBG cord-211410-7r2xx73n 119 30 in in IN cord-211410-7r2xx73n 119 31 an an DT cord-211410-7r2xx73n 119 32 increased increase VBN cord-211410-7r2xx73n 119 33 number number NN cord-211410-7r2xx73n 119 34 of of IN cord-211410-7r2xx73n 119 35 tweets tweet NNS cord-211410-7r2xx73n 119 36 in in IN cord-211410-7r2xx73n 119 37 this this DT cord-211410-7r2xx73n 119 38 category category NN cord-211410-7r2xx73n 119 39 . . . cord-211410-7r2xx73n 120 1 With with IN cord-211410-7r2xx73n 120 2 passage passage NN cord-211410-7r2xx73n 120 3 of of IN cord-211410-7r2xx73n 120 4 time time NN cord-211410-7r2xx73n 120 5 , , , cord-211410-7r2xx73n 120 6 we -PRON- PRP cord-211410-7r2xx73n 120 7 observe observe VBP cord-211410-7r2xx73n 120 8 people people NNS cord-211410-7r2xx73n 120 9 increasingly increasingly RB cord-211410-7r2xx73n 120 10 expressing express VBG cord-211410-7r2xx73n 120 11 their -PRON- PRP$ cord-211410-7r2xx73n 120 12 frustration frustration NN cord-211410-7r2xx73n 120 13 and and CC cord-211410-7r2xx73n 120 14 distress distress NN cord-211410-7r2xx73n 120 15 in in IN cord-211410-7r2xx73n 120 16 communications communication NNS cord-211410-7r2xx73n 120 17 , , , cord-211410-7r2xx73n 120 18 while while IN cord-211410-7r2xx73n 120 19 some some DT cord-211410-7r2xx73n 120 20 hashtags hashtag NNS cord-211410-7r2xx73n 120 21 attempt attempt VBP cord-211410-7r2xx73n 120 22 to to TO cord-211410-7r2xx73n 120 23 inject inject VB cord-211410-7r2xx73n 120 24 a a DT cord-211410-7r2xx73n 120 25 more more RBR cord-211410-7r2xx73n 120 26 positive positive JJ cord-211410-7r2xx73n 120 27 outlook outlook NN cord-211410-7r2xx73n 120 28 . . . cord-211410-7r2xx73n 121 1 In in IN cord-211410-7r2xx73n 121 2 this this DT cord-211410-7r2xx73n 121 3 section section NN cord-211410-7r2xx73n 121 4 , , , cord-211410-7r2xx73n 121 5 we -PRON- PRP cord-211410-7r2xx73n 121 6 present present VBP cord-211410-7r2xx73n 121 7 results result NNS cord-211410-7r2xx73n 121 8 from from IN cord-211410-7r2xx73n 121 9 a a DT cord-211410-7r2xx73n 121 10 linguistic linguistic JJ cord-211410-7r2xx73n 121 11 word word NN cord-211410-7r2xx73n 121 12 usage usage NN cord-211410-7r2xx73n 121 13 analysis analysis NN cord-211410-7r2xx73n 121 14 across across IN cord-211410-7r2xx73n 121 15 the the DT cord-211410-7r2xx73n 121 16 different different JJ cord-211410-7r2xx73n 121 17 hashtag hashtag NN cord-211410-7r2xx73n 121 18 groups group NNS cord-211410-7r2xx73n 121 19 . . . cord-211410-7r2xx73n 122 1 First first RB cord-211410-7r2xx73n 122 2 , , , cord-211410-7r2xx73n 122 3 we -PRON- PRP cord-211410-7r2xx73n 122 4 identify identify VBP cord-211410-7r2xx73n 122 5 and and CC cord-211410-7r2xx73n 122 6 present present VBP cord-211410-7r2xx73n 122 7 the the DT cord-211410-7r2xx73n 122 8 most most RBS cord-211410-7r2xx73n 122 9 commonly commonly RB cord-211410-7r2xx73n 122 10 used use VBN cord-211410-7r2xx73n 122 11 words word NNS cord-211410-7r2xx73n 122 12 across across IN cord-211410-7r2xx73n 122 13 all all PDT cord-211410-7r2xx73n 122 14 the the DT cord-211410-7r2xx73n 122 15 hashtags hashtag NNS cord-211410-7r2xx73n 122 16 . . . cord-211410-7r2xx73n 123 1 To to TO cord-211410-7r2xx73n 123 2 construct construct VB cord-211410-7r2xx73n 123 3 the the DT cord-211410-7r2xx73n 123 4 first first JJ cord-211410-7r2xx73n 123 5 group group NN cord-211410-7r2xx73n 123 6 of of IN cord-211410-7r2xx73n 123 7 common common JJ cord-211410-7r2xx73n 123 8 words word NNS cord-211410-7r2xx73n 123 9 across across IN cord-211410-7r2xx73n 123 10 all all DT cord-211410-7r2xx73n 123 11 hashtags hashtag NNS cord-211410-7r2xx73n 123 12 , , , cord-211410-7r2xx73n 123 13 we -PRON- PRP cord-211410-7r2xx73n 123 14 remove remove VBP cord-211410-7r2xx73n 123 15 the the DT cord-211410-7r2xx73n 123 16 words word NNS cord-211410-7r2xx73n 123 17 that that WDT cord-211410-7r2xx73n 123 18 are be VBP cord-211410-7r2xx73n 123 19 same same JJ cord-211410-7r2xx73n 123 20 or or CC cord-211410-7r2xx73n 123 21 similar similar JJ cord-211410-7r2xx73n 123 22 to to IN cord-211410-7r2xx73n 123 23 the the DT cord-211410-7r2xx73n 123 24 hashtags hashtag NNS cord-211410-7r2xx73n 123 25 mentioned mention VBN cord-211410-7r2xx73n 123 26 in in IN cord-211410-7r2xx73n 123 27 Table Table NNP cord-211410-7r2xx73n 123 28 2 2 CD cord-211410-7r2xx73n 123 29 as as IN cord-211410-7r2xx73n 123 30 those those DT cord-211410-7r2xx73n 123 31 words word NNS cord-211410-7r2xx73n 123 32 are be VBP cord-211410-7r2xx73n 123 33 redundant redundant JJ cord-211410-7r2xx73n 123 34 and and CC cord-211410-7r2xx73n 123 35 tend tend VB cord-211410-7r2xx73n 123 36 to to TO cord-211410-7r2xx73n 123 37 also also RB cord-211410-7r2xx73n 123 38 be be VB cord-211410-7r2xx73n 123 39 high high JJ cord-211410-7r2xx73n 123 40 in in IN cord-211410-7r2xx73n 123 41 frequency frequency NN cord-211410-7r2xx73n 123 42 . . . cord-211410-7r2xx73n 124 1 We -PRON- PRP cord-211410-7r2xx73n 124 2 also also RB cord-211410-7r2xx73n 124 3 remove remove VBP cord-211410-7r2xx73n 124 4 the the DT cord-211410-7r2xx73n 124 5 names name NNS cord-211410-7r2xx73n 124 6 of of IN cord-211410-7r2xx73n 124 7 places place NNS cord-211410-7r2xx73n 124 8 and and CC cord-211410-7r2xx73n 124 9 governors governor NNS cord-211410-7r2xx73n 124 10 such such JJ cord-211410-7r2xx73n 124 11 as as IN cord-211410-7r2xx73n 124 12 New New NNP cord-211410-7r2xx73n 124 13 York York NNP cord-211410-7r2xx73n 124 14 , , , cord-211410-7r2xx73n 124 15 Massachusetts Massachusetts NNP cord-211410-7r2xx73n 124 16 and and CC cord-211410-7r2xx73n 124 17 Andrew Andrew NNP cord-211410-7r2xx73n 124 18 Cuomo Cuomo NNP cord-211410-7r2xx73n 124 19 . . . cord-211410-7r2xx73n 125 1 After after IN cord-211410-7r2xx73n 125 2 filtering filter VBG cord-211410-7r2xx73n 125 3 out out RP cord-211410-7r2xx73n 125 4 these these DT cord-211410-7r2xx73n 125 5 words word NNS cord-211410-7r2xx73n 125 6 , , , cord-211410-7r2xx73n 125 7 we -PRON- PRP cord-211410-7r2xx73n 125 8 then then RB cord-211410-7r2xx73n 125 9 rank rank VBP cord-211410-7r2xx73n 125 10 the the DT cord-211410-7r2xx73n 125 11 words word NNS cord-211410-7r2xx73n 125 12 based base VBN cord-211410-7r2xx73n 125 13 on on IN cord-211410-7r2xx73n 125 14 their -PRON- PRP$ cord-211410-7r2xx73n 125 15 occurrence occurrence NN cord-211410-7r2xx73n 125 16 in in IN cord-211410-7r2xx73n 125 17 multiple multiple JJ cord-211410-7r2xx73n 125 18 groups group NNS cord-211410-7r2xx73n 125 19 and and CC cord-211410-7r2xx73n 125 20 their -PRON- PRP$ cord-211410-7r2xx73n 125 21 combined combine VBN cord-211410-7r2xx73n 125 22 frequency frequency NN cord-211410-7r2xx73n 125 23 across across IN cord-211410-7r2xx73n 125 24 all all PDT cord-211410-7r2xx73n 125 25 the the DT cord-211410-7r2xx73n 125 26 groups group NNS cord-211410-7r2xx73n 125 27 . . . cord-211410-7r2xx73n 126 1 We -PRON- PRP cord-211410-7r2xx73n 126 2 observe observe VBP cord-211410-7r2xx73n 126 3 words word NNS cord-211410-7r2xx73n 126 4 such such JJ cord-211410-7r2xx73n 126 5 as as IN cord-211410-7r2xx73n 126 6 family family NN cord-211410-7r2xx73n 126 7 , , , cord-211410-7r2xx73n 126 8 health health NN cord-211410-7r2xx73n 126 9 , , , cord-211410-7r2xx73n 126 10 death death NN cord-211410-7r2xx73n 126 11 , , , cord-211410-7r2xx73n 126 12 life life NN cord-211410-7r2xx73n 126 13 , , , cord-211410-7r2xx73n 126 14 work work NN cord-211410-7r2xx73n 126 15 , , , cord-211410-7r2xx73n 126 16 help help VBP cord-211410-7r2xx73n 126 17 , , , cord-211410-7r2xx73n 126 18 thank thank UH cord-211410-7r2xx73n 126 19 , , , cord-211410-7r2xx73n 126 20 need need VB cord-211410-7r2xx73n 126 21 , , , cord-211410-7r2xx73n 126 22 time time NN cord-211410-7r2xx73n 126 23 , , , cord-211410-7r2xx73n 126 24 love love NN cord-211410-7r2xx73n 126 25 , , , cord-211410-7r2xx73n 126 26 crisis crisis NN cord-211410-7r2xx73n 126 27 . . . cord-211410-7r2xx73n 127 1 In in IN cord-211410-7r2xx73n 127 2 Table Table NNP cord-211410-7r2xx73n 127 3 4 4 CD cord-211410-7r2xx73n 127 4 , , , cord-211410-7r2xx73n 127 5 we -PRON- PRP cord-211410-7r2xx73n 127 6 present present VBP cord-211410-7r2xx73n 127 7 some some DT cord-211410-7r2xx73n 127 8 notable notable JJ cord-211410-7r2xx73n 127 9 example example NN cord-211410-7r2xx73n 127 10 tweets tweet NNS cord-211410-7r2xx73n 127 11 containing contain VBG cord-211410-7r2xx73n 127 12 the the DT cord-211410-7r2xx73n 127 13 common common JJ cord-211410-7r2xx73n 127 14 words word NNS cord-211410-7r2xx73n 127 15 . . . cord-211410-7r2xx73n 128 1 While while IN cord-211410-7r2xx73n 128 2 one one PRP cord-211410-7r2xx73n 128 3 may may MD cord-211410-7r2xx73n 128 4 think think VB cord-211410-7r2xx73n 128 5 that that IN cord-211410-7r2xx73n 128 6 health health NN cord-211410-7r2xx73n 128 7 refers refer VBZ cord-211410-7r2xx73n 128 8 to to IN cord-211410-7r2xx73n 128 9 the the DT cord-211410-7r2xx73n 128 10 virus virus NN cord-211410-7r2xx73n 128 11 - - HYPH cord-211410-7r2xx73n 128 12 related relate VBN cord-211410-7r2xx73n 128 13 health health NN cord-211410-7r2xx73n 128 14 issues issue NNS cord-211410-7r2xx73n 128 15 , , , cord-211410-7r2xx73n 128 16 we -PRON- PRP cord-211410-7r2xx73n 128 17 notice notice VBP cord-211410-7r2xx73n 128 18 that that IN cord-211410-7r2xx73n 128 19 many many JJ cord-211410-7r2xx73n 128 20 people people NNS cord-211410-7r2xx73n 128 21 also also RB cord-211410-7r2xx73n 128 22 refer refer VBP cord-211410-7r2xx73n 128 23 to to IN cord-211410-7r2xx73n 128 24 mental mental JJ cord-211410-7r2xx73n 128 25 health health NN cord-211410-7r2xx73n 128 26 in in IN cord-211410-7r2xx73n 128 27 their -PRON- PRP$ cord-211410-7r2xx73n 128 28 tweets tweet NNS cord-211410-7r2xx73n 128 29 as as IN cord-211410-7r2xx73n 128 30 a a DT cord-211410-7r2xx73n 128 31 possible possible JJ cord-211410-7r2xx73n 128 32 consequence consequence NN cord-211410-7r2xx73n 128 33 to to IN cord-211410-7r2xx73n 128 34 social social JJ cord-211410-7r2xx73n 128 35 distancing distancing NN cord-211410-7r2xx73n 128 36 and and CC cord-211410-7r2xx73n 128 37 anxiety anxiety NN cord-211410-7r2xx73n 128 38 caused cause VBN cord-211410-7r2xx73n 128 39 by by IN cord-211410-7r2xx73n 128 40 the the DT cord-211410-7r2xx73n 128 41 virus virus NN cord-211410-7r2xx73n 128 42 . . . cord-211410-7r2xx73n 129 1 We -PRON- PRP cord-211410-7r2xx73n 129 2 also also RB cord-211410-7r2xx73n 129 3 observe observe VBP cord-211410-7r2xx73n 129 4 the the DT cord-211410-7r2xx73n 129 5 usage usage NN cord-211410-7r2xx73n 129 6 of of IN cord-211410-7r2xx73n 129 7 words word NNS cord-211410-7r2xx73n 129 8 such such JJ cord-211410-7r2xx73n 129 9 as as IN cord-211410-7r2xx73n 129 10 death death NN cord-211410-7r2xx73n 129 11 and and CC cord-211410-7r2xx73n 129 12 crisis crisis NN cord-211410-7r2xx73n 129 13 to to TO cord-211410-7r2xx73n 129 14 indicate indicate VB cord-211410-7r2xx73n 129 15 the the DT cord-211410-7r2xx73n 129 16 seriousness seriousness NN cord-211410-7r2xx73n 129 17 of of IN cord-211410-7r2xx73n 129 18 the the DT cord-211410-7r2xx73n 129 19 situation situation NN cord-211410-7r2xx73n 129 20 . . . cord-211410-7r2xx73n 130 1 Supporting support VBG cord-211410-7r2xx73n 130 2 workers worker NNS cord-211410-7r2xx73n 130 3 and and CC cord-211410-7r2xx73n 130 4 showing show VBG cord-211410-7r2xx73n 130 5 gratitude gratitude NN cord-211410-7r2xx73n 130 6 toward toward IN cord-211410-7r2xx73n 130 7 them -PRON- PRP cord-211410-7r2xx73n 130 8 is be VBZ cord-211410-7r2xx73n 130 9 another another DT cord-211410-7r2xx73n 130 10 common common JJ cord-211410-7r2xx73n 130 11 tweet tweet NN cord-211410-7r2xx73n 130 12 pattern pattern NN cord-211410-7r2xx73n 130 13 that that WDT cord-211410-7r2xx73n 130 14 is be VBZ cord-211410-7r2xx73n 130 15 worth worth JJ cord-211410-7r2xx73n 130 16 mentioning mention VBG cord-211410-7r2xx73n 130 17 . . . cord-211410-7r2xx73n 131 1 We -PRON- PRP cord-211410-7r2xx73n 131 2 plan plan VBP cord-211410-7r2xx73n 131 3 to to TO cord-211410-7r2xx73n 131 4 use use VB cord-211410-7r2xx73n 131 5 these these DT cord-211410-7r2xx73n 131 6 observations observation NNS cord-211410-7r2xx73n 131 7 to to TO cord-211410-7r2xx73n 131 8 guide guide VB cord-211410-7r2xx73n 131 9 our -PRON- PRP$ cord-211410-7r2xx73n 131 10 future future JJ cord-211410-7r2xx73n 131 11 exploration exploration NN cord-211410-7r2xx73n 131 12 and and CC cord-211410-7r2xx73n 131 13 fine fine JJ cord-211410-7r2xx73n 131 14 - - HYPH cord-211410-7r2xx73n 131 15 grained grained JJ cord-211410-7r2xx73n 131 16 analysis analysis NN cord-211410-7r2xx73n 131 17 . . . cord-211410-7r2xx73n 132 1 Death death NN cord-211410-7r2xx73n 132 2 . . . cord-211410-7r2xx73n 133 1 We -PRON- PRP cord-211410-7r2xx73n 133 2 must must MD cord-211410-7r2xx73n 133 3 act act VB cord-211410-7r2xx73n 133 4 very very RB cord-211410-7r2xx73n 133 5 fast fast RB cord-211410-7r2xx73n 133 6 . . . cord-211410-7r2xx73n 134 1 First first RB cord-211410-7r2xx73n 134 2 , , , cord-211410-7r2xx73n 134 3 we -PRON- PRP cord-211410-7r2xx73n 134 4 take take VBP cord-211410-7r2xx73n 134 5 care care NN cord-211410-7r2xx73n 134 6 of of IN cord-211410-7r2xx73n 134 7 the the DT cord-211410-7r2xx73n 134 8 health health NN cord-211410-7r2xx73n 134 9 care care NN cord-211410-7r2xx73n 134 10 and and CC cord-211410-7r2xx73n 134 11 emergency emergency NN cord-211410-7r2xx73n 134 12 workers worker NNS cord-211410-7r2xx73n 134 13 . . . cord-211410-7r2xx73n 135 1 Then then RB cord-211410-7r2xx73n 135 2 , , , cord-211410-7r2xx73n 135 3 we -PRON- PRP cord-211410-7r2xx73n 135 4 take take VBP cord-211410-7r2xx73n 135 5 care care NN cord-211410-7r2xx73n 135 6 of of IN cord-211410-7r2xx73n 135 7 whoever whoever WP cord-211410-7r2xx73n 135 8 is be VBZ cord-211410-7r2xx73n 135 9 in in IN cord-211410-7r2xx73n 135 10 charge charge NN cord-211410-7r2xx73n 135 11 of of IN cord-211410-7r2xx73n 135 12 keeping keep VBG cord-211410-7r2xx73n 135 13 Netflix Netflix NNP cord-211410-7r2xx73n 135 14 and and CC cord-211410-7r2xx73n 135 15 Hulu Hulu NNP cord-211410-7r2xx73n 135 16 running run VBG cord-211410-7r2xx73n 135 17 or or CC cord-211410-7r2xx73n 135 18 itâĂŹs itâăźs NN cord-211410-7r2xx73n 135 19 going go VBG cord-211410-7r2xx73n 135 20 to to TO cord-211410-7r2xx73n 135 21 get get VB cord-211410-7r2xx73n 135 22 ugly ugly JJ cord-211410-7r2xx73n 135 23 # # $ cord-211410-7r2xx73n 135 24 distancesocializing distancesocializing NN cord-211410-7r2xx73n 135 25 # # NN cord-211410-7r2xx73n 136 1 coronavirus coronavirus NNP cord-211410-7r2xx73n 136 2 Second second RB cord-211410-7r2xx73n 136 3 , , , cord-211410-7r2xx73n 136 4 we -PRON- PRP cord-211410-7r2xx73n 136 5 present present VBP cord-211410-7r2xx73n 136 6 the the DT cord-211410-7r2xx73n 136 7 most most RBS cord-211410-7r2xx73n 136 8 semantically semantically RB cord-211410-7r2xx73n 136 9 meaningful meaningful JJ cord-211410-7r2xx73n 136 10 and and CC cord-211410-7r2xx73n 136 11 uniquely uniquely RB cord-211410-7r2xx73n 136 12 identifying identify VBG cord-211410-7r2xx73n 136 13 words word NNS cord-211410-7r2xx73n 136 14 in in IN cord-211410-7r2xx73n 136 15 each each DT cord-211410-7r2xx73n 136 16 hashtag hashtag NN cord-211410-7r2xx73n 136 17 group group NN cord-211410-7r2xx73n 136 18 . . . cord-211410-7r2xx73n 137 1 To to TO cord-211410-7r2xx73n 137 2 do do VB cord-211410-7r2xx73n 137 3 this this DT cord-211410-7r2xx73n 137 4 , , , cord-211410-7r2xx73n 137 5 we -PRON- PRP cord-211410-7r2xx73n 137 6 remove remove VBP cord-211410-7r2xx73n 137 7 the the DT cord-211410-7r2xx73n 137 8 common common JJ cord-211410-7r2xx73n 137 9 words word NNS cord-211410-7r2xx73n 137 10 calculated calculate VBN cord-211410-7r2xx73n 137 11 in in IN cord-211410-7r2xx73n 137 12 the the DT cord-211410-7r2xx73n 137 13 above above JJ cord-211410-7r2xx73n 137 14 step step NN cord-211410-7r2xx73n 137 15 from from IN cord-211410-7r2xx73n 137 16 each each DT cord-211410-7r2xx73n 137 17 group group NN cord-211410-7r2xx73n 137 18 . . . cord-211410-7r2xx73n 138 1 From from IN cord-211410-7r2xx73n 138 2 the the DT cord-211410-7r2xx73n 138 3 obtained obtain VBN cord-211410-7r2xx73n 138 4 list list NN cord-211410-7r2xx73n 138 5 of of IN cord-211410-7r2xx73n 138 6 words word NNS cord-211410-7r2xx73n 138 7 after after IN cord-211410-7r2xx73n 138 8 the the DT cord-211410-7r2xx73n 138 9 filtering filtering NN cord-211410-7r2xx73n 138 10 , , , cord-211410-7r2xx73n 138 11 we -PRON- PRP cord-211410-7r2xx73n 138 12 then then RB cord-211410-7r2xx73n 138 13 select select VBP cord-211410-7r2xx73n 138 14 the the DT cord-211410-7r2xx73n 138 15 top top JJ cord-211410-7r2xx73n 138 16 10 10 CD cord-211410-7r2xx73n 138 17 words word NNS cord-211410-7r2xx73n 138 18 . . . cord-211410-7r2xx73n 139 1 Due due IN cord-211410-7r2xx73n 139 2 to to IN cord-211410-7r2xx73n 139 3 lack lack NN cord-211410-7r2xx73n 139 4 of of IN cord-211410-7r2xx73n 139 5 space space NN cord-211410-7r2xx73n 139 6 , , , cord-211410-7r2xx73n 139 7 we -PRON- PRP cord-211410-7r2xx73n 139 8 only only RB cord-211410-7r2xx73n 139 9 present present VBP cord-211410-7r2xx73n 139 10 results result NNS cord-211410-7r2xx73n 139 11 for for IN cord-211410-7r2xx73n 139 12 four four CD cord-211410-7r2xx73n 139 13 hashtag hashtag NN cord-211410-7r2xx73n 139 14 groups group NNS cord-211410-7r2xx73n 139 15 . . . cord-211410-7r2xx73n 140 1 Figure figure NN cord-211410-7r2xx73n 140 2 3 3 CD cord-211410-7r2xx73n 140 3 gives give VBZ cord-211410-7r2xx73n 140 4 us -PRON- PRP cord-211410-7r2xx73n 140 5 the the DT cord-211410-7r2xx73n 140 6 uniquely uniquely RB cord-211410-7r2xx73n 140 7 identifying identify VBG cord-211410-7r2xx73n 140 8 and and CC cord-211410-7r2xx73n 140 9 semantically semantically RB cord-211410-7r2xx73n 140 10 meaningful meaningful JJ cord-211410-7r2xx73n 140 11 words word NNS cord-211410-7r2xx73n 140 12 in in IN cord-211410-7r2xx73n 140 13 each each DT cord-211410-7r2xx73n 140 14 hashtag hashtag NN cord-211410-7r2xx73n 140 15 group group NN cord-211410-7r2xx73n 140 16 . . . cord-211410-7r2xx73n 141 1 In in IN cord-211410-7r2xx73n 141 2 the the DT cord-211410-7r2xx73n 141 3 General General NNP cord-211410-7r2xx73n 141 4 COVID COVID NNP cord-211410-7r2xx73n 141 5 group group NN cord-211410-7r2xx73n 141 6 , , , cord-211410-7r2xx73n 141 7 we -PRON- PRP cord-211410-7r2xx73n 141 8 find find VBP cord-211410-7r2xx73n 141 9 words word NNS cord-211410-7r2xx73n 141 10 such such JJ cord-211410-7r2xx73n 141 11 as as IN cord-211410-7r2xx73n 141 12 impact impact NN cord-211410-7r2xx73n 141 13 , , , cord-211410-7r2xx73n 141 14 response response NN cord-211410-7r2xx73n 141 15 , , , cord-211410-7r2xx73n 141 16 resource resource NN cord-211410-7r2xx73n 141 17 , , , cord-211410-7r2xx73n 141 18 doctor doctor NN cord-211410-7r2xx73n 141 19 . . . cord-211410-7r2xx73n 142 1 Similarly similarly RB cord-211410-7r2xx73n 142 2 , , , cord-211410-7r2xx73n 142 3 for for IN cord-211410-7r2xx73n 142 4 School school NN cord-211410-7r2xx73n 142 5 Closures closure NNS cord-211410-7r2xx73n 142 6 , , , cord-211410-7r2xx73n 142 7 we -PRON- PRP cord-211410-7r2xx73n 142 8 find find VBP cord-211410-7r2xx73n 142 9 words word NNS cord-211410-7r2xx73n 142 10 such such JJ cord-211410-7r2xx73n 142 11 as as IN cord-211410-7r2xx73n 142 12 teacher teacher NN cord-211410-7r2xx73n 142 13 , , , cord-211410-7r2xx73n 142 14 schedule schedule NN cord-211410-7r2xx73n 142 15 , , , cord-211410-7r2xx73n 142 16 educator educator NN cord-211410-7r2xx73n 142 17 , , , cord-211410-7r2xx73n 142 18 book book NN cord-211410-7r2xx73n 142 19 , , , cord-211410-7r2xx73n 142 20 class class NN cord-211410-7r2xx73n 142 21 . . . cord-211410-7r2xx73n 143 1 The the DT cord-211410-7r2xx73n 143 2 Panic Panic NNP cord-211410-7r2xx73n 143 3 Buying buy VBG cord-211410-7r2xx73n 143 4 top top JJ cord-211410-7r2xx73n 143 5 words word NNS cord-211410-7r2xx73n 143 6 mostly mostly RB cord-211410-7r2xx73n 143 7 resonates resonate VBZ cord-211410-7r2xx73n 143 8 the the DT cord-211410-7r2xx73n 143 9 shortages shortage NNS cord-211410-7r2xx73n 143 10 experienced experience VBN cord-211410-7r2xx73n 143 11 by by IN cord-211410-7r2xx73n 143 12 people people NNS cord-211410-7r2xx73n 143 13 during during IN cord-211410-7r2xx73n 143 14 this this DT cord-211410-7r2xx73n 143 15 time time NN cord-211410-7r2xx73n 143 16 such such JJ cord-211410-7r2xx73n 143 17 as as IN cord-211410-7r2xx73n 143 18 roll roll NN cord-211410-7r2xx73n 143 19 and and CC cord-211410-7r2xx73n 143 20 tissue tissue NN cord-211410-7r2xx73n 143 21 ( ( -LRB- cord-211410-7r2xx73n 143 22 referring refer VBG cord-211410-7r2xx73n 143 23 to to IN cord-211410-7r2xx73n 143 24 toilet toilet NN cord-211410-7r2xx73n 143 25 paper paper NN cord-211410-7r2xx73n 143 26 ) ) -RRB- cord-211410-7r2xx73n 143 27 , , , cord-211410-7r2xx73n 143 28 hoard hoard NN cord-211410-7r2xx73n 143 29 , , , cord-211410-7r2xx73n 143 30 bidet bidet NN cord-211410-7r2xx73n 143 31 ( ( -LRB- cord-211410-7r2xx73n 143 32 as as IN cord-211410-7r2xx73n 143 33 an an DT cord-211410-7r2xx73n 143 34 alternative alternative NN cord-211410-7r2xx73n 143 35 to to IN cord-211410-7r2xx73n 143 36 toilet toilet NN cord-211410-7r2xx73n 143 37 paper paper NN cord-211410-7r2xx73n 143 38 ) ) -RRB- cord-211410-7r2xx73n 143 39 , , , cord-211410-7r2xx73n 143 40 wipe wipe VB cord-211410-7r2xx73n 143 41 , , , cord-211410-7r2xx73n 143 42 and and CC cord-211410-7r2xx73n 143 43 water water NN cord-211410-7r2xx73n 143 44 . . . cord-211410-7r2xx73n 144 1 Top top JJ cord-211410-7r2xx73n 144 2 words word NNS cord-211410-7r2xx73n 144 3 in in IN cord-211410-7r2xx73n 144 4 the the DT cord-211410-7r2xx73n 144 5 Lockdowns Lockdowns NNP cord-211410-7r2xx73n 144 6 group group NN cord-211410-7r2xx73n 144 7 include include VBP cord-211410-7r2xx73n 144 8 immigration immigration NN cord-211410-7r2xx73n 144 9 , , , cord-211410-7r2xx73n 144 10 shelter shelter NN cord-211410-7r2xx73n 144 11 , , , cord-211410-7r2xx73n 144 12 safety safety NN cord-211410-7r2xx73n 144 13 , , , cord-211410-7r2xx73n 144 14 court court NN cord-211410-7r2xx73n 144 15 , , , cord-211410-7r2xx73n 144 16 and and CC cord-211410-7r2xx73n 144 17 petition petition NN cord-211410-7r2xx73n 144 18 , , , cord-211410-7r2xx73n 144 19 signifying signify VBG cord-211410-7r2xx73n 144 20 the the DT cord-211410-7r2xx73n 144 21 different different JJ cord-211410-7r2xx73n 144 22 issues issue NNS cord-211410-7r2xx73n 144 23 surrounding surround VBG cord-211410-7r2xx73n 144 24 lockdown lockdown NN cord-211410-7r2xx73n 144 25 . . . cord-211410-7r2xx73n 145 1 In in IN cord-211410-7r2xx73n 145 2 this this DT cord-211410-7r2xx73n 145 3 section section NN cord-211410-7r2xx73n 145 4 , , , cord-211410-7r2xx73n 145 5 we -PRON- PRP cord-211410-7r2xx73n 145 6 outline outline VBP cord-211410-7r2xx73n 145 7 existing exist VBG cord-211410-7r2xx73n 145 8 research research NN cord-211410-7r2xx73n 145 9 related relate VBN cord-211410-7r2xx73n 145 10 to to IN cord-211410-7r2xx73n 145 11 modeling model VBG cord-211410-7r2xx73n 145 12 and and CC cord-211410-7r2xx73n 145 13 analyzing analyze VBG cord-211410-7r2xx73n 145 14 twitter twitter NNP cord-211410-7r2xx73n 145 15 and and CC cord-211410-7r2xx73n 145 16 web web NN cord-211410-7r2xx73n 145 17 data datum NNS cord-211410-7r2xx73n 145 18 to to TO cord-211410-7r2xx73n 145 19 understand understand VB cord-211410-7r2xx73n 145 20 social social JJ cord-211410-7r2xx73n 145 21 , , , cord-211410-7r2xx73n 145 22 political political JJ cord-211410-7r2xx73n 145 23 , , , cord-211410-7r2xx73n 145 24 psychological psychological JJ cord-211410-7r2xx73n 145 25 and and CC cord-211410-7r2xx73n 145 26 economic economic JJ cord-211410-7r2xx73n 145 27 impacts impact NNS cord-211410-7r2xx73n 145 28 of of IN cord-211410-7r2xx73n 145 29 a a DT cord-211410-7r2xx73n 145 30 variety variety NN cord-211410-7r2xx73n 145 31 of of IN cord-211410-7r2xx73n 145 32 different different JJ cord-211410-7r2xx73n 145 33 events event NNS cord-211410-7r2xx73n 145 34 . . . cord-211410-7r2xx73n 146 1 Due due IN cord-211410-7r2xx73n 146 2 to to IN cord-211410-7r2xx73n 146 3 the the DT cord-211410-7r2xx73n 146 4 recent recent JJ cord-211410-7r2xx73n 146 5 nature nature NN cord-211410-7r2xx73n 146 6 of of IN cord-211410-7r2xx73n 146 7 the the DT cord-211410-7r2xx73n 146 8 outbreak outbreak NN cord-211410-7r2xx73n 146 9 , , , cord-211410-7r2xx73n 146 10 as as RB cord-211410-7r2xx73n 146 11 far far RB cord-211410-7r2xx73n 146 12 as as IN cord-211410-7r2xx73n 146 13 we -PRON- PRP cord-211410-7r2xx73n 146 14 are be VBP cord-211410-7r2xx73n 146 15 aware aware JJ cord-211410-7r2xx73n 146 16 there there EX cord-211410-7r2xx73n 146 17 are be VBP cord-211410-7r2xx73n 146 18 no no DT cord-211410-7r2xx73n 146 19 published publish VBN cord-211410-7r2xx73n 146 20 research research NN cord-211410-7r2xx73n 146 21 results result NNS cord-211410-7r2xx73n 146 22 related relate VBN cord-211410-7r2xx73n 146 23 to to IN cord-211410-7r2xx73n 146 24 COVID-19 covid-19 NN cord-211410-7r2xx73n 146 25 . . . cord-211410-7r2xx73n 146 26 Due due IN cord-211410-7r2xx73n 146 27 to to IN cord-211410-7r2xx73n 146 28 the the DT cord-211410-7r2xx73n 146 29 space space NN cord-211410-7r2xx73n 146 30 limitations limitation NNS cord-211410-7r2xx73n 146 31 , , , cord-211410-7r2xx73n 146 32 we -PRON- PRP cord-211410-7r2xx73n 146 33 only only RB cord-211410-7r2xx73n 146 34 discuss discuss VBP cord-211410-7r2xx73n 146 35 social social JJ cord-211410-7r2xx73n 146 36 - - HYPH cord-211410-7r2xx73n 146 37 media medium NNS cord-211410-7r2xx73n 146 38 analysis analysis NN cord-211410-7r2xx73n 146 39 work work NN cord-211410-7r2xx73n 146 40 that that WDT cord-211410-7r2xx73n 146 41 are be VBP cord-211410-7r2xx73n 146 42 closely closely RB cord-211410-7r2xx73n 146 43 related related JJ cord-211410-7r2xx73n 146 44 to to IN cord-211410-7r2xx73n 146 45 our -PRON- PRP$ cord-211410-7r2xx73n 146 46 work work NN cord-211410-7r2xx73n 146 47 . . . cord-211410-7r2xx73n 147 1 Twitter Twitter NNP cord-211410-7r2xx73n 147 2 has have VBZ cord-211410-7r2xx73n 147 3 been be VBN cord-211410-7r2xx73n 147 4 used use VBN cord-211410-7r2xx73n 147 5 to to TO cord-211410-7r2xx73n 147 6 study study VB cord-211410-7r2xx73n 147 7 political political JJ cord-211410-7r2xx73n 147 8 events event NNS cord-211410-7r2xx73n 147 9 and and CC cord-211410-7r2xx73n 147 10 related related JJ cord-211410-7r2xx73n 147 11 stance stance NN cord-211410-7r2xx73n 147 12 [ [ -LRB- cord-211410-7r2xx73n 147 13 4 4 CD cord-211410-7r2xx73n 147 14 , , , cord-211410-7r2xx73n 147 15 5 5 CD cord-211410-7r2xx73n 147 16 ] ] -RRB- cord-211410-7r2xx73n 147 17 , , , cord-211410-7r2xx73n 147 18 human human JJ cord-211410-7r2xx73n 147 19 trafficking trafficking NN cord-211410-7r2xx73n 147 20 [ [ -LRB- cord-211410-7r2xx73n 147 21 10 10 CD cord-211410-7r2xx73n 147 22 ] ] -RRB- cord-211410-7r2xx73n 147 23 , , , cord-211410-7r2xx73n 147 24 and and CC cord-211410-7r2xx73n 147 25 public public JJ cord-211410-7r2xx73n 147 26 health health NN cord-211410-7r2xx73n 147 27 [ [ -LRB- cord-211410-7r2xx73n 147 28 1 1 CD cord-211410-7r2xx73n 147 29 - - SYM cord-211410-7r2xx73n 147 30 3 3 CD cord-211410-7r2xx73n 147 31 , , , cord-211410-7r2xx73n 147 32 6 6 CD cord-211410-7r2xx73n 147 33 , , , cord-211410-7r2xx73n 147 34 8 8 CD cord-211410-7r2xx73n 147 35 ] ] -RRB- cord-211410-7r2xx73n 147 36 . . . cord-211410-7r2xx73n 148 1 Several several JJ cord-211410-7r2xx73n 148 2 work work NN cord-211410-7r2xx73n 148 3 perform perform VB cord-211410-7r2xx73n 148 4 fine fine RB cord-211410-7r2xx73n 148 5 - - HYPH cord-211410-7r2xx73n 148 6 grained grained JJ cord-211410-7r2xx73n 148 7 linguistic linguistic JJ cord-211410-7r2xx73n 148 8 analysis analysis NN cord-211410-7r2xx73n 148 9 on on IN cord-211410-7r2xx73n 148 10 social social JJ cord-211410-7r2xx73n 148 11 media medium NNS cord-211410-7r2xx73n 148 12 data datum NNS cord-211410-7r2xx73n 148 13 [ [ -LRB- cord-211410-7r2xx73n 148 14 9 9 CD cord-211410-7r2xx73n 148 15 , , , cord-211410-7r2xx73n 148 16 11 11 CD cord-211410-7r2xx73n 148 17 , , , cord-211410-7r2xx73n 148 18 12 12 CD cord-211410-7r2xx73n 148 19 ] ] -RRB- cord-211410-7r2xx73n 148 20 . . . cord-211410-7r2xx73n 148 21 _SP cord-211410-7r2xx73n 149 1 In in IN cord-211410-7r2xx73n 149 2 this this DT cord-211410-7r2xx73n 149 3 paper paper NN cord-211410-7r2xx73n 149 4 , , , cord-211410-7r2xx73n 149 5 we -PRON- PRP cord-211410-7r2xx73n 149 6 studied study VBD cord-211410-7r2xx73n 149 7 Twitter Twitter NNP cord-211410-7r2xx73n 149 8 communications communication NNS cord-211410-7r2xx73n 149 9 in in IN cord-211410-7r2xx73n 149 10 the the DT cord-211410-7r2xx73n 149 11 United United NNP cord-211410-7r2xx73n 149 12 States States NNP cord-211410-7r2xx73n 149 13 during during IN cord-211410-7r2xx73n 149 14 the the DT cord-211410-7r2xx73n 149 15 early early JJ cord-211410-7r2xx73n 149 16 days day NNS cord-211410-7r2xx73n 149 17 of of IN cord-211410-7r2xx73n 149 18 the the DT cord-211410-7r2xx73n 149 19 COVID-19 covid-19 JJ cord-211410-7r2xx73n 149 20 outbreak outbreak NN cord-211410-7r2xx73n 149 21 . . . cord-211410-7r2xx73n 150 1 As as IN cord-211410-7r2xx73n 150 2 the the DT cord-211410-7r2xx73n 150 3 disease disease NN cord-211410-7r2xx73n 150 4 continued continue VBD cord-211410-7r2xx73n 150 5 to to TO cord-211410-7r2xx73n 150 6 spread spread VB cord-211410-7r2xx73n 150 7 , , , cord-211410-7r2xx73n 150 8 we -PRON- PRP cord-211410-7r2xx73n 150 9 observed observe VBD cord-211410-7r2xx73n 150 10 that that IN cord-211410-7r2xx73n 150 11 calls call VBZ cord-211410-7r2xx73n 150 12 for for IN cord-211410-7r2xx73n 150 13 closures closure NNS cord-211410-7r2xx73n 150 14 of of IN cord-211410-7r2xx73n 150 15 schools school NNS cord-211410-7r2xx73n 150 16 , , , cord-211410-7r2xx73n 150 17 bars bar NNS cord-211410-7r2xx73n 150 18 , , , cord-211410-7r2xx73n 150 19 cities city NNS cord-211410-7r2xx73n 150 20 and and CC cord-211410-7r2xx73n 150 21 entire entire JJ cord-211410-7r2xx73n 150 22 states state NNS cord-211410-7r2xx73n 150 23 as as RB cord-211410-7r2xx73n 150 24 well well RB cord-211410-7r2xx73n 150 25 as as IN cord-211410-7r2xx73n 150 26 social social JJ cord-211410-7r2xx73n 150 27 distancing distancing NN cord-211410-7r2xx73n 150 28 and and CC cord-211410-7r2xx73n 150 29 quarantining quarantine VBG cord-211410-7r2xx73n 150 30 quickly quickly RB cord-211410-7r2xx73n 150 31 gained gain VBD cord-211410-7r2xx73n 150 32 fervor fervor NN cord-211410-7r2xx73n 150 33 . . . cord-211410-7r2xx73n 151 1 Alongside alongside RB cord-211410-7r2xx73n 151 2 , , , cord-211410-7r2xx73n 151 3 we -PRON- PRP cord-211410-7r2xx73n 151 4 observed observe VBD cord-211410-7r2xx73n 151 5 an an DT cord-211410-7r2xx73n 151 6 increase increase NN cord-211410-7r2xx73n 151 7 in in IN cord-211410-7r2xx73n 151 8 panic panic NN cord-211410-7r2xx73n 151 9 buying buying NN cord-211410-7r2xx73n 151 10 and and CC cord-211410-7r2xx73n 151 11 lack lack NN cord-211410-7r2xx73n 151 12 of of IN cord-211410-7r2xx73n 151 13 availability availability NN cord-211410-7r2xx73n 151 14 of of IN cord-211410-7r2xx73n 151 15 essential essential JJ cord-211410-7r2xx73n 151 16 items item NNS cord-211410-7r2xx73n 151 17 , , , cord-211410-7r2xx73n 151 18 in in IN cord-211410-7r2xx73n 151 19 particular particular JJ cord-211410-7r2xx73n 151 20 toilet toilet NN cord-211410-7r2xx73n 151 21 paper paper NN cord-211410-7r2xx73n 151 22 . . . cord-211410-7r2xx73n 152 1 We -PRON- PRP cord-211410-7r2xx73n 152 2 also also RB cord-211410-7r2xx73n 152 3 conducted conduct VBD cord-211410-7r2xx73n 152 4 a a DT cord-211410-7r2xx73n 152 5 linguistic linguistic JJ cord-211410-7r2xx73n 152 6 word word NN cord-211410-7r2xx73n 152 7 - - HYPH cord-211410-7r2xx73n 152 8 usage usage NN cord-211410-7r2xx73n 152 9 analysis analysis NN cord-211410-7r2xx73n 152 10 and and CC cord-211410-7r2xx73n 152 11 distinguished distinguish VBN cord-211410-7r2xx73n 152 12 between between IN cord-211410-7r2xx73n 152 13 words word NNS cord-211410-7r2xx73n 152 14 that that WDT cord-211410-7r2xx73n 152 15 are be VBP cord-211410-7r2xx73n 152 16 common common JJ cord-211410-7r2xx73n 152 17 to to IN cord-211410-7r2xx73n 152 18 multiple multiple JJ cord-211410-7r2xx73n 152 19 hashtag hashtag NN cord-211410-7r2xx73n 152 20 groups group NNS cord-211410-7r2xx73n 152 21 and and CC cord-211410-7r2xx73n 152 22 words word NNS cord-211410-7r2xx73n 152 23 that that WDT cord-211410-7r2xx73n 152 24 uniquely uniquely RB cord-211410-7r2xx73n 152 25 and and CC cord-211410-7r2xx73n 152 26 semantically semantically RB cord-211410-7r2xx73n 152 27 identify identify VB cord-211410-7r2xx73n 152 28 each each DT cord-211410-7r2xx73n 152 29 hashtag hashtag NN cord-211410-7r2xx73n 152 30 group group NN cord-211410-7r2xx73n 152 31 . . . cord-211410-7r2xx73n 153 1 In in IN cord-211410-7r2xx73n 153 2 addition addition NN cord-211410-7r2xx73n 153 3 to to IN cord-211410-7r2xx73n 153 4 words word NNS cord-211410-7r2xx73n 153 5 that that WDT cord-211410-7r2xx73n 153 6 represent represent VBP cord-211410-7r2xx73n 153 7 the the DT cord-211410-7r2xx73n 153 8 group group NN cord-211410-7r2xx73n 153 9 , , , cord-211410-7r2xx73n 153 10 our -PRON- PRP$ cord-211410-7r2xx73n 153 11 analysis analysis NN cord-211410-7r2xx73n 153 12 unearths unearth VBZ cord-211410-7r2xx73n 153 13 many many JJ cord-211410-7r2xx73n 153 14 words word NNS cord-211410-7r2xx73n 153 15 related relate VBN cord-211410-7r2xx73n 153 16 to to IN cord-211410-7r2xx73n 153 17 emotion emotion NN cord-211410-7r2xx73n 153 18 in in IN cord-211410-7r2xx73n 153 19 the the DT cord-211410-7r2xx73n 153 20 tweets tweet NNS cord-211410-7r2xx73n 153 21 . . . cord-211410-7r2xx73n 154 1 Also also RB cord-211410-7r2xx73n 154 2 , , , cord-211410-7r2xx73n 154 3 our -PRON- PRP$ cord-211410-7r2xx73n 154 4 qualitative qualitative JJ cord-211410-7r2xx73n 154 5 analysis analysis NN cord-211410-7r2xx73n 154 6 reveals reveal VBZ cord-211410-7r2xx73n 154 7 that that IN cord-211410-7r2xx73n 154 8 the the DT cord-211410-7r2xx73n 154 9 words word NNS cord-211410-7r2xx73n 154 10 are be VBP cord-211410-7r2xx73n 154 11 used use VBN cord-211410-7r2xx73n 154 12 in in IN cord-211410-7r2xx73n 154 13 multiple multiple JJ cord-211410-7r2xx73n 154 14 different different JJ cord-211410-7r2xx73n 154 15 contexts context NNS cord-211410-7r2xx73n 154 16 , , , cord-211410-7r2xx73n 154 17 which which WDT cord-211410-7r2xx73n 154 18 is be VBZ cord-211410-7r2xx73n 154 19 worth worth JJ cord-211410-7r2xx73n 154 20 delving delve VBG cord-211410-7r2xx73n 154 21 further far RBR cord-211410-7r2xx73n 154 22 into into IN cord-211410-7r2xx73n 154 23 . . . cord-211410-7r2xx73n 155 1 The the DT cord-211410-7r2xx73n 155 2 research research NN cord-211410-7r2xx73n 155 3 presented present VBN cord-211410-7r2xx73n 155 4 in in IN cord-211410-7r2xx73n 155 5 this this DT cord-211410-7r2xx73n 155 6 paper paper NN cord-211410-7r2xx73n 155 7 is be VBZ cord-211410-7r2xx73n 155 8 preliminary preliminary JJ cord-211410-7r2xx73n 155 9 and and CC cord-211410-7r2xx73n 155 10 its -PRON- PRP$ cord-211410-7r2xx73n 155 11 primary primary JJ cord-211410-7r2xx73n 155 12 aim aim NN cord-211410-7r2xx73n 155 13 is be VBZ cord-211410-7r2xx73n 155 14 to to TO cord-211410-7r2xx73n 155 15 quantitatively quantitatively RB cord-211410-7r2xx73n 155 16 outline outline VB cord-211410-7r2xx73n 155 17 the the DT cord-211410-7r2xx73n 155 18 socio socio JJ cord-211410-7r2xx73n 155 19 - - JJ cord-211410-7r2xx73n 155 20 economic economic JJ cord-211410-7r2xx73n 155 21 distress distress NN cord-211410-7r2xx73n 155 22 already already RB cord-211410-7r2xx73n 155 23 caused cause VBN cord-211410-7r2xx73n 155 24 by by IN cord-211410-7r2xx73n 155 25 COVID-19 COVID-19 NNP cord-211410-7r2xx73n 155 26 so so IN cord-211410-7r2xx73n 155 27 that that IN cord-211410-7r2xx73n 155 28 we -PRON- PRP cord-211410-7r2xx73n 155 29 as as IN cord-211410-7r2xx73n 155 30 a a DT cord-211410-7r2xx73n 155 31 society society NN cord-211410-7r2xx73n 155 32 can can MD cord-211410-7r2xx73n 155 33 learn learn VB cord-211410-7r2xx73n 155 34 from from IN cord-211410-7r2xx73n 155 35 this this DT cord-211410-7r2xx73n 155 36 experience experience NN cord-211410-7r2xx73n 155 37 and and CC cord-211410-7r2xx73n 155 38 be be VB cord-211410-7r2xx73n 155 39 better well RBR cord-211410-7r2xx73n 155 40 prepared prepare VBN cord-211410-7r2xx73n 155 41 if if IN cord-211410-7r2xx73n 155 42 COVID-19 COVID-19 NNP cord-211410-7r2xx73n 155 43 ( ( -LRB- cord-211410-7r2xx73n 155 44 or or CC cord-211410-7r2xx73n 155 45 maybe maybe RB cord-211410-7r2xx73n 155 46 another another DT cord-211410-7r2xx73n 155 47 pandemic pandemic NN cord-211410-7r2xx73n 155 48 ) ) -RRB- cord-211410-7r2xx73n 155 49 were be VBD cord-211410-7r2xx73n 155 50 to to IN cord-211410-7r2xx73n 155 51 ( ( -LRB- cord-211410-7r2xx73n 155 52 re)emerge re)emerge VB cord-211410-7r2xx73n 155 53 in in IN cord-211410-7r2xx73n 155 54 the the DT cord-211410-7r2xx73n 155 55 future future NN cord-211410-7r2xx73n 155 56 . . . cord-211410-7r2xx73n 156 1 At at IN cord-211410-7r2xx73n 156 2 the the DT cord-211410-7r2xx73n 156 3 time time NN cord-211410-7r2xx73n 156 4 of of IN cord-211410-7r2xx73n 156 5 writing write VBG cord-211410-7r2xx73n 156 6 this this DT cord-211410-7r2xx73n 156 7 paper paper NN cord-211410-7r2xx73n 156 8 , , , cord-211410-7r2xx73n 156 9 the the DT cord-211410-7r2xx73n 156 10 infection infection NN cord-211410-7r2xx73n 156 11 spread spread NN cord-211410-7r2xx73n 156 12 has have VBZ cord-211410-7r2xx73n 156 13 still still RB cord-211410-7r2xx73n 156 14 not not RB cord-211410-7r2xx73n 156 15 reached reach VBN cord-211410-7r2xx73n 156 16 its -PRON- PRP$ cord-211410-7r2xx73n 156 17 peak peak NN cord-211410-7r2xx73n 156 18 in in IN cord-211410-7r2xx73n 156 19 the the DT cord-211410-7r2xx73n 156 20 United United NNP cord-211410-7r2xx73n 156 21 States States NNP cord-211410-7r2xx73n 156 22 . . . cord-211410-7r2xx73n 157 1 Therefore therefore RB cord-211410-7r2xx73n 157 2 , , , cord-211410-7r2xx73n 157 3 we -PRON- PRP cord-211410-7r2xx73n 157 4 plan plan VBP cord-211410-7r2xx73n 157 5 to to TO cord-211410-7r2xx73n 157 6 keep keep VB cord-211410-7r2xx73n 157 7 collecting collect VBG cord-211410-7r2xx73n 157 8 data datum NNS cord-211410-7r2xx73n 157 9 to to TO cord-211410-7r2xx73n 157 10 understand understand VB cord-211410-7r2xx73n 157 11 and and CC cord-211410-7r2xx73n 157 12 investigate investigate VB cord-211410-7r2xx73n 157 13 the the DT cord-211410-7r2xx73n 157 14 socio socio JJ cord-211410-7r2xx73n 157 15 - - HYPH cord-211410-7r2xx73n 157 16 economic economic JJ cord-211410-7r2xx73n 157 17 and and CC cord-211410-7r2xx73n 157 18 political political JJ cord-211410-7r2xx73n 157 19 impact impact NN cord-211410-7r2xx73n 157 20 of of IN cord-211410-7r2xx73n 157 21 COVID-19 COVID-19 NNP cord-211410-7r2xx73n 157 22 . . . cord-211410-7r2xx73n 158 1 We -PRON- PRP cord-211410-7r2xx73n 158 2 plan plan VBP cord-211410-7r2xx73n 158 3 to to TO cord-211410-7r2xx73n 158 4 expand expand VB cord-211410-7r2xx73n 158 5 on on IN cord-211410-7r2xx73n 158 6 our -PRON- PRP$ cord-211410-7r2xx73n 158 7 current current JJ cord-211410-7r2xx73n 158 8 research research NN cord-211410-7r2xx73n 158 9 by by IN cord-211410-7r2xx73n 158 10 performing perform VBG cord-211410-7r2xx73n 158 11 topic topic NN cord-211410-7r2xx73n 158 12 modeling modeling NN cord-211410-7r2xx73n 158 13 and and CC cord-211410-7r2xx73n 158 14 expanding expand VBG cord-211410-7r2xx73n 158 15 our -PRON- PRP$ cord-211410-7r2xx73n 158 16 linguistic linguistic JJ cord-211410-7r2xx73n 158 17 analysis analysis NN cord-211410-7r2xx73n 158 18 to to TO cord-211410-7r2xx73n 158 19 unearth unearth VB cord-211410-7r2xx73n 158 20 the the DT cord-211410-7r2xx73n 158 21 main main JJ cord-211410-7r2xx73n 158 22 topics topic NNS cord-211410-7r2xx73n 158 23 being be VBG cord-211410-7r2xx73n 158 24 discussed discuss VBN cord-211410-7r2xx73n 158 25 in in IN cord-211410-7r2xx73n 158 26 the the DT cord-211410-7r2xx73n 158 27 tweets tweet NNS cord-211410-7r2xx73n 158 28 . . . cord-211410-7r2xx73n 159 1 We -PRON- PRP cord-211410-7r2xx73n 159 2 also also RB cord-211410-7r2xx73n 159 3 plan plan VBP cord-211410-7r2xx73n 159 4 to to TO cord-211410-7r2xx73n 159 5 conduct conduct VB cord-211410-7r2xx73n 159 6 sentiment sentiment NN cord-211410-7r2xx73n 159 7 analysis analysis NN cord-211410-7r2xx73n 159 8 to to TO cord-211410-7r2xx73n 159 9 understand understand VB cord-211410-7r2xx73n 159 10 the the DT cord-211410-7r2xx73n 159 11 extent extent NN cord-211410-7r2xx73n 159 12 of of IN cord-211410-7r2xx73n 159 13 positive positive JJ cord-211410-7r2xx73n 159 14 and and CC cord-211410-7r2xx73n 159 15 negative negative JJ cord-211410-7r2xx73n 159 16 sentiments sentiment NNS cord-211410-7r2xx73n 159 17 in in IN cord-211410-7r2xx73n 159 18 the the DT cord-211410-7r2xx73n 159 19 tweets tweet NNS cord-211410-7r2xx73n 159 20 . . . cord-211410-7r2xx73n 160 1 Detecting detect VBG cord-211410-7r2xx73n 160 2 and and CC cord-211410-7r2xx73n 160 3 Characterizing characterize VBG cord-211410-7r2xx73n 160 4 Mental Mental NNP cord-211410-7r2xx73n 160 5 Health Health NNP cord-211410-7r2xx73n 160 6 Related Related NNP cord-211410-7r2xx73n 160 7 Self Self NNP cord-211410-7r2xx73n 160 8 - - HYPH cord-211410-7r2xx73n 160 9 Disclosure Disclosure NNP cord-211410-7r2xx73n 160 10 in in IN cord-211410-7r2xx73n 160 11 Social Social NNP cord-211410-7r2xx73n 160 12 Media Media NNP cord-211410-7r2xx73n 161 1 Predicting predict VBG cord-211410-7r2xx73n 161 2 depression depression NN cord-211410-7r2xx73n 161 3 via via IN cord-211410-7r2xx73n 161 4 social social JJ cord-211410-7r2xx73n 161 5 media medium NNS cord-211410-7r2xx73n 162 1 How how WRB cord-211410-7r2xx73n 162 2 Social Social NNP cord-211410-7r2xx73n 162 3 Media medium NNS cord-211410-7r2xx73n 162 4 Will Will MD cord-211410-7r2xx73n 162 5 Change change VB cord-211410-7r2xx73n 162 6 Public Public NNP cord-211410-7r2xx73n 162 7 Health Health NNP cord-211410-7r2xx73n 163 1 All all DT cord-211410-7r2xx73n 163 2 I -PRON- PRP cord-211410-7r2xx73n 163 3 know know VBP cord-211410-7r2xx73n 163 4 about about IN cord-211410-7r2xx73n 163 5 politics politic NNS cord-211410-7r2xx73n 163 6 is be VBZ cord-211410-7r2xx73n 163 7 what what WP cord-211410-7r2xx73n 163 8 I -PRON- PRP cord-211410-7r2xx73n 163 9 read read VBP cord-211410-7r2xx73n 163 10 in in IN cord-211410-7r2xx73n 163 11 Twitter Twitter NNP cord-211410-7r2xx73n 163 12 : : : cord-211410-7r2xx73n 163 13 Weakly weakly RB cord-211410-7r2xx73n 163 14 Supervised supervise VBN cord-211410-7r2xx73n 163 15 Models model NNS cord-211410-7r2xx73n 163 16 for for IN cord-211410-7r2xx73n 163 17 Extracting extract VBG cord-211410-7r2xx73n 163 18 Politicians politician NNS cord-211410-7r2xx73n 163 19 ' ' POS cord-211410-7r2xx73n 163 20 Stances stance NNS cord-211410-7r2xx73n 163 21 From from IN cord-211410-7r2xx73n 163 22 Twitter Twitter NNP cord-211410-7r2xx73n 163 23 Bumps Bumps NNP cord-211410-7r2xx73n 163 24 and and CC cord-211410-7r2xx73n 163 25 bruises bruise NNS cord-211410-7r2xx73n 163 26 : : : cord-211410-7r2xx73n 164 1 Mining mining NN cord-211410-7r2xx73n 164 2 presidential presidential JJ cord-211410-7r2xx73n 164 3 campaign campaign NN cord-211410-7r2xx73n 164 4 announcements announcement NNS cord-211410-7r2xx73n 164 5 on on IN cord-211410-7r2xx73n 164 6 twitter twitter NNP cord-211410-7r2xx73n 165 1 Characterizing characterize VBG cord-211410-7r2xx73n 165 2 sleep sleep NN cord-211410-7r2xx73n 165 3 issues issue NNS cord-211410-7r2xx73n 165 4 using use VBG cord-211410-7r2xx73n 165 5 Twitter Twitter NNP cord-211410-7r2xx73n 165 6 Discovering Discovering NNP cord-211410-7r2xx73n 165 7 , , , cord-211410-7r2xx73n 165 8 assessing assess VBG cord-211410-7r2xx73n 165 9 , , , cord-211410-7r2xx73n 165 10 and and CC cord-211410-7r2xx73n 165 11 mitigating mitigate VBG cord-211410-7r2xx73n 165 12 data data NN cord-211410-7r2xx73n 165 13 bias bias NN cord-211410-7r2xx73n 165 14 in in IN cord-211410-7r2xx73n 165 15 social social JJ cord-211410-7r2xx73n 165 16 media medium NNS cord-211410-7r2xx73n 165 17 Using use VBG cord-211410-7r2xx73n 165 18 Twitter Twitter NNP cord-211410-7r2xx73n 165 19 to to TO cord-211410-7r2xx73n 165 20 Understand understand VB cord-211410-7r2xx73n 165 21 the the DT cord-211410-7r2xx73n 165 22 Human Human NNP cord-211410-7r2xx73n 165 23 Bowel Bowel NNP cord-211410-7r2xx73n 165 24 Disease Disease NNP cord-211410-7r2xx73n 165 25 Community Community NNP cord-211410-7r2xx73n 165 26 : : : cord-211410-7r2xx73n 166 1 Exploratory Exploratory NNP cord-211410-7r2xx73n 166 2 Analysis Analysis NNP cord-211410-7r2xx73n 166 3 of of IN cord-211410-7r2xx73n 166 4 Key key JJ cord-211410-7r2xx73n 166 5 Topics topic NNS cord-211410-7r2xx73n 166 6 Weakly weakly RB cord-211410-7r2xx73n 166 7 supervised supervise VBD cord-211410-7r2xx73n 166 8 cyberbullying cyberbullye VBG cord-211410-7r2xx73n 166 9 detection detection NN cord-211410-7r2xx73n 166 10 using use VBG cord-211410-7r2xx73n 166 11 co co JJ cord-211410-7r2xx73n 166 12 - - JJ cord-211410-7r2xx73n 166 13 trained train VBN cord-211410-7r2xx73n 166 14 ensembles ensemble NNS cord-211410-7r2xx73n 166 15 of of IN cord-211410-7r2xx73n 166 16 embedding embed VBG cord-211410-7r2xx73n 166 17 models model NNS cord-211410-7r2xx73n 167 1 The the DT cord-211410-7r2xx73n 167 2 impact impact NN cord-211410-7r2xx73n 167 3 of of IN cord-211410-7r2xx73n 167 4 environmental environmental JJ cord-211410-7r2xx73n 167 5 stressors stressor NNS cord-211410-7r2xx73n 167 6 on on IN cord-211410-7r2xx73n 167 7 human human JJ cord-211410-7r2xx73n 167 8 trafficking traffic VBG cord-211410-7r2xx73n 167 9 A a DT cord-211410-7r2xx73n 167 10 socio socio JJ cord-211410-7r2xx73n 167 11 - - HYPH cord-211410-7r2xx73n 167 12 linguistic linguistic JJ cord-211410-7r2xx73n 167 13 model model NN cord-211410-7r2xx73n 167 14 for for IN cord-211410-7r2xx73n 167 15 cyberbullying cyberbullye VBG cord-211410-7r2xx73n 167 16 detection detection NN cord-211410-7r2xx73n 167 17 Fine Fine NNP cord-211410-7r2xx73n 167 18 - - HYPH cord-211410-7r2xx73n 167 19 Grained Grained NNP cord-211410-7r2xx73n 167 20 Analysis Analysis NNP cord-211410-7r2xx73n 167 21 of of IN cord-211410-7r2xx73n 167 22 Cyberbullying cyberbullying NN cord-211410-7r2xx73n 167 23 Using use VBG cord-211410-7r2xx73n 167 24 Weakly weakly RB cord-211410-7r2xx73n 167 25 - - HYPH cord-211410-7r2xx73n 167 26 Supervised supervise VBN cord-211410-7r2xx73n 167 27 Topic topic NN cord-211410-7r2xx73n 167 28 Models model NNS