id sid tid token lemma pos cord-351659-ujbxsus4 1 1 key key JJ cord-351659-ujbxsus4 2 1 : : : cord-351659-ujbxsus4 2 2 cord-351659-ujbxsus4 cord-351659-ujbxsus4 NN cord-351659-ujbxsus4 2 3 authors author NNS cord-351659-ujbxsus4 2 4 : : : cord-351659-ujbxsus4 2 5 Jiang Jiang NNP cord-351659-ujbxsus4 2 6 , , , cord-351659-ujbxsus4 2 7 Xiandeng Xiandeng NNP cord-351659-ujbxsus4 2 8 ; ; : cord-351659-ujbxsus4 2 9 Chang Chang NNP cord-351659-ujbxsus4 2 10 , , , cord-351659-ujbxsus4 2 11 Le Le NNP cord-351659-ujbxsus4 2 12 ; ; : cord-351659-ujbxsus4 2 13 Shi Shi NNP cord-351659-ujbxsus4 3 1 , , , cord-351659-ujbxsus4 3 2 Yanlin Yanlin NNP cord-351659-ujbxsus4 3 3 title title NN cord-351659-ujbxsus4 3 4 : : : cord-351659-ujbxsus4 4 1 A a DT cord-351659-ujbxsus4 4 2 retrospective retrospective JJ cord-351659-ujbxsus4 4 3 analysis analysis NN cord-351659-ujbxsus4 4 4 of of IN cord-351659-ujbxsus4 4 5 the the DT cord-351659-ujbxsus4 4 6 dynamic dynamic JJ cord-351659-ujbxsus4 4 7 transmission transmission NN cord-351659-ujbxsus4 4 8 routes route NNS cord-351659-ujbxsus4 4 9 of of IN cord-351659-ujbxsus4 4 10 the the DT cord-351659-ujbxsus4 4 11 COVID-19 COVID-19 NNP cord-351659-ujbxsus4 4 12 in in IN cord-351659-ujbxsus4 4 13 mainland mainland NN cord-351659-ujbxsus4 4 14 China China NNP cord-351659-ujbxsus4 4 15 date date NN cord-351659-ujbxsus4 4 16 : : : cord-351659-ujbxsus4 4 17 2020 2020 CD cord-351659-ujbxsus4 4 18 - - HYPH cord-351659-ujbxsus4 4 19 08 08 CD cord-351659-ujbxsus4 4 20 - - SYM cord-351659-ujbxsus4 4 21 19 19 CD cord-351659-ujbxsus4 4 22 journal journal NN cord-351659-ujbxsus4 4 23 : : : cord-351659-ujbxsus4 5 1 Sci Sci NNP cord-351659-ujbxsus4 5 2 Rep Rep NNP cord-351659-ujbxsus4 5 3 DOI DOI NNP cord-351659-ujbxsus4 5 4 : : : cord-351659-ujbxsus4 5 5 10.1038 10.1038 CD cord-351659-ujbxsus4 5 6 / / SYM cord-351659-ujbxsus4 5 7 s41598 s41598 CD cord-351659-ujbxsus4 5 8 - - HYPH cord-351659-ujbxsus4 5 9 020 020 CD cord-351659-ujbxsus4 5 10 - - HYPH cord-351659-ujbxsus4 5 11 71023 71023 CD cord-351659-ujbxsus4 5 12 - - SYM cord-351659-ujbxsus4 5 13 9 9 CD cord-351659-ujbxsus4 6 1 sha sha NNP cord-351659-ujbxsus4 6 2 : : : cord-351659-ujbxsus4 7 1 0bd3e4ffea263048beebd52c0c1d7a8878de7298 0bd3e4ffea263048beebd52c0c1d7a8878de7298 CD cord-351659-ujbxsus4 8 1 doc_id doc_id CD cord-351659-ujbxsus4 8 2 : : : cord-351659-ujbxsus4 8 3 351659 351659 CD cord-351659-ujbxsus4 8 4 cord_uid cord_uid NNS cord-351659-ujbxsus4 8 5 : : : cord-351659-ujbxsus4 9 1 ujbxsus4 ujbxsus4 NNP cord-351659-ujbxsus4 10 1 The the DT cord-351659-ujbxsus4 10 2 fourth fourth JJ cord-351659-ujbxsus4 10 3 outbreak outbreak NN cord-351659-ujbxsus4 10 4 of of IN cord-351659-ujbxsus4 10 5 the the DT cord-351659-ujbxsus4 10 6 Coronaviruses Coronaviruses NNPS cord-351659-ujbxsus4 10 7 , , , cord-351659-ujbxsus4 10 8 known know VBN cord-351659-ujbxsus4 10 9 as as IN cord-351659-ujbxsus4 10 10 the the DT cord-351659-ujbxsus4 10 11 COVID-19 COVID-19 NNP cord-351659-ujbxsus4 10 12 , , , cord-351659-ujbxsus4 10 13 has have VBZ cord-351659-ujbxsus4 10 14 occurred occur VBN cord-351659-ujbxsus4 10 15 in in IN cord-351659-ujbxsus4 10 16 Wuhan Wuhan NNP cord-351659-ujbxsus4 10 17 city city NN cord-351659-ujbxsus4 10 18 of of IN cord-351659-ujbxsus4 10 19 Hubei Hubei NNP cord-351659-ujbxsus4 10 20 province province NN cord-351659-ujbxsus4 10 21 in in IN cord-351659-ujbxsus4 10 22 China China NNP cord-351659-ujbxsus4 10 23 in in IN cord-351659-ujbxsus4 10 24 December December NNP cord-351659-ujbxsus4 10 25 2019 2019 CD cord-351659-ujbxsus4 10 26 . . . cord-351659-ujbxsus4 11 1 We -PRON- PRP cord-351659-ujbxsus4 11 2 propose propose VBP cord-351659-ujbxsus4 11 3 a a DT cord-351659-ujbxsus4 11 4 time time NN cord-351659-ujbxsus4 11 5 - - HYPH cord-351659-ujbxsus4 11 6 varying vary VBG cord-351659-ujbxsus4 11 7 sparse sparse JJ cord-351659-ujbxsus4 11 8 vector vector NN cord-351659-ujbxsus4 11 9 autoregressive autoregressive NN cord-351659-ujbxsus4 11 10 ( ( -LRB- cord-351659-ujbxsus4 11 11 VAR VAR NNP cord-351659-ujbxsus4 11 12 ) ) -RRB- cord-351659-ujbxsus4 11 13 model model NN cord-351659-ujbxsus4 11 14 to to TO cord-351659-ujbxsus4 11 15 retrospectively retrospectively RB cord-351659-ujbxsus4 11 16 analyze analyze VB cord-351659-ujbxsus4 11 17 and and CC cord-351659-ujbxsus4 11 18 visualize visualize VB cord-351659-ujbxsus4 11 19 the the DT cord-351659-ujbxsus4 11 20 dynamic dynamic JJ cord-351659-ujbxsus4 11 21 transmission transmission NN cord-351659-ujbxsus4 11 22 routes route NNS cord-351659-ujbxsus4 11 23 of of IN cord-351659-ujbxsus4 11 24 this this DT cord-351659-ujbxsus4 11 25 outbreak outbreak NN cord-351659-ujbxsus4 11 26 in in IN cord-351659-ujbxsus4 11 27 mainland mainland NN cord-351659-ujbxsus4 11 28 China China NNP cord-351659-ujbxsus4 11 29 over over IN cord-351659-ujbxsus4 11 30 January January NNP cord-351659-ujbxsus4 11 31 31–February 31–february CD cord-351659-ujbxsus4 11 32 19 19 CD cord-351659-ujbxsus4 11 33 , , , cord-351659-ujbxsus4 11 34 2020 2020 CD cord-351659-ujbxsus4 11 35 . . . cord-351659-ujbxsus4 12 1 Our -PRON- PRP$ cord-351659-ujbxsus4 12 2 results result NNS cord-351659-ujbxsus4 12 3 demonstrate demonstrate VBP cord-351659-ujbxsus4 12 4 that that IN cord-351659-ujbxsus4 12 5 the the DT cord-351659-ujbxsus4 12 6 influential influential JJ cord-351659-ujbxsus4 12 7 inter inter JJ cord-351659-ujbxsus4 12 8 - - JJ cord-351659-ujbxsus4 12 9 location location JJ cord-351659-ujbxsus4 12 10 routes route NNS cord-351659-ujbxsus4 12 11 from from IN cord-351659-ujbxsus4 12 12 Hubei Hubei NNP cord-351659-ujbxsus4 12 13 have have VBP cord-351659-ujbxsus4 12 14 become become VBN cord-351659-ujbxsus4 12 15 unidentifiable unidentifiable JJ cord-351659-ujbxsus4 12 16 since since IN cord-351659-ujbxsus4 12 17 February February NNP cord-351659-ujbxsus4 12 18 4 4 CD cord-351659-ujbxsus4 12 19 , , , cord-351659-ujbxsus4 12 20 2020 2020 CD cord-351659-ujbxsus4 12 21 , , , cord-351659-ujbxsus4 12 22 whereas whereas IN cord-351659-ujbxsus4 12 23 the the DT cord-351659-ujbxsus4 12 24 self self NN cord-351659-ujbxsus4 12 25 - - HYPH cord-351659-ujbxsus4 12 26 transmission transmission NN cord-351659-ujbxsus4 12 27 in in IN cord-351659-ujbxsus4 12 28 each each DT cord-351659-ujbxsus4 12 29 provincial provincial JJ cord-351659-ujbxsus4 12 30 - - HYPH cord-351659-ujbxsus4 12 31 level level NN cord-351659-ujbxsus4 12 32 administrative administrative JJ cord-351659-ujbxsus4 12 33 region region NN cord-351659-ujbxsus4 12 34 ( ( -LRB- cord-351659-ujbxsus4 12 35 location location NN cord-351659-ujbxsus4 12 36 , , , cord-351659-ujbxsus4 12 37 hereafter hereafter RB cord-351659-ujbxsus4 12 38 ) ) -RRB- cord-351659-ujbxsus4 12 39 was be VBD cord-351659-ujbxsus4 12 40 accelerating accelerate VBG cord-351659-ujbxsus4 12 41 over over IN cord-351659-ujbxsus4 12 42 February February NNP cord-351659-ujbxsus4 12 43 4–15 4–15 CD cord-351659-ujbxsus4 12 44 , , , cord-351659-ujbxsus4 12 45 2020 2020 CD cord-351659-ujbxsus4 12 46 . . . cord-351659-ujbxsus4 13 1 From from IN cord-351659-ujbxsus4 13 2 February February NNP cord-351659-ujbxsus4 13 3 16 16 CD cord-351659-ujbxsus4 13 4 , , , cord-351659-ujbxsus4 13 5 2020 2020 CD cord-351659-ujbxsus4 13 6 , , , cord-351659-ujbxsus4 13 7 all all DT cord-351659-ujbxsus4 13 8 routes route NNS cord-351659-ujbxsus4 13 9 became become VBD cord-351659-ujbxsus4 13 10 less less RBR cord-351659-ujbxsus4 13 11 detectable detectable JJ cord-351659-ujbxsus4 13 12 , , , cord-351659-ujbxsus4 13 13 and and CC cord-351659-ujbxsus4 13 14 no no DT cord-351659-ujbxsus4 13 15 influential influential JJ cord-351659-ujbxsus4 13 16 transmissions transmission NNS cord-351659-ujbxsus4 13 17 could could MD cord-351659-ujbxsus4 13 18 be be VB cord-351659-ujbxsus4 13 19 identified identify VBN cord-351659-ujbxsus4 13 20 on on IN cord-351659-ujbxsus4 13 21 February February NNP cord-351659-ujbxsus4 13 22 18 18 CD cord-351659-ujbxsus4 13 23 and and CC cord-351659-ujbxsus4 13 24 19 19 CD cord-351659-ujbxsus4 13 25 , , , cord-351659-ujbxsus4 13 26 2020 2020 CD cord-351659-ujbxsus4 13 27 . . . cord-351659-ujbxsus4 14 1 Such such JJ cord-351659-ujbxsus4 14 2 evidence evidence NN cord-351659-ujbxsus4 14 3 supports support VBZ cord-351659-ujbxsus4 14 4 the the DT cord-351659-ujbxsus4 14 5 effectiveness effectiveness NN cord-351659-ujbxsus4 14 6 of of IN cord-351659-ujbxsus4 14 7 government government NN cord-351659-ujbxsus4 14 8 interventions intervention NNS cord-351659-ujbxsus4 14 9 , , , cord-351659-ujbxsus4 14 10 including include VBG cord-351659-ujbxsus4 14 11 the the DT cord-351659-ujbxsus4 14 12 travel travel NN cord-351659-ujbxsus4 14 13 restrictions restriction NNS cord-351659-ujbxsus4 14 14 in in IN cord-351659-ujbxsus4 14 15 Hubei Hubei NNP cord-351659-ujbxsus4 14 16 . . . cord-351659-ujbxsus4 15 1 Implications implication NNS cord-351659-ujbxsus4 15 2 of of IN cord-351659-ujbxsus4 15 3 our -PRON- PRP$ cord-351659-ujbxsus4 15 4 results result NNS cord-351659-ujbxsus4 15 5 suggest suggest VBP cord-351659-ujbxsus4 15 6 that that IN cord-351659-ujbxsus4 15 7 in in IN cord-351659-ujbxsus4 15 8 addition addition NN cord-351659-ujbxsus4 15 9 to to IN cord-351659-ujbxsus4 15 10 the the DT cord-351659-ujbxsus4 15 11 origin origin NN cord-351659-ujbxsus4 15 12 of of IN cord-351659-ujbxsus4 15 13 the the DT cord-351659-ujbxsus4 15 14 outbreak outbreak NN cord-351659-ujbxsus4 15 15 , , , cord-351659-ujbxsus4 15 16 virus virus NN cord-351659-ujbxsus4 15 17 preventions prevention NNS cord-351659-ujbxsus4 15 18 are be VBP cord-351659-ujbxsus4 15 19 of of IN cord-351659-ujbxsus4 15 20 crucial crucial JJ cord-351659-ujbxsus4 15 21 importance importance NN cord-351659-ujbxsus4 15 22 in in IN cord-351659-ujbxsus4 15 23 locations location NNS cord-351659-ujbxsus4 15 24 with with IN cord-351659-ujbxsus4 15 25 the the DT cord-351659-ujbxsus4 15 26 largest large JJS cord-351659-ujbxsus4 15 27 migrant migrant JJ cord-351659-ujbxsus4 15 28 workers worker NNS cord-351659-ujbxsus4 15 29 percentages percentage NNS cord-351659-ujbxsus4 15 30 ( ( -LRB- cord-351659-ujbxsus4 15 31 e.g. e.g. RB cord-351659-ujbxsus4 15 32 , , , cord-351659-ujbxsus4 15 33 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 15 34 , , , cord-351659-ujbxsus4 15 35 Henan Henan NNP cord-351659-ujbxsus4 15 36 and and CC cord-351659-ujbxsus4 15 37 Anhui Anhui NNP cord-351659-ujbxsus4 15 38 ) ) -RRB- cord-351659-ujbxsus4 15 39 to to IN cord-351659-ujbxsus4 15 40 controlling control VBG cord-351659-ujbxsus4 15 41 the the DT cord-351659-ujbxsus4 15 42 spread spread NN cord-351659-ujbxsus4 15 43 of of IN cord-351659-ujbxsus4 15 44 COVID-19 covid-19 NN cord-351659-ujbxsus4 15 45 . . . cord-351659-ujbxsus4 16 1 www.nature.com/scientificreports/ www.nature.com/scientificreports/ NNP cord-351659-ujbxsus4 16 2 been be VBN cord-351659-ujbxsus4 16 3 analyzed analyze VBN cord-351659-ujbxsus4 16 4 and and CC cord-351659-ujbxsus4 16 5 compared compare VBN cord-351659-ujbxsus4 16 6 over over IN cord-351659-ujbxsus4 16 7 a a DT cord-351659-ujbxsus4 16 8 rage rage NN cord-351659-ujbxsus4 16 9 of of IN cord-351659-ujbxsus4 16 10 affected affected JJ cord-351659-ujbxsus4 16 11 countries country NNS cord-351659-ujbxsus4 16 12 ( ( -LRB- cord-351659-ujbxsus4 16 13 e.g. e.g. RB cord-351659-ujbxsus4 16 14 , , , cord-351659-ujbxsus4 16 15 Australia Australia NNP cord-351659-ujbxsus4 16 16 34 34 CD cord-351659-ujbxsus4 16 17 , , , cord-351659-ujbxsus4 16 18 34 34 CD cord-351659-ujbxsus4 16 19 , , , cord-351659-ujbxsus4 16 20 Germany Germany NNP cord-351659-ujbxsus4 16 21 35 35 CD cord-351659-ujbxsus4 16 22 , , , cord-351659-ujbxsus4 16 23 Italy Italy NNP cord-351659-ujbxsus4 16 24 36 36 CD cord-351659-ujbxsus4 16 25 , , , cord-351659-ujbxsus4 16 26 37 37 CD cord-351659-ujbxsus4 16 27 and and CC cord-351659-ujbxsus4 16 28 South South NNP cord-351659-ujbxsus4 16 29 Korea Korea NNP cord-351659-ujbxsus4 16 30 38 38 CD cord-351659-ujbxsus4 16 31 ) ) -RRB- cord-351659-ujbxsus4 16 32 . . . cord-351659-ujbxsus4 17 1 Among among IN cord-351659-ujbxsus4 17 2 those those DT cord-351659-ujbxsus4 17 3 emerging emerge VBG cord-351659-ujbxsus4 17 4 large large JJ cord-351659-ujbxsus4 17 5 volume volume NN cord-351659-ujbxsus4 17 6 of of IN cord-351659-ujbxsus4 17 7 studies study NNS cord-351659-ujbxsus4 17 8 , , , cord-351659-ujbxsus4 17 9 mathematical mathematical JJ cord-351659-ujbxsus4 17 10 and and CC cord-351659-ujbxsus4 17 11 statistical statistical JJ cord-351659-ujbxsus4 17 12 modeling modeling NN cord-351659-ujbxsus4 17 13 plays play VBZ cord-351659-ujbxsus4 17 14 a a DT cord-351659-ujbxsus4 17 15 non non JJ cord-351659-ujbxsus4 17 16 - - JJ cord-351659-ujbxsus4 17 17 negligible negligible JJ cord-351659-ujbxsus4 17 18 role role NN cord-351659-ujbxsus4 17 19 . . . cord-351659-ujbxsus4 18 1 Also also RB cord-351659-ujbxsus4 18 2 , , , cord-351659-ujbxsus4 18 3 the the DT cord-351659-ujbxsus4 18 4 classical classical JJ cord-351659-ujbxsus4 18 5 susceptible susceptible JJ cord-351659-ujbxsus4 18 6 exposed expose VBN cord-351659-ujbxsus4 18 7 infectious infectious JJ cord-351659-ujbxsus4 18 8 recovered recover VBN cord-351659-ujbxsus4 18 9 ( ( -LRB- cord-351659-ujbxsus4 18 10 SEIR SEIR NNP cord-351659-ujbxsus4 18 11 ) ) -RRB- cord-351659-ujbxsus4 18 12 model model NN cord-351659-ujbxsus4 18 13 with with IN cord-351659-ujbxsus4 18 14 its -PRON- PRP$ cord-351659-ujbxsus4 18 15 various various JJ cord-351659-ujbxsus4 18 16 extensions extension NNS cord-351659-ujbxsus4 18 17 is be VBZ cord-351659-ujbxsus4 18 18 the the DT cord-351659-ujbxsus4 18 19 most most RBS cord-351659-ujbxsus4 18 20 popular popular JJ cord-351659-ujbxsus4 18 21 method method NN cord-351659-ujbxsus4 18 22 [ [ -LRB- cord-351659-ujbxsus4 18 23 39 39 CD cord-351659-ujbxsus4 18 24 ] ] -RRB- cord-351659-ujbxsus4 18 25 [ [ -LRB- cord-351659-ujbxsus4 18 26 40 40 CD cord-351659-ujbxsus4 18 27 ] ] -RRB- cord-351659-ujbxsus4 18 28 [ [ -LRB- cord-351659-ujbxsus4 18 29 41 41 CD cord-351659-ujbxsus4 18 30 ] ] -RRB- cord-351659-ujbxsus4 18 31 [ [ -LRB- cord-351659-ujbxsus4 18 32 42 42 CD cord-351659-ujbxsus4 18 33 ] ] -RRB- cord-351659-ujbxsus4 18 34 [ [ -LRB- cord-351659-ujbxsus4 18 35 43 43 CD cord-351659-ujbxsus4 18 36 ] ] -RRB- cord-351659-ujbxsus4 18 37 [ [ -LRB- cord-351659-ujbxsus4 18 38 44 44 CD cord-351659-ujbxsus4 18 39 ] ] -RRB- cord-351659-ujbxsus4 18 40 [ [ -LRB- cord-351659-ujbxsus4 18 41 45 45 CD cord-351659-ujbxsus4 18 42 ] ] -RRB- cord-351659-ujbxsus4 19 1 [ [ -LRB- cord-351659-ujbxsus4 19 2 46 46 CD cord-351659-ujbxsus4 19 3 ] ] -RRB- cord-351659-ujbxsus4 20 1 [ [ -LRB- cord-351659-ujbxsus4 20 2 47 47 CD cord-351659-ujbxsus4 20 3 ] ] -RRB- cord-351659-ujbxsus4 21 1 [ [ -LRB- cord-351659-ujbxsus4 21 2 48 48 CD cord-351659-ujbxsus4 21 3 ] ] -RRB- cord-351659-ujbxsus4 22 1 [ [ -LRB- cord-351659-ujbxsus4 22 2 49 49 CD cord-351659-ujbxsus4 22 3 ] ] -RRB- cord-351659-ujbxsus4 22 4 [ [ -LRB- cord-351659-ujbxsus4 22 5 50 50 CD cord-351659-ujbxsus4 22 6 ] ] -RRB- cord-351659-ujbxsus4 22 7 [ [ -LRB- cord-351659-ujbxsus4 22 8 51 51 CD cord-351659-ujbxsus4 22 9 ] ] -RRB- cord-351659-ujbxsus4 22 10 [ [ -LRB- cord-351659-ujbxsus4 22 11 52 52 CD cord-351659-ujbxsus4 22 12 ] ] -RRB- cord-351659-ujbxsus4 22 13 . . . cord-351659-ujbxsus4 23 1 SEIR SEIR NNP cord-351659-ujbxsus4 23 2 family family NN cord-351659-ujbxsus4 23 3 models model NNS cord-351659-ujbxsus4 23 4 are be VBP cord-351659-ujbxsus4 23 5 effective effective JJ cord-351659-ujbxsus4 23 6 in in IN cord-351659-ujbxsus4 23 7 exploring explore VBG cord-351659-ujbxsus4 23 8 the the DT cord-351659-ujbxsus4 23 9 epidemic epidemic NN cord-351659-ujbxsus4 23 10 characteristics characteristic NNS cord-351659-ujbxsus4 23 11 of of IN cord-351659-ujbxsus4 23 12 the the DT cord-351659-ujbxsus4 23 13 outbreak outbreak NN cord-351659-ujbxsus4 23 14 , , , cord-351659-ujbxsus4 23 15 forecasting forecast VBG cord-351659-ujbxsus4 23 16 the the DT cord-351659-ujbxsus4 23 17 inflection inflection NN cord-351659-ujbxsus4 23 18 point point NN cord-351659-ujbxsus4 23 19 and and CC cord-351659-ujbxsus4 23 20 ending end VBG cord-351659-ujbxsus4 23 21 time time NN cord-351659-ujbxsus4 23 22 , , , cord-351659-ujbxsus4 23 23 and and CC cord-351659-ujbxsus4 23 24 deciding decide VBG cord-351659-ujbxsus4 23 25 the the DT cord-351659-ujbxsus4 23 26 measures measure NNS cord-351659-ujbxsus4 23 27 to to TO cord-351659-ujbxsus4 23 28 curb curb VB cord-351659-ujbxsus4 23 29 the the DT cord-351659-ujbxsus4 23 30 spreading spreading NN cord-351659-ujbxsus4 23 31 . . . cord-351659-ujbxsus4 24 1 Despite despite IN cord-351659-ujbxsus4 24 2 this this DT cord-351659-ujbxsus4 24 3 , , , cord-351659-ujbxsus4 24 4 they -PRON- PRP cord-351659-ujbxsus4 24 5 are be VBP cord-351659-ujbxsus4 24 6 less less RBR cord-351659-ujbxsus4 24 7 appropriate appropriate JJ cord-351659-ujbxsus4 24 8 in in IN cord-351659-ujbxsus4 24 9 identifying identify VBG cord-351659-ujbxsus4 24 10 transmission transmission NN cord-351659-ujbxsus4 24 11 routes route NNS cord-351659-ujbxsus4 24 12 of of IN cord-351659-ujbxsus4 24 13 the the DT cord-351659-ujbxsus4 24 14 COVID-19 covid-19 JJ cord-351659-ujbxsus4 24 15 outbreak outbreak NN cord-351659-ujbxsus4 24 16 , , , cord-351659-ujbxsus4 24 17 which which WDT cord-351659-ujbxsus4 24 18 is be VBZ cord-351659-ujbxsus4 24 19 also also RB cord-351659-ujbxsus4 24 20 not not RB cord-351659-ujbxsus4 24 21 thoroughly thoroughly RB cord-351659-ujbxsus4 24 22 investigated investigate VBN cord-351659-ujbxsus4 24 23 in in IN cord-351659-ujbxsus4 24 24 existing exist VBG cord-351659-ujbxsus4 24 25 literature literature NN cord-351659-ujbxsus4 24 26 . . . cord-351659-ujbxsus4 25 1 In in IN cord-351659-ujbxsus4 25 2 this this DT cord-351659-ujbxsus4 25 3 paper paper NN cord-351659-ujbxsus4 25 4 , , , cord-351659-ujbxsus4 25 5 we -PRON- PRP cord-351659-ujbxsus4 25 6 fill fill VBP cord-351659-ujbxsus4 25 7 in in IN cord-351659-ujbxsus4 25 8 this this DT cord-351659-ujbxsus4 25 9 gap gap NN cord-351659-ujbxsus4 25 10 and and CC cord-351659-ujbxsus4 25 11 perform perform VB cord-351659-ujbxsus4 25 12 a a DT cord-351659-ujbxsus4 25 13 retrospective retrospective JJ cord-351659-ujbxsus4 25 14 analysis analysis NN cord-351659-ujbxsus4 25 15 using use VBG cord-351659-ujbxsus4 25 16 the the DT cord-351659-ujbxsus4 25 17 publicly publicly RB cord-351659-ujbxsus4 25 18 available available JJ cord-351659-ujbxsus4 25 19 data datum NNS cord-351659-ujbxsus4 25 20 53 53 CD cord-351659-ujbxsus4 25 21 . . . cord-351659-ujbxsus4 26 1 Rather rather RB cord-351659-ujbxsus4 26 2 than than IN cord-351659-ujbxsus4 26 3 employing employ VBG cord-351659-ujbxsus4 26 4 the the DT cord-351659-ujbxsus4 26 5 SEIR SEIR NNP cord-351659-ujbxsus4 26 6 , , , cord-351659-ujbxsus4 26 7 we -PRON- PRP cord-351659-ujbxsus4 26 8 develop develop VBP cord-351659-ujbxsus4 26 9 a a DT cord-351659-ujbxsus4 26 10 time time NN cord-351659-ujbxsus4 26 11 - - HYPH cord-351659-ujbxsus4 26 12 varying vary VBG cord-351659-ujbxsus4 26 13 coefficient coefficient NN cord-351659-ujbxsus4 26 14 sparse sparse JJ cord-351659-ujbxsus4 26 15 vector vector NN cord-351659-ujbxsus4 26 16 autoregressive autoregressive NN cord-351659-ujbxsus4 26 17 ( ( -LRB- cord-351659-ujbxsus4 26 18 VAR VAR NNP cord-351659-ujbxsus4 26 19 ) ) -RRB- cord-351659-ujbxsus4 26 20 model model NN cord-351659-ujbxsus4 26 21 . . . cord-351659-ujbxsus4 27 1 Using use VBG cord-351659-ujbxsus4 27 2 the the DT cord-351659-ujbxsus4 27 3 least least JJS cord-351659-ujbxsus4 27 4 absolute absolute JJ cord-351659-ujbxsus4 27 5 shrinkage shrinkage NN cord-351659-ujbxsus4 27 6 and and CC cord-351659-ujbxsus4 27 7 selection selection NN cord-351659-ujbxsus4 27 8 operator operator NN cord-351659-ujbxsus4 27 9 ( ( -LRB- cord-351659-ujbxsus4 27 10 lasso lasso NNP cord-351659-ujbxsus4 27 11 ) ) -RRB- cord-351659-ujbxsus4 27 12 54 54 CD cord-351659-ujbxsus4 27 13 , , , cord-351659-ujbxsus4 27 14 55 55 CD cord-351659-ujbxsus4 27 15 and and CC cord-351659-ujbxsus4 27 16 the the DT cord-351659-ujbxsus4 27 17 local local JJ cord-351659-ujbxsus4 27 18 constant constant JJ cord-351659-ujbxsus4 27 19 kernel kernel NN cord-351659-ujbxsus4 27 20 smoothing smooth VBG cord-351659-ujbxsus4 27 21 estimator estimator NN cord-351659-ujbxsus4 27 22 56 56 CD cord-351659-ujbxsus4 27 23 , , , cord-351659-ujbxsus4 27 24 our -PRON- PRP$ cord-351659-ujbxsus4 27 25 model model NN cord-351659-ujbxsus4 27 26 is be VBZ cord-351659-ujbxsus4 27 27 capable capable JJ cord-351659-ujbxsus4 27 28 of of IN cord-351659-ujbxsus4 27 29 estimating estimate VBG cord-351659-ujbxsus4 27 30 the the DT cord-351659-ujbxsus4 27 31 dynamic dynamic JJ cord-351659-ujbxsus4 27 32 high high JJ cord-351659-ujbxsus4 27 33 - - HYPH cord-351659-ujbxsus4 27 34 dimensional dimensional JJ cord-351659-ujbxsus4 27 35 Granger Granger NNP cord-351659-ujbxsus4 27 36 causality causality NN cord-351659-ujbxsus4 27 37 coefficient coefficient NN cord-351659-ujbxsus4 27 38 matrices matrix NNS cord-351659-ujbxsus4 27 39 . . . cord-351659-ujbxsus4 28 1 This this DT cord-351659-ujbxsus4 28 2 enables enable VBZ cord-351659-ujbxsus4 28 3 the the DT cord-351659-ujbxsus4 28 4 detection detection NN cord-351659-ujbxsus4 28 5 and and CC cord-351659-ujbxsus4 28 6 visualization visualization NN cord-351659-ujbxsus4 28 7 of of IN cord-351659-ujbxsus4 28 8 time time NN cord-351659-ujbxsus4 28 9 - - HYPH cord-351659-ujbxsus4 28 10 varying vary VBG cord-351659-ujbxsus4 28 11 inter inter JJ cord-351659-ujbxsus4 28 12 - - JJ cord-351659-ujbxsus4 28 13 location location NN cord-351659-ujbxsus4 28 14 and and CC cord-351659-ujbxsus4 28 15 self self NN cord-351659-ujbxsus4 28 16 - - HYPH cord-351659-ujbxsus4 28 17 transmission transmission NN cord-351659-ujbxsus4 28 18 routes route NNS cord-351659-ujbxsus4 28 19 of of IN cord-351659-ujbxsus4 28 20 the the DT cord-351659-ujbxsus4 28 21 COVID-19 COVID-19 NNP cord-351659-ujbxsus4 28 22 on on IN cord-351659-ujbxsus4 28 23 the the DT cord-351659-ujbxsus4 28 24 daily daily JJ cord-351659-ujbxsus4 28 25 basis basis NN cord-351659-ujbxsus4 28 26 . . . cord-351659-ujbxsus4 29 1 The the DT cord-351659-ujbxsus4 29 2 resulting result VBG cord-351659-ujbxsus4 29 3 " " `` cord-351659-ujbxsus4 29 4 road road NN cord-351659-ujbxsus4 29 5 - - HYPH cord-351659-ujbxsus4 29 6 map map NN cord-351659-ujbxsus4 29 7 " " '' cord-351659-ujbxsus4 29 8 can can MD cord-351659-ujbxsus4 29 9 help help VB cord-351659-ujbxsus4 29 10 policy policy NN cord-351659-ujbxsus4 29 11 - - HYPH cord-351659-ujbxsus4 29 12 markers marker NNS cord-351659-ujbxsus4 29 13 and and CC cord-351659-ujbxsus4 29 14 public public JJ cord-351659-ujbxsus4 29 15 - - HYPH cord-351659-ujbxsus4 29 16 health health NN cord-351659-ujbxsus4 29 17 officers officer NNS cord-351659-ujbxsus4 29 18 retrospectively retrospectively RB cord-351659-ujbxsus4 29 19 evaluate evaluate VBP cord-351659-ujbxsus4 29 20 both both CC cord-351659-ujbxsus4 29 21 the the DT cord-351659-ujbxsus4 29 22 effectiveness effectiveness NN cord-351659-ujbxsus4 29 23 and and CC cord-351659-ujbxsus4 29 24 unexpected unexpected JJ cord-351659-ujbxsus4 29 25 outcomes outcome NNS cord-351659-ujbxsus4 29 26 of of IN cord-351659-ujbxsus4 29 27 their -PRON- PRP$ cord-351659-ujbxsus4 29 28 interventions intervention NNS cord-351659-ujbxsus4 29 29 . . . cord-351659-ujbxsus4 30 1 Such such PDT cord-351659-ujbxsus4 30 2 an an DT cord-351659-ujbxsus4 30 3 evaluation evaluation NN cord-351659-ujbxsus4 30 4 is be VBZ cord-351659-ujbxsus4 30 5 critical critical JJ cord-351659-ujbxsus4 30 6 to to IN cord-351659-ujbxsus4 30 7 winning win VBG cord-351659-ujbxsus4 30 8 the the DT cord-351659-ujbxsus4 30 9 current current JJ cord-351659-ujbxsus4 30 10 battle battle NN cord-351659-ujbxsus4 30 11 against against IN cord-351659-ujbxsus4 30 12 COVID-19 COVID-19 NNP cord-351659-ujbxsus4 30 13 in in IN cord-351659-ujbxsus4 30 14 China China NNP cord-351659-ujbxsus4 30 15 , , , cord-351659-ujbxsus4 30 16 providing provide VBG cord-351659-ujbxsus4 30 17 useful useful JJ cord-351659-ujbxsus4 30 18 experience experience NN cord-351659-ujbxsus4 30 19 for for IN cord-351659-ujbxsus4 30 20 other other JJ cord-351659-ujbxsus4 30 21 countries country NNS cord-351659-ujbxsus4 30 22 facing face VBG cord-351659-ujbxsus4 30 23 the the DT cord-351659-ujbxsus4 30 24 emerging emerge VBG cord-351659-ujbxsus4 30 25 threat threat NN cord-351659-ujbxsus4 30 26 of of IN cord-351659-ujbxsus4 30 27 this this DT cord-351659-ujbxsus4 30 28 new new JJ cord-351659-ujbxsus4 30 29 coronavirus coronavirus NN cord-351659-ujbxsus4 30 30 , , , cord-351659-ujbxsus4 30 31 and and CC cord-351659-ujbxsus4 30 32 saving save VBG cord-351659-ujbxsus4 30 33 lives life NNS cord-351659-ujbxsus4 30 34 when when WRB cord-351659-ujbxsus4 30 35 a a DT cord-351659-ujbxsus4 30 36 new new JJ cord-351659-ujbxsus4 30 37 epidemic epidemic NN cord-351659-ujbxsus4 30 38 occurs occur VBZ cord-351659-ujbxsus4 30 39 in in IN cord-351659-ujbxsus4 30 40 the the DT cord-351659-ujbxsus4 30 41 future future NN cord-351659-ujbxsus4 30 42 . . . cord-351659-ujbxsus4 31 1 Model model NN cord-351659-ujbxsus4 31 2 . . . cord-351659-ujbxsus4 32 1 Throughout throughout IN cord-351659-ujbxsus4 32 2 this this DT cord-351659-ujbxsus4 32 3 study study NN cord-351659-ujbxsus4 32 4 , , , cord-351659-ujbxsus4 32 5 we -PRON- PRP cord-351659-ujbxsus4 32 6 are be VBP cord-351659-ujbxsus4 32 7 interested interested JJ cord-351659-ujbxsus4 32 8 in in IN cord-351659-ujbxsus4 32 9 the the DT cord-351659-ujbxsus4 32 10 growth growth NN cord-351659-ujbxsus4 32 11 rate rate NN cord-351659-ujbxsus4 32 12 y y NNP cord-351659-ujbxsus4 32 13 i i NNP cord-351659-ujbxsus4 32 14 , , , cord-351659-ujbxsus4 32 15 t t VBD cord-351659-ujbxsus4 32 16 such such JJ cord-351659-ujbxsus4 32 17 that that DT cord-351659-ujbxsus4 32 18 : : : cord-351659-ujbxsus4 32 19 where where WRB cord-351659-ujbxsus4 32 20 x x NNP cord-351659-ujbxsus4 32 21 i i PRP cord-351659-ujbxsus4 32 22 , , , cord-351659-ujbxsus4 32 23 t t NNP cord-351659-ujbxsus4 32 24 is be VBZ cord-351659-ujbxsus4 32 25 the the DT cord-351659-ujbxsus4 32 26 accumulated accumulate VBN cord-351659-ujbxsus4 32 27 confirmed confirm VBN cord-351659-ujbxsus4 32 28 cases case NNS cord-351659-ujbxsus4 32 29 in in IN cord-351659-ujbxsus4 32 30 the the DT cord-351659-ujbxsus4 32 31 provincial provincial JJ cord-351659-ujbxsus4 32 32 - - HYPH cord-351659-ujbxsus4 32 33 level level NN cord-351659-ujbxsus4 32 34 administrative administrative JJ cord-351659-ujbxsus4 32 35 region region NN cord-351659-ujbxsus4 32 36 ( ( -LRB- cord-351659-ujbxsus4 32 37 location location NN cord-351659-ujbxsus4 32 38 , , , cord-351659-ujbxsus4 32 39 hereafter hereafter RB cord-351659-ujbxsus4 32 40 ) ) -RRB- cord-351659-ujbxsus4 33 1 i i PRP cord-351659-ujbxsus4 33 2 on on IN cord-351659-ujbxsus4 33 3 day day NN cord-351659-ujbxsus4 33 4 t t NN cord-351659-ujbxsus4 34 1 ( ( -LRB- cord-351659-ujbxsus4 34 2 i i NN cord-351659-ujbxsus4 34 3 = = SYM cord-351659-ujbxsus4 34 4 1 1 CD cord-351659-ujbxsus4 34 5 , , , cord-351659-ujbxsus4 34 6 . . . cord-351659-ujbxsus4 34 7 . . . cord-351659-ujbxsus4 34 8 . . . cord-351659-ujbxsus4 35 1 , , , cord-351659-ujbxsus4 35 2 N N NNP cord-351659-ujbxsus4 35 3 and and CC cord-351659-ujbxsus4 35 4 t t NN cord-351659-ujbxsus4 35 5 = = SYM cord-351659-ujbxsus4 35 6 1 1 CD cord-351659-ujbxsus4 35 7 , , , cord-351659-ujbxsus4 35 8 . . . cord-351659-ujbxsus4 35 9 . . . cord-351659-ujbxsus4 35 10 . . . cord-351659-ujbxsus4 35 11 , , , cord-351659-ujbxsus4 35 12 T T NNP cord-351659-ujbxsus4 35 13 ) ) -RRB- cord-351659-ujbxsus4 35 14 . . . cord-351659-ujbxsus4 36 1 T T NNP cord-351659-ujbxsus4 36 2 and and CC cord-351659-ujbxsus4 36 3 N N NNP cord-351659-ujbxsus4 36 4 define define VBP cord-351659-ujbxsus4 36 5 the the DT cord-351659-ujbxsus4 36 6 number number NN cord-351659-ujbxsus4 36 7 of of IN cord-351659-ujbxsus4 36 8 days day NNS cord-351659-ujbxsus4 36 9 and and CC cord-351659-ujbxsus4 36 10 number number NN cord-351659-ujbxsus4 36 11 of of IN cord-351659-ujbxsus4 36 12 locations location NNS cord-351659-ujbxsus4 36 13 under under IN cord-351659-ujbxsus4 36 14 consideration consideration NN cord-351659-ujbxsus4 36 15 , , , cord-351659-ujbxsus4 36 16 respectively respectively RB cord-351659-ujbxsus4 36 17 . . . cord-351659-ujbxsus4 37 1 We -PRON- PRP cord-351659-ujbxsus4 37 2 then then RB cord-351659-ujbxsus4 37 3 define define VBP cord-351659-ujbxsus4 37 4 y y NNP cord-351659-ujbxsus4 37 5 t t NN cord-351659-ujbxsus4 37 6 = = NN cord-351659-ujbxsus4 38 1 ( ( -LRB- cord-351659-ujbxsus4 38 2 y y NNP cord-351659-ujbxsus4 38 3 1,t 1,t CD cord-351659-ujbxsus4 38 4 , , , cord-351659-ujbxsus4 38 5 . . . cord-351659-ujbxsus4 38 6 . . . cord-351659-ujbxsus4 38 7 . . . cord-351659-ujbxsus4 39 1 , , , cord-351659-ujbxsus4 39 2 y y NNP cord-351659-ujbxsus4 39 3 N N NNP cord-351659-ujbxsus4 39 4 , , , cord-351659-ujbxsus4 39 5 t t NNP cord-351659-ujbxsus4 39 6 ) ) -RRB- cord-351659-ujbxsus4 39 7 ′ ′ CD cord-351659-ujbxsus4 39 8 , , , cord-351659-ujbxsus4 39 9 an an DT cord-351659-ujbxsus4 39 10 N N NNP cord-351659-ujbxsus4 39 11 × × NN cord-351659-ujbxsus4 39 12 1 1 CD cord-351659-ujbxsus4 39 13 vector vector NN cord-351659-ujbxsus4 39 14 of of IN cord-351659-ujbxsus4 39 15 the the DT cord-351659-ujbxsus4 39 16 growth growth NN cord-351659-ujbxsus4 39 17 rate rate NN cord-351659-ujbxsus4 39 18 on on IN cord-351659-ujbxsus4 39 19 day day NN cord-351659-ujbxsus4 39 20 t. t. NNP cord-351659-ujbxsus4 40 1 To to TO cord-351659-ujbxsus4 40 2 investigate investigate VB cord-351659-ujbxsus4 40 3 a a DT cord-351659-ujbxsus4 40 4 dynamic dynamic JJ cord-351659-ujbxsus4 40 5 direct direct JJ cord-351659-ujbxsus4 40 6 transmission transmission NN cord-351659-ujbxsus4 40 7 of of IN cord-351659-ujbxsus4 40 8 the the DT cord-351659-ujbxsus4 40 9 growth growth NN cord-351659-ujbxsus4 40 10 rate rate NN cord-351659-ujbxsus4 40 11 among among IN cord-351659-ujbxsus4 40 12 locations location NNS cord-351659-ujbxsus4 40 13 , , , cord-351659-ujbxsus4 40 14 we -PRON- PRP cord-351659-ujbxsus4 40 15 propose propose VBP cord-351659-ujbxsus4 40 16 a a DT cord-351659-ujbxsus4 40 17 time time NN cord-351659-ujbxsus4 40 18 - - HYPH cord-351659-ujbxsus4 40 19 varying vary VBG cord-351659-ujbxsus4 40 20 coefficient coefficient NN cord-351659-ujbxsus4 40 21 sparse sparse JJ cord-351659-ujbxsus4 40 22 VAR var NN cord-351659-ujbxsus4 40 23 model model NN cord-351659-ujbxsus4 40 24 , , , cord-351659-ujbxsus4 40 25 namely namely RB cord-351659-ujbxsus4 40 26 the the DT cord-351659-ujbxsus4 40 27 tvSVAR tvsvar CD cord-351659-ujbxsus4 40 28 model model NN cord-351659-ujbxsus4 40 29 , , , cord-351659-ujbxsus4 40 30 which which WDT cord-351659-ujbxsus4 40 31 assumes assume VBZ cord-351659-ujbxsus4 40 32 that that IN cord-351659-ujbxsus4 40 33 Granger Granger NNP cord-351659-ujbxsus4 40 34 causality causality NN cord-351659-ujbxsus4 40 35 coefficients coefficient NNS cord-351659-ujbxsus4 40 36 are be VBP cord-351659-ujbxsus4 40 37 functions function NNS cord-351659-ujbxsus4 40 38 of of IN cord-351659-ujbxsus4 40 39 time time NN cord-351659-ujbxsus4 40 40 , , , cord-351659-ujbxsus4 40 41 such such JJ cord-351659-ujbxsus4 40 42 that that IN cord-351659-ujbxsus4 40 43 : : : cord-351659-ujbxsus4 40 44 where where WRB cord-351659-ujbxsus4 40 45 α α NNP cord-351659-ujbxsus4 40 46 t t NN cord-351659-ujbxsus4 40 47 is be VBZ cord-351659-ujbxsus4 40 48 an an DT cord-351659-ujbxsus4 40 49 N n CD cord-351659-ujbxsus4 40 50 - - HYPH cord-351659-ujbxsus4 40 51 dimensional dimensional JJ cord-351659-ujbxsus4 40 52 intercept intercept NN cord-351659-ujbxsus4 40 53 vector vector NN cord-351659-ujbxsus4 40 54 at at IN cord-351659-ujbxsus4 40 55 time time NN cord-351659-ujbxsus4 40 56 t. t. NNP cord-351659-ujbxsus4 40 57 B B NNP cord-351659-ujbxsus4 40 58 t t NN cord-351659-ujbxsus4 40 59 is be VBZ cord-351659-ujbxsus4 40 60 an an DT cord-351659-ujbxsus4 40 61 N N NNP cord-351659-ujbxsus4 40 62 × × NNP cord-351659-ujbxsus4 40 63 N N NNP cord-351659-ujbxsus4 40 64 Granger Granger NNP cord-351659-ujbxsus4 40 65 causality causality NN cord-351659-ujbxsus4 40 66 matrix matrix NN cord-351659-ujbxsus4 40 67 at at IN cord-351659-ujbxsus4 40 68 time time NN cord-351659-ujbxsus4 40 69 t t NNP cord-351659-ujbxsus4 40 70 with with IN cord-351659-ujbxsus4 40 71 a a DT cord-351659-ujbxsus4 40 72 dynamic dynamic JJ cord-351659-ujbxsus4 40 73 sparse sparse JJ cord-351659-ujbxsus4 40 74 structure structure NN cord-351659-ujbxsus4 40 75 , , , cord-351659-ujbxsus4 40 76 for for IN cord-351659-ujbxsus4 40 77 which which WDT cord-351659-ujbxsus4 40 78 entries entry NNS cord-351659-ujbxsus4 40 79 can can MD cord-351659-ujbxsus4 40 80 be be VB cord-351659-ujbxsus4 40 81 exactly exactly RB cord-351659-ujbxsus4 40 82 zero zero CD cord-351659-ujbxsus4 40 83 and and CC cord-351659-ujbxsus4 40 84 the the DT cord-351659-ujbxsus4 40 85 locations location NNS cord-351659-ujbxsus4 40 86 of of IN cord-351659-ujbxsus4 40 87 zeros zero NNS cord-351659-ujbxsus4 40 88 can can MD cord-351659-ujbxsus4 40 89 vary vary VB cord-351659-ujbxsus4 40 90 with with IN cord-351659-ujbxsus4 40 91 time time NN cord-351659-ujbxsus4 40 92 . . . cord-351659-ujbxsus4 41 1 ǫ ǫ LS cord-351659-ujbxsus4 41 2 t t NNP cord-351659-ujbxsus4 41 3 is be VBZ cord-351659-ujbxsus4 41 4 an an DT cord-351659-ujbxsus4 41 5 N N NNP cord-351659-ujbxsus4 41 6 × × NN cord-351659-ujbxsus4 41 7 1 1 CD cord-351659-ujbxsus4 41 8 vector vector NN cord-351659-ujbxsus4 41 9 of of IN cord-351659-ujbxsus4 41 10 error error NN cord-351659-ujbxsus4 41 11 terms term NNS cord-351659-ujbxsus4 41 12 . . . cord-351659-ujbxsus4 42 1 The the DT cord-351659-ujbxsus4 42 2 sparsity sparsity NN cord-351659-ujbxsus4 42 3 of of IN cord-351659-ujbxsus4 42 4 B b NN cord-351659-ujbxsus4 42 5 t t NN cord-351659-ujbxsus4 42 6 is be VBZ cord-351659-ujbxsus4 42 7 assumed assume VBN cord-351659-ujbxsus4 42 8 because because IN cord-351659-ujbxsus4 42 9 N n CD cord-351659-ujbxsus4 42 10 could could MD cord-351659-ujbxsus4 42 11 be be VB cord-351659-ujbxsus4 42 12 even even RB cord-351659-ujbxsus4 42 13 larger large JJR cord-351659-ujbxsus4 42 14 than than IN cord-351659-ujbxsus4 42 15 T T NNP cord-351659-ujbxsus4 42 16 in in IN cord-351659-ujbxsus4 42 17 our -PRON- PRP$ cord-351659-ujbxsus4 42 18 case case NN cord-351659-ujbxsus4 42 19 , , , cord-351659-ujbxsus4 42 20 which which WDT cord-351659-ujbxsus4 42 21 leads lead VBZ cord-351659-ujbxsus4 42 22 to to IN cord-351659-ujbxsus4 42 23 very very RB cord-351659-ujbxsus4 42 24 unstable unstable JJ cord-351659-ujbxsus4 42 25 estimations estimation NNS cord-351659-ujbxsus4 42 26 and and CC cord-351659-ujbxsus4 42 27 problematic problematic JJ cord-351659-ujbxsus4 42 28 interpretations interpretation NNS cord-351659-ujbxsus4 42 29 of of IN cord-351659-ujbxsus4 42 30 B b NN cord-351659-ujbxsus4 42 31 t t NN cord-351659-ujbxsus4 42 32 . . . cord-351659-ujbxsus4 43 1 One one CD cord-351659-ujbxsus4 43 2 important important JJ cord-351659-ujbxsus4 43 3 benefit benefit NN cord-351659-ujbxsus4 43 4 of of IN cord-351659-ujbxsus4 43 5 using use VBG cord-351659-ujbxsus4 43 6 the the DT cord-351659-ujbxsus4 43 7 proposed propose VBN cord-351659-ujbxsus4 43 8 tvSVAR tvSVAR NNP cord-351659-ujbxsus4 43 9 to to TO cord-351659-ujbxsus4 43 10 model model VB cord-351659-ujbxsus4 43 11 the the DT cord-351659-ujbxsus4 43 12 transmissions transmission NNS cord-351659-ujbxsus4 43 13 is be VBZ cord-351659-ujbxsus4 43 14 that that IN cord-351659-ujbxsus4 43 15 the the DT cord-351659-ujbxsus4 43 16 Granger Granger NNP cord-351659-ujbxsus4 43 17 causality causality NN cord-351659-ujbxsus4 43 18 matrix matrix NN cord-351659-ujbxsus4 43 19 , , , cord-351659-ujbxsus4 43 20 B B NNP cord-351659-ujbxsus4 43 21 t t NN cord-351659-ujbxsus4 43 22 , , , cord-351659-ujbxsus4 43 23 can can MD cord-351659-ujbxsus4 43 24 provide provide VB cord-351659-ujbxsus4 43 25 both both CC cord-351659-ujbxsus4 43 26 the the DT cord-351659-ujbxsus4 43 27 direction direction NN cord-351659-ujbxsus4 43 28 and and CC cord-351659-ujbxsus4 43 29 strength strength NN cord-351659-ujbxsus4 43 30 of of IN cord-351659-ujbxsus4 43 31 the the DT cord-351659-ujbxsus4 43 32 route route NN cord-351659-ujbxsus4 43 33 on on IN cord-351659-ujbxsus4 43 34 day day NN cord-351659-ujbxsus4 44 1 t. t. NNP cord-351659-ujbxsus4 45 1 For for IN cord-351659-ujbxsus4 45 2 example example NN cord-351659-ujbxsus4 45 3 , , , cord-351659-ujbxsus4 45 4 the the DT cord-351659-ujbxsus4 45 5 ijth ijth NNP cord-351659-ujbxsus4 45 6 entry entry NN cord-351659-ujbxsus4 45 7 in in IN cord-351659-ujbxsus4 45 8 B B NNP cord-351659-ujbxsus4 45 9 t t NN cord-351659-ujbxsus4 45 10 measures measure VBZ cord-351659-ujbxsus4 45 11 the the DT cord-351659-ujbxsus4 45 12 strength strength NN cord-351659-ujbxsus4 45 13 of of IN cord-351659-ujbxsus4 45 14 the the DT cord-351659-ujbxsus4 45 15 transmission transmission NN cord-351659-ujbxsus4 45 16 from from IN cord-351659-ujbxsus4 45 17 location location NN cord-351659-ujbxsus4 45 18 i i PRP cord-351659-ujbxsus4 46 1 to to IN cord-351659-ujbxsus4 46 2 location location NN cord-351659-ujbxsus4 46 3 j j NNP cord-351659-ujbxsus4 46 4 on on IN cord-351659-ujbxsus4 46 5 day day NN cord-351659-ujbxsus4 47 1 t. t. NNP cord-351659-ujbxsus4 48 1 The the DT cord-351659-ujbxsus4 48 2 ith ith JJ cord-351659-ujbxsus4 48 3 diagonal diagonal NN cord-351659-ujbxsus4 48 4 of of IN cord-351659-ujbxsus4 48 5 B B NNP cord-351659-ujbxsus4 48 6 t t NNP cord-351659-ujbxsus4 48 7 represents represent VBZ cord-351659-ujbxsus4 48 8 the the DT cord-351659-ujbxsus4 48 9 self self NN cord-351659-ujbxsus4 48 10 - - HYPH cord-351659-ujbxsus4 48 11 transmission transmission NN cord-351659-ujbxsus4 48 12 in in IN cord-351659-ujbxsus4 48 13 location location NN cord-351659-ujbxsus4 49 1 i i PRP cord-351659-ujbxsus4 49 2 that that WDT cord-351659-ujbxsus4 49 3 captures capture VBZ cord-351659-ujbxsus4 49 4 the the DT cord-351659-ujbxsus4 49 5 relationship relationship NN cord-351659-ujbxsus4 49 6 between between IN cord-351659-ujbxsus4 49 7 the the DT cord-351659-ujbxsus4 49 8 growth growth NN cord-351659-ujbxsus4 49 9 rate rate NN cord-351659-ujbxsus4 49 10 in in IN cord-351659-ujbxsus4 49 11 the the DT cord-351659-ujbxsus4 49 12 current current JJ cord-351659-ujbxsus4 49 13 and and CC cord-351659-ujbxsus4 49 14 previous previous JJ cord-351659-ujbxsus4 49 15 days day NNS cord-351659-ujbxsus4 49 16 . . . cord-351659-ujbxsus4 50 1 More more RBR cord-351659-ujbxsus4 50 2 critically critically RB cord-351659-ujbxsus4 50 3 , , , cord-351659-ujbxsus4 50 4 the the DT cord-351659-ujbxsus4 50 5 sparse sparse JJ cord-351659-ujbxsus4 50 6 structure structure NN cord-351659-ujbxsus4 50 7 eases ease VBZ cord-351659-ujbxsus4 50 8 the the DT cord-351659-ujbxsus4 50 9 interpretation interpretation NN cord-351659-ujbxsus4 50 10 of of IN cord-351659-ujbxsus4 50 11 B B NNP cord-351659-ujbxsus4 50 12 t t NN cord-351659-ujbxsus4 50 13 because because IN cord-351659-ujbxsus4 50 14 many many JJ cord-351659-ujbxsus4 50 15 weak weak JJ cord-351659-ujbxsus4 50 16 transmissions transmission NNS cord-351659-ujbxsus4 50 17 may may MD cord-351659-ujbxsus4 50 18 be be VB cord-351659-ujbxsus4 50 19 of of IN cord-351659-ujbxsus4 50 20 a a DT cord-351659-ujbxsus4 50 21 random random JJ cord-351659-ujbxsus4 50 22 nature nature NN cord-351659-ujbxsus4 50 23 . . . cord-351659-ujbxsus4 51 1 The the DT cord-351659-ujbxsus4 51 2 corresponding correspond VBG cord-351659-ujbxsus4 51 3 coefficients coefficient NNS cord-351659-ujbxsus4 51 4 , , , cord-351659-ujbxsus4 51 5 therefore therefore RB cord-351659-ujbxsus4 51 6 , , , cord-351659-ujbxsus4 51 7 can can MD cord-351659-ujbxsus4 51 8 be be VB cord-351659-ujbxsus4 51 9 treated treat VBN cord-351659-ujbxsus4 51 10 as as IN cord-351659-ujbxsus4 51 11 noises noise NNS cord-351659-ujbxsus4 51 12 and and CC cord-351659-ujbxsus4 51 13 are be VBP cord-351659-ujbxsus4 51 14 shrunk shrink VBN cord-351659-ujbxsus4 51 15 to to IN cord-351659-ujbxsus4 51 16 zeros zero NNS cord-351659-ujbxsus4 51 17 exactly exactly RB cord-351659-ujbxsus4 51 18 . . . cord-351659-ujbxsus4 52 1 Moreover moreover RB cord-351659-ujbxsus4 52 2 , , , cord-351659-ujbxsus4 52 3 a a DT cord-351659-ujbxsus4 52 4 time time NN cord-351659-ujbxsus4 52 5 - - HYPH cord-351659-ujbxsus4 52 6 varying vary VBG cord-351659-ujbxsus4 52 7 design design NN cord-351659-ujbxsus4 52 8 of of IN cord-351659-ujbxsus4 52 9 B B NNP cord-351659-ujbxsus4 52 10 t t NN cord-351659-ujbxsus4 52 11 allows allow VBZ cord-351659-ujbxsus4 52 12 us -PRON- PRP cord-351659-ujbxsus4 52 13 to to TO cord-351659-ujbxsus4 52 14 investigate investigate VB cord-351659-ujbxsus4 52 15 changes change NNS cord-351659-ujbxsus4 52 16 in in IN cord-351659-ujbxsus4 52 17 the the DT cord-351659-ujbxsus4 52 18 identified identify VBN cord-351659-ujbxsus4 52 19 transmissions transmission NNS cord-351659-ujbxsus4 52 20 over over IN cord-351659-ujbxsus4 52 21 time time NN cord-351659-ujbxsus4 52 22 . . . cord-351659-ujbxsus4 53 1 For for IN cord-351659-ujbxsus4 53 2 instance instance NN cord-351659-ujbxsus4 53 3 , , , cord-351659-ujbxsus4 53 4 let let VBD cord-351659-ujbxsus4 53 5 11 11 CD cord-351659-ujbxsus4 53 6 , , , cord-351659-ujbxsus4 53 7 14 14 CD cord-351659-ujbxsus4 53 8 and and CC cord-351659-ujbxsus4 53 9 17 17 CD cord-351659-ujbxsus4 53 10 indicate indicate VBP cord-351659-ujbxsus4 53 11 Hubei Hubei NNP cord-351659-ujbxsus4 53 12 , , , cord-351659-ujbxsus4 53 13 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 53 14 and and CC cord-351659-ujbxsus4 53 15 Shanghai Shanghai NNP cord-351659-ujbxsus4 53 16 , , , cord-351659-ujbxsus4 53 17 respectively respectively RB cord-351659-ujbxsus4 53 18 . . . cord-351659-ujbxsus4 54 1 On on IN cord-351659-ujbxsus4 54 2 day day NN cord-351659-ujbxsus4 54 3 t t NN cord-351659-ujbxsus4 54 4 = = SYM cord-351659-ujbxsus4 54 5 1 1 CD cord-351659-ujbxsus4 54 6 , , , cord-351659-ujbxsus4 54 7 the the DT cord-351659-ujbxsus4 54 8 estimated estimate VBN cord-351659-ujbxsus4 54 9 β β NN cord-351659-ujbxsus4 54 10 11,14,1 11,14,1 CD cord-351659-ujbxsus4 54 11 and and CC cord-351659-ujbxsus4 54 12 β β NN cord-351659-ujbxsus4 54 13 14,17,1 14,17,1 CD cord-351659-ujbxsus4 54 14 are be VBP cord-351659-ujbxsus4 54 15 0.52 0.52 CD cord-351659-ujbxsus4 54 16 and and CC cord-351659-ujbxsus4 54 17 0.35 0.35 CD cord-351659-ujbxsus4 54 18 , , , cord-351659-ujbxsus4 54 19 respectively respectively RB cord-351659-ujbxsus4 54 20 . . . cord-351659-ujbxsus4 55 1 This this DT cord-351659-ujbxsus4 55 2 suggests suggest VBZ cord-351659-ujbxsus4 55 3 on on IN cord-351659-ujbxsus4 55 4 that that DT cord-351659-ujbxsus4 55 5 day day NN cord-351659-ujbxsus4 55 6 , , , cord-351659-ujbxsus4 55 7 moderately moderately RB cord-351659-ujbxsus4 55 8 strong strong JJ cord-351659-ujbxsus4 55 9 transmission transmission NN cord-351659-ujbxsus4 55 10 routes route NNS cord-351659-ujbxsus4 55 11 of of IN cord-351659-ujbxsus4 55 12 confirmed confirm VBN cord-351659-ujbxsus4 55 13 COVID-19 covid-19 CD cord-351659-ujbxsus4 55 14 cases case NNS cord-351659-ujbxsus4 55 15 are be VBP cord-351659-ujbxsus4 55 16 detected detect VBN cord-351659-ujbxsus4 55 17 from from IN cord-351659-ujbxsus4 55 18 Huber Huber NNP cord-351659-ujbxsus4 55 19 to to IN cord-351659-ujbxsus4 55 20 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 55 21 and and CC cord-351659-ujbxsus4 55 22 from from IN cord-351659-ujbxsus4 55 23 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 55 24 to to IN cord-351659-ujbxsus4 55 25 Shanghai Shanghai NNP cord-351659-ujbxsus4 55 26 , , , cord-351659-ujbxsus4 55 27 respectively respectively RB cord-351659-ujbxsus4 55 28 . . . cord-351659-ujbxsus4 56 1 Further further RB cord-351659-ujbxsus4 56 2 , , , cord-351659-ujbxsus4 56 3 estimated estimate VBD cord-351659-ujbxsus4 56 4 β β NN cord-351659-ujbxsus4 56 5 17,i,1 17,i,1 CD cord-351659-ujbxsus4 56 6 for for IN cord-351659-ujbxsus4 56 7 all all DT cord-351659-ujbxsus4 57 1 i i PRP cord-351659-ujbxsus4 57 2 = = SYM cord-351659-ujbxsus4 57 3 1 1 CD cord-351659-ujbxsus4 57 4 , , , cord-351659-ujbxsus4 57 5 . . . cord-351659-ujbxsus4 57 6 . . . cord-351659-ujbxsus4 57 7 . . . cord-351659-ujbxsus4 58 1 , , , cord-351659-ujbxsus4 58 2 20 20 CD cord-351659-ujbxsus4 58 3 are be VBP cord-351659-ujbxsus4 58 4 zeros zero NNS cord-351659-ujbxsus4 58 5 , , , cord-351659-ujbxsus4 58 6 suggesting suggest VBG cord-351659-ujbxsus4 58 7 that that IN cord-351659-ujbxsus4 58 8 the the DT cord-351659-ujbxsus4 58 9 confirmed confirm VBN cord-351659-ujbxsus4 58 10 cases case NNS cord-351659-ujbxsus4 58 11 in in IN cord-351659-ujbxsus4 58 12 Shanghai Shanghai NNP cord-351659-ujbxsus4 58 13 can can MD cord-351659-ujbxsus4 58 14 not not RB cord-351659-ujbxsus4 58 15 spread spread VB cord-351659-ujbxsus4 58 16 to to IN cord-351659-ujbxsus4 58 17 other other JJ cord-351659-ujbxsus4 58 18 locations location NNS cord-351659-ujbxsus4 58 19 on on IN cord-351659-ujbxsus4 58 20 day day NN cord-351659-ujbxsus4 58 21 1 1 CD cord-351659-ujbxsus4 58 22 . . . cord-351659-ujbxsus4 59 1 On on IN cord-351659-ujbxsus4 59 2 day day NN cord-351659-ujbxsus4 59 3 t t NN cord-351659-ujbxsus4 59 4 = = SYM cord-351659-ujbxsus4 59 5 2 2 CD cord-351659-ujbxsus4 59 6 , , , cord-351659-ujbxsus4 59 7 we -PRON- PRP cord-351659-ujbxsus4 59 8 observe observe VBP cord-351659-ujbxsus4 59 9 estimated estimate VBN cord-351659-ujbxsus4 59 10 β β NN cord-351659-ujbxsus4 60 1 11,14,1 11,14,1 CD cord-351659-ujbxsus4 60 2 = = SYM cord-351659-ujbxsus4 60 3 0.61 0.61 CD cord-351659-ujbxsus4 60 4 , , , cord-351659-ujbxsus4 60 5 β β NN cord-351659-ujbxsus4 61 1 14,17,1 14,17,1 CD cord-351659-ujbxsus4 61 2 = = SYM cord-351659-ujbxsus4 61 3 0.41 0.41 CD cord-351659-ujbxsus4 61 4 and and CC cord-351659-ujbxsus4 61 5 all all DT cord-351659-ujbxsus4 61 6 β β NN cord-351659-ujbxsus4 61 7 17,i,1 17,i,1 CD cord-351659-ujbxsus4 61 8 = = SYM cord-351659-ujbxsus4 61 9 0 0 CD cord-351659-ujbxsus4 61 10 . . . cord-351659-ujbxsus4 62 1 Thus thus RB cord-351659-ujbxsus4 62 2 , , , cord-351659-ujbxsus4 62 3 the the DT cord-351659-ujbxsus4 62 4 two two CD cord-351659-ujbxsus4 62 5 detected detect VBN cord-351659-ujbxsus4 62 6 routes route NNS cord-351659-ujbxsus4 62 7 from from IN cord-351659-ujbxsus4 62 8 Huber Huber NNP cord-351659-ujbxsus4 62 9 to to IN cord-351659-ujbxsus4 62 10 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 62 11 and and CC cord-351659-ujbxsus4 62 12 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 62 13 to to IN cord-351659-ujbxsus4 62 14 Shanghai Shanghai NNP cord-351659-ujbxsus4 62 15 have have VBP cord-351659-ujbxsus4 62 16 become become VBN cord-351659-ujbxsus4 62 17 more more RBR cord-351659-ujbxsus4 62 18 influential influential JJ cord-351659-ujbxsus4 62 19 , , , cord-351659-ujbxsus4 62 20 whereas whereas IN cord-351659-ujbxsus4 62 21 the the DT cord-351659-ujbxsus4 62 22 cases case NNS cord-351659-ujbxsus4 62 23 in in IN cord-351659-ujbxsus4 62 24 Shanghai Shanghai NNP cord-351659-ujbxsus4 62 25 are be VBP cord-351659-ujbxsus4 62 26 still still RB cord-351659-ujbxsus4 62 27 yet yet RB cord-351659-ujbxsus4 62 28 to to TO cord-351659-ujbxsus4 62 29 spread spread VB cord-351659-ujbxsus4 62 30 out out RP cord-351659-ujbxsus4 62 31 on on IN cord-351659-ujbxsus4 62 32 day day NN cord-351659-ujbxsus4 62 33 2 2 CD cord-351659-ujbxsus4 62 34 . . . cord-351659-ujbxsus4 63 1 The the DT cord-351659-ujbxsus4 63 2 above above JJ cord-351659-ujbxsus4 63 3 results result NNS cord-351659-ujbxsus4 63 4 can can MD cord-351659-ujbxsus4 63 5 not not RB cord-351659-ujbxsus4 63 6 be be VB cord-351659-ujbxsus4 63 7 derived derive VBN cord-351659-ujbxsus4 63 8 using use VBG cord-351659-ujbxsus4 63 9 the the DT cord-351659-ujbxsus4 63 10 classic classic JJ cord-351659-ujbxsus4 63 11 epidemiological epidemiological JJ cord-351659-ujbxsus4 63 12 SEIR seir NN cord-351659-ujbxsus4 63 13 model model NN cord-351659-ujbxsus4 63 14 . . . cord-351659-ujbxsus4 64 1 To to TO cord-351659-ujbxsus4 64 2 capture capture VB cord-351659-ujbxsus4 64 3 both both CC cord-351659-ujbxsus4 64 4 dynamic dynamic JJ cord-351659-ujbxsus4 64 5 and and CC cord-351659-ujbxsus4 64 6 sparse sparse JJ cord-351659-ujbxsus4 64 7 structure structure NN cord-351659-ujbxsus4 64 8 of of IN cord-351659-ujbxsus4 64 9 the the DT cord-351659-ujbxsus4 64 10 Granger Granger NNP cord-351659-ujbxsus4 64 11 causality causality NN cord-351659-ujbxsus4 64 12 coefficients coefficient NNS cord-351659-ujbxsus4 64 13 , , , cord-351659-ujbxsus4 64 14 we -PRON- PRP cord-351659-ujbxsus4 64 15 solve solve VBP cord-351659-ujbxsus4 64 16 the the DT cord-351659-ujbxsus4 64 17 following follow VBG cord-351659-ujbxsus4 64 18 optimization optimization NN cord-351659-ujbxsus4 64 19 problem problem NN cord-351659-ujbxsus4 64 20 : : : cord-351659-ujbxsus4 64 21 We -PRON- PRP cord-351659-ujbxsus4 64 22 use use VBP cord-351659-ujbxsus4 64 23 the the DT cord-351659-ujbxsus4 64 24 Epanechnikov Epanechnikov NNP cord-351659-ujbxsus4 64 25 kernel kernel NN cord-351659-ujbxsus4 64 26 K(x K(x NNP cord-351659-ujbxsus4 64 27 ) ) -RRB- cord-351659-ujbxsus4 64 28 = = NFP cord-351659-ujbxsus4 65 1 0.75(1 0.75(1 NFP cord-351659-ujbxsus4 65 2 − − CD cord-351659-ujbxsus4 66 1 x x LS cord-351659-ujbxsus4 66 2 2 2 CD cord-351659-ujbxsus4 66 3 ) ) -RRB- cord-351659-ujbxsus4 67 1 + + UH cord-351659-ujbxsus4 67 2 and and CC cord-351659-ujbxsus4 67 3 a a DT cord-351659-ujbxsus4 67 4 unified unified JJ cord-351659-ujbxsus4 67 5 bandwidth bandwidth NN cord-351659-ujbxsus4 67 6 for for IN cord-351659-ujbxsus4 67 7 each each DT cord-351659-ujbxsus4 67 8 i i NN cord-351659-ujbxsus4 68 1 ( ( -LRB- cord-351659-ujbxsus4 68 2 b b NN cord-351659-ujbxsus4 68 3 i i PRP cord-351659-ujbxsus4 68 4 ≡ ≡ NNP cord-351659-ujbxsus4 68 5 b b NN cord-351659-ujbxsus4 68 6 ) ) -RRB- cord-351659-ujbxsus4 68 7 to to TO cord-351659-ujbxsus4 68 8 avoid avoid VB cord-351659-ujbxsus4 68 9 a a DT cord-351659-ujbxsus4 68 10 large large JJ cord-351659-ujbxsus4 68 11 number number NN cord-351659-ujbxsus4 68 12 of of IN cord-351659-ujbxsus4 68 13 tuning tuning NN cord-351659-ujbxsus4 68 14 parameters parameter NNS cord-351659-ujbxsus4 68 15 . . . cord-351659-ujbxsus4 69 1 The the DT cord-351659-ujbxsus4 69 2 coefficients coefficient NNS cord-351659-ujbxsus4 69 3 β β XX cord-351659-ujbxsus4 69 4 i i NNP cord-351659-ujbxsus4 69 5 , , , cord-351659-ujbxsus4 69 6 j j NNP cord-351659-ujbxsus4 69 7 , , , cord-351659-ujbxsus4 69 8 t t NNP cord-351659-ujbxsus4 69 9 denotes denote VBZ cord-351659-ujbxsus4 69 10 the the DT cord-351659-ujbxsus4 69 11 ijth ijth NNP cord-351659-ujbxsus4 69 12 entry entry NN cord-351659-ujbxsus4 69 13 of of IN cord-351659-ujbxsus4 69 14 the the DT cord-351659-ujbxsus4 69 15 Granger Granger NNP cord-351659-ujbxsus4 69 16 causality causality NN cord-351659-ujbxsus4 69 17 matrix matrix NN cord-351659-ujbxsus4 69 18 B B NNP cord-351659-ujbxsus4 69 19 t t NN cord-351659-ujbxsus4 69 20 , , , cord-351659-ujbxsus4 69 21 and and CC cord-351659-ujbxsus4 69 22 is be VBZ cord-351659-ujbxsus4 69 23 the the DT cord-351659-ujbxsus4 69 24 tuning tuning NN cord-351659-ujbxsus4 69 25 parameter parameter NN cord-351659-ujbxsus4 69 26 that that WDT cord-351659-ujbxsus4 69 27 aims aim VBZ cord-351659-ujbxsus4 69 28 to to TO cord-351659-ujbxsus4 69 29 shrink shrink VB cord-351659-ujbxsus4 69 30 insignificant insignificant JJ cord-351659-ujbxsus4 69 31 β β NN cord-351659-ujbxsus4 69 32 i i NNP cord-351659-ujbxsus4 69 33 , , , cord-351659-ujbxsus4 69 34 j j NNP cord-351659-ujbxsus4 69 35 , , , cord-351659-ujbxsus4 69 36 t t NNP cord-351659-ujbxsus4 69 37 to to IN cord-351659-ujbxsus4 69 38 zero zero CD cord-351659-ujbxsus4 69 39 and and CC cord-351659-ujbxsus4 69 40 thus thus RB cord-351659-ujbxsus4 69 41 controls control VBZ cord-351659-ujbxsus4 69 42 the the DT cord-351659-ujbxsus4 69 43 sparsity sparsity NN cord-351659-ujbxsus4 69 44 of of IN cord-351659-ujbxsus4 69 45 B B NNP cord-351659-ujbxsus4 69 46 t t NN cord-351659-ujbxsus4 69 47 . . . cord-351659-ujbxsus4 70 1 Another another DT cord-351659-ujbxsus4 70 2 essential essential JJ cord-351659-ujbxsus4 70 3 feature feature NN cord-351659-ujbxsus4 70 4 of of IN cord-351659-ujbxsus4 70 5 our -PRON- PRP$ cord-351659-ujbxsus4 70 6 proposed propose VBN cord-351659-ujbxsus4 70 7 model model NN cord-351659-ujbxsus4 70 8 is be VBZ cord-351659-ujbxsus4 70 9 that that IN cord-351659-ujbxsus4 70 10 the the DT cord-351659-ujbxsus4 70 11 adaptive adaptive JJ cord-351659-ujbxsus4 70 12 weights weights NNPS cord-351659-ujbxsus4 70 13 w w NNP cord-351659-ujbxsus4 70 14 i i NNP cord-351659-ujbxsus4 70 15 , , , cord-351659-ujbxsus4 70 16 j j NNP cord-351659-ujbxsus4 70 17 , , , cord-351659-ujbxsus4 70 18 t t NNP cord-351659-ujbxsus4 70 19 are be VBP cord-351659-ujbxsus4 70 20 employed employ VBN cord-351659-ujbxsus4 70 21 to to TO cord-351659-ujbxsus4 70 22 penalize penalize VB cord-351659-ujbxsus4 70 23 β β NNP cord-351659-ujbxsus4 70 24 i i NNP cord-351659-ujbxsus4 70 25 , , , cord-351659-ujbxsus4 70 26 j j NNP cord-351659-ujbxsus4 70 27 , , , cord-351659-ujbxsus4 70 28 t t NNP cord-351659-ujbxsus4 70 29 differently differently RB cord-351659-ujbxsus4 70 30 in in IN cord-351659-ujbxsus4 70 31 the the DT cord-351659-ujbxsus4 70 32 lasso lasso NN cord-351659-ujbxsus4 70 33 ( ( -LRB- cord-351659-ujbxsus4 70 34 L1 L1 NNP cord-351659-ujbxsus4 70 35 ) ) -RRB- cord-351659-ujbxsus4 70 36 penalty penalty NN cord-351659-ujbxsus4 70 37 54 54 CD cord-351659-ujbxsus4 70 38 , , , cord-351659-ujbxsus4 70 39 55 55 CD cord-351659-ujbxsus4 70 40 . . . cord-351659-ujbxsus4 71 1 The the DT cord-351659-ujbxsus4 71 2 choice choice NN cord-351659-ujbxsus4 71 3 of of IN cord-351659-ujbxsus4 71 4 weights weight NNS cord-351659-ujbxsus4 71 5 w w NNP cord-351659-ujbxsus4 71 6 i i NNP cord-351659-ujbxsus4 71 7 , , , cord-351659-ujbxsus4 71 8 j j NNP cord-351659-ujbxsus4 71 9 , , , cord-351659-ujbxsus4 71 10 t t NNP cord-351659-ujbxsus4 71 11 takes take VBZ cord-351659-ujbxsus4 71 12 account account NN cord-351659-ujbxsus4 71 13 of of IN cord-351659-ujbxsus4 71 14 the the DT cord-351659-ujbxsus4 71 15 prior prior JJ cord-351659-ujbxsus4 71 16 knowledge knowledge NN cord-351659-ujbxsus4 71 17 about about IN cord-351659-ujbxsus4 71 18 the the DT cord-351659-ujbxsus4 71 19 transmissions transmission NNS cord-351659-ujbxsus4 71 20 and and CC cord-351659-ujbxsus4 71 21 can can MD cord-351659-ujbxsus4 71 22 be be VB cord-351659-ujbxsus4 71 23 specified specify VBN cord-351659-ujbxsus4 71 24 by by IN cord-351659-ujbxsus4 71 25 the the DT cord-351659-ujbxsus4 71 26 users user NNS cord-351659-ujbxsus4 71 27 . . . cord-351659-ujbxsus4 72 1 In in IN cord-351659-ujbxsus4 72 2 this this DT cord-351659-ujbxsus4 72 3 study study NN cord-351659-ujbxsus4 72 4 , , , cord-351659-ujbxsus4 72 5 we -PRON- PRP cord-351659-ujbxsus4 72 6 consider consider VBP cord-351659-ujbxsus4 72 7 w w NNP cord-351659-ujbxsus4 72 8 i i PRP cord-351659-ujbxsus4 72 9 , , , cord-351659-ujbxsus4 72 10 j j NNP cord-351659-ujbxsus4 72 11 , , , cord-351659-ujbxsus4 72 12 t t NNP cord-351659-ujbxsus4 72 13 as as IN cord-351659-ujbxsus4 72 14 the the DT cord-351659-ujbxsus4 72 15 reciprocal reciprocal NN cord-351659-ujbxsus4 72 16 of of IN cord-351659-ujbxsus4 72 17 the the DT cord-351659-ujbxsus4 72 18 accumulated accumulate VBN cord-351659-ujbxsus4 72 19 confirmed confirm VBN cord-351659-ujbxsus4 72 20 in in IN cord-351659-ujbxsus4 72 21 location location NN cord-351659-ujbxsus4 72 22 i i PRP cord-351659-ujbxsus4 72 23 on on IN cord-351659-ujbxsus4 72 24 day day NN cord-351659-ujbxsus4 72 25 t t NNP cord-351659-ujbxsus4 72 26 − − NNP cord-351659-ujbxsus4 72 27 1 1 CD cord-351659-ujbxsus4 72 28 . . . cord-351659-ujbxsus4 73 1 That that RB cord-351659-ujbxsus4 73 2 is is RB cord-351659-ujbxsus4 73 3 , , , cord-351659-ujbxsus4 73 4 the the DT cord-351659-ujbxsus4 73 5 growth growth NN cord-351659-ujbxsus4 73 6 rate rate NN cord-351659-ujbxsus4 73 7 of of IN cord-351659-ujbxsus4 73 8 a a DT cord-351659-ujbxsus4 73 9 location location NN cord-351659-ujbxsus4 73 10 with with IN cord-351659-ujbxsus4 73 11 a a DT cord-351659-ujbxsus4 73 12 smaller small JJR cord-351659-ujbxsus4 73 13 accumulated accumulate VBN cord-351659-ujbxsus4 73 14 confirmed confirm VBN cord-351659-ujbxsus4 73 15 cases case NNS cord-351659-ujbxsus4 73 16 is be VBZ cord-351659-ujbxsus4 73 17 less less RBR cord-351659-ujbxsus4 73 18 likely likely JJ cord-351659-ujbxsus4 73 19 to to TO cord-351659-ujbxsus4 73 20 influence influence VB cord-351659-ujbxsus4 73 21 the the DT cord-351659-ujbxsus4 73 22 growth growth NN cord-351659-ujbxsus4 73 23 rates rate NNS cord-351659-ujbxsus4 73 24 of of IN cord-351659-ujbxsus4 73 25 others other NNS cord-351659-ujbxsus4 73 26 , , , cord-351659-ujbxsus4 73 27 and and CC cord-351659-ujbxsus4 73 28 thus thus RB cord-351659-ujbxsus4 73 29 , , , cord-351659-ujbxsus4 73 30 more more RBR cord-351659-ujbxsus4 73 31 likely likely JJ cord-351659-ujbxsus4 73 32 to to TO cord-351659-ujbxsus4 73 33 be be VB cord-351659-ujbxsus4 73 34 shrunk shrink VBN cord-351659-ujbxsus4 73 35 to to IN cord-351659-ujbxsus4 73 36 zero zero CD cord-351659-ujbxsus4 73 37 . . . cord-351659-ujbxsus4 74 1 The the DT cord-351659-ujbxsus4 74 2 final final JJ cord-351659-ujbxsus4 74 3 sparsity sparsity NN cord-351659-ujbxsus4 74 4 structure structure NN cord-351659-ujbxsus4 74 5 of of IN cord-351659-ujbxsus4 74 6 B B NNP cord-351659-ujbxsus4 74 7 t t NN cord-351659-ujbxsus4 74 8 is be VBZ cord-351659-ujbxsus4 74 9 still still RB cord-351659-ujbxsus4 74 10 data data NN cord-351659-ujbxsus4 74 11 - - HYPH cord-351659-ujbxsus4 74 12 driven drive VBN cord-351659-ujbxsus4 74 13 . . . cord-351659-ujbxsus4 75 1 ( ( -LRB- cord-351659-ujbxsus4 75 2 1 1 CD cord-351659-ujbxsus4 75 3 ) ) -RRB- cord-351659-ujbxsus4 76 1 www.nature.com/scientificreports/ www.nature.com/scientificreports/ NNP cord-351659-ujbxsus4 77 1 The the DT cord-351659-ujbxsus4 77 2 estimators estimator NNS cord-351659-ujbxsus4 77 3 as as IN cord-351659-ujbxsus4 77 4 in in IN cord-351659-ujbxsus4 77 5 ( ( -LRB- cord-351659-ujbxsus4 77 6 3 3 CD cord-351659-ujbxsus4 77 7 ) ) -RRB- cord-351659-ujbxsus4 77 8 can can MD cord-351659-ujbxsus4 77 9 also also RB cord-351659-ujbxsus4 77 10 be be VB cord-351659-ujbxsus4 77 11 viewed view VBN cord-351659-ujbxsus4 77 12 as as IN cord-351659-ujbxsus4 77 13 a a DT cord-351659-ujbxsus4 77 14 penalized penalize VBN cord-351659-ujbxsus4 77 15 version version NN cord-351659-ujbxsus4 77 16 of of IN cord-351659-ujbxsus4 77 17 local local JJ cord-351659-ujbxsus4 77 18 constant constant JJ cord-351659-ujbxsus4 77 19 kernel kernel NN cord-351659-ujbxsus4 77 20 smoothing smooth VBG cord-351659-ujbxsus4 77 21 estimator estimator NN cord-351659-ujbxsus4 77 22 56 56 CD cord-351659-ujbxsus4 77 23 . . . cord-351659-ujbxsus4 78 1 We -PRON- PRP cord-351659-ujbxsus4 78 2 utilize utilize VBP cord-351659-ujbxsus4 78 3 a a DT cord-351659-ujbxsus4 78 4 modified modify VBN cord-351659-ujbxsus4 78 5 version version NN cord-351659-ujbxsus4 78 6 of of IN cord-351659-ujbxsus4 78 7 the the DT cord-351659-ujbxsus4 78 8 fast fast JJ cord-351659-ujbxsus4 78 9 iterative iterative JJ cord-351659-ujbxsus4 78 10 soft soft JJ cord-351659-ujbxsus4 78 11 thresholding thresholding NN cord-351659-ujbxsus4 78 12 algorithm algorithm NN cord-351659-ujbxsus4 78 13 ( ( -LRB- cord-351659-ujbxsus4 78 14 FISTA FISTA NNP cord-351659-ujbxsus4 78 15 ) ) -RRB- cord-351659-ujbxsus4 78 16 57 57 CD cord-351659-ujbxsus4 78 17 to to TO cord-351659-ujbxsus4 78 18 solve solve VB cord-351659-ujbxsus4 78 19 the the DT cord-351659-ujbxsus4 78 20 optimization optimization NN cord-351659-ujbxsus4 78 21 problem problem NN cord-351659-ujbxsus4 78 22 ( ( -LRB- cord-351659-ujbxsus4 78 23 3 3 CD cord-351659-ujbxsus4 78 24 ) ) -RRB- cord-351659-ujbxsus4 78 25 . . . cord-351659-ujbxsus4 79 1 Given give VBN cord-351659-ujbxsus4 79 2 a a DT cord-351659-ujbxsus4 79 3 bandwidth bandwidth NN cord-351659-ujbxsus4 79 4 b b NN cord-351659-ujbxsus4 79 5 and and CC cord-351659-ujbxsus4 79 6 a a DT cord-351659-ujbxsus4 79 7 penalty penalty NN cord-351659-ujbxsus4 79 8 parameter parameter NN cord-351659-ujbxsus4 79 9 , , , cord-351659-ujbxsus4 79 10 we -PRON- PRP cord-351659-ujbxsus4 79 11 can can MD cord-351659-ujbxsus4 79 12 find find VB cord-351659-ujbxsus4 79 13 the the DT cord-351659-ujbxsus4 79 14 estimator estimator NN cord-351659-ujbxsus4 79 15 ( ( -LRB- cord-351659-ujbxsus4 79 16 α α NN cord-351659-ujbxsus4 79 17 t t NN cord-351659-ujbxsus4 79 18 , , , cord-351659-ujbxsus4 79 19 B B NNP cord-351659-ujbxsus4 79 20 t t NN cord-351659-ujbxsus4 79 21 ) ) -RRB- cord-351659-ujbxsus4 79 22 for for IN cord-351659-ujbxsus4 79 23 each each DT cord-351659-ujbxsus4 79 24 day day NN cord-351659-ujbxsus4 79 25 t t NN cord-351659-ujbxsus4 79 26 and and CC cord-351659-ujbxsus4 79 27 observe observe VB cord-351659-ujbxsus4 79 28 the the DT cord-351659-ujbxsus4 79 29 dynamic dynamic JJ cord-351659-ujbxsus4 79 30 patterns pattern NNS cord-351659-ujbxsus4 79 31 of of IN cord-351659-ujbxsus4 79 32 the the DT cord-351659-ujbxsus4 79 33 transmission transmission NN cord-351659-ujbxsus4 79 34 over over IN cord-351659-ujbxsus4 79 35 time time NN cord-351659-ujbxsus4 79 36 t t NN cord-351659-ujbxsus4 79 37 for for IN cord-351659-ujbxsus4 79 38 each each DT cord-351659-ujbxsus4 79 39 pair pair NN cord-351659-ujbxsus4 79 40 of of IN cord-351659-ujbxsus4 79 41 locations location NNS cord-351659-ujbxsus4 79 42 . . . cord-351659-ujbxsus4 80 1 The the DT cord-351659-ujbxsus4 80 2 selection selection NN cord-351659-ujbxsus4 80 3 of of IN cord-351659-ujbxsus4 80 4 b b NN cord-351659-ujbxsus4 80 5 is be VBZ cord-351659-ujbxsus4 80 6 critical critical JJ cord-351659-ujbxsus4 80 7 to to IN cord-351659-ujbxsus4 80 8 detecting detect VBG cord-351659-ujbxsus4 80 9 the the DT cord-351659-ujbxsus4 80 10 influential influential JJ cord-351659-ujbxsus4 80 11 routes route NNS cord-351659-ujbxsus4 80 12 , , , cord-351659-ujbxsus4 80 13 which which WDT cord-351659-ujbxsus4 80 14 depends depend VBZ cord-351659-ujbxsus4 80 15 on on IN cord-351659-ujbxsus4 80 16 the the DT cord-351659-ujbxsus4 80 17 chosen choose VBN cord-351659-ujbxsus4 80 18 criterion criterion NN cord-351659-ujbxsus4 80 19 . . . cord-351659-ujbxsus4 81 1 Among among IN cord-351659-ujbxsus4 81 2 the the DT cord-351659-ujbxsus4 81 3 existing exist VBG cord-351659-ujbxsus4 81 4 literature literature NN cord-351659-ujbxsus4 81 5 , , , cord-351659-ujbxsus4 81 6 a a DT cord-351659-ujbxsus4 81 7 popular popular JJ cord-351659-ujbxsus4 81 8 approach approach NN cord-351659-ujbxsus4 81 9 is be VBZ cord-351659-ujbxsus4 81 10 to to TO cord-351659-ujbxsus4 81 11 adopt adopt VB cord-351659-ujbxsus4 81 12 the the DT cord-351659-ujbxsus4 81 13 cross cross NN cord-351659-ujbxsus4 81 14 - - JJ cord-351659-ujbxsus4 81 15 validation validation JJ cord-351659-ujbxsus4 81 16 strategy strategy NN cord-351659-ujbxsus4 81 17 , , , cord-351659-ujbxsus4 81 18 such such JJ cord-351659-ujbxsus4 81 19 that that IN cord-351659-ujbxsus4 81 20 based base VBN cord-351659-ujbxsus4 81 21 on on IN cord-351659-ujbxsus4 81 22 the the DT cord-351659-ujbxsus4 81 23 estimated estimate VBN cord-351659-ujbxsus4 81 24 ( ( -LRB- cord-351659-ujbxsus4 81 25 α α NN cord-351659-ujbxsus4 81 26 t t NN cord-351659-ujbxsus4 81 27 , , , cord-351659-ujbxsus4 81 28 B B NNP cord-351659-ujbxsus4 81 29 t t NN cord-351659-ujbxsus4 81 30 ) ) -RRB- cord-351659-ujbxsus4 81 31 , , , cord-351659-ujbxsus4 81 32 the the DT cord-351659-ujbxsus4 81 33 model model NN cord-351659-ujbxsus4 81 34 will will MD cord-351659-ujbxsus4 81 35 not not RB cord-351659-ujbxsus4 81 36 ' ' `` cord-351659-ujbxsus4 81 37 overfit overfit VB cord-351659-ujbxsus4 81 38 ' ' '' cord-351659-ujbxsus4 81 39 y y NNP cord-351659-ujbxsus4 81 40 t t NN cord-351659-ujbxsus4 81 41 . . . cord-351659-ujbxsus4 82 1 As as IN cord-351659-ujbxsus4 82 2 for for IN cord-351659-ujbxsus4 82 3 the the DT cord-351659-ujbxsus4 82 4 time time NN cord-351659-ujbxsus4 82 5 - - HYPH cord-351659-ujbxsus4 82 6 series series NN cord-351659-ujbxsus4 82 7 analysis analysis NN cord-351659-ujbxsus4 82 8 , , , cord-351659-ujbxsus4 82 9 we -PRON- PRP cord-351659-ujbxsus4 82 10 use use VBP cord-351659-ujbxsus4 82 11 an an DT cord-351659-ujbxsus4 82 12 expanding expand VBG cord-351659-ujbxsus4 82 13 - - HYPH cord-351659-ujbxsus4 82 14 window window NN cord-351659-ujbxsus4 82 15 sample sample NN cord-351659-ujbxsus4 82 16 to to TO cord-351659-ujbxsus4 82 17 implement implement VB cord-351659-ujbxsus4 82 18 the the DT cord-351659-ujbxsus4 82 19 crossvalidation crossvalidation NN cord-351659-ujbxsus4 82 20 58 58 CD cord-351659-ujbxsus4 82 21 . . . cord-351659-ujbxsus4 83 1 This this DT cord-351659-ujbxsus4 83 2 requires require VBZ cord-351659-ujbxsus4 83 3 that that IN cord-351659-ujbxsus4 83 4 the the DT cord-351659-ujbxsus4 83 5 chosen choose VBN cord-351659-ujbxsus4 83 6 b b NN cord-351659-ujbxsus4 83 7 will will MD cord-351659-ujbxsus4 83 8 minimize minimize VB cord-351659-ujbxsus4 83 9 the the DT cord-351659-ujbxsus4 83 10 cross cross NN cord-351659-ujbxsus4 83 11 - - JJ cord-351659-ujbxsus4 83 12 validated validate VBN cord-351659-ujbxsus4 83 13 forecast forecast NN cord-351659-ujbxsus4 83 14 error error NN cord-351659-ujbxsus4 83 15 , , , cord-351659-ujbxsus4 83 16 which which WDT cord-351659-ujbxsus4 83 17 is be VBZ cord-351659-ujbxsus4 83 18 measured measure VBN cord-351659-ujbxsus4 83 19 by by IN cord-351659-ujbxsus4 83 20 the the DT cord-351659-ujbxsus4 83 21 one one CD cord-351659-ujbxsus4 83 22 - - HYPH cord-351659-ujbxsus4 83 23 step step NN cord-351659-ujbxsus4 83 24 - - HYPH cord-351659-ujbxsus4 83 25 ahead ahead RB cord-351659-ujbxsus4 83 26 root root NN cord-351659-ujbxsus4 83 27 mean mean NN cord-351659-ujbxsus4 83 28 squared squared NNP cord-351659-ujbxsus4 83 29 forecast forecast NN cord-351659-ujbxsus4 83 30 error error NN cord-351659-ujbxsus4 83 31 ( ( -LRB- cord-351659-ujbxsus4 83 32 RMSFE RMSFE NNP cord-351659-ujbxsus4 83 33 ) ) -RRB- cord-351659-ujbxsus4 83 34 , , , cord-351659-ujbxsus4 83 35 such such JJ cord-351659-ujbxsus4 83 36 that that DT cord-351659-ujbxsus4 84 1 where where WRB cord-351659-ujbxsus4 84 2 [ [ -LRB- cord-351659-ujbxsus4 84 3 T T NNP cord-351659-ujbxsus4 84 4 0 0 CD cord-351659-ujbxsus4 84 5 , , , cord-351659-ujbxsus4 84 6 T T NNP cord-351659-ujbxsus4 84 7 1 1 CD cord-351659-ujbxsus4 84 8 ] ] -RRB- cord-351659-ujbxsus4 84 9 is be VBZ cord-351659-ujbxsus4 84 10 the the DT cord-351659-ujbxsus4 84 11 evaluation evaluation NN cord-351659-ujbxsus4 84 12 period period NN cord-351659-ujbxsus4 84 13 , , , cord-351659-ujbxsus4 84 14 which which WDT cord-351659-ujbxsus4 84 15 is be VBZ cord-351659-ujbxsus4 84 16 given give VBN cord-351659-ujbxsus4 84 17 by by IN cord-351659-ujbxsus4 84 18 the the DT cord-351659-ujbxsus4 84 19 last last JJ cord-351659-ujbxsus4 84 20 third third NN cord-351659-ujbxsus4 84 21 of of IN cord-351659-ujbxsus4 84 22 the the DT cord-351659-ujbxsus4 84 23 data datum NNS cord-351659-ujbxsus4 84 24 in in IN cord-351659-ujbxsus4 84 25 our -PRON- PRP$ cord-351659-ujbxsus4 84 26 study study NN cord-351659-ujbxsus4 84 27 , , , cord-351659-ujbxsus4 84 28 y y NNP cord-351659-ujbxsus4 84 29 i i NNP cord-351659-ujbxsus4 84 30 , , , cord-351659-ujbxsus4 84 31 t+1 t+1 NNP cord-351659-ujbxsus4 84 32 denotes denote VBZ cord-351659-ujbxsus4 84 33 the the DT cord-351659-ujbxsus4 84 34 one one CD cord-351659-ujbxsus4 84 35 - - HYPH cord-351659-ujbxsus4 84 36 step step NN cord-351659-ujbxsus4 84 37 - - HYPH cord-351659-ujbxsus4 84 38 ahead ahead NN cord-351659-ujbxsus4 84 39 forecast forecast NN cord-351659-ujbxsus4 84 40 for for IN cord-351659-ujbxsus4 84 41 location location NN cord-351659-ujbxsus4 84 42 i i PRP cord-351659-ujbxsus4 84 43 based base VBD cord-351659-ujbxsus4 84 44 on on IN cord-351659-ujbxsus4 84 45 the the DT cord-351659-ujbxsus4 84 46 data datum NNS cord-351659-ujbxsus4 84 47 up up IN cord-351659-ujbxsus4 84 48 to to IN cord-351659-ujbxsus4 84 49 day day NN cord-351659-ujbxsus4 84 50 t t NN cord-351659-ujbxsus4 84 51 , , , cord-351659-ujbxsus4 84 52 and and CC cord-351659-ujbxsus4 84 53 y y NNP cord-351659-ujbxsus4 84 54 i i NNP cord-351659-ujbxsus4 84 55 , , , cord-351659-ujbxsus4 84 56 t+1 t+1 NNP cord-351659-ujbxsus4 84 57 defines define VBZ cord-351659-ujbxsus4 84 58 the the DT cord-351659-ujbxsus4 84 59 observed observed JJ cord-351659-ujbxsus4 84 60 growth growth NN cord-351659-ujbxsus4 84 61 rate rate NN cord-351659-ujbxsus4 84 62 at at IN cord-351659-ujbxsus4 84 63 day day NN cord-351659-ujbxsus4 84 64 t t NN cord-351659-ujbxsus4 85 1 + + CC cord-351659-ujbxsus4 85 2 1 1 CD cord-351659-ujbxsus4 85 3 for for IN cord-351659-ujbxsus4 85 4 location location NN cord-351659-ujbxsus4 85 5 i. i. NN cord-351659-ujbxsus4 85 6 Note note VB cord-351659-ujbxsus4 85 7 that that IN cord-351659-ujbxsus4 85 8 RMSFE RMSFE NNP cord-351659-ujbxsus4 85 9 is be VBZ cord-351659-ujbxsus4 85 10 analogous analogous JJ cord-351659-ujbxsus4 85 11 to to IN cord-351659-ujbxsus4 85 12 the the DT cord-351659-ujbxsus4 85 13 square square JJ cord-351659-ujbxsus4 85 14 root root NN cord-351659-ujbxsus4 85 15 of of IN cord-351659-ujbxsus4 85 16 the the DT cord-351659-ujbxsus4 85 17 popular popular JJ cord-351659-ujbxsus4 85 18 least least JJS cord-351659-ujbxsus4 85 19 squared squared JJ cord-351659-ujbxsus4 85 20 errors error NNS cord-351659-ujbxsus4 85 21 . . . cord-351659-ujbxsus4 86 1 An an DT cord-351659-ujbxsus4 86 2 interpretation interpretation NN cord-351659-ujbxsus4 86 3 is be VBZ cord-351659-ujbxsus4 86 4 that that IN cord-351659-ujbxsus4 86 5 the the DT cord-351659-ujbxsus4 86 6 chosen choose VBN cord-351659-ujbxsus4 86 7 b b NN cord-351659-ujbxsus4 86 8 will will MD cord-351659-ujbxsus4 86 9 lead lead VB cord-351659-ujbxsus4 86 10 to to IN cord-351659-ujbxsus4 86 11 the the DT cord-351659-ujbxsus4 86 12 minimized minimize VBN cord-351659-ujbxsus4 86 13 total total NN cord-351659-ujbxsus4 86 14 out out RB cord-351659-ujbxsus4 86 15 - - HYPH cord-351659-ujbxsus4 86 16 of of IN cord-351659-ujbxsus4 86 17 - - HYPH cord-351659-ujbxsus4 86 18 sample sample NN cord-351659-ujbxsus4 86 19 forecast forecast NN cord-351659-ujbxsus4 86 20 errors error NNS cord-351659-ujbxsus4 86 21 of of IN cord-351659-ujbxsus4 86 22 the the DT cord-351659-ujbxsus4 86 23 growth growth NN cord-351659-ujbxsus4 86 24 rates rate NNS cord-351659-ujbxsus4 86 25 of of IN cord-351659-ujbxsus4 86 26 confirmed confirm VBN cord-351659-ujbxsus4 86 27 cases case NNS cord-351659-ujbxsus4 86 28 over over IN cord-351659-ujbxsus4 86 29 the the DT cord-351659-ujbxsus4 86 30 last last JJ cord-351659-ujbxsus4 86 31 third third NN cord-351659-ujbxsus4 86 32 of of IN cord-351659-ujbxsus4 86 33 the the DT cord-351659-ujbxsus4 86 34 sample sample NN cord-351659-ujbxsus4 86 35 period period NN cord-351659-ujbxsus4 86 36 . . . cord-351659-ujbxsus4 87 1 Data datum NNS cord-351659-ujbxsus4 87 2 . . . cord-351659-ujbxsus4 88 1 The the DT cord-351659-ujbxsus4 88 2 data datum NNS cord-351659-ujbxsus4 88 3 studied study VBD cord-351659-ujbxsus4 88 4 in in IN cord-351659-ujbxsus4 88 5 this this DT cord-351659-ujbxsus4 88 6 paper paper NN cord-351659-ujbxsus4 88 7 include include VBP cord-351659-ujbxsus4 88 8 confirmed confirm VBN cord-351659-ujbxsus4 88 9 COVID-19 covid-19 CD cord-351659-ujbxsus4 88 10 cases case NNS cord-351659-ujbxsus4 88 11 which which WDT cord-351659-ujbxsus4 88 12 occurred occur VBD cord-351659-ujbxsus4 88 13 in in IN cord-351659-ujbxsus4 88 14 mainland mainland NN cord-351659-ujbxsus4 88 15 China China NNP cord-351659-ujbxsus4 88 16 . . . cord-351659-ujbxsus4 89 1 The the DT cord-351659-ujbxsus4 89 2 data datum NNS cord-351659-ujbxsus4 89 3 are be VBP cord-351659-ujbxsus4 89 4 publicly publicly RB cord-351659-ujbxsus4 89 5 available available JJ cord-351659-ujbxsus4 89 6 and and CC cord-351659-ujbxsus4 89 7 sourced source VBN cord-351659-ujbxsus4 89 8 from from IN cord-351659-ujbxsus4 89 9 the the DT cord-351659-ujbxsus4 89 10 website website NN cord-351659-ujbxsus4 89 11 of of IN cord-351659-ujbxsus4 89 12 the the DT cord-351659-ujbxsus4 89 13 National National NNP cord-351659-ujbxsus4 89 14 Health Health NNP cord-351659-ujbxsus4 89 15 Commission Commission NNP cord-351659-ujbxsus4 89 16 of of IN cord-351659-ujbxsus4 89 17 the the DT cord-351659-ujbxsus4 89 18 People People NNPS cord-351659-ujbxsus4 89 19 's 's POS cord-351659-ujbxsus4 89 20 Republic Republic NNP cord-351659-ujbxsus4 89 21 of of IN cord-351659-ujbxsus4 89 22 China China NNP cord-351659-ujbxsus4 89 23 53 53 CD cord-351659-ujbxsus4 89 24 . . . cord-351659-ujbxsus4 90 1 The the DT cord-351659-ujbxsus4 90 2 data data NN cord-351659-ujbxsus4 90 3 - - HYPH cord-351659-ujbxsus4 90 4 coverage coverage NN cord-351659-ujbxsus4 90 5 ranges range NNS cord-351659-ujbxsus4 90 6 from from IN cord-351659-ujbxsus4 90 7 January January NNP cord-351659-ujbxsus4 90 8 29 29 CD cord-351659-ujbxsus4 90 9 , , , cord-351659-ujbxsus4 90 10 2020 2020 CD cord-351659-ujbxsus4 90 11 to to IN cord-351659-ujbxsus4 90 12 February February NNP cord-351659-ujbxsus4 90 13 19 19 CD cord-351659-ujbxsus4 90 14 , , , cord-351659-ujbxsus4 90 15 2020 2020 CD cord-351659-ujbxsus4 90 16 , , , cord-351659-ujbxsus4 90 17 during during IN cord-351659-ujbxsus4 90 18 which which WDT cord-351659-ujbxsus4 90 19 no no DT cord-351659-ujbxsus4 90 20 missing miss VBG cord-351659-ujbxsus4 90 21 data datum NNS cord-351659-ujbxsus4 90 22 were be VBD cord-351659-ujbxsus4 90 23 recorded record VBN cord-351659-ujbxsus4 90 24 at at IN cord-351659-ujbxsus4 90 25 location location NN cord-351659-ujbxsus4 90 26 - - HYPH cord-351659-ujbxsus4 90 27 level level NN cord-351659-ujbxsus4 90 28 . . . cord-351659-ujbxsus4 91 1 The the DT cord-351659-ujbxsus4 91 2 accumulated accumulate VBN cord-351659-ujbxsus4 91 3 cases case NNS cord-351659-ujbxsus4 91 4 and and CC cord-351659-ujbxsus4 91 5 the the DT cord-351659-ujbxsus4 91 6 associated associate VBN cord-351659-ujbxsus4 91 7 growth growth NN cord-351659-ujbxsus4 91 8 rates rate NNS cord-351659-ujbxsus4 91 9 , , , cord-351659-ujbxsus4 91 10 grouped group VBN cord-351659-ujbxsus4 91 11 by by IN cord-351659-ujbxsus4 91 12 the the DT cord-351659-ujbxsus4 91 13 total total JJ cord-351659-ujbxsus4 91 14 national national JJ cord-351659-ujbxsus4 91 15 number number NN cord-351659-ujbxsus4 91 16 , , , cord-351659-ujbxsus4 91 17 cases case NNS cord-351659-ujbxsus4 91 18 in in IN cord-351659-ujbxsus4 91 19 Hubei Hubei NNP cord-351659-ujbxsus4 91 20 and and CC cord-351659-ujbxsus4 91 21 cases case NNS cord-351659-ujbxsus4 91 22 in in IN cord-351659-ujbxsus4 91 23 all all DT cord-351659-ujbxsus4 91 24 other other JJ cord-351659-ujbxsus4 91 25 locations location NNS cord-351659-ujbxsus4 91 26 , , , cord-351659-ujbxsus4 91 27 are be VBP cord-351659-ujbxsus4 91 28 plotted plot VBN cord-351659-ujbxsus4 91 29 in in IN cord-351659-ujbxsus4 91 30 Fig Fig NNP cord-351659-ujbxsus4 91 31 . . . cord-351659-ujbxsus4 92 1 1a 1a NNP cord-351659-ujbxsus4 92 2 , , , cord-351659-ujbxsus4 92 3 b b NN cord-351659-ujbxsus4 92 4 , , , cord-351659-ujbxsus4 92 5 respectively respectively RB cord-351659-ujbxsus4 92 6 . . . cord-351659-ujbxsus4 93 1 The the DT cord-351659-ujbxsus4 93 2 total total JJ cord-351659-ujbxsus4 93 3 national national JJ cord-351659-ujbxsus4 93 4 ( ( -LRB- cord-351659-ujbxsus4 93 5 Hubei Hubei NNP cord-351659-ujbxsus4 93 6 ) ) -RRB- cord-351659-ujbxsus4 93 7 accumulated accumulate VBN cord-351659-ujbxsus4 93 8 confirmed confirm VBN cord-351659-ujbxsus4 93 9 cases case NNS cord-351659-ujbxsus4 93 10 increased increase VBD cord-351659-ujbxsus4 93 11 rapidly rapidly RB cord-351659-ujbxsus4 93 12 from from IN cord-351659-ujbxsus4 93 13 7,736 7,736 CD cord-351659-ujbxsus4 93 14 ( ( -LRB- cord-351659-ujbxsus4 93 15 4,586 4,586 CD cord-351659-ujbxsus4 93 16 ) ) -RRB- cord-351659-ujbxsus4 93 17 on on IN cord-351659-ujbxsus4 93 18 January January NNP cord-351659-ujbxsus4 93 19 31 31 CD cord-351659-ujbxsus4 93 20 , , , cord-351659-ujbxsus4 93 21 2020 2020 CD cord-351659-ujbxsus4 93 22 to to IN cord-351659-ujbxsus4 93 23 75,101 75,101 CD cord-351659-ujbxsus4 93 24 ( ( -LRB- cord-351659-ujbxsus4 93 25 62,457 62,457 CD cord-351659-ujbxsus4 93 26 ) ) -RRB- cord-351659-ujbxsus4 93 27 on on IN cord-351659-ujbxsus4 93 28 February February NNP cord-351659-ujbxsus4 93 29 19 19 CD cord-351659-ujbxsus4 93 30 , , , cord-351659-ujbxsus4 93 31 2020 2020 CD cord-351659-ujbxsus4 93 32 . . . cord-351659-ujbxsus4 94 1 Note note VB cord-351659-ujbxsus4 94 2 that that IN cord-351659-ujbxsus4 94 3 on on IN cord-351659-ujbxsus4 94 4 February February NNP cord-351659-ujbxsus4 94 5 12 12 CD cord-351659-ujbxsus4 94 6 , , , cord-351659-ujbxsus4 94 7 2020 2020 CD cord-351659-ujbxsus4 94 8 , , , cord-351659-ujbxsus4 94 9 confirmed confirm VBD cord-351659-ujbxsus4 94 10 cases case NNS cord-351659-ujbxsus4 94 11 in in IN cord-351659-ujbxsus4 94 12 Hubei Hubei NNP cord-351659-ujbxsus4 94 13 included include VBD cord-351659-ujbxsus4 94 14 those those DT cord-351659-ujbxsus4 94 15 confirmed confirm VBN cord-351659-ujbxsus4 94 16 by by IN cord-351659-ujbxsus4 94 17 both both DT cord-351659-ujbxsus4 94 18 laboratory laboratory NN cord-351659-ujbxsus4 94 19 and and CC cord-351659-ujbxsus4 94 20 clinical clinical JJ cord-351659-ujbxsus4 94 21 diagnosis diagnosis NN cord-351659-ujbxsus4 94 22 , , , cord-351659-ujbxsus4 94 23 leading lead VBG cord-351659-ujbxsus4 94 24 to to IN cord-351659-ujbxsus4 94 25 a a DT cord-351659-ujbxsus4 94 26 one one CD cord-351659-ujbxsus4 94 27 - - HYPH cord-351659-ujbxsus4 94 28 time time NN cord-351659-ujbxsus4 94 29 hump hump NN cord-351659-ujbxsus4 94 30 of of IN cord-351659-ujbxsus4 94 31 the the DT cord-351659-ujbxsus4 94 32 accumulated accumulate VBN cord-351659-ujbxsus4 94 33 number number NN cord-351659-ujbxsus4 94 34 . . . cord-351659-ujbxsus4 95 1 Compared compare VBN cord-351659-ujbxsus4 95 2 to to IN cord-351659-ujbxsus4 95 3 those those DT cord-351659-ujbxsus4 95 4 of of IN cord-351659-ujbxsus4 95 5 Hubei Hubei NNP cord-351659-ujbxsus4 95 6 , , , cord-351659-ujbxsus4 95 7 confirmed confirm VBD cord-351659-ujbxsus4 95 8 cases case NNS cord-351659-ujbxsus4 95 9 of of IN cord-351659-ujbxsus4 95 10 other other JJ cord-351659-ujbxsus4 95 11 locations location NNS cord-351659-ujbxsus4 95 12 took take VBD cord-351659-ujbxsus4 95 13 up up RP cord-351659-ujbxsus4 95 14 a a DT cord-351659-ujbxsus4 95 15 smaller small JJR cord-351659-ujbxsus4 95 16 proportion proportion NN cord-351659-ujbxsus4 95 17 of of IN cord-351659-ujbxsus4 95 18 the the DT cord-351659-ujbxsus4 95 19 total total JJ cord-351659-ujbxsus4 95 20 national national JJ cord-351659-ujbxsus4 95 21 number number NN cord-351659-ujbxsus4 95 22 , , , cord-351659-ujbxsus4 95 23 ranging range VBG cord-351659-ujbxsus4 95 24 from from IN cord-351659-ujbxsus4 95 25 40.7 40.7 CD cord-351659-ujbxsus4 95 26 % % NN cord-351659-ujbxsus4 95 27 on on IN cord-351659-ujbxsus4 95 28 January January NNP cord-351659-ujbxsus4 95 29 29 29 CD cord-351659-ujbxsus4 95 30 , , , cord-351659-ujbxsus4 95 31 2020 2020 CD cord-351659-ujbxsus4 95 32 to to IN cord-351659-ujbxsus4 95 33 16.8 16.8 CD cord-351659-ujbxsus4 95 34 % % NN cord-351659-ujbxsus4 95 35 on on IN cord-351659-ujbxsus4 95 36 February February NNP cord-351659-ujbxsus4 95 37 19 19 CD cord-351659-ujbxsus4 95 38 , , , cord-351659-ujbxsus4 95 39 2020 2020 CD cord-351659-ujbxsus4 95 40 . . . cord-351659-ujbxsus4 96 1 This this DT cord-351659-ujbxsus4 96 2 suggests suggest VBZ cord-351659-ujbxsus4 96 3 that that IN cord-351659-ujbxsus4 96 4 the the DT cord-351659-ujbxsus4 96 5 growth growth NN cord-351659-ujbxsus4 96 6 rate rate NN cord-351659-ujbxsus4 96 7 of of IN cord-351659-ujbxsus4 96 8 other other JJ cord-351659-ujbxsus4 96 9 locations location NNS cord-351659-ujbxsus4 96 10 should should MD cord-351659-ujbxsus4 96 11 be be VB cord-351659-ujbxsus4 96 12 lower low JJR cord-351659-ujbxsus4 96 13 than than IN cord-351659-ujbxsus4 96 14 that that DT cord-351659-ujbxsus4 96 15 of of IN cord-351659-ujbxsus4 96 16 Hubei Hubei NNP cord-351659-ujbxsus4 96 17 , , , cord-351659-ujbxsus4 96 18 which which WDT cord-351659-ujbxsus4 96 19 is be VBZ cord-351659-ujbxsus4 96 20 consistent consistent JJ cord-351659-ujbxsus4 96 21 with with IN cord-351659-ujbxsus4 96 22 Fig Fig NNP cord-351659-ujbxsus4 96 23 . . . cord-351659-ujbxsus4 97 1 1b 1b LS cord-351659-ujbxsus4 97 2 . . . cord-351659-ujbxsus4 98 1 Throughout throughout IN cord-351659-ujbxsus4 98 2 our -PRON- PRP$ cord-351659-ujbxsus4 98 3 investigation investigation NN cord-351659-ujbxsus4 98 4 period period NN cord-351659-ujbxsus4 98 5 , , , cord-351659-ujbxsus4 98 6 except except IN cord-351659-ujbxsus4 98 7 for for IN cord-351659-ujbxsus4 98 8 the the DT cord-351659-ujbxsus4 98 9 one one CD cord-351659-ujbxsus4 98 10 - - HYPH cord-351659-ujbxsus4 98 11 time time NN cord-351659-ujbxsus4 98 12 hump hump NN cord-351659-ujbxsus4 98 13 on on IN cord-351659-ujbxsus4 98 14 February February NNP cord-351659-ujbxsus4 98 15 12 12 CD cord-351659-ujbxsus4 98 16 , , , cord-351659-ujbxsus4 98 17 2020 2020 CD cord-351659-ujbxsus4 98 18 , , , cord-351659-ujbxsus4 98 19 growth growth NN cord-351659-ujbxsus4 98 20 rates rate NNS cord-351659-ujbxsus4 98 21 of of IN cord-351659-ujbxsus4 98 22 Hubei Hubei NNP cord-351659-ujbxsus4 98 23 and and CC cord-351659-ujbxsus4 98 24 the the DT cord-351659-ujbxsus4 98 25 rest rest NN cord-351659-ujbxsus4 98 26 steadily steadily RB cord-351659-ujbxsus4 98 27 declined decline VBD cord-351659-ujbxsus4 98 28 , , , cord-351659-ujbxsus4 98 29 from from IN cord-351659-ujbxsus4 98 30 33 33 CD cord-351659-ujbxsus4 98 31 % % NN cord-351659-ujbxsus4 98 32 and and CC cord-351659-ujbxsus4 98 33 25 25 CD cord-351659-ujbxsus4 98 34 % % NN cord-351659-ujbxsus4 98 35 to to TO cord-351659-ujbxsus4 98 36 5 5 CD cord-351659-ujbxsus4 98 37 % % NN cord-351659-ujbxsus4 98 38 and and CC cord-351659-ujbxsus4 98 39 1 1 CD cord-351659-ujbxsus4 98 40 % % NN cord-351659-ujbxsus4 98 41 , , , cord-351659-ujbxsus4 98 42 respectively respectively RB cord-351659-ujbxsus4 98 43 . . . cord-351659-ujbxsus4 99 1 Estimation estimation NN cord-351659-ujbxsus4 99 2 results result NNS cord-351659-ujbxsus4 99 3 : : : cord-351659-ujbxsus4 99 4 transmission transmission NN cord-351659-ujbxsus4 99 5 routes route NNS cord-351659-ujbxsus4 99 6 . . . cord-351659-ujbxsus4 100 1 By by IN cord-351659-ujbxsus4 100 2 taking take VBG cord-351659-ujbxsus4 100 3 the the DT cord-351659-ujbxsus4 100 4 difference difference NN cord-351659-ujbxsus4 100 5 of of IN cord-351659-ujbxsus4 100 6 the the DT cord-351659-ujbxsus4 100 7 logged log VBN cord-351659-ujbxsus4 100 8 accumulated accumulate VBN cord-351659-ujbxsus4 100 9 cases case NNS cord-351659-ujbxsus4 100 10 and and CC cord-351659-ujbxsus4 100 11 applying apply VBG cord-351659-ujbxsus4 100 12 one one CD cord-351659-ujbxsus4 100 13 lag lag NN cord-351659-ujbxsus4 100 14 , , , cord-351659-ujbxsus4 100 15 our -PRON- PRP$ cord-351659-ujbxsus4 100 16 estimated estimate VBN cord-351659-ujbxsus4 100 17 transmission transmission NN cord-351659-ujbxsus4 100 18 routes route NNS cord-351659-ujbxsus4 100 19 are be VBP cord-351659-ujbxsus4 100 20 available available JJ cord-351659-ujbxsus4 100 21 from from IN cord-351659-ujbxsus4 100 22 January January NNP cord-351659-ujbxsus4 100 23 31 31 CD cord-351659-ujbxsus4 100 24 to to IN cord-351659-ujbxsus4 100 25 February February NNP cord-351659-ujbxsus4 100 26 19 19 CD cord-351659-ujbxsus4 100 27 , , , cord-351659-ujbxsus4 100 28 2020 2020 CD cord-351659-ujbxsus4 100 29 ( ( -LRB- cord-351659-ujbxsus4 100 30 two two CD cord-351659-ujbxsus4 100 31 observations observation NNS cord-351659-ujbxsus4 100 32 are be VBP cord-351659-ujbxsus4 100 33 lost lose VBN cord-351659-ujbxsus4 100 34 ) ) -RRB- cord-351659-ujbxsus4 100 35 . . . cord-351659-ujbxsus4 101 1 To to TO cord-351659-ujbxsus4 101 2 avoid avoid VB cord-351659-ujbxsus4 101 3 potential potential JJ cord-351659-ujbxsus4 101 4 noises noise NNS cord-351659-ujbxsus4 101 5 caused cause VBN cord-351659-ujbxsus4 101 6 by by IN cord-351659-ujbxsus4 101 7 small small JJ cord-351659-ujbxsus4 101 8 numbers number NNS cord-351659-ujbxsus4 101 9 , , , cord-351659-ujbxsus4 101 10 we -PRON- PRP cord-351659-ujbxsus4 101 11 only only RB cord-351659-ujbxsus4 101 12 include include VBP cord-351659-ujbxsus4 101 13 data datum NNS cord-351659-ujbxsus4 101 14 of of IN cord-351659-ujbxsus4 101 15 locations location NNS cord-351659-ujbxsus4 101 16 , , , cord-351659-ujbxsus4 101 17 which which WDT cord-351659-ujbxsus4 101 18 had have VBD cord-351659-ujbxsus4 101 19 at at RB cord-351659-ujbxsus4 101 20 least least RBS cord-351659-ujbxsus4 101 21 150 150 CD cord-351659-ujbxsus4 101 22 accumulated accumulate VBN cord-351659-ujbxsus4 101 23 confirmed confirm VBN cord-351659-ujbxsus4 101 24 cases case NNS cord-351659-ujbxsus4 101 25 as as IN cord-351659-ujbxsus4 101 26 of of IN cord-351659-ujbxsus4 101 27 February February NNP cord-351659-ujbxsus4 101 28 19 19 CD cord-351659-ujbxsus4 101 29 , , , cord-351659-ujbxsus4 101 30 2020 2020 CD cord-351659-ujbxsus4 101 31 . . . cord-351659-ujbxsus4 102 1 Altogether altogether RB cord-351659-ujbxsus4 102 2 , , , cord-351659-ujbxsus4 102 3 our -PRON- PRP$ cord-351659-ujbxsus4 102 4 modeled model VBN cord-351659-ujbxsus4 102 5 sample sample NN cord-351659-ujbxsus4 102 6 contains contain VBZ cord-351659-ujbxsus4 102 7 20 20 CD cord-351659-ujbxsus4 102 8 location location NN cord-351659-ujbxsus4 102 9 - - HYPH cord-351659-ujbxsus4 102 10 level level NN cord-351659-ujbxsus4 102 11 confirmed confirm VBN cord-351659-ujbxsus4 102 12 cases case NNS cord-351659-ujbxsus4 102 13 . . . cord-351659-ujbxsus4 103 1 We -PRON- PRP cord-351659-ujbxsus4 103 2 firstly firstly RB cord-351659-ujbxsus4 103 3 test test VBP cord-351659-ujbxsus4 103 4 the the DT cord-351659-ujbxsus4 103 5 stationarity stationarity NN cord-351659-ujbxsus4 103 6 of of IN cord-351659-ujbxsus4 103 7 the the DT cord-351659-ujbxsus4 103 8 20 20 CD cord-351659-ujbxsus4 103 9 growth growth NN cord-351659-ujbxsus4 103 10 rates rate NNS cord-351659-ujbxsus4 103 11 separately separately RB cord-351659-ujbxsus4 103 12 . . . cord-351659-ujbxsus4 104 1 Based base VBN cord-351659-ujbxsus4 104 2 on on IN cord-351659-ujbxsus4 104 3 the the DT cord-351659-ujbxsus4 104 4 Augmented Augmented NNP cord-351659-ujbxsus4 104 5 Dickey Dickey NNP cord-351659-ujbxsus4 104 6 - - HYPH cord-351659-ujbxsus4 104 7 Fuller Fuller NNP cord-351659-ujbxsus4 104 8 test test NN cord-351659-ujbxsus4 104 9 , , , cord-351659-ujbxsus4 104 10 only only RB cord-351659-ujbxsus4 104 11 the the DT cord-351659-ujbxsus4 104 12 rates rate NNS cord-351659-ujbxsus4 104 13 of of IN cord-351659-ujbxsus4 104 14 three three CD cord-351659-ujbxsus4 104 15 locations location NNS cord-351659-ujbxsus4 104 16 ( ( -LRB- cord-351659-ujbxsus4 104 17 Beijing Beijing NNP cord-351659-ujbxsus4 104 18 , , , cord-351659-ujbxsus4 104 19 Hainan Hainan NNP cord-351659-ujbxsus4 104 20 and and CC cord-351659-ujbxsus4 104 21 Heilongjiang Heilongjiang NNP cord-351659-ujbxsus4 104 22 ) ) -RRB- cord-351659-ujbxsus4 104 23 are be VBP cord-351659-ujbxsus4 104 24 insignificant insignificant JJ cord-351659-ujbxsus4 104 25 , , , cord-351659-ujbxsus4 104 26 which which WDT cord-351659-ujbxsus4 104 27 is be VBZ cord-351659-ujbxsus4 104 28 in in IN cord-351659-ujbxsus4 104 29 - - HYPH cord-351659-ujbxsus4 104 30 line line NN cord-351659-ujbxsus4 104 31 with with IN cord-351659-ujbxsus4 104 32 the the DT cord-351659-ujbxsus4 104 33 employed employ VBN cord-351659-ujbxsus4 104 34 10 10 CD cord-351659-ujbxsus4 104 35 % % NN cord-351659-ujbxsus4 104 36 significance significance NN cord-351659-ujbxsus4 104 37 level level NN cord-351659-ujbxsus4 104 38 . . . cord-351659-ujbxsus4 105 1 The the DT cord-351659-ujbxsus4 105 2 detailed detailed JJ cord-351659-ujbxsus4 105 3 results result NNS cord-351659-ujbxsus4 105 4 are be VBP cord-351659-ujbxsus4 105 5 available available JJ cord-351659-ujbxsus4 105 6 upon upon IN cord-351659-ujbxsus4 105 7 request request NN cord-351659-ujbxsus4 105 8 . . . cord-351659-ujbxsus4 106 1 The the DT cord-351659-ujbxsus4 106 2 model model NN cord-351659-ujbxsus4 106 3 explained explain VBD cord-351659-ujbxsus4 106 4 in in IN cord-351659-ujbxsus4 106 5 " " `` cord-351659-ujbxsus4 106 6 Methods method NNS cord-351659-ujbxsus4 106 7 " " '' cord-351659-ujbxsus4 106 8 is be VBZ cord-351659-ujbxsus4 106 9 then then RB cord-351659-ujbxsus4 106 10 fitted fit VBN cord-351659-ujbxsus4 106 11 incorporating incorporate VBG cord-351659-ujbxsus4 106 12 all all PDT cord-351659-ujbxsus4 106 13 the the DT cord-351659-ujbxsus4 106 14 20 20 CD cord-351659-ujbxsus4 106 15 growth growth NN cord-351659-ujbxsus4 106 16 rates rate NNS cord-351659-ujbxsus4 106 17 . . . cord-351659-ujbxsus4 107 1 A a DT cord-351659-ujbxsus4 107 2 non non JJ cord-351659-ujbxsus4 107 3 - - JJ cord-351659-ujbxsus4 107 4 zero zero JJ cord-351659-ujbxsus4 107 5 estimate estimate NN cord-351659-ujbxsus4 107 6 of of IN cord-351659-ujbxsus4 107 7 β β NN cord-351659-ujbxsus4 108 1 i i PRP cord-351659-ujbxsus4 108 2 , , , cord-351659-ujbxsus4 108 3 j j NNP cord-351659-ujbxsus4 108 4 , , , cord-351659-ujbxsus4 108 5 t t NNP cord-351659-ujbxsus4 108 6 , , , cord-351659-ujbxsus4 108 7 the the DT cord-351659-ujbxsus4 108 8 ijth ijth NNP cord-351659-ujbxsus4 108 9 entry entry NN cord-351659-ujbxsus4 108 10 of of IN cord-351659-ujbxsus4 108 11 B B NNP cord-351659-ujbxsus4 108 12 t t NN cord-351659-ujbxsus4 108 13 in in IN cord-351659-ujbxsus4 108 14 ( ( -LRB- cord-351659-ujbxsus4 108 15 2 2 CD cord-351659-ujbxsus4 108 16 ) ) -RRB- cord-351659-ujbxsus4 108 17 , , , cord-351659-ujbxsus4 108 18 indicates indicate VBZ cord-351659-ujbxsus4 108 19 that that IN cord-351659-ujbxsus4 108 20 on on IN cord-351659-ujbxsus4 108 21 the the DT cord-351659-ujbxsus4 108 22 tth tth NNP cord-351659-ujbxsus4 108 23 day day NN cord-351659-ujbxsus4 108 24 , , , cord-351659-ujbxsus4 108 25 the the DT cord-351659-ujbxsus4 108 26 growth growth NN cord-351659-ujbxsus4 108 27 rate rate NN cord-351659-ujbxsus4 108 28 of of IN cord-351659-ujbxsus4 108 29 location location NN cord-351659-ujbxsus4 108 30 j j NNP cord-351659-ujbxsus4 108 31 is be VBZ cord-351659-ujbxsus4 108 32 Granger Granger NNP cord-351659-ujbxsus4 108 33 caused cause VBN cord-351659-ujbxsus4 108 34 by by IN cord-351659-ujbxsus4 108 35 that that DT cord-351659-ujbxsus4 108 36 of of IN cord-351659-ujbxsus4 108 37 location location NN cord-351659-ujbxsus4 108 38 i. i. NN cord-351659-ujbxsus4 109 1 In in IN cord-351659-ujbxsus4 109 2 other other JJ cord-351659-ujbxsus4 109 3 words word NNS cord-351659-ujbxsus4 109 4 , , , cord-351659-ujbxsus4 109 5 there there EX cord-351659-ujbxsus4 109 6 is be VBZ cord-351659-ujbxsus4 109 7 a a DT cord-351659-ujbxsus4 109 8 transmission transmission NN cord-351659-ujbxsus4 109 9 route route NN cord-351659-ujbxsus4 109 10 from from IN cord-351659-ujbxsus4 109 11 location location NN cord-351659-ujbxsus4 109 12 i i PRP cord-351659-ujbxsus4 109 13 to to IN cord-351659-ujbxsus4 109 14 location location NN cord-351659-ujbxsus4 109 15 j. j. NNP cord-351659-ujbxsus4 110 1 Among among IN cord-351659-ujbxsus4 110 2 the the DT cord-351659-ujbxsus4 110 3 20-day 20-day CD cord-351659-ujbxsus4 110 4 results result NNS cord-351659-ujbxsus4 110 5 , , , cord-351659-ujbxsus4 110 6 we -PRON- PRP cord-351659-ujbxsus4 110 7 noticed notice VBD cord-351659-ujbxsus4 110 8 that that IN cord-351659-ujbxsus4 110 9 the the DT cord-351659-ujbxsus4 110 10 estimated estimate VBN cord-351659-ujbxsus4 110 11 transmission transmission NN cord-351659-ujbxsus4 110 12 routes route NNS cord-351659-ujbxsus4 110 13 on on IN cord-351659-ujbxsus4 110 14 days day NNS cord-351659-ujbxsus4 110 15 1 1 CD cord-351659-ujbxsus4 110 16 - - SYM cord-351659-ujbxsus4 110 17 5 5 CD cord-351659-ujbxsus4 110 18 changed change VBD cord-351659-ujbxsus4 110 19 considerably considerably RB cord-351659-ujbxsus4 110 20 on on IN cord-351659-ujbxsus4 110 21 daily daily JJ cord-351659-ujbxsus4 110 22 basis basis NN cord-351659-ujbxsus4 110 23 . . . cord-351659-ujbxsus4 111 1 From from IN cord-351659-ujbxsus4 111 2 the the DT cord-351659-ujbxsus4 111 3 sixth sixth JJ cord-351659-ujbxsus4 111 4 day day NN cord-351659-ujbxsus4 111 5 onwards onwards RB cord-351659-ujbxsus4 111 6 , , , cord-351659-ujbxsus4 111 7 however however RB cord-351659-ujbxsus4 111 8 , , , cord-351659-ujbxsus4 111 9 those those DT cord-351659-ujbxsus4 111 10 estimated estimate VBN cord-351659-ujbxsus4 111 11 routes route NNS cord-351659-ujbxsus4 111 12 were be VBD cord-351659-ujbxsus4 111 13 more more RBR cord-351659-ujbxsus4 111 14 steady steady JJ cord-351659-ujbxsus4 111 15 . . . cord-351659-ujbxsus4 112 1 Hence hence RB cord-351659-ujbxsus4 112 2 , , , cord-351659-ujbxsus4 112 3 we -PRON- PRP cord-351659-ujbxsus4 112 4 plot plot VBP cord-351659-ujbxsus4 112 5 the the DT cord-351659-ujbxsus4 112 6 estimates estimate NNS cord-351659-ujbxsus4 112 7 on on IN cord-351659-ujbxsus4 112 8 days day NNS cord-351659-ujbxsus4 112 9 1 1 CD cord-351659-ujbxsus4 112 10 - - SYM cord-351659-ujbxsus4 112 11 5 5 CD cord-351659-ujbxsus4 112 12 and and CC cord-351659-ujbxsus4 112 13 those those DT cord-351659-ujbxsus4 112 14 on on IN cord-351659-ujbxsus4 112 15 the the DT cord-351659-ujbxsus4 112 16 every every DT cord-351659-ujbxsus4 112 17 fifth fifth JJ cord-351659-ujbxsus4 112 18 day day NN cord-351659-ujbxsus4 112 19 thereafter thereafter RB cord-351659-ujbxsus4 112 20 , , , cord-351659-ujbxsus4 112 21 on on IN cord-351659-ujbxsus4 112 22 Fig Fig NNP cord-351659-ujbxsus4 112 23 . . NNP cord-351659-ujbxsus4 112 24 2 2 CD cord-351659-ujbxsus4 112 25 . . . cord-351659-ujbxsus4 113 1 Be be VB cord-351659-ujbxsus4 113 2 noted note VBN cord-351659-ujbxsus4 113 3 that that IN cord-351659-ujbxsus4 113 4 estimates estimate VBZ cord-351659-ujbxsus4 113 5 smaller small JJR cord-351659-ujbxsus4 113 6 than than IN cord-351659-ujbxsus4 113 7 0.2 0.2 CD cord-351659-ujbxsus4 113 8 ( ( -LRB- cord-351659-ujbxsus4 113 9 none none NN cord-351659-ujbxsus4 113 10 - - HYPH cord-351659-ujbxsus4 113 11 influential influential JJ cord-351659-ujbxsus4 113 12 ) ) -RRB- cord-351659-ujbxsus4 113 13 are be VBP cord-351659-ujbxsus4 113 14 not not RB cord-351659-ujbxsus4 113 15 presented present VBN cord-351659-ujbxsus4 113 16 a a DT cord-351659-ujbxsus4 113 17 better well JJR cord-351659-ujbxsus4 113 18 visual visual JJ cord-351659-ujbxsus4 113 19 illustration illustration NN cord-351659-ujbxsus4 113 20 purpose purpose NN cord-351659-ujbxsus4 113 21 . . . cord-351659-ujbxsus4 114 1 Also also RB cord-351659-ujbxsus4 114 2 , , , cord-351659-ujbxsus4 114 3 this this DT cord-351659-ujbxsus4 114 4 research research NN cord-351659-ujbxsus4 114 5 focuses focus VBZ cord-351659-ujbxsus4 114 6 on on IN cord-351659-ujbxsus4 114 7 the the DT cord-351659-ujbxsus4 114 8 analysis analysis NN cord-351659-ujbxsus4 114 9 of of IN cord-351659-ujbxsus4 114 10 mainland mainland NN cord-351659-ujbxsus4 114 11 China China NNP cord-351659-ujbxsus4 114 12 only only RB cord-351659-ujbxsus4 114 13 , , , cord-351659-ujbxsus4 114 14 which which WDT cord-351659-ujbxsus4 114 15 excludes exclude VBZ cord-351659-ujbxsus4 114 16 Taiwan Taiwan NNP cord-351659-ujbxsus4 114 17 , , , cord-351659-ujbxsus4 114 18 Macau Macau NNP cord-351659-ujbxsus4 114 19 , , , cord-351659-ujbxsus4 114 20 Hong Hong NNP cord-351659-ujbxsus4 114 21 Kong Kong NNP cord-351659-ujbxsus4 114 22 and and CC cord-351659-ujbxsus4 114 23 all all DT cord-351659-ujbxsus4 114 24 important important JJ cord-351659-ujbxsus4 114 25 islands island NNS cord-351659-ujbxsus4 114 26 of of IN cord-351659-ujbxsus4 114 27 China China NNP cord-351659-ujbxsus4 114 28 's 's POS cord-351659-ujbxsus4 114 29 territory territory NN cord-351659-ujbxsus4 114 30 , , , cord-351659-ujbxsus4 114 31 such such JJ cord-351659-ujbxsus4 114 32 as as IN cord-351659-ujbxsus4 114 33 those those DT cord-351659-ujbxsus4 114 34 located locate VBN cord-351659-ujbxsus4 114 35 in in IN cord-351659-ujbxsus4 114 36 the the DT cord-351659-ujbxsus4 114 37 South South NNP cord-351659-ujbxsus4 114 38 China China NNP cord-351659-ujbxsus4 114 39 Sea Sea NNP cord-351659-ujbxsus4 114 40 . . . cord-351659-ujbxsus4 115 1 The the DT cord-351659-ujbxsus4 115 2 plots plot NNS cord-351659-ujbxsus4 115 3 presented present VBN cord-351659-ujbxsus4 115 4 in in IN cord-351659-ujbxsus4 115 5 Fig Fig NNP cord-351659-ujbxsus4 115 6 . . . cord-351659-ujbxsus4 116 1 2 2 LS cord-351659-ujbxsus4 116 2 therefore therefore RB cord-351659-ujbxsus4 116 3 do do VBP cord-351659-ujbxsus4 116 4 not not RB cord-351659-ujbxsus4 116 5 present present VB cord-351659-ujbxsus4 116 6 a a DT cord-351659-ujbxsus4 116 7 complete complete JJ cord-351659-ujbxsus4 116 8 map map NN cord-351659-ujbxsus4 116 9 of of IN cord-351659-ujbxsus4 116 10 the the DT cord-351659-ujbxsus4 116 11 territory territory NN cord-351659-ujbxsus4 116 12 of of IN cord-351659-ujbxsus4 116 13 China China NNP cord-351659-ujbxsus4 116 14 , , , cord-351659-ujbxsus4 116 15 nor nor CC cord-351659-ujbxsus4 116 16 should should MD cord-351659-ujbxsus4 116 17 they -PRON- PRP cord-351659-ujbxsus4 116 18 be be VB cord-351659-ujbxsus4 116 19 used use VBN cord-351659-ujbxsus4 116 20 for for IN cord-351659-ujbxsus4 116 21 purposes purpose NNS cord-351659-ujbxsus4 116 22 other other JJ cord-351659-ujbxsus4 116 23 than than IN cord-351659-ujbxsus4 116 24 displaying display VBG cord-351659-ujbxsus4 116 25 identified identify VBN cord-351659-ujbxsus4 116 26 transmission transmission NN cord-351659-ujbxsus4 116 27 routes route NNS cord-351659-ujbxsus4 116 28 of of IN cord-351659-ujbxsus4 116 29 COVID-19 COVID-19 NNP cord-351659-ujbxsus4 116 30 in in IN cord-351659-ujbxsus4 116 31 mainland mainland NN cord-351659-ujbxsus4 116 32 China China NNP cord-351659-ujbxsus4 116 33 . . . cord-351659-ujbxsus4 117 1 The the DT cord-351659-ujbxsus4 117 2 readers reader NNS cord-351659-ujbxsus4 117 3 are be VBP cord-351659-ujbxsus4 117 4 directed direct VBN cord-351659-ujbxsus4 117 5 to to IN cord-351659-ujbxsus4 117 6 The the DT cord-351659-ujbxsus4 117 7 National National NNP cord-351659-ujbxsus4 117 8 Administration Administration NNP cord-351659-ujbxsus4 117 9 of of IN cord-351659-ujbxsus4 117 10 Surveying Surveying NNP cord-351659-ujbxsus4 117 11 , , , cord-351659-ujbxsus4 117 12 Mapping Mapping NNP cord-351659-ujbxsus4 117 13 and and CC cord-351659-ujbxsus4 117 14 Geographic Geographic NNP cord-351659-ujbxsus4 117 15 Information Information NNP cord-351659-ujbxsus4 117 16 of of IN cord-351659-ujbxsus4 117 17 the the DT cord-351659-ujbxsus4 117 18 People People NNPS cord-351659-ujbxsus4 117 19 's 's POS cord-351659-ujbxsus4 117 20 Republic Republic NNP cord-351659-ujbxsus4 117 21 of of IN cord-351659-ujbxsus4 117 22 China China NNP cord-351659-ujbxsus4 117 23 , , , cord-351659-ujbxsus4 117 24 should should MD cord-351659-ujbxsus4 117 25 they -PRON- PRP cord-351659-ujbxsus4 117 26 need need VB cord-351659-ujbxsus4 117 27 to to TO cord-351659-ujbxsus4 117 28 precisely precisely RB cord-351659-ujbxsus4 117 29 explore explore VB cord-351659-ujbxsus4 117 30 the the DT cord-351659-ujbxsus4 117 31 scope scope NN cord-351659-ujbxsus4 117 32 of of IN cord-351659-ujbxsus4 117 33 maps map NNS cord-351659-ujbxsus4 117 34 , , , cord-351659-ujbxsus4 117 35 national national JJ cord-351659-ujbxsus4 117 36 boundaries boundary NNS cord-351659-ujbxsus4 117 37 and and CC cord-351659-ujbxsus4 117 38 the the DT cord-351659-ujbxsus4 117 39 drawing drawing NN cord-351659-ujbxsus4 117 40 of of IN cord-351659-ujbxsus4 117 41 important important JJ cord-351659-ujbxsus4 117 42 islands island NNS cord-351659-ujbxsus4 117 43 of of IN cord-351659-ujbxsus4 117 44 the the DT cord-351659-ujbxsus4 117 45 Chinese chinese JJ cord-351659-ujbxsus4 117 46 territory territory NN cord-351659-ujbxsus4 117 47 . . . cord-351659-ujbxsus4 118 1 In in IN cord-351659-ujbxsus4 118 2 Fig Fig NNP cord-351659-ujbxsus4 118 3 . . . cord-351659-ujbxsus4 119 1 2 2 LS cord-351659-ujbxsus4 119 2 , , , cord-351659-ujbxsus4 119 3 we -PRON- PRP cord-351659-ujbxsus4 119 4 use use VBP cord-351659-ujbxsus4 119 5 color color NN cord-351659-ujbxsus4 119 6 of of IN cord-351659-ujbxsus4 119 7 light light JJ cord-351659-ujbxsus4 119 8 orange orange JJ cord-351659-ujbxsus4 119 9 ( ( -LRB- cord-351659-ujbxsus4 119 10 small small JJ cord-351659-ujbxsus4 119 11 ) ) -RRB- cord-351659-ujbxsus4 119 12 to to TO cord-351659-ujbxsus4 119 13 dark dark VB cord-351659-ujbxsus4 119 14 red red JJ cord-351659-ujbxsus4 119 15 ( ( -LRB- cord-351659-ujbxsus4 119 16 large large JJ cord-351659-ujbxsus4 119 17 ) ) -RRB- cord-351659-ujbxsus4 119 18 indicating indicate VBG cord-351659-ujbxsus4 119 19 the the DT cord-351659-ujbxsus4 119 20 accumulated accumulate VBN cord-351659-ujbxsus4 119 21 confirmed confirm VBN cord-351659-ujbxsus4 119 22 cases case NNS cord-351659-ujbxsus4 119 23 in in IN cord-351659-ujbxsus4 119 24 each each DT cord-351659-ujbxsus4 119 25 location location NN cord-351659-ujbxsus4 119 26 , , , cord-351659-ujbxsus4 119 27 up up IN cord-351659-ujbxsus4 119 28 to to IN cord-351659-ujbxsus4 119 29 time time NN cord-351659-ujbxsus4 120 1 t. t. NNP cord-351659-ujbxsus4 120 2 Estimated estimate VBN cord-351659-ujbxsus4 120 3 transmission transmission NN cord-351659-ujbxsus4 120 4 routes route NNS cord-351659-ujbxsus4 120 5 are be VBP cord-351659-ujbxsus4 120 6 colored color VBN cord-351659-ujbxsus4 120 7 in in IN cord-351659-ujbxsus4 120 8 blue blue JJ cord-351659-ujbxsus4 120 9 . . . cord-351659-ujbxsus4 121 1 Self self NN cord-351659-ujbxsus4 121 2 - - HYPH cord-351659-ujbxsus4 121 3 transmissions transmission NNS cord-351659-ujbxsus4 121 4 ( ( -LRB- cord-351659-ujbxsus4 121 5 indicated indicate VBN cord-351659-ujbxsus4 121 6 by by IN cord-351659-ujbxsus4 121 7 β β NNP cord-351659-ujbxsus4 121 8 i i NNP cord-351659-ujbxsus4 121 9 , , , cord-351659-ujbxsus4 121 10 i i PRP cord-351659-ujbxsus4 121 11 , , , cord-351659-ujbxsus4 121 12 t t NNP cord-351659-ujbxsus4 121 13 ) ) -RRB- cord-351659-ujbxsus4 121 14 are be VBP cord-351659-ujbxsus4 121 15 denoted denote VBN cord-351659-ujbxsus4 121 16 by by IN cord-351659-ujbxsus4 121 17 dots dot NNS cord-351659-ujbxsus4 121 18 , , , cord-351659-ujbxsus4 121 19 and and CC cord-351659-ujbxsus4 121 20 a a DT cord-351659-ujbxsus4 121 21 larger large JJR cord-351659-ujbxsus4 121 22 size size NN cord-351659-ujbxsus4 121 23 of of IN cord-351659-ujbxsus4 121 24 dot dot NN cord-351659-ujbxsus4 121 25 suggests suggest VBZ cord-351659-ujbxsus4 121 26 a a DT cord-351659-ujbxsus4 121 27 larger large JJR cord-351659-ujbxsus4 121 28 estimated estimate VBN cord-351659-ujbxsus4 121 29 β β NN cord-351659-ujbxsus4 121 30 i i NNP cord-351659-ujbxsus4 121 31 , , , cord-351659-ujbxsus4 121 32 i i PRP cord-351659-ujbxsus4 121 33 , , , cord-351659-ujbxsus4 121 34 t t NNP cord-351659-ujbxsus4 121 35 . . . cord-351659-ujbxsus4 122 1 Inter inter JJ cord-351659-ujbxsus4 122 2 - - JJ cord-351659-ujbxsus4 122 3 location location NN cord-351659-ujbxsus4 122 4 transmission transmission NN cord-351659-ujbxsus4 122 5 ( ( -LRB- cord-351659-ujbxsus4 122 6 indicated indicate VBN cord-351659-ujbxsus4 122 7 by by IN cord-351659-ujbxsus4 122 8 β β NNP cord-351659-ujbxsus4 122 9 i i NNP cord-351659-ujbxsus4 122 10 , , , cord-351659-ujbxsus4 122 11 j j NNP cord-351659-ujbxsus4 122 12 , , , cord-351659-ujbxsus4 122 13 t t NNP cord-351659-ujbxsus4 122 14 , , , cord-351659-ujbxsus4 122 15 where where WRB cord-351659-ujbxsus4 122 16 i i PRP cord-351659-ujbxsus4 122 17 = = SYM cord-351659-ujbxsus4 122 18 j j NNP cord-351659-ujbxsus4 122 19 ) ) -RRB- cord-351659-ujbxsus4 122 20 is be VBZ cord-351659-ujbxsus4 122 21 represented represent VBN cord-351659-ujbxsus4 122 22 by by IN cord-351659-ujbxsus4 122 23 arrows arrow NNS cord-351659-ujbxsus4 122 24 , , , cord-351659-ujbxsus4 122 25 with with IN cord-351659-ujbxsus4 122 26 the the DT cord-351659-ujbxsus4 122 27 transparency transparency NN cord-351659-ujbxsus4 122 28 indicating indicate VBG cord-351659-ujbxsus4 122 29 the the DT cord-351659-ujbxsus4 122 30 magnitude magnitude NN cord-351659-ujbxsus4 122 31 of of IN cord-351659-ujbxsus4 122 32 estimated estimate VBN cord-351659-ujbxsus4 122 33 β β NN cord-351659-ujbxsus4 122 34 i i NNP cord-351659-ujbxsus4 122 35 , , , cord-351659-ujbxsus4 122 36 j j NNP cord-351659-ujbxsus4 122 37 , , , cord-351659-ujbxsus4 122 38 t t NNP cord-351659-ujbxsus4 122 39 . . . cord-351659-ujbxsus4 123 1 On on IN cord-351659-ujbxsus4 123 2 the the DT cord-351659-ujbxsus4 123 3 first first JJ cord-351659-ujbxsus4 123 4 day day NN cord-351659-ujbxsus4 123 5 ( ( -LRB- cord-351659-ujbxsus4 123 6 January January NNP cord-351659-ujbxsus4 123 7 31 31 CD cord-351659-ujbxsus4 123 8 , , , cord-351659-ujbxsus4 123 9 2020 2020 CD cord-351659-ujbxsus4 123 10 ) ) -RRB- cord-351659-ujbxsus4 123 11 , , , cord-351659-ujbxsus4 123 12 there there EX cord-351659-ujbxsus4 123 13 were be VBD cord-351659-ujbxsus4 123 14 influential influential JJ cord-351659-ujbxsus4 123 15 inter inter JJ cord-351659-ujbxsus4 123 16 - - JJ cord-351659-ujbxsus4 123 17 location location JJ cord-351659-ujbxsus4 123 18 transmissions transmission NNS cord-351659-ujbxsus4 123 19 from from IN cord-351659-ujbxsus4 123 20 Hubei Hubei NNP cord-351659-ujbxsus4 123 21 to to IN cord-351659-ujbxsus4 123 22 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 123 23 , , , cord-351659-ujbxsus4 123 24 Heilongjiang Heilongjiang NNP cord-351659-ujbxsus4 123 25 , , , cord-351659-ujbxsus4 123 26 Zhejiang Zhejiang NNP cord-351659-ujbxsus4 123 27 , , , cord-351659-ujbxsus4 123 28 Henan Henan NNP cord-351659-ujbxsus4 123 29 , , , cord-351659-ujbxsus4 123 30 Shandong Shandong NNP cord-351659-ujbxsus4 123 31 , , , cord-351659-ujbxsus4 123 32 Jiangsu Jiangsu NNP cord-351659-ujbxsus4 123 33 and and CC cord-351659-ujbxsus4 123 34 Shaanxi Shaanxi NNP cord-351659-ujbxsus4 123 35 , , , cord-351659-ujbxsus4 123 36 sorted sort VBN cord-351659-ujbxsus4 123 37 by by IN cord-351659-ujbxsus4 123 38 the the DT cord-351659-ujbxsus4 123 39 magnitudes magnitude NNS cord-351659-ujbxsus4 123 40 of of IN cord-351659-ujbxsus4 123 41 strength strength NN cord-351659-ujbxsus4 123 42 ( ( -LRB- cord-351659-ujbxsus4 123 43 big big JJ cord-351659-ujbxsus4 123 44 to to IN cord-351659-ujbxsus4 123 45 small small JJ cord-351659-ujbxsus4 123 46 ) ) -RRB- cord-351659-ujbxsus4 123 47 . . . cord-351659-ujbxsus4 124 1 There there EX cord-351659-ujbxsus4 124 2 were be VBD cord-351659-ujbxsus4 124 3 a a DT cord-351659-ujbxsus4 124 4 few few JJ cord-351659-ujbxsus4 124 5 additional additional JJ cord-351659-ujbxsus4 124 6 detected detect VBN cord-351659-ujbxsus4 124 7 such such JJ cord-351659-ujbxsus4 124 8 transmissions transmission NNS cord-351659-ujbxsus4 124 9 on on IN cord-351659-ujbxsus4 124 10 the the DT cord-351659-ujbxsus4 124 11 second second JJ cord-351659-ujbxsus4 124 12 day day NN cord-351659-ujbxsus4 124 13 , , , cord-351659-ujbxsus4 124 14 including include VBG cord-351659-ujbxsus4 124 15 those those DT cord-351659-ujbxsus4 124 16 from from IN cord-351659-ujbxsus4 124 17 Hubei Hubei NNP cord-351659-ujbxsus4 124 18 to to IN cord-351659-ujbxsus4 124 19 Guangxi Guangxi NNP cord-351659-ujbxsus4 124 20 , , , cord-351659-ujbxsus4 124 21 from from IN cord-351659-ujbxsus4 124 22 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 124 23 to to IN cord-351659-ujbxsus4 124 24 Fujian Fujian NNP cord-351659-ujbxsus4 124 25 , , , cord-351659-ujbxsus4 124 26 and and CC cord-351659-ujbxsus4 124 27 from from IN cord-351659-ujbxsus4 124 28 Guangdong Guangdong NNP cord-351659-ujbxsus4 124 29 to to IN cord-351659-ujbxsus4 124 30 Anhui Anhui NNP cord-351659-ujbxsus4 124 31 , , , cord-351659-ujbxsus4 124 32 Yunnan Yunnan NNP cord-351659-ujbxsus4 124 33 and and CC cord-351659-ujbxsus4 124 34 Hunan Hunan NNP cord-351659-ujbxsus4 124 35 . . . cord-351659-ujbxsus4 125 1 The the DT cord-351659-ujbxsus4 125 2 number number NN cord-351659-ujbxsus4 125 3 of of IN cord-351659-ujbxsus4 125 4 such such JJ cord-351659-ujbxsus4 125 5 identified identify VBN cord-351659-ujbxsus4 125 6 inter inter JJ cord-351659-ujbxsus4 125 7 - - JJ cord-351659-ujbxsus4 125 8 location location JJ cord-351659-ujbxsus4 125 9 routes route NNS cord-351659-ujbxsus4 125 10 , , , cord-351659-ujbxsus4 125 11 however however RB cord-351659-ujbxsus4 125 12 , , , cord-351659-ujbxsus4 125 13 reduced reduce VBN cord-351659-ujbxsus4 125 14 rapidly rapidly RB cord-351659-ujbxsus4 125 15 over over IN cord-351659-ujbxsus4 125 16 the the DT cord-351659-ujbxsus4 125 17 next next JJ cord-351659-ujbxsus4 125 18 three three CD cord-351659-ujbxsus4 125 19 days day NNS cord-351659-ujbxsus4 125 20 . . . cord-351659-ujbxsus4 126 1 On on IN cord-351659-ujbxsus4 126 2 the the DT cord-351659-ujbxsus4 126 3 fifth fifth JJ cord-351659-ujbxsus4 126 4 day day NN cord-351659-ujbxsus4 126 5 ( ( -LRB- cord-351659-ujbxsus4 126 6 February February NNP cord-351659-ujbxsus4 126 7 4 4 CD cord-351659-ujbxsus4 126 8 , , , cord-351659-ujbxsus4 126 9 2020 2020 CD cord-351659-ujbxsus4 126 10 ) ) -RRB- cord-351659-ujbxsus4 126 11 , , , cord-351659-ujbxsus4 126 12 no no DT cord-351659-ujbxsus4 126 13 influential influential JJ cord-351659-ujbxsus4 126 14 transmission transmission NN cord-351659-ujbxsus4 126 15 routes route NNS cord-351659-ujbxsus4 126 16 were be VBD cord-351659-ujbxsus4 126 17 found find VBN cord-351659-ujbxsus4 126 18 from from IN cord-351659-ujbxsus4 126 19 Hubei Hubei NNP cord-351659-ujbxsus4 126 20 to to TO cord-351659-ujbxsus4 126 21 directly directly RB cord-351659-ujbxsus4 126 22 affect affect VB cord-351659-ujbxsus4 126 23 other other JJ cord-351659-ujbxsus4 126 24 locations location NNS cord-351659-ujbxsus4 126 25 , , , cord-351659-ujbxsus4 126 26 and and CC cord-351659-ujbxsus4 126 27 there there EX cord-351659-ujbxsus4 126 28 were be VBD cord-351659-ujbxsus4 126 29 only only RB cord-351659-ujbxsus4 126 30 three three CD cord-351659-ujbxsus4 126 31 influential influential JJ cord-351659-ujbxsus4 126 32 routes route NNS cord-351659-ujbxsus4 126 33 identified identify VBN cord-351659-ujbxsus4 126 34 nationally nationally RB cord-351659-ujbxsus4 126 35 , , , cord-351659-ujbxsus4 126 36 including include VBG cord-351659-ujbxsus4 126 37 Zhejiang Zhejiang NNP cord-351659-ujbxsus4 126 38 - - HYPH cord-351659-ujbxsus4 126 39 Shaanxi Shaanxi NNP cord-351659-ujbxsus4 126 40 , , , cord-351659-ujbxsus4 126 41 www.nature.com/scientificreports/ www.nature.com/scientificreports/ NNP cord-351659-ujbxsus4 126 42 Zhejiang Zhejiang NNP cord-351659-ujbxsus4 126 43 - - HYPH cord-351659-ujbxsus4 126 44 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 126 45 and and CC cord-351659-ujbxsus4 126 46 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 126 47 - - HYPH cord-351659-ujbxsus4 126 48 Shanghai Shanghai NNP cord-351659-ujbxsus4 126 49 . . . cord-351659-ujbxsus4 127 1 The the DT cord-351659-ujbxsus4 127 2 number number NN cord-351659-ujbxsus4 127 3 of of IN cord-351659-ujbxsus4 127 4 those those DT cord-351659-ujbxsus4 127 5 detected detect VBN cord-351659-ujbxsus4 127 6 inter inter JJ cord-351659-ujbxsus4 127 7 - - JJ cord-351659-ujbxsus4 127 8 location location JJ cord-351659-ujbxsus4 127 9 routes route NNS cord-351659-ujbxsus4 127 10 declined decline VBD cord-351659-ujbxsus4 127 11 again again RB cord-351659-ujbxsus4 127 12 in in IN cord-351659-ujbxsus4 127 13 the the DT cord-351659-ujbxsus4 127 14 next next JJ cord-351659-ujbxsus4 127 15 few few JJ cord-351659-ujbxsus4 127 16 days day NNS cord-351659-ujbxsus4 127 17 , , , cord-351659-ujbxsus4 127 18 and and CC cord-351659-ujbxsus4 127 19 on on IN cord-351659-ujbxsus4 127 20 day day NN cord-351659-ujbxsus4 127 21 13 13 CD cord-351659-ujbxsus4 127 22 , , , cord-351659-ujbxsus4 127 23 only only RB cord-351659-ujbxsus4 127 24 Henan Henan NNP cord-351659-ujbxsus4 127 25 - - HYPH cord-351659-ujbxsus4 127 26 Heilongjiang Heilongjiang NNP cord-351659-ujbxsus4 127 27 was be VBD cord-351659-ujbxsus4 127 28 found find VBN cord-351659-ujbxsus4 127 29 influential influential JJ cord-351659-ujbxsus4 127 30 . . . cord-351659-ujbxsus4 128 1 On on IN cord-351659-ujbxsus4 128 2 days day NNS cord-351659-ujbxsus4 128 3 19 19 CD cord-351659-ujbxsus4 128 4 and and CC cord-351659-ujbxsus4 128 5 20 20 CD cord-351659-ujbxsus4 128 6 ( ( -LRB- cord-351659-ujbxsus4 128 7 February February NNP cord-351659-ujbxsus4 128 8 18 18 CD cord-351659-ujbxsus4 128 9 and and CC cord-351659-ujbxsus4 128 10 19 19 CD cord-351659-ujbxsus4 128 11 , , , cord-351659-ujbxsus4 128 12 2020 2020 CD cord-351659-ujbxsus4 128 13 ) ) -RRB- cord-351659-ujbxsus4 128 14 , , , cord-351659-ujbxsus4 128 15 there there EX cord-351659-ujbxsus4 128 16 were be VBD cord-351659-ujbxsus4 128 17 no no DT cord-351659-ujbxsus4 128 18 influential influential JJ cord-351659-ujbxsus4 128 19 inter inter JJ cord-351659-ujbxsus4 128 20 - - JJ cord-351659-ujbxsus4 128 21 location location JJ cord-351659-ujbxsus4 128 22 transmissions transmission NNS cord-351659-ujbxsus4 128 23 identified identify VBN cord-351659-ujbxsus4 128 24 . . . cord-351659-ujbxsus4 129 1 The the DT cord-351659-ujbxsus4 129 2 above above JJ cord-351659-ujbxsus4 129 3 findings finding NNS cord-351659-ujbxsus4 129 4 suggest suggest VBP cord-351659-ujbxsus4 129 5 that that IN cord-351659-ujbxsus4 129 6 the the DT cord-351659-ujbxsus4 129 7 number number NN cord-351659-ujbxsus4 129 8 of of IN cord-351659-ujbxsus4 129 9 influential influential JJ cord-351659-ujbxsus4 129 10 inter inter JJ cord-351659-ujbxsus4 129 11 - - JJ cord-351659-ujbxsus4 129 12 location location JJ cord-351659-ujbxsus4 129 13 transmissions transmission NNS cord-351659-ujbxsus4 129 14 overall overall RB cord-351659-ujbxsus4 129 15 dropped drop VBD cord-351659-ujbxsus4 129 16 quickly quickly RB cord-351659-ujbxsus4 129 17 in in IN cord-351659-ujbxsus4 129 18 the the DT cord-351659-ujbxsus4 129 19 first first JJ cord-351659-ujbxsus4 129 20 five five CD cord-351659-ujbxsus4 129 21 days day NNS cord-351659-ujbxsus4 129 22 and and CC cord-351659-ujbxsus4 129 23 then then RB cord-351659-ujbxsus4 129 24 reduced reduce VBN cord-351659-ujbxsus4 129 25 steadily steadily RB cord-351659-ujbxsus4 129 26 for for IN cord-351659-ujbxsus4 129 27 the the DT cord-351659-ujbxsus4 129 28 rest rest NN cord-351659-ujbxsus4 129 29 15 15 CD cord-351659-ujbxsus4 129 30 days day NNS cord-351659-ujbxsus4 129 31 . . . cord-351659-ujbxsus4 130 1 This this DT cord-351659-ujbxsus4 130 2 is be VBZ cord-351659-ujbxsus4 130 3 consistent consistent JJ cord-351659-ujbxsus4 130 4 with with IN cord-351659-ujbxsus4 130 5 the the DT cord-351659-ujbxsus4 130 6 observations observation NNS cord-351659-ujbxsus4 130 7 of of IN cord-351659-ujbxsus4 130 8 Fig Fig NNP cord-351659-ujbxsus4 130 9 . . . cord-351659-ujbxsus4 131 1 3a 3a NNP cord-351659-ujbxsus4 131 2 , , , cord-351659-ujbxsus4 131 3 where where WRB cord-351659-ujbxsus4 131 4 the the DT cord-351659-ujbxsus4 131 5 time time NN cord-351659-ujbxsus4 131 6 - - HYPH cord-351659-ujbxsus4 131 7 varying vary VBG cord-351659-ujbxsus4 131 8 estimates estimate NNS cord-351659-ujbxsus4 131 9 of of IN cord-351659-ujbxsus4 131 10 the the DT cord-351659-ujbxsus4 131 11 Granger Granger NNP cord-351659-ujbxsus4 131 12 causality causality NN cord-351659-ujbxsus4 131 13 of of IN cord-351659-ujbxsus4 131 14 Hubei Hubei NNP cord-351659-ujbxsus4 131 15 on on IN cord-351659-ujbxsus4 131 16 other other JJ cord-351659-ujbxsus4 131 17 locations location NNS cord-351659-ujbxsus4 131 18 are be VBP cord-351659-ujbxsus4 131 19 plotted plot VBN cord-351659-ujbxsus4 131 20 . . . cord-351659-ujbxsus4 132 1 On on IN cord-351659-ujbxsus4 132 2 each each DT cord-351659-ujbxsus4 132 3 day day NN cord-351659-ujbxsus4 132 4 , , , cord-351659-ujbxsus4 132 5 we -PRON- PRP cord-351659-ujbxsus4 132 6 report report VBP cord-351659-ujbxsus4 132 7 the the DT cord-351659-ujbxsus4 132 8 mean mean JJ cord-351659-ujbxsus4 132 9 , , , cord-351659-ujbxsus4 132 10 standard standard JJ cord-351659-ujbxsus4 132 11 deviation deviation NN cord-351659-ujbxsus4 132 12 ( ( -LRB- cord-351659-ujbxsus4 132 13 Std Std NNP cord-351659-ujbxsus4 132 14 . . NNP cord-351659-ujbxsus4 132 15 Dev Dev NNP cord-351659-ujbxsus4 132 16 . . NNP cord-351659-ujbxsus4 132 17 ) ) -RRB- cord-351659-ujbxsus4 132 18 , , , cord-351659-ujbxsus4 132 19 the the DT cord-351659-ujbxsus4 132 20 25 25 CD cord-351659-ujbxsus4 132 21 % % NN cord-351659-ujbxsus4 132 22 quantile quantile NN cord-351659-ujbxsus4 132 23 ( ( -LRB- cord-351659-ujbxsus4 132 24 Q Q NNP cord-351659-ujbxsus4 132 25 1 1 CD cord-351659-ujbxsus4 132 26 ) ) -RRB- cord-351659-ujbxsus4 132 27 and and CC cord-351659-ujbxsus4 132 28 75 75 CD cord-351659-ujbxsus4 132 29 % % NN cord-351659-ujbxsus4 132 30 quantile quantile NN cord-351659-ujbxsus4 132 31 ( ( -LRB- cord-351659-ujbxsus4 132 32 Q Q NNP cord-351659-ujbxsus4 132 33 3 3 CD cord-351659-ujbxsus4 132 34 ) ) -RRB- cord-351659-ujbxsus4 132 35 of of IN cord-351659-ujbxsus4 132 36 those those DT cord-351659-ujbxsus4 132 37 estimates estimate NNS cord-351659-ujbxsus4 132 38 in in IN cord-351659-ujbxsus4 132 39 Table Table NNP cord-351659-ujbxsus4 132 40 1 1 CD cord-351659-ujbxsus4 132 41 , , , cord-351659-ujbxsus4 132 42 which which WDT cord-351659-ujbxsus4 132 43 also also RB cord-351659-ujbxsus4 132 44 leads lead VBZ cord-351659-ujbxsus4 132 45 to to IN cord-351659-ujbxsus4 132 46 consistent consistent JJ cord-351659-ujbxsus4 132 47 findings finding NNS cord-351659-ujbxsus4 132 48 . . . cord-351659-ujbxsus4 133 1 www.nature.com/scientificreports/ www.nature.com/scientificreports/ NNP cord-351659-ujbxsus4 134 1 As as IN cord-351659-ujbxsus4 134 2 for for IN cord-351659-ujbxsus4 134 3 the the DT cord-351659-ujbxsus4 134 4 self self NN cord-351659-ujbxsus4 134 5 - - HYPH cord-351659-ujbxsus4 134 6 transmission transmission NN cord-351659-ujbxsus4 134 7 , , , cord-351659-ujbxsus4 134 8 we -PRON- PRP cord-351659-ujbxsus4 134 9 firstly firstly RB cord-351659-ujbxsus4 134 10 examine examine VBP cord-351659-ujbxsus4 134 11 ( ( -LRB- cord-351659-ujbxsus4 134 12 Fig Fig NNP cord-351659-ujbxsus4 134 13 . . . cord-351659-ujbxsus4 134 14 2b 2b NNP cord-351659-ujbxsus4 134 15 ) ) -RRB- cord-351659-ujbxsus4 134 16 . . . cord-351659-ujbxsus4 135 1 It -PRON- PRP cord-351659-ujbxsus4 135 2 can can MD cord-351659-ujbxsus4 135 3 bee bee NN cord-351659-ujbxsus4 135 4 seen see VBN cord-351659-ujbxsus4 135 5 that that IN cord-351659-ujbxsus4 135 6 there there EX cord-351659-ujbxsus4 135 7 were be VBD cord-351659-ujbxsus4 135 8 quite quite PDT cord-351659-ujbxsus4 135 9 a a DT cord-351659-ujbxsus4 135 10 few few JJ cord-351659-ujbxsus4 135 11 detected detect VBN cord-351659-ujbxsus4 135 12 influential influential JJ cord-351659-ujbxsus4 135 13 self self NN cord-351659-ujbxsus4 135 14 - - HYPH cord-351659-ujbxsus4 135 15 transmissions transmission NNS cord-351659-ujbxsus4 135 16 on on IN cord-351659-ujbxsus4 135 17 the the DT cord-351659-ujbxsus4 135 18 first first JJ cord-351659-ujbxsus4 135 19 two two CD cord-351659-ujbxsus4 135 20 days day NNS cord-351659-ujbxsus4 135 21 . . . cord-351659-ujbxsus4 136 1 However however RB cord-351659-ujbxsus4 136 2 , , , cord-351659-ujbxsus4 136 3 this this DT cord-351659-ujbxsus4 136 4 number number NN cord-351659-ujbxsus4 136 5 dropped drop VBD cord-351659-ujbxsus4 136 6 quickly quickly RB cord-351659-ujbxsus4 136 7 over over IN cord-351659-ujbxsus4 136 8 days day NNS cord-351659-ujbxsus4 136 9 3 3 CD cord-351659-ujbxsus4 136 10 - - SYM cord-351659-ujbxsus4 136 11 5 5 CD cord-351659-ujbxsus4 136 12 , , , cord-351659-ujbxsus4 136 13 and and CC cord-351659-ujbxsus4 136 14 only only RB cord-351659-ujbxsus4 136 15 self self NN cord-351659-ujbxsus4 136 16 - - HYPH cord-351659-ujbxsus4 136 17 transmissions transmission NNS cord-351659-ujbxsus4 136 18 of of IN cord-351659-ujbxsus4 136 19 Heilongjiang Heilongjiang NNP cord-351659-ujbxsus4 136 20 , , , cord-351659-ujbxsus4 136 21 Guangdong Guangdong NNP cord-351659-ujbxsus4 136 22 and and CC cord-351659-ujbxsus4 136 23 Zhejiang Zhejiang NNP cord-351659-ujbxsus4 136 24 were be VBD cord-351659-ujbxsus4 136 25 found find VBN cord-351659-ujbxsus4 136 26 influential influential JJ cord-351659-ujbxsus4 136 27 on on IN cord-351659-ujbxsus4 136 28 day day NN cord-351659-ujbxsus4 136 29 5 5 CD cord-351659-ujbxsus4 136 30 . . . cord-351659-ujbxsus4 137 1 Since since IN cord-351659-ujbxsus4 137 2 then then RB cord-351659-ujbxsus4 137 3 , , , cord-351659-ujbxsus4 137 4 the the DT cord-351659-ujbxsus4 137 5 number number NN cord-351659-ujbxsus4 137 6 of of IN cord-351659-ujbxsus4 137 7 influential influential JJ cord-351659-ujbxsus4 137 8 self self NN cord-351659-ujbxsus4 137 9 - - HYPH cord-351659-ujbxsus4 137 10 transmissions transmission NNS cord-351659-ujbxsus4 137 11 increased increase VBD cord-351659-ujbxsus4 137 12 quickly quickly RB cord-351659-ujbxsus4 137 13 with with IN cord-351659-ujbxsus4 137 14 growing grow VBG cord-351659-ujbxsus4 137 15 magnitudes magnitude NNS cord-351659-ujbxsus4 137 16 ( ( -LRB- cord-351659-ujbxsus4 137 17 influence influence NN cord-351659-ujbxsus4 137 18 ) ) -RRB- cord-351659-ujbxsus4 137 19 . . . cord-351659-ujbxsus4 138 1 On on IN cord-351659-ujbxsus4 138 2 the the DT cord-351659-ujbxsus4 138 3 sixteenth sixteenth JJ cord-351659-ujbxsus4 138 4 day day NN cord-351659-ujbxsus4 138 5 ( ( -LRB- cord-351659-ujbxsus4 138 6 February February NNP cord-351659-ujbxsus4 138 7 15 15 CD cord-351659-ujbxsus4 138 8 , , , cord-351659-ujbxsus4 138 9 2020 2020 CD cord-351659-ujbxsus4 138 10 ) ) -RRB- cord-351659-ujbxsus4 138 11 , , , cord-351659-ujbxsus4 138 12 16 16 CD cord-351659-ujbxsus4 138 13 out out IN cord-351659-ujbxsus4 138 14 of of IN cord-351659-ujbxsus4 138 15 the the DT cord-351659-ujbxsus4 138 16 20 20 CD cord-351659-ujbxsus4 138 17 examined examine VBN cord-351659-ujbxsus4 138 18 locations location NNS cord-351659-ujbxsus4 138 19 had have VBD cord-351659-ujbxsus4 138 20 an an DT cord-351659-ujbxsus4 138 21 estimated estimate VBN cord-351659-ujbxsus4 138 22 β β NN cord-351659-ujbxsus4 138 23 i i NNP cord-351659-ujbxsus4 138 24 , , , cord-351659-ujbxsus4 138 25 i,20 i,20 NN cord-351659-ujbxsus4 138 26 of of IN cord-351659-ujbxsus4 138 27 at at RB cord-351659-ujbxsus4 138 28 least least RBS cord-351659-ujbxsus4 138 29 0.2 0.2 CD cord-351659-ujbxsus4 138 30 . . . cord-351659-ujbxsus4 139 1 Those those DT cord-351659-ujbxsus4 139 2 large large JJ cord-351659-ujbxsus4 139 3 self self NN cord-351659-ujbxsus4 139 4 - - HYPH cord-351659-ujbxsus4 139 5 transmissions transmission NNS cord-351659-ujbxsus4 139 6 , , , cord-351659-ujbxsus4 139 7 however however RB cord-351659-ujbxsus4 139 8 , , , cord-351659-ujbxsus4 139 9 disappeared disappear VBD cord-351659-ujbxsus4 139 10 rapidly rapidly RB cord-351659-ujbxsus4 139 11 again again RB cord-351659-ujbxsus4 139 12 in in IN cord-351659-ujbxsus4 139 13 the the DT cord-351659-ujbxsus4 139 14 next next JJ cord-351659-ujbxsus4 139 15 3 3 CD cord-351659-ujbxsus4 139 16 days day NNS cord-351659-ujbxsus4 139 17 . . . cord-351659-ujbxsus4 140 1 On on IN cord-351659-ujbxsus4 140 2 February February NNP cord-351659-ujbxsus4 140 3 18 18 CD cord-351659-ujbxsus4 140 4 and and CC cord-351659-ujbxsus4 140 5 19 19 CD cord-351659-ujbxsus4 140 6 , , , cord-351659-ujbxsus4 140 7 2020 2020 CD cord-351659-ujbxsus4 140 8 , , , cord-351659-ujbxsus4 140 9 there there EX cord-351659-ujbxsus4 140 10 were be VBD cord-351659-ujbxsus4 140 11 no no DT cord-351659-ujbxsus4 140 12 influential influential JJ cord-351659-ujbxsus4 140 13 self self NN cord-351659-ujbxsus4 140 14 - - HYPH cord-351659-ujbxsus4 140 15 transmissions transmission NNS cord-351659-ujbxsus4 140 16 identified identify VBN cord-351659-ujbxsus4 140 17 . . . cord-351659-ujbxsus4 141 1 This this DT cord-351659-ujbxsus4 141 2 is be VBZ cord-351659-ujbxsus4 141 3 consistent consistent JJ cord-351659-ujbxsus4 141 4 with with IN cord-351659-ujbxsus4 141 5 our -PRON- PRP$ cord-351659-ujbxsus4 141 6 findings finding NNS cord-351659-ujbxsus4 141 7 on on IN cord-351659-ujbxsus4 141 8 Fig Fig NNP cord-351659-ujbxsus4 141 9 . . . cord-351659-ujbxsus4 142 1 3b 3b NNP cord-351659-ujbxsus4 142 2 , , , cord-351659-ujbxsus4 142 3 where where WRB cord-351659-ujbxsus4 142 4 time time NN cord-351659-ujbxsus4 142 5 - - HYPH cord-351659-ujbxsus4 142 6 varying varying NN cord-351659-ujbxsus4 142 7 estimated estimate VBN cord-351659-ujbxsus4 142 8 β β NN cord-351659-ujbxsus4 142 9 i i NNP cord-351659-ujbxsus4 142 10 , , , cord-351659-ujbxsus4 142 11 i i PRP cord-351659-ujbxsus4 142 12 , , , cord-351659-ujbxsus4 142 13 t t NNP cord-351659-ujbxsus4 142 14 are be VBP cord-351659-ujbxsus4 142 15 plotted plot VBN cord-351659-ujbxsus4 142 16 for for IN cord-351659-ujbxsus4 142 17 each each DT cord-351659-ujbxsus4 142 18 location location NN cord-351659-ujbxsus4 142 19 . . . cord-351659-ujbxsus4 143 1 We -PRON- PRP cord-351659-ujbxsus4 143 2 report report VBP cord-351659-ujbxsus4 143 3 daily daily JJ cord-351659-ujbxsus4 143 4 descriptive descriptive JJ cord-351659-ujbxsus4 143 5 statistics statistic NNS cord-351659-ujbxsus4 143 6 of of IN cord-351659-ujbxsus4 143 7 those those DT cord-351659-ujbxsus4 143 8 estimates estimate NNS cord-351659-ujbxsus4 143 9 in in IN cord-351659-ujbxsus4 143 10 Table Table NNP cord-351659-ujbxsus4 143 11 1 1 CD cord-351659-ujbxsus4 143 12 , , , cord-351659-ujbxsus4 143 13 which which WDT cord-351659-ujbxsus4 143 14 also also RB cord-351659-ujbxsus4 143 15 results result VBZ cord-351659-ujbxsus4 143 16 in in IN cord-351659-ujbxsus4 143 17 consistent consistent JJ cord-351659-ujbxsus4 143 18 conclusions conclusion NNS cord-351659-ujbxsus4 143 19 . . . cord-351659-ujbxsus4 144 1 Since since IN cord-351659-ujbxsus4 144 2 23 23 CD cord-351659-ujbxsus4 144 3 January January NNP cord-351659-ujbxsus4 144 4 , , , cord-351659-ujbxsus4 144 5 2020 2020 CD cord-351659-ujbxsus4 144 6 , , , cord-351659-ujbxsus4 144 7 many many JJ cord-351659-ujbxsus4 144 8 cities city NNS cord-351659-ujbxsus4 144 9 on on IN cord-351659-ujbxsus4 144 10 mainland mainland NN cord-351659-ujbxsus4 144 11 China China NNP cord-351659-ujbxsus4 144 12 started start VBD cord-351659-ujbxsus4 144 13 to to TO cord-351659-ujbxsus4 144 14 introduce introduce VB cord-351659-ujbxsus4 144 15 travel travel NN cord-351659-ujbxsus4 144 16 restrictions restriction NNS cord-351659-ujbxsus4 144 17 , , , cord-351659-ujbxsus4 144 18 including include VBG cord-351659-ujbxsus4 144 19 five five CD cord-351659-ujbxsus4 144 20 cities city NNS cord-351659-ujbxsus4 144 21 ( ( -LRB- cord-351659-ujbxsus4 144 22 Wuhan Wuhan NNP cord-351659-ujbxsus4 144 23 , , , cord-351659-ujbxsus4 144 24 Huanggang Huanggang NNP cord-351659-ujbxsus4 144 25 , , , cord-351659-ujbxsus4 144 26 Ezhou Ezhou NNP cord-351659-ujbxsus4 144 27 , , , cord-351659-ujbxsus4 144 28 Chibi Chibi NNP cord-351659-ujbxsus4 144 29 and and CC cord-351659-ujbxsus4 144 30 Zhijiang Zhijiang NNP cord-351659-ujbxsus4 144 31 ) ) -RRB- cord-351659-ujbxsus4 144 32 of of IN cord-351659-ujbxsus4 144 33 Hubei Hubei NNP cord-351659-ujbxsus4 144 34 15 15 CD cord-351659-ujbxsus4 144 35 . . . cord-351659-ujbxsus4 145 1 According accord VBG cord-351659-ujbxsus4 145 2 to to IN cord-351659-ujbxsus4 145 3 WHO who WP cord-351659-ujbxsus4 145 4 's 's POS cord-351659-ujbxsus4 145 5 situation situation NN cord-351659-ujbxsus4 145 6 report report NN cord-351659-ujbxsus4 145 7 59 59 CD cord-351659-ujbxsus4 145 8 , , , cord-351659-ujbxsus4 145 9 the the DT cord-351659-ujbxsus4 145 10 average average JJ cord-351659-ujbxsus4 145 11 incubation incubation NN cord-351659-ujbxsus4 145 12 period period NN cord-351659-ujbxsus4 145 13 of of IN cord-351659-ujbxsus4 145 14 COVID-19 COVID-19 NNP cord-351659-ujbxsus4 145 15 is be VBZ cord-351659-ujbxsus4 145 16 up up IN cord-351659-ujbxsus4 145 17 to to TO cord-351659-ujbxsus4 145 18 10 10 CD cord-351659-ujbxsus4 145 19 days day NNS cord-351659-ujbxsus4 145 20 . . . cord-351659-ujbxsus4 146 1 Thus thus RB cord-351659-ujbxsus4 146 2 , , , cord-351659-ujbxsus4 146 3 our -PRON- PRP$ cord-351659-ujbxsus4 146 4 estimated estimate VBN cord-351659-ujbxsus4 146 5 dynamic dynamic JJ cord-351659-ujbxsus4 146 6 transmission transmission NN cord-351659-ujbxsus4 146 7 routes route NNS cord-351659-ujbxsus4 146 8 supports support VBZ cord-351659-ujbxsus4 146 9 the the DT cord-351659-ujbxsus4 146 10 significant significant JJ cord-351659-ujbxsus4 146 11 effectiveness effectiveness NN cord-351659-ujbxsus4 146 12 of of IN cord-351659-ujbxsus4 146 13 the the DT cord-351659-ujbxsus4 146 14 interventions intervention NNS cord-351659-ujbxsus4 146 15 taken take VBN cord-351659-ujbxsus4 146 16 by by IN cord-351659-ujbxsus4 146 17 the the DT cord-351659-ujbxsus4 146 18 Chinese chinese JJ cord-351659-ujbxsus4 146 19 authorities authority NNS cord-351659-ujbxsus4 146 20 [ [ -LRB- cord-351659-ujbxsus4 146 21 15 15 CD cord-351659-ujbxsus4 146 22 ] ] -RRB- cord-351659-ujbxsus4 146 23 [ [ -LRB- cord-351659-ujbxsus4 146 24 16 16 CD cord-351659-ujbxsus4 146 25 ] ] -RRB- cord-351659-ujbxsus4 146 26 [ [ -LRB- cord-351659-ujbxsus4 146 27 17 17 CD cord-351659-ujbxsus4 146 28 ] ] -RRB- cord-351659-ujbxsus4 146 29 [ [ -LRB- cord-351659-ujbxsus4 146 30 18 18 CD cord-351659-ujbxsus4 146 31 ] ] -RRB- cord-351659-ujbxsus4 146 32 [ [ -LRB- cord-351659-ujbxsus4 146 33 19 19 CD cord-351659-ujbxsus4 146 34 ] ] -RRB- cord-351659-ujbxsus4 146 35 [ [ -LRB- cord-351659-ujbxsus4 146 36 20 20 CD cord-351659-ujbxsus4 146 37 ] ] -RRB- cord-351659-ujbxsus4 146 38 [ [ -LRB- cord-351659-ujbxsus4 146 39 21 21 CD cord-351659-ujbxsus4 146 40 ] ] -RRB- cord-351659-ujbxsus4 146 41 [ [ -LRB- cord-351659-ujbxsus4 146 42 22 22 CD cord-351659-ujbxsus4 146 43 ] ] -RRB- cord-351659-ujbxsus4 146 44 [ [ -LRB- cord-351659-ujbxsus4 146 45 23 23 CD cord-351659-ujbxsus4 146 46 ] ] -RRB- cord-351659-ujbxsus4 146 47 [ [ -LRB- cord-351659-ujbxsus4 146 48 24 24 CD cord-351659-ujbxsus4 146 49 ] ] -RRB- cord-351659-ujbxsus4 146 50 [ [ -LRB- cord-351659-ujbxsus4 146 51 25 25 CD cord-351659-ujbxsus4 146 52 ] ] -RRB- cord-351659-ujbxsus4 146 53 . . . cord-351659-ujbxsus4 147 1 This this DT cord-351659-ujbxsus4 147 2 is be VBZ cord-351659-ujbxsus4 147 3 evidenced evidence VBN cord-351659-ujbxsus4 147 4 by by IN cord-351659-ujbxsus4 147 5 Fig Fig NNP cord-351659-ujbxsus4 147 6 . . . cord-351659-ujbxsus4 148 1 2a 2a LS cord-351659-ujbxsus4 148 2 - - HYPH cord-351659-ujbxsus4 148 3 e e NNP cord-351659-ujbxsus4 148 4 , , , cord-351659-ujbxsus4 148 5 where where WRB cord-351659-ujbxsus4 148 6 the the DT cord-351659-ujbxsus4 148 7 number number NN cord-351659-ujbxsus4 148 8 of of IN cord-351659-ujbxsus4 148 9 influential influential JJ cord-351659-ujbxsus4 148 10 inter inter JJ cord-351659-ujbxsus4 148 11 - - JJ cord-351659-ujbxsus4 148 12 location location JJ cord-351659-ujbxsus4 148 13 transmissions transmission NNS cord-351659-ujbxsus4 148 14 from from IN cord-351659-ujbxsus4 148 15 Hubei Hubei NNP cord-351659-ujbxsus4 148 16 to to IN cord-351659-ujbxsus4 148 17 other other JJ cord-351659-ujbxsus4 148 18 locations location NNS cord-351659-ujbxsus4 148 19 reduced reduce VBN cord-351659-ujbxsus4 148 20 very very RB cord-351659-ujbxsus4 148 21 quickly quickly RB cord-351659-ujbxsus4 148 22 . . . cord-351659-ujbxsus4 149 1 Compared compare VBN cord-351659-ujbxsus4 149 2 to to IN cord-351659-ujbxsus4 149 3 multiple multiple JJ cord-351659-ujbxsus4 149 4 influential influential JJ cord-351659-ujbxsus4 149 5 routes route NNS cord-351659-ujbxsus4 149 6 originating originate VBG cord-351659-ujbxsus4 149 7 in in IN cord-351659-ujbxsus4 149 8 Hubei Hubei NNP cord-351659-ujbxsus4 149 9 detected detect VBD cord-351659-ujbxsus4 149 10 on on IN cord-351659-ujbxsus4 149 11 the the DT cord-351659-ujbxsus4 149 12 first first JJ cord-351659-ujbxsus4 149 13 two two CD cord-351659-ujbxsus4 149 14 days day NNS cord-351659-ujbxsus4 149 15 ( ( -LRB- cord-351659-ujbxsus4 149 16 January January NNP cord-351659-ujbxsus4 149 17 31 31 CD cord-351659-ujbxsus4 149 18 and and CC cord-351659-ujbxsus4 149 19 February February NNP cord-351659-ujbxsus4 149 20 1 1 CD cord-351659-ujbxsus4 149 21 , , , cord-351659-ujbxsus4 149 22 2020 2020 CD cord-351659-ujbxsus4 149 23 ) ) -RRB- cord-351659-ujbxsus4 149 24 , , , cord-351659-ujbxsus4 149 25 by by IN cord-351659-ujbxsus4 149 26 February February NNP cord-351659-ujbxsus4 149 27 4 4 CD cord-351659-ujbxsus4 149 28 , , , cord-351659-ujbxsus4 149 29 2020 2020 CD cord-351659-ujbxsus4 149 30 ( ( -LRB- cord-351659-ujbxsus4 149 31 around around IN cord-351659-ujbxsus4 149 32 10 10 CD cord-351659-ujbxsus4 149 33 days day NNS cord-351659-ujbxsus4 149 34 after after IN cord-351659-ujbxsus4 149 35 the the DT cord-351659-ujbxsus4 149 36 travel travel NN cord-351659-ujbxsus4 149 37 restrictions restriction NNS cord-351659-ujbxsus4 149 38 ) ) -RRB- cord-351659-ujbxsus4 149 39 , , , cord-351659-ujbxsus4 149 40 there there EX cord-351659-ujbxsus4 149 41 were be VBD cord-351659-ujbxsus4 149 42 already already RB cord-351659-ujbxsus4 149 43 no no DT cord-351659-ujbxsus4 149 44 such such JJ cord-351659-ujbxsus4 149 45 transmissions transmission NNS cord-351659-ujbxsus4 149 46 identified identify VBN cord-351659-ujbxsus4 149 47 . . . cord-351659-ujbxsus4 150 1 On on IN cord-351659-ujbxsus4 150 2 the the DT cord-351659-ujbxsus4 150 3 other other JJ cord-351659-ujbxsus4 150 4 hand hand NN cord-351659-ujbxsus4 150 5 , , , cord-351659-ujbxsus4 150 6 from from IN cord-351659-ujbxsus4 150 7 February February NNP cord-351659-ujbxsus4 150 8 5 5 CD cord-351659-ujbxsus4 150 9 to to IN cord-351659-ujbxsus4 150 10 16 16 CD cord-351659-ujbxsus4 150 11 , , , cord-351659-ujbxsus4 150 12 2020 2020 CD cord-351659-ujbxsus4 150 13 , , , cord-351659-ujbxsus4 150 14 Table table NN cord-351659-ujbxsus4 150 15 1 1 CD cord-351659-ujbxsus4 150 16 suggests suggest VBZ cord-351659-ujbxsus4 150 17 that that IN cord-351659-ujbxsus4 150 18 the the DT cord-351659-ujbxsus4 150 19 averaged average VBN cord-351659-ujbxsus4 150 20 magnitudes magnitude NNS cord-351659-ujbxsus4 150 21 of of IN cord-351659-ujbxsus4 150 22 self self NN cord-351659-ujbxsus4 150 23 - - HYPH cord-351659-ujbxsus4 150 24 transmission transmission NN cord-351659-ujbxsus4 150 25 on on IN cord-351659-ujbxsus4 150 26 each each DT cord-351659-ujbxsus4 150 27 day day NN cord-351659-ujbxsus4 150 28 were be VBD cord-351659-ujbxsus4 150 29 strengthening strengthen VBG cord-351659-ujbxsus4 150 30 steadily steadily RB cord-351659-ujbxsus4 150 31 . . . cord-351659-ujbxsus4 151 1 This this DT cord-351659-ujbxsus4 151 2 may may MD cord-351659-ujbxsus4 151 3 also also RB cord-351659-ujbxsus4 151 4 be be VB cord-351659-ujbxsus4 151 5 explained explain VBN cord-351659-ujbxsus4 151 6 by by IN cord-351659-ujbxsus4 151 7 the the DT cord-351659-ujbxsus4 151 8 interventions intervention NNS cord-351659-ujbxsus4 151 9 , , , cord-351659-ujbxsus4 151 10 which which WDT cord-351659-ujbxsus4 151 11 have have VBP cord-351659-ujbxsus4 151 12 effectively effectively RB cord-351659-ujbxsus4 151 13 blocked block VBN cord-351659-ujbxsus4 151 14 inter inter JJ cord-351659-ujbxsus4 151 15 - - JJ cord-351659-ujbxsus4 151 16 location location JJ cord-351659-ujbxsus4 151 17 transmissions transmission NNS cord-351659-ujbxsus4 151 18 , , , cord-351659-ujbxsus4 151 19 such such JJ cord-351659-ujbxsus4 151 20 that that IN cord-351659-ujbxsus4 151 21 the the DT cord-351659-ujbxsus4 151 22 growth growth NN cord-351659-ujbxsus4 151 23 rate rate NN cord-351659-ujbxsus4 151 24 of of IN cord-351659-ujbxsus4 151 25 each each DT cord-351659-ujbxsus4 151 26 location location NN cord-351659-ujbxsus4 151 27 could could MD cord-351659-ujbxsus4 151 28 only only RB cord-351659-ujbxsus4 151 29 be be VB cord-351659-ujbxsus4 151 30 caused cause VBN cord-351659-ujbxsus4 151 31 by by IN cord-351659-ujbxsus4 151 32 its -PRON- PRP$ cord-351659-ujbxsus4 151 33 internal internal JJ cord-351659-ujbxsus4 151 34 transmissions transmission NNS cord-351659-ujbxsus4 151 35 . . . cord-351659-ujbxsus4 152 1 We -PRON- PRP cord-351659-ujbxsus4 152 2 now now RB cord-351659-ujbxsus4 152 3 focus focus VBP cord-351659-ujbxsus4 152 4 on on IN cord-351659-ujbxsus4 152 5 the the DT cord-351659-ujbxsus4 152 6 inter inter JJ cord-351659-ujbxsus4 152 7 - - JJ cord-351659-ujbxsus4 152 8 location location JJ cord-351659-ujbxsus4 152 9 transmission transmission NN cord-351659-ujbxsus4 152 10 routes route NNS cord-351659-ujbxsus4 152 11 . . . cord-351659-ujbxsus4 153 1 Since since IN cord-351659-ujbxsus4 153 2 influential influential JJ cord-351659-ujbxsus4 153 3 routes route NNS cord-351659-ujbxsus4 153 4 from from IN cord-351659-ujbxsus4 153 5 Hubei Hubei NNP cord-351659-ujbxsus4 153 6 were be VBD cord-351659-ujbxsus4 153 7 no no RB cord-351659-ujbxsus4 153 8 longer long RBR cord-351659-ujbxsus4 153 9 detected detect VBN cord-351659-ujbxsus4 153 10 since since IN cord-351659-ujbxsus4 153 11 day day NN cord-351659-ujbxsus4 153 12 5 5 CD cord-351659-ujbxsus4 153 13 , , , cord-351659-ujbxsus4 153 14 we -PRON- PRP cord-351659-ujbxsus4 153 15 calculate calculate VBP cord-351659-ujbxsus4 153 16 the the DT cord-351659-ujbxsus4 153 17 average average JJ cord-351659-ujbxsus4 153 18 β β NNP cord-351659-ujbxsus4 153 19 i i NNP cord-351659-ujbxsus4 153 20 , , , cord-351659-ujbxsus4 153 21 j j NNP cord-351659-ujbxsus4 153 22 , , , cord-351659-ujbxsus4 153 23 t t NNP cord-351659-ujbxsus4 153 24 of of IN cord-351659-ujbxsus4 153 25 the the DT cord-351659-ujbxsus4 153 26 19 19 CD cord-351659-ujbxsus4 153 27 locations location NNS cord-351659-ujbxsus4 153 28 affected affect VBN cord-351659-ujbxsus4 153 29 by by IN cord-351659-ujbxsus4 153 30 Hubei Hubei NNP cord-351659-ujbxsus4 153 31 over over IN cord-351659-ujbxsus4 153 32 the the DT cord-351659-ujbxsus4 153 33 first first JJ cord-351659-ujbxsus4 153 34 four four CD cord-351659-ujbxsus4 153 35 days day NNS cord-351659-ujbxsus4 153 36 Table Table NNP cord-351659-ujbxsus4 153 37 2 2 CD cord-351659-ujbxsus4 153 38 . . . cord-351659-ujbxsus4 154 1 This this DT cord-351659-ujbxsus4 154 2 is be VBZ cord-351659-ujbxsus4 154 3 consistent consistent JJ cord-351659-ujbxsus4 154 4 with with IN cord-351659-ujbxsus4 154 5 the the DT cord-351659-ujbxsus4 154 6 fact fact NN cord-351659-ujbxsus4 154 7 that that IN cord-351659-ujbxsus4 154 8 travel travel NN cord-351659-ujbxsus4 154 9 restrictions restriction NNS cord-351659-ujbxsus4 154 10 in in IN cord-351659-ujbxsus4 154 11 Hubei Hubei NNP cord-351659-ujbxsus4 154 12 should should MD cord-351659-ujbxsus4 154 13 not not RB cord-351659-ujbxsus4 154 14 affect affect VB cord-351659-ujbxsus4 154 15 the the DT cord-351659-ujbxsus4 154 16 connections connection NNS cord-351659-ujbxsus4 154 17 among among IN cord-351659-ujbxsus4 154 18 other other JJ cord-351659-ujbxsus4 154 19 locations location NNS cord-351659-ujbxsus4 154 20 . . . cord-351659-ujbxsus4 155 1 In in IN cord-351659-ujbxsus4 155 2 all all DT cord-351659-ujbxsus4 155 3 cases case NNS cord-351659-ujbxsus4 155 4 , , , cord-351659-ujbxsus4 155 5 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 155 6 , , , cord-351659-ujbxsus4 155 7 Henan Henan NNP cord-351659-ujbxsus4 155 8 , , , cord-351659-ujbxsus4 155 9 Guangdong Guangdong NNP cord-351659-ujbxsus4 155 10 , , , cord-351659-ujbxsus4 155 11 Zhejiang Zhejiang NNP cord-351659-ujbxsus4 155 12 and and CC cord-351659-ujbxsus4 155 13 Anhui Anhui NNP cord-351659-ujbxsus4 155 14 are be VBP cord-351659-ujbxsus4 155 15 the the DT cord-351659-ujbxsus4 155 16 most most RBS cord-351659-ujbxsus4 155 17 influential influential JJ cord-351659-ujbxsus4 155 18 origins origin NNS cord-351659-ujbxsus4 155 19 other other JJ cord-351659-ujbxsus4 155 20 than than IN cord-351659-ujbxsus4 155 21 Hubei Hubei NNP cord-351659-ujbxsus4 155 22 . . . cord-351659-ujbxsus4 156 1 It -PRON- PRP cord-351659-ujbxsus4 156 2 is be VBZ cord-351659-ujbxsus4 156 3 worth worth JJ cord-351659-ujbxsus4 156 4 noting note VBG cord-351659-ujbxsus4 156 5 that that IN cord-351659-ujbxsus4 156 6 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 156 7 , , , cord-351659-ujbxsus4 156 8 Henan Henan NNP cord-351659-ujbxsus4 156 9 and and CC cord-351659-ujbxsus4 156 10 Anhui Anhui NNP cord-351659-ujbxsus4 156 11 belong belong VBP cord-351659-ujbxsus4 156 12 to to IN cord-351659-ujbxsus4 156 13 both both CC cord-351659-ujbxsus4 156 14 the the DT cord-351659-ujbxsus4 156 15 top top JJ cord-351659-ujbxsus4 156 16 origins origin NNS cord-351659-ujbxsus4 156 17 and and CC cord-351659-ujbxsus4 156 18 destinations destination NNS cord-351659-ujbxsus4 156 19 of of IN cord-351659-ujbxsus4 156 20 the the DT cord-351659-ujbxsus4 156 21 interlocation interlocation NN cord-351659-ujbxsus4 156 22 transmissions transmission NNS cord-351659-ujbxsus4 156 23 , , , cord-351659-ujbxsus4 156 24 excluding exclude VBG cord-351659-ujbxsus4 156 25 Hubei Hubei NNP cord-351659-ujbxsus4 156 26 . . . cord-351659-ujbxsus4 157 1 Since since IN cord-351659-ujbxsus4 157 2 the the DT cord-351659-ujbxsus4 157 3 impact impact NN cord-351659-ujbxsus4 157 4 of of IN cord-351659-ujbxsus4 157 5 Hubei Hubei NNP cord-351659-ujbxsus4 157 6 is be VBZ cord-351659-ujbxsus4 157 7 not not RB cord-351659-ujbxsus4 157 8 considered consider VBN cord-351659-ujbxsus4 157 9 , , , cord-351659-ujbxsus4 157 10 this this DT cord-351659-ujbxsus4 157 11 can can MD cord-351659-ujbxsus4 157 12 not not RB cord-351659-ujbxsus4 157 13 be be VB cord-351659-ujbxsus4 157 14 explained explain VBN cord-351659-ujbxsus4 157 15 by by IN cord-351659-ujbxsus4 157 16 the the DT cord-351659-ujbxsus4 157 17 two two CD cord-351659-ujbxsus4 157 18 influential influential JJ cord-351659-ujbxsus4 157 19 transmission transmission NN cord-351659-ujbxsus4 157 20 routes route NNS cord-351659-ujbxsus4 157 21 of of IN cord-351659-ujbxsus4 157 22 Hubei Hubei NNP cord-351659-ujbxsus4 157 23 - - HYPH cord-351659-ujbxsus4 157 24 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 157 25 and and CC cord-351659-ujbxsus4 157 26 Hubei Hubei NNP cord-351659-ujbxsus4 157 27 - - HYPH cord-351659-ujbxsus4 157 28 Henan Henan NNP cord-351659-ujbxsus4 157 29 listed list VBD cord-351659-ujbxsus4 157 30 in in IN cord-351659-ujbxsus4 157 31 Panel Panel NNP cord-351659-ujbxsus4 157 32 A A NNP cord-351659-ujbxsus4 157 33 of of IN cord-351659-ujbxsus4 157 34 Table table NN cord-351659-ujbxsus4 157 35 2 2 CD cord-351659-ujbxsus4 157 36 . . . cord-351659-ujbxsus4 158 1 To to TO cord-351659-ujbxsus4 158 2 see see VB cord-351659-ujbxsus4 158 3 this this DT cord-351659-ujbxsus4 158 4 , , , cord-351659-ujbxsus4 158 5 over over IN cord-351659-ujbxsus4 158 6 days day NNS cord-351659-ujbxsus4 158 7 5 5 CD cord-351659-ujbxsus4 158 8 - - SYM cord-351659-ujbxsus4 158 9 20 20 CD cord-351659-ujbxsus4 158 10 , , , cord-351659-ujbxsus4 158 11 the the DT cord-351659-ujbxsus4 158 12 transmissions transmission NNS cord-351659-ujbxsus4 158 13 out out IN cord-351659-ujbxsus4 158 14 of of IN cord-351659-ujbxsus4 158 15 Hubei Hubei NNP cord-351659-ujbxsus4 158 16 are be VBP cord-351659-ujbxsus4 158 17 no no RB cord-351659-ujbxsus4 158 18 longer long RBR cord-351659-ujbxsus4 158 19 significant significant JJ cord-351659-ujbxsus4 158 20 and and CC cord-351659-ujbxsus4 158 21 thus thus RB cord-351659-ujbxsus4 158 22 should should MD cord-351659-ujbxsus4 158 23 not not RB cord-351659-ujbxsus4 158 24 affect affect VB cord-351659-ujbxsus4 158 25 routes route NNS cord-351659-ujbxsus4 158 26 from from IN cord-351659-ujbxsus4 158 27 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 158 28 and and CC cord-351659-ujbxsus4 158 29 Henan Henan NNP cord-351659-ujbxsus4 158 30 to to IN cord-351659-ujbxsus4 158 31 another another DT cord-351659-ujbxsus4 158 32 location location NN cord-351659-ujbxsus4 158 33 . . . cord-351659-ujbxsus4 159 1 In in IN cord-351659-ujbxsus4 159 2 contrast contrast NN cord-351659-ujbxsus4 159 3 , , , cord-351659-ujbxsus4 159 4 one one CD cord-351659-ujbxsus4 159 5 explanation explanation NN cord-351659-ujbxsus4 159 6 is be VBZ cord-351659-ujbxsus4 159 7 the the DT cord-351659-ujbxsus4 159 8 large large JJ cord-351659-ujbxsus4 159 9 migrant migrant JJ cord-351659-ujbxsus4 159 10 workers worker NNS cord-351659-ujbxsus4 159 11 from from IN cord-351659-ujbxsus4 159 12 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 159 13 , , , cord-351659-ujbxsus4 159 14 Henan Henan NNP cord-351659-ujbxsus4 159 15 and and CC cord-351659-ujbxsus4 159 16 Anhui Anhui NNP cord-351659-ujbxsus4 159 17 to to IN cord-351659-ujbxsus4 159 18 other other JJ cord-351659-ujbxsus4 159 19 locations location NNS cord-351659-ujbxsus4 159 20 ( ( -LRB- cord-351659-ujbxsus4 159 21 excluding exclude VBG cord-351659-ujbxsus4 159 22 Hubei Hubei NNP cord-351659-ujbxsus4 159 23 ) ) -RRB- cord-351659-ujbxsus4 159 24 . . . cord-351659-ujbxsus4 160 1 According accord VBG cord-351659-ujbxsus4 160 2 to to IN cord-351659-ujbxsus4 160 3 the the DT cord-351659-ujbxsus4 160 4 Report Report NNP cord-351659-ujbxsus4 160 5 on on IN cord-351659-ujbxsus4 160 6 China China NNP cord-351659-ujbxsus4 160 7 's 's POS cord-351659-ujbxsus4 160 8 migrant migrant JJ cord-351659-ujbxsus4 160 9 population population NN cord-351659-ujbxsus4 160 10 development development NN cord-351659-ujbxsus4 160 11 of of IN cord-351659-ujbxsus4 160 12 2017 2017 CD cord-351659-ujbxsus4 160 13 60 60 CD cord-351659-ujbxsus4 160 14 , , , cord-351659-ujbxsus4 160 15 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 160 16 ( ( -LRB- cord-351659-ujbxsus4 160 17 7.25 7.25 CD cord-351659-ujbxsus4 160 18 % % NN cord-351659-ujbxsus4 160 19 ) ) -RRB- cord-351659-ujbxsus4 160 20 , , , cord-351659-ujbxsus4 160 21 Henan Henan NNP cord-351659-ujbxsus4 160 22 ( ( -LRB- cord-351659-ujbxsus4 160 23 6.30 6.30 CD cord-351659-ujbxsus4 160 24 % % NN cord-351659-ujbxsus4 160 25 ) ) -RRB- cord-351659-ujbxsus4 160 26 and and CC cord-351659-ujbxsus4 160 27 Anhui Anhui NNP cord-351659-ujbxsus4 160 28 ( ( -LRB- cord-351659-ujbxsus4 160 29 6.27 6.27 CD cord-351659-ujbxsus4 160 30 % % NN cord-351659-ujbxsus4 160 31 ) ) -RRB- cord-351659-ujbxsus4 160 32 are be VBP cord-351659-ujbxsus4 160 33 among among IN cord-351659-ujbxsus4 160 34 the the DT cord-351659-ujbxsus4 160 35 top top JJ cord-351659-ujbxsus4 160 36 five five CD cord-351659-ujbxsus4 160 37 locations location NNS cord-351659-ujbxsus4 160 38 in in IN cord-351659-ujbxsus4 160 39 mainland mainland NN cord-351659-ujbxsus4 160 40 China China NNP cord-351659-ujbxsus4 160 41 , , , cord-351659-ujbxsus4 160 42 ranked rank VBN cord-351659-ujbxsus4 160 43 by by IN cord-351659-ujbxsus4 160 44 the the DT cord-351659-ujbxsus4 160 45 percentages percentage NNS cord-351659-ujbxsus4 160 46 of of IN cord-351659-ujbxsus4 160 47 migrant migrant JJ cord-351659-ujbxsus4 160 48 workers worker NNS cord-351659-ujbxsus4 160 49 in in IN cord-351659-ujbxsus4 160 50 2017 2017 CD cord-351659-ujbxsus4 160 51 . . . cord-351659-ujbxsus4 161 1 www.nature.com/scientificreports/ www.nature.com/scientificreports/ NNP cord-351659-ujbxsus4 161 2 conclusions conclusion NNS cord-351659-ujbxsus4 161 3 Coronaviruses Coronaviruses NNPS cord-351659-ujbxsus4 161 4 have have VBP cord-351659-ujbxsus4 161 5 lead lead NN cord-351659-ujbxsus4 161 6 to to IN cord-351659-ujbxsus4 161 7 three three CD cord-351659-ujbxsus4 161 8 major major JJ cord-351659-ujbxsus4 161 9 outbreaks outbreak NNS cord-351659-ujbxsus4 161 10 ever ever RB cord-351659-ujbxsus4 161 11 since since IN cord-351659-ujbxsus4 161 12 the the DT cord-351659-ujbxsus4 161 13 SARS SARS NNP cord-351659-ujbxsus4 161 14 occurred occur VBD cord-351659-ujbxsus4 161 15 in in IN cord-351659-ujbxsus4 161 16 2003 2003 CD cord-351659-ujbxsus4 161 17 . . . cord-351659-ujbxsus4 162 1 Although although IN cord-351659-ujbxsus4 162 2 the the DT cord-351659-ujbxsus4 162 3 exact exact JJ cord-351659-ujbxsus4 162 4 origin origin NN cord-351659-ujbxsus4 162 5 is be VBZ cord-351659-ujbxsus4 162 6 still still RB cord-351659-ujbxsus4 162 7 debatable debatable JJ cord-351659-ujbxsus4 162 8 , , , cord-351659-ujbxsus4 162 9 the the DT cord-351659-ujbxsus4 162 10 current current JJ cord-351659-ujbxsus4 162 11 shock shock NN cord-351659-ujbxsus4 162 12 , , , cord-351659-ujbxsus4 162 13 namely namely RB cord-351659-ujbxsus4 162 14 COVID-19 COVID-19 NNP cord-351659-ujbxsus4 162 15 , , , cord-351659-ujbxsus4 162 16 has have VBZ cord-351659-ujbxsus4 162 17 taken take VBN cord-351659-ujbxsus4 162 18 place place NN cord-351659-ujbxsus4 162 19 in in IN cord-351659-ujbxsus4 162 20 Wuhan Wuhan NNP cord-351659-ujbxsus4 162 21 , , , cord-351659-ujbxsus4 162 22 the the DT cord-351659-ujbxsus4 162 23 capital capital NN cord-351659-ujbxsus4 162 24 city city NN cord-351659-ujbxsus4 162 25 of of IN cord-351659-ujbxsus4 162 26 Hubei Hubei NNP cord-351659-ujbxsus4 162 27 province province NN cord-351659-ujbxsus4 162 28 in in IN cord-351659-ujbxsus4 162 29 mainland mainland NN cord-351659-ujbxsus4 162 30 China China NNP cord-351659-ujbxsus4 162 31 . . . cord-351659-ujbxsus4 163 1 As as IN cord-351659-ujbxsus4 163 2 the the DT cord-351659-ujbxsus4 163 3 fourth fourth JJ cord-351659-ujbxsus4 163 4 large large JJ cord-351659-ujbxsus4 163 5 - - HYPH cord-351659-ujbxsus4 163 6 scale scale NN cord-351659-ujbxsus4 163 7 outbreak outbreak NN cord-351659-ujbxsus4 163 8 of of IN cord-351659-ujbxsus4 163 9 coronaviruses coronaviruse NNS cord-351659-ujbxsus4 163 10 , , , cord-351659-ujbxsus4 163 11 COVID-19 COVID-19 NNP cord-351659-ujbxsus4 163 12 is be VBZ cord-351659-ujbxsus4 163 13 spreading spread VBG cord-351659-ujbxsus4 163 14 quickly quickly RB cord-351659-ujbxsus4 163 15 to to IN cord-351659-ujbxsus4 163 16 all all DT cord-351659-ujbxsus4 163 17 provincial provincial JJ cord-351659-ujbxsus4 163 18 - - HYPH cord-351659-ujbxsus4 163 19 level level NN cord-351659-ujbxsus4 163 20 administrative administrative JJ cord-351659-ujbxsus4 163 21 regions region NNS cord-351659-ujbxsus4 163 22 ( ( -LRB- cord-351659-ujbxsus4 163 23 locations location NNS cord-351659-ujbxsus4 163 24 , , , cord-351659-ujbxsus4 163 25 hereafter hereafter RB cord-351659-ujbxsus4 163 26 ) ) -RRB- cord-351659-ujbxsus4 163 27 in in IN cord-351659-ujbxsus4 163 28 China China NNP cord-351659-ujbxsus4 163 29 and and CC cord-351659-ujbxsus4 163 30 has have VBZ cord-351659-ujbxsus4 163 31 recently recently RB cord-351659-ujbxsus4 163 32 become become VBN cord-351659-ujbxsus4 163 33 a a DT cord-351659-ujbxsus4 163 34 world world NN cord-351659-ujbxsus4 163 35 - - HYPH cord-351659-ujbxsus4 163 36 wide wide JJ cord-351659-ujbxsus4 163 37 epidemic epidemic NN cord-351659-ujbxsus4 163 38 . . . cord-351659-ujbxsus4 164 1 As as IN cord-351659-ujbxsus4 164 2 a a DT cord-351659-ujbxsus4 164 3 significant significant JJ cord-351659-ujbxsus4 164 4 complement complement NN cord-351659-ujbxsus4 164 5 to to IN cord-351659-ujbxsus4 164 6 existing exist VBG cord-351659-ujbxsus4 164 7 research research NN cord-351659-ujbxsus4 164 8 , , , cord-351659-ujbxsus4 164 9 this this DT cord-351659-ujbxsus4 164 10 study study NN cord-351659-ujbxsus4 164 11 employs employ VBZ cord-351659-ujbxsus4 164 12 a a DT cord-351659-ujbxsus4 164 13 tvSVAR tvsvar CD cord-351659-ujbxsus4 164 14 model model NN cord-351659-ujbxsus4 164 15 and and CC cord-351659-ujbxsus4 164 16 retrospectively retrospectively RB cord-351659-ujbxsus4 164 17 investigates investigate VBZ cord-351659-ujbxsus4 164 18 and and CC cord-351659-ujbxsus4 164 19 visualizes visualize VBZ cord-351659-ujbxsus4 164 20 the the DT cord-351659-ujbxsus4 164 21 transmission transmission NN cord-351659-ujbxsus4 164 22 routes route NNS cord-351659-ujbxsus4 164 23 in in IN cord-351659-ujbxsus4 164 24 mainland mainland NN cord-351659-ujbxsus4 164 25 China China NNP cord-351659-ujbxsus4 164 26 . . . cord-351659-ujbxsus4 165 1 Demonstrated demonstrate VBN cord-351659-ujbxsus4 165 2 in in IN cord-351659-ujbxsus4 165 3 Fig Fig NNP cord-351659-ujbxsus4 165 4 . . . cord-351659-ujbxsus4 166 1 2 2 LS cord-351659-ujbxsus4 166 2 , , , cord-351659-ujbxsus4 166 3 our -PRON- PRP$ cord-351659-ujbxsus4 166 4 baseline baseline JJ cord-351659-ujbxsus4 166 5 results result NNS cord-351659-ujbxsus4 166 6 review review VBP cord-351659-ujbxsus4 166 7 both both CC cord-351659-ujbxsus4 166 8 the the DT cord-351659-ujbxsus4 166 9 dynamic dynamic JJ cord-351659-ujbxsus4 166 10 inter inter JJ cord-351659-ujbxsus4 166 11 - - JJ cord-351659-ujbxsus4 166 12 location location NN cord-351659-ujbxsus4 166 13 and and CC cord-351659-ujbxsus4 166 14 self self NN cord-351659-ujbxsus4 166 15 - - HYPH cord-351659-ujbxsus4 166 16 transmission transmission NN cord-351659-ujbxsus4 166 17 routes route NNS cord-351659-ujbxsus4 166 18 . . . cord-351659-ujbxsus4 167 1 Since since IN cord-351659-ujbxsus4 167 2 February February NNP cord-351659-ujbxsus4 167 3 4 4 CD cord-351659-ujbxsus4 167 4 , , , cord-351659-ujbxsus4 167 5 2020 2020 CD cord-351659-ujbxsus4 167 6 , , , cord-351659-ujbxsus4 167 7 the the DT cord-351659-ujbxsus4 167 8 spread spread NN cord-351659-ujbxsus4 167 9 out out IN cord-351659-ujbxsus4 167 10 of of IN cord-351659-ujbxsus4 167 11 Hubei Hubei NNP cord-351659-ujbxsus4 167 12 was be VBD cord-351659-ujbxsus4 167 13 largely largely RB cord-351659-ujbxsus4 167 14 reduced reduce VBN cord-351659-ujbxsus4 167 15 , , , cord-351659-ujbxsus4 167 16 leading lead VBG cord-351659-ujbxsus4 167 17 to to IN cord-351659-ujbxsus4 167 18 no no DT cord-351659-ujbxsus4 167 19 identifiable identifiable JJ cord-351659-ujbxsus4 167 20 routes route NNS cord-351659-ujbxsus4 167 21 to to IN cord-351659-ujbxsus4 167 22 other other JJ cord-351659-ujbxsus4 167 23 locations location NNS cord-351659-ujbxsus4 167 24 . . . cord-351659-ujbxsus4 168 1 Simultaneously simultaneously RB cord-351659-ujbxsus4 168 2 , , , cord-351659-ujbxsus4 168 3 the the DT cord-351659-ujbxsus4 168 4 self self NN cord-351659-ujbxsus4 168 5 - - HYPH cord-351659-ujbxsus4 168 6 transmissions transmission NNS cord-351659-ujbxsus4 168 7 started start VBD cord-351659-ujbxsus4 168 8 to to TO cord-351659-ujbxsus4 168 9 accelerate accelerate VB cord-351659-ujbxsus4 168 10 and and CC cord-351659-ujbxsus4 168 11 peaked peak VBD cord-351659-ujbxsus4 168 12 on on IN cord-351659-ujbxsus4 168 13 around around IN cord-351659-ujbxsus4 168 14 February February NNP cord-351659-ujbxsus4 168 15 15 15 CD cord-351659-ujbxsus4 168 16 , , , cord-351659-ujbxsus4 168 17 2020 2020 CD cord-351659-ujbxsus4 168 18 for for IN cord-351659-ujbxsus4 168 19 most most JJS cord-351659-ujbxsus4 168 20 locations location NNS cord-351659-ujbxsus4 168 21 . . . cord-351659-ujbxsus4 169 1 Given give VBN cord-351659-ujbxsus4 169 2 an an DT cord-351659-ujbxsus4 169 3 average average JJ cord-351659-ujbxsus4 169 4 incubation incubation NN cord-351659-ujbxsus4 169 5 period period NN cord-351659-ujbxsus4 169 6 of of IN cord-351659-ujbxsus4 169 7 10 10 CD cord-351659-ujbxsus4 169 8 days day NNS cord-351659-ujbxsus4 169 9 , , , cord-351659-ujbxsus4 169 10 those those DT cord-351659-ujbxsus4 169 11 results result NNS cord-351659-ujbxsus4 169 12 support support VBP cord-351659-ujbxsus4 169 13 the the DT cord-351659-ujbxsus4 169 14 argued argued JJ cord-351659-ujbxsus4 169 15 effectiveness effectiveness NN cord-351659-ujbxsus4 169 16 of of IN cord-351659-ujbxsus4 169 17 the the DT cord-351659-ujbxsus4 169 18 travel travel NN cord-351659-ujbxsus4 169 19 restrictions restriction NNS cord-351659-ujbxsus4 169 20 to to TO cord-351659-ujbxsus4 169 21 control control VB cord-351659-ujbxsus4 169 22 the the DT cord-351659-ujbxsus4 169 23 spread spread NN cord-351659-ujbxsus4 169 24 of of IN cord-351659-ujbxsus4 169 25 COVID-19 COVID-19 NNP cord-351659-ujbxsus4 169 26 , , , cord-351659-ujbxsus4 169 27 which which WDT cord-351659-ujbxsus4 169 28 took take VBD cord-351659-ujbxsus4 169 29 place place NN cord-351659-ujbxsus4 169 30 in in IN cord-351659-ujbxsus4 169 31 multiple multiple JJ cord-351659-ujbxsus4 169 32 cities city NNS cord-351659-ujbxsus4 169 33 of of IN cord-351659-ujbxsus4 169 34 Hubei Hubei NNP cord-351659-ujbxsus4 169 35 on on IN cord-351659-ujbxsus4 169 36 January January NNP cord-351659-ujbxsus4 169 37 23 23 CD cord-351659-ujbxsus4 169 38 , , , cord-351659-ujbxsus4 169 39 2020 2020 CD cord-351659-ujbxsus4 169 40 . . . cord-351659-ujbxsus4 170 1 On on IN cord-351659-ujbxsus4 170 2 February February NNP cord-351659-ujbxsus4 170 3 18 18 CD cord-351659-ujbxsus4 170 4 - - SYM cord-351659-ujbxsus4 170 5 19 19 CD cord-351659-ujbxsus4 170 6 , , , cord-351659-ujbxsus4 170 7 2020 2020 CD cord-351659-ujbxsus4 170 8 , , , cord-351659-ujbxsus4 170 9 there there EX cord-351659-ujbxsus4 170 10 existed exist VBD cord-351659-ujbxsus4 170 11 no no DT cord-351659-ujbxsus4 170 12 influential influential JJ cord-351659-ujbxsus4 170 13 inter inter JJ cord-351659-ujbxsus4 170 14 - - JJ cord-351659-ujbxsus4 170 15 location location NN cord-351659-ujbxsus4 170 16 or or CC cord-351659-ujbxsus4 170 17 self self NN cord-351659-ujbxsus4 170 18 - - HYPH cord-351659-ujbxsus4 170 19 transmission transmission NN cord-351659-ujbxsus4 170 20 routes route NNS cord-351659-ujbxsus4 170 21 . . . cord-351659-ujbxsus4 171 1 Thus thus RB cord-351659-ujbxsus4 171 2 , , , cord-351659-ujbxsus4 171 3 the the DT cord-351659-ujbxsus4 171 4 growth growth NN cord-351659-ujbxsus4 171 5 rates rate NNS cord-351659-ujbxsus4 171 6 of of IN cord-351659-ujbxsus4 171 7 confirmed confirm VBN cord-351659-ujbxsus4 171 8 cases case NNS cord-351659-ujbxsus4 171 9 are be VBP cord-351659-ujbxsus4 171 10 of of IN cord-351659-ujbxsus4 171 11 a a DT cord-351659-ujbxsus4 171 12 more more RBR cord-351659-ujbxsus4 171 13 random random JJ cord-351659-ujbxsus4 171 14 nature nature NN cord-351659-ujbxsus4 171 15 in in IN cord-351659-ujbxsus4 171 16 all all DT cord-351659-ujbxsus4 171 17 locations location NNS cord-351659-ujbxsus4 171 18 thereafter thereafter RB cord-351659-ujbxsus4 171 19 , , , cord-351659-ujbxsus4 171 20 implying imply VBG cord-351659-ujbxsus4 171 21 that that IN cord-351659-ujbxsus4 171 22 the the DT cord-351659-ujbxsus4 171 23 spread spread NN cord-351659-ujbxsus4 171 24 of of IN cord-351659-ujbxsus4 171 25 COVID-19 COVID-19 NNP cord-351659-ujbxsus4 171 26 has have VBZ cord-351659-ujbxsus4 171 27 been be VBN cord-351659-ujbxsus4 171 28 under under IN cord-351659-ujbxsus4 171 29 control control NN cord-351659-ujbxsus4 171 30 . . . cord-351659-ujbxsus4 172 1 For for IN cord-351659-ujbxsus4 172 2 the the DT cord-351659-ujbxsus4 172 3 detected detect VBN cord-351659-ujbxsus4 172 4 inter inter JJ cord-351659-ujbxsus4 172 5 - - JJ cord-351659-ujbxsus4 172 6 location location JJ cord-351659-ujbxsus4 172 7 transmissions transmission NNS cord-351659-ujbxsus4 172 8 , , , cord-351659-ujbxsus4 172 9 our -PRON- PRP$ cord-351659-ujbxsus4 172 10 findings finding NNS cord-351659-ujbxsus4 172 11 demonstrate demonstrate VBP cord-351659-ujbxsus4 172 12 that that IN cord-351659-ujbxsus4 172 13 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 172 14 , , , cord-351659-ujbxsus4 172 15 Heilongjiang Heilongjiang NNP cord-351659-ujbxsus4 172 16 , , , cord-351659-ujbxsus4 172 17 Zhejiang Zhejiang NNP cord-351659-ujbxsus4 172 18 , , , cord-351659-ujbxsus4 172 19 Henan Henan NNP cord-351659-ujbxsus4 172 20 and and CC cord-351659-ujbxsus4 172 21 Shandong Shandong NNP cord-351659-ujbxsus4 172 22 are be VBP cord-351659-ujbxsus4 172 23 the the DT cord-351659-ujbxsus4 172 24 top top JJ cord-351659-ujbxsus4 172 25 5 5 CD cord-351659-ujbxsus4 172 26 locations location NNS cord-351659-ujbxsus4 172 27 affected affect VBN cord-351659-ujbxsus4 172 28 mostly mostly RB cord-351659-ujbxsus4 172 29 via via IN cord-351659-ujbxsus4 172 30 routes route NNS cord-351659-ujbxsus4 172 31 directly directly RB cord-351659-ujbxsus4 172 32 from from IN cord-351659-ujbxsus4 172 33 Hubei Hubei NNP cord-351659-ujbxsus4 172 34 . . . cord-351659-ujbxsus4 173 1 When when WRB cord-351659-ujbxsus4 173 2 the the DT cord-351659-ujbxsus4 173 3 influence influence NN cord-351659-ujbxsus4 173 4 of of IN cord-351659-ujbxsus4 173 5 Hubei Hubei NNP cord-351659-ujbxsus4 173 6 is be VBZ cord-351659-ujbxsus4 173 7 excluded exclude VBN cord-351659-ujbxsus4 173 8 , , , cord-351659-ujbxsus4 173 9 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 173 10 , , , cord-351659-ujbxsus4 173 11 Henan Henan NNP cord-351659-ujbxsus4 173 12 and and CC cord-351659-ujbxsus4 173 13 Anhui Anhui NNP cord-351659-ujbxsus4 173 14 are be VBP cord-351659-ujbxsus4 173 15 among among IN cord-351659-ujbxsus4 173 16 both both CC cord-351659-ujbxsus4 173 17 the the DT cord-351659-ujbxsus4 173 18 top top JJ cord-351659-ujbxsus4 173 19 origins origin NNS cord-351659-ujbxsus4 173 20 and and CC cord-351659-ujbxsus4 173 21 destinations destination NNS cord-351659-ujbxsus4 173 22 of of IN cord-351659-ujbxsus4 173 23 transmission transmission NN cord-351659-ujbxsus4 173 24 routes route NNS cord-351659-ujbxsus4 173 25 . . . cord-351659-ujbxsus4 174 1 Our -PRON- PRP$ cord-351659-ujbxsus4 174 2 results result NNS cord-351659-ujbxsus4 174 3 have have VBP cord-351659-ujbxsus4 174 4 major major JJ cord-351659-ujbxsus4 174 5 practical practical JJ cord-351659-ujbxsus4 174 6 implications implication NNS cord-351659-ujbxsus4 174 7 for for IN cord-351659-ujbxsus4 174 8 public public JJ cord-351659-ujbxsus4 174 9 health health NN cord-351659-ujbxsus4 174 10 decision decision NN cord-351659-ujbxsus4 174 11 - - HYPH cord-351659-ujbxsus4 174 12 and and CC cord-351659-ujbxsus4 174 13 policy policy NN cord-351659-ujbxsus4 174 14 - - HYPH cord-351659-ujbxsus4 174 15 makers maker NNS cord-351659-ujbxsus4 174 16 . . . cord-351659-ujbxsus4 175 1 For for IN cord-351659-ujbxsus4 175 2 one one CD cord-351659-ujbxsus4 175 3 thing thing NN cord-351659-ujbxsus4 175 4 , , , cord-351659-ujbxsus4 175 5 the the DT cord-351659-ujbxsus4 175 6 implemented implement VBN cord-351659-ujbxsus4 175 7 timely timely RB cord-351659-ujbxsus4 175 8 ad ad FW cord-351659-ujbxsus4 175 9 - - HYPH cord-351659-ujbxsus4 175 10 hoc hoc FW cord-351659-ujbxsus4 175 11 public public JJ cord-351659-ujbxsus4 175 12 health health NN cord-351659-ujbxsus4 175 13 interventions intervention NNS cord-351659-ujbxsus4 175 14 are be VBP cord-351659-ujbxsus4 175 15 proven prove VBN cord-351659-ujbxsus4 175 16 effective effective JJ cord-351659-ujbxsus4 175 17 , , , cord-351659-ujbxsus4 175 18 including include VBG cord-351659-ujbxsus4 175 19 contact contact NN cord-351659-ujbxsus4 175 20 tracing tracing NN cord-351659-ujbxsus4 175 21 , , , cord-351659-ujbxsus4 175 22 quarantine quarantine NN cord-351659-ujbxsus4 175 23 and and CC cord-351659-ujbxsus4 175 24 travel travel NN cord-351659-ujbxsus4 175 25 restrictions restriction NNS cord-351659-ujbxsus4 175 26 . . . cord-351659-ujbxsus4 176 1 For for IN cord-351659-ujbxsus4 176 2 another another DT cord-351659-ujbxsus4 176 3 , , , cord-351659-ujbxsus4 176 4 apart apart RB cord-351659-ujbxsus4 176 5 from from IN cord-351659-ujbxsus4 176 6 the the DT cord-351659-ujbxsus4 176 7 origin origin NN cord-351659-ujbxsus4 176 8 of of IN cord-351659-ujbxsus4 176 9 the the DT cord-351659-ujbxsus4 176 10 virus virus NN cord-351659-ujbxsus4 176 11 , , , cord-351659-ujbxsus4 176 12 as as IN cord-351659-ujbxsus4 176 13 locations location NNS cord-351659-ujbxsus4 176 14 with with IN cord-351659-ujbxsus4 176 15 largest large JJS cord-351659-ujbxsus4 176 16 migrant migrant JJ cord-351659-ujbxsus4 176 17 workers worker NNS cord-351659-ujbxsus4 176 18 percentages percentage NNS cord-351659-ujbxsus4 176 19 , , , cord-351659-ujbxsus4 176 20 virus virus NN cord-351659-ujbxsus4 176 21 preventions prevention NNS cord-351659-ujbxsus4 176 22 are be VBP cord-351659-ujbxsus4 176 23 also also RB cord-351659-ujbxsus4 176 24 of of IN cord-351659-ujbxsus4 176 25 crucial crucial JJ cord-351659-ujbxsus4 176 26 importance importance NN cord-351659-ujbxsus4 176 27 in in IN cord-351659-ujbxsus4 176 28 Jiangxi Jiangxi NNP cord-351659-ujbxsus4 176 29 , , , cord-351659-ujbxsus4 176 30 Henan Henan NNP cord-351659-ujbxsus4 176 31 and and CC cord-351659-ujbxsus4 176 32 Anhui Anhui NNP cord-351659-ujbxsus4 176 33 to to IN cord-351659-ujbxsus4 176 34 controlling control VBG cord-351659-ujbxsus4 176 35 the the DT cord-351659-ujbxsus4 176 36 epidemics epidemic NNS cord-351659-ujbxsus4 176 37 like like IN cord-351659-ujbxsus4 176 38 the the DT cord-351659-ujbxsus4 176 39 outbreak outbreak NN cord-351659-ujbxsus4 176 40 of of IN cord-351659-ujbxsus4 176 41 COVID-19 COVID-19 NNP cord-351659-ujbxsus4 176 42 in in IN cord-351659-ujbxsus4 176 43 the the DT cord-351659-ujbxsus4 176 44 future future NN cord-351659-ujbxsus4 176 45 . . . cord-351659-ujbxsus4 177 1 With with IN cord-351659-ujbxsus4 177 2 limited limited JJ cord-351659-ujbxsus4 177 3 resources resource NNS cord-351659-ujbxsus4 177 4 , , , cord-351659-ujbxsus4 177 5 taking take VBG cord-351659-ujbxsus4 177 6 ad ad NN cord-351659-ujbxsus4 177 7 - - HYPH cord-351659-ujbxsus4 177 8 hoc hoc FW cord-351659-ujbxsus4 177 9 interventions intervention NNS cord-351659-ujbxsus4 177 10 in in IN cord-351659-ujbxsus4 177 11 such such JJ cord-351659-ujbxsus4 177 12 locations location NNS cord-351659-ujbxsus4 177 13 may may MD cord-351659-ujbxsus4 177 14 most most RBS cord-351659-ujbxsus4 177 15 effectively effectively RB cord-351659-ujbxsus4 177 16 help help VB cord-351659-ujbxsus4 177 17 stop stop VB cord-351659-ujbxsus4 177 18 the the DT cord-351659-ujbxsus4 177 19 spread spread NN cord-351659-ujbxsus4 177 20 of of IN cord-351659-ujbxsus4 177 21 a a DT cord-351659-ujbxsus4 177 22 new new JJ cord-351659-ujbxsus4 177 23 virus virus NN cord-351659-ujbxsus4 177 24 , , , cord-351659-ujbxsus4 177 25 from from IN cord-351659-ujbxsus4 177 26 an an DT cord-351659-ujbxsus4 177 27 economic economic JJ cord-351659-ujbxsus4 177 28 perspective perspective NN cord-351659-ujbxsus4 177 29 . . . cord-351659-ujbxsus4 178 1 The the DT cord-351659-ujbxsus4 178 2 R r NN cord-351659-ujbxsus4 178 3 code code NN cord-351659-ujbxsus4 178 4 that that WDT cord-351659-ujbxsus4 178 5 supports support VBZ cord-351659-ujbxsus4 178 6 the the DT cord-351659-ujbxsus4 178 7 findings finding NNS cord-351659-ujbxsus4 178 8 of of IN cord-351659-ujbxsus4 178 9 this this DT cord-351659-ujbxsus4 178 10 study study NN cord-351659-ujbxsus4 178 11 is be VBZ cord-351659-ujbxsus4 178 12 available available JJ cord-351659-ujbxsus4 178 13 from from IN cord-351659-ujbxsus4 178 14 the the DT cord-351659-ujbxsus4 178 15 author author NN cord-351659-ujbxsus4 178 16 on on IN cord-351659-ujbxsus4 178 17 request request NN cord-351659-ujbxsus4 178 18 . . . cord-351659-ujbxsus4 179 1 www.nature.com/scientificreports/ www.nature.com/scientificreports/ NNP cord-351659-ujbxsus4 179 2 Publisher publisher NN cord-351659-ujbxsus4 179 3 's 's POS cord-351659-ujbxsus4 179 4 note note NN cord-351659-ujbxsus4 179 5 Springer Springer NNP cord-351659-ujbxsus4 179 6 Nature Nature NNP cord-351659-ujbxsus4 179 7 remains remain VBZ cord-351659-ujbxsus4 179 8 neutral neutral JJ cord-351659-ujbxsus4 179 9 with with IN cord-351659-ujbxsus4 179 10 regard regard NN cord-351659-ujbxsus4 179 11 to to IN cord-351659-ujbxsus4 179 12 jurisdictional jurisdictional JJ cord-351659-ujbxsus4 179 13 claims claim NNS cord-351659-ujbxsus4 179 14 in in IN cord-351659-ujbxsus4 179 15 published publish VBN cord-351659-ujbxsus4 179 16 maps map NNS cord-351659-ujbxsus4 179 17 and and CC cord-351659-ujbxsus4 179 18 institutional institutional JJ cord-351659-ujbxsus4 179 19 affiliations affiliation NNS cord-351659-ujbxsus4 179 20 . . . cord-351659-ujbxsus4 180 1 Open open VB cord-351659-ujbxsus4 180 2 Access Access NNP cord-351659-ujbxsus4 181 1 This this DT cord-351659-ujbxsus4 181 2 article article NN cord-351659-ujbxsus4 181 3 is be VBZ cord-351659-ujbxsus4 181 4 licensed license VBN cord-351659-ujbxsus4 181 5 under under IN cord-351659-ujbxsus4 181 6 a a DT cord-351659-ujbxsus4 181 7 Creative Creative NNP cord-351659-ujbxsus4 181 8 Commons Commons NNP cord-351659-ujbxsus4 181 9 Attribution Attribution NNP cord-351659-ujbxsus4 181 10 4.0 4.0 CD cord-351659-ujbxsus4 181 11 International International NNP cord-351659-ujbxsus4 181 12 License License NNP cord-351659-ujbxsus4 181 13 , , , cord-351659-ujbxsus4 181 14 which which WDT cord-351659-ujbxsus4 181 15 permits permit VBZ cord-351659-ujbxsus4 181 16 use use NN cord-351659-ujbxsus4 181 17 , , , cord-351659-ujbxsus4 181 18 sharing sharing NN cord-351659-ujbxsus4 181 19 , , , cord-351659-ujbxsus4 181 20 adaptation adaptation NN cord-351659-ujbxsus4 181 21 , , , cord-351659-ujbxsus4 181 22 distribution distribution NN cord-351659-ujbxsus4 181 23 and and CC cord-351659-ujbxsus4 181 24 reproduction reproduction NN cord-351659-ujbxsus4 181 25 in in IN cord-351659-ujbxsus4 181 26 any any DT cord-351659-ujbxsus4 181 27 medium medium NN cord-351659-ujbxsus4 181 28 or or CC cord-351659-ujbxsus4 181 29 format format NN cord-351659-ujbxsus4 181 30 , , , cord-351659-ujbxsus4 181 31 as as RB cord-351659-ujbxsus4 181 32 long long RB cord-351659-ujbxsus4 181 33 as as IN cord-351659-ujbxsus4 181 34 you -PRON- PRP cord-351659-ujbxsus4 181 35 give give VBP cord-351659-ujbxsus4 181 36 appropriate appropriate JJ cord-351659-ujbxsus4 181 37 credit credit NN cord-351659-ujbxsus4 181 38 to to IN cord-351659-ujbxsus4 181 39 the the DT cord-351659-ujbxsus4 181 40 original original JJ cord-351659-ujbxsus4 181 41 author(s author(s NNP cord-351659-ujbxsus4 181 42 ) ) -RRB- cord-351659-ujbxsus4 181 43 and and CC cord-351659-ujbxsus4 181 44 the the DT cord-351659-ujbxsus4 181 45 source source NN cord-351659-ujbxsus4 181 46 , , , cord-351659-ujbxsus4 181 47 provide provide VB cord-351659-ujbxsus4 181 48 a a DT cord-351659-ujbxsus4 181 49 link link NN cord-351659-ujbxsus4 181 50 to to IN cord-351659-ujbxsus4 181 51 the the DT cord-351659-ujbxsus4 181 52 Creative Creative NNP cord-351659-ujbxsus4 181 53 Commons Commons NNP cord-351659-ujbxsus4 181 54 licence licence NN cord-351659-ujbxsus4 181 55 , , , cord-351659-ujbxsus4 181 56 and and CC cord-351659-ujbxsus4 181 57 indicate indicate VBP cord-351659-ujbxsus4 181 58 if if IN cord-351659-ujbxsus4 181 59 changes change NNS cord-351659-ujbxsus4 181 60 were be VBD cord-351659-ujbxsus4 181 61 made make VBN cord-351659-ujbxsus4 181 62 . . . cord-351659-ujbxsus4 182 1 The the DT cord-351659-ujbxsus4 182 2 images image NNS cord-351659-ujbxsus4 182 3 or or CC cord-351659-ujbxsus4 182 4 other other JJ cord-351659-ujbxsus4 182 5 third third JJ cord-351659-ujbxsus4 182 6 party party NN cord-351659-ujbxsus4 182 7 material material NN cord-351659-ujbxsus4 182 8 in in IN cord-351659-ujbxsus4 182 9 this this DT cord-351659-ujbxsus4 182 10 article article NN cord-351659-ujbxsus4 182 11 are be VBP cord-351659-ujbxsus4 182 12 included include VBN cord-351659-ujbxsus4 182 13 in in IN cord-351659-ujbxsus4 182 14 the the DT cord-351659-ujbxsus4 182 15 article article NN cord-351659-ujbxsus4 182 16 's 's POS cord-351659-ujbxsus4 182 17 Creative Creative NNP cord-351659-ujbxsus4 182 18 Commons Commons NNP cord-351659-ujbxsus4 182 19 licence licence NN cord-351659-ujbxsus4 182 20 , , , cord-351659-ujbxsus4 182 21 unless unless IN cord-351659-ujbxsus4 182 22 indicated indicate VBN cord-351659-ujbxsus4 182 23 otherwise otherwise RB cord-351659-ujbxsus4 182 24 in in IN cord-351659-ujbxsus4 182 25 a a DT cord-351659-ujbxsus4 182 26 credit credit NN cord-351659-ujbxsus4 182 27 line line NN cord-351659-ujbxsus4 182 28 to to IN cord-351659-ujbxsus4 182 29 the the DT cord-351659-ujbxsus4 182 30 material material NN cord-351659-ujbxsus4 182 31 . . . cord-351659-ujbxsus4 183 1 If if IN cord-351659-ujbxsus4 183 2 material material NN cord-351659-ujbxsus4 183 3 is be VBZ cord-351659-ujbxsus4 183 4 not not RB cord-351659-ujbxsus4 183 5 included include VBN cord-351659-ujbxsus4 183 6 in in IN cord-351659-ujbxsus4 183 7 the the DT cord-351659-ujbxsus4 183 8 article article NN cord-351659-ujbxsus4 183 9 's 's POS cord-351659-ujbxsus4 183 10 Creative Creative NNP cord-351659-ujbxsus4 183 11 Commons Commons NNP cord-351659-ujbxsus4 183 12 licence licence NN cord-351659-ujbxsus4 183 13 and and CC cord-351659-ujbxsus4 183 14 your -PRON- PRP$ cord-351659-ujbxsus4 183 15 intended intend VBN cord-351659-ujbxsus4 183 16 use use NN cord-351659-ujbxsus4 183 17 is be VBZ cord-351659-ujbxsus4 183 18 not not RB cord-351659-ujbxsus4 183 19 permitted permit VBN cord-351659-ujbxsus4 183 20 by by IN cord-351659-ujbxsus4 183 21 statutory statutory JJ cord-351659-ujbxsus4 183 22 regulation regulation NN cord-351659-ujbxsus4 183 23 or or CC cord-351659-ujbxsus4 183 24 exceeds exceed VBZ cord-351659-ujbxsus4 183 25 the the DT cord-351659-ujbxsus4 183 26 permitted permit VBN cord-351659-ujbxsus4 183 27 use use NN cord-351659-ujbxsus4 183 28 , , , cord-351659-ujbxsus4 183 29 you -PRON- PRP cord-351659-ujbxsus4 183 30 will will MD cord-351659-ujbxsus4 183 31 need need VB cord-351659-ujbxsus4 183 32 to to TO cord-351659-ujbxsus4 183 33 obtain obtain VB cord-351659-ujbxsus4 183 34 permission permission NN cord-351659-ujbxsus4 183 35 directly directly RB cord-351659-ujbxsus4 183 36 from from IN cord-351659-ujbxsus4 183 37 the the DT cord-351659-ujbxsus4 183 38 copyright copyright NN cord-351659-ujbxsus4 183 39 holder holder NN cord-351659-ujbxsus4 183 40 . . . cord-351659-ujbxsus4 184 1 To to TO cord-351659-ujbxsus4 184 2 view view VB cord-351659-ujbxsus4 184 3 a a DT cord-351659-ujbxsus4 184 4 copy copy NN cord-351659-ujbxsus4 184 5 of of IN cord-351659-ujbxsus4 184 6 this this DT cord-351659-ujbxsus4 184 7 licence licence NN cord-351659-ujbxsus4 184 8 , , , cord-351659-ujbxsus4 184 9 visit visit VB cord-351659-ujbxsus4 184 10 http://creat http://creat NNP cord-351659-ujbxsus4 184 11 iveco iveco NNP cord-351659-ujbxsus4 184 12 mmons mmons NNP cord-351659-ujbxsus4 184 13 .org .org . cord-351659-ujbxsus4 185 1 / / NFP cord-351659-ujbxsus4 186 1 licen licen NNP cord-351659-ujbxsus4 186 2 ses ses NNP cord-351659-ujbxsus4 186 3 / / SYM cord-351659-ujbxsus4 186 4 by/4.0/. by/4.0/. JJ cord-351659-ujbxsus4 186 5 Emerging emerge VBG cord-351659-ujbxsus4 186 6 coronaviruses coronaviruse NNS cord-351659-ujbxsus4 186 7 : : : cord-351659-ujbxsus4 187 1 Genome genome NN cord-351659-ujbxsus4 187 2 structure structure NN cord-351659-ujbxsus4 187 3 , , , cord-351659-ujbxsus4 187 4 replication replication NN cord-351659-ujbxsus4 187 5 , , , cord-351659-ujbxsus4 187 6 and and CC cord-351659-ujbxsus4 187 7 pathogenesis pathogenesis NN cord-351659-ujbxsus4 187 8 History history NN cord-351659-ujbxsus4 187 9 and and CC cord-351659-ujbxsus4 187 10 recent recent JJ cord-351659-ujbxsus4 187 11 advances advance NNS cord-351659-ujbxsus4 187 12 in in IN cord-351659-ujbxsus4 187 13 coronavirus coronavirus NN cord-351659-ujbxsus4 187 14 discovery discovery NN cord-351659-ujbxsus4 187 15 Pneumonia pneumonia NN cord-351659-ujbxsus4 187 16 of of IN cord-351659-ujbxsus4 187 17 unknown unknown JJ cord-351659-ujbxsus4 187 18 aetiology aetiology NN cord-351659-ujbxsus4 187 19 in in IN cord-351659-ujbxsus4 187 20 Wuhan Wuhan NNP cord-351659-ujbxsus4 187 21 , , , cord-351659-ujbxsus4 187 22 China China NNP cord-351659-ujbxsus4 187 23 : : : cord-351659-ujbxsus4 187 24 Potential potential NN cord-351659-ujbxsus4 187 25 for for IN cord-351659-ujbxsus4 187 26 international international JJ cord-351659-ujbxsus4 187 27 spread spread NN cord-351659-ujbxsus4 187 28 via via IN cord-351659-ujbxsus4 187 29 commercial commercial JJ cord-351659-ujbxsus4 187 30 air air NN cord-351659-ujbxsus4 187 31 travel travel NN cord-351659-ujbxsus4 188 1 A a DT cord-351659-ujbxsus4 188 2 pneumonia pneumonia NN cord-351659-ujbxsus4 188 3 outbreak outbreak NN cord-351659-ujbxsus4 188 4 associated associate VBN cord-351659-ujbxsus4 188 5 with with IN cord-351659-ujbxsus4 188 6 a a DT cord-351659-ujbxsus4 188 7 new new JJ cord-351659-ujbxsus4 188 8 coronavirus coronavirus NN cord-351659-ujbxsus4 188 9 of of IN cord-351659-ujbxsus4 188 10 probable probable JJ cord-351659-ujbxsus4 188 11 bat bat NN cord-351659-ujbxsus4 188 12 origin origin NN cord-351659-ujbxsus4 189 1 A a DT cord-351659-ujbxsus4 189 2 new new JJ cord-351659-ujbxsus4 189 3 coronavirus coronavirus NN cord-351659-ujbxsus4 189 4 associated associate VBN cord-351659-ujbxsus4 189 5 with with IN cord-351659-ujbxsus4 189 6 human human JJ cord-351659-ujbxsus4 189 7 respiratory respiratory JJ cord-351659-ujbxsus4 189 8 disease disease NN cord-351659-ujbxsus4 189 9 in in IN cord-351659-ujbxsus4 189 10 China China NNP cord-351659-ujbxsus4 189 11 Clinical clinical JJ cord-351659-ujbxsus4 189 12 features feature NNS cord-351659-ujbxsus4 189 13 of of IN cord-351659-ujbxsus4 189 14 patients patient NNS cord-351659-ujbxsus4 189 15 infected infect VBN cord-351659-ujbxsus4 189 16 with with IN cord-351659-ujbxsus4 189 17 2019 2019 CD cord-351659-ujbxsus4 189 18 novel novel JJ cord-351659-ujbxsus4 189 19 coronavirus coronavirus NN cord-351659-ujbxsus4 189 20 in in IN cord-351659-ujbxsus4 189 21 Wuhan Wuhan NNP cord-351659-ujbxsus4 189 22 New New NNP cord-351659-ujbxsus4 189 23 SARS SARS NNP cord-351659-ujbxsus4 189 24 - - HYPH cord-351659-ujbxsus4 189 25 like like JJ cord-351659-ujbxsus4 189 26 virus virus NN cord-351659-ujbxsus4 189 27 in in IN cord-351659-ujbxsus4 189 28 China China NNP cord-351659-ujbxsus4 189 29 triggers trigger VBZ cord-351659-ujbxsus4 189 30 alarm alarm NN cord-351659-ujbxsus4 189 31 Outbreak outbreak NN cord-351659-ujbxsus4 189 32 of of IN cord-351659-ujbxsus4 189 33 Pneumonia Pneumonia NNP cord-351659-ujbxsus4 189 34 of of IN cord-351659-ujbxsus4 189 35 Unknown Unknown NNP cord-351659-ujbxsus4 189 36 Etiology etiology NN cord-351659-ujbxsus4 189 37 in in IN cord-351659-ujbxsus4 189 38 Wuhan Wuhan NNP cord-351659-ujbxsus4 189 39 China China NNP cord-351659-ujbxsus4 189 40 : : : cord-351659-ujbxsus4 190 1 The the DT cord-351659-ujbxsus4 190 2 Mystery mystery NN cord-351659-ujbxsus4 190 3 and and CC cord-351659-ujbxsus4 190 4 the the DT cord-351659-ujbxsus4 190 5 Miracle Miracle NNP cord-351659-ujbxsus4 190 6 China China NNP cord-351659-ujbxsus4 190 7 coronavirus coronavirus NN cord-351659-ujbxsus4 190 8 : : : cord-351659-ujbxsus4 190 9 cases case NNS cord-351659-ujbxsus4 190 10 surge surge VBP cord-351659-ujbxsus4 190 11 as as IN cord-351659-ujbxsus4 190 12 offcial offcial NNP cord-351659-ujbxsus4 190 13 admits admit VBZ cord-351659-ujbxsus4 190 14 human human JJ cord-351659-ujbxsus4 190 15 to to IN cord-351659-ujbxsus4 190 16 human human JJ cord-351659-ujbxsus4 190 17 transmission transmission NN cord-351659-ujbxsus4 190 18 Therapeutic therapeutic JJ cord-351659-ujbxsus4 190 19 options option NNS cord-351659-ujbxsus4 190 20 for for IN cord-351659-ujbxsus4 190 21 the the DT cord-351659-ujbxsus4 190 22 2019 2019 CD cord-351659-ujbxsus4 190 23 novel novel NN cord-351659-ujbxsus4 190 24 coronavirus coronavirus NN cord-351659-ujbxsus4 190 25 ( ( -LRB- cord-351659-ujbxsus4 190 26 2019-nCoV 2019-ncov CD cord-351659-ujbxsus4 190 27 ) ) -RRB- cord-351659-ujbxsus4 190 28 Epidemic epidemic NN cord-351659-ujbxsus4 190 29 analysis analysis NN cord-351659-ujbxsus4 190 30 of of IN cord-351659-ujbxsus4 190 31 COVID-19 COVID-19 NNP cord-351659-ujbxsus4 190 32 in in IN cord-351659-ujbxsus4 190 33 China China NNP cord-351659-ujbxsus4 190 34 by by IN cord-351659-ujbxsus4 190 35 dynamical dynamical JJ cord-351659-ujbxsus4 190 36 modeling model VBG cord-351659-ujbxsus4 190 37 Estimation estimation NN cord-351659-ujbxsus4 190 38 of of IN cord-351659-ujbxsus4 190 39 the the DT cord-351659-ujbxsus4 190 40 transmission transmission NN cord-351659-ujbxsus4 190 41 risk risk NN cord-351659-ujbxsus4 190 42 of of IN cord-351659-ujbxsus4 190 43 the the DT cord-351659-ujbxsus4 190 44 2019-nCoV 2019-ncov CD cord-351659-ujbxsus4 190 45 and and CC cord-351659-ujbxsus4 190 46 its -PRON- PRP$ cord-351659-ujbxsus4 190 47 implication implication NN cord-351659-ujbxsus4 190 48 for for IN cord-351659-ujbxsus4 190 49 public public JJ cord-351659-ujbxsus4 190 50 health health NN cord-351659-ujbxsus4 190 51 interventions intervention NNS cord-351659-ujbxsus4 191 1 An an DT cord-351659-ujbxsus4 191 2 updated update VBN cord-351659-ujbxsus4 191 3 estimation estimation NN cord-351659-ujbxsus4 191 4 of of IN cord-351659-ujbxsus4 191 5 the the DT cord-351659-ujbxsus4 191 6 risk risk NN cord-351659-ujbxsus4 191 7 of of IN cord-351659-ujbxsus4 191 8 transmission transmission NN cord-351659-ujbxsus4 191 9 of of IN cord-351659-ujbxsus4 191 10 the the DT cord-351659-ujbxsus4 191 11 novel novel JJ cord-351659-ujbxsus4 191 12 coronavirus coronavirus NN cord-351659-ujbxsus4 191 13 ( ( -LRB- cord-351659-ujbxsus4 191 14 2019-nCov 2019-ncov CD cord-351659-ujbxsus4 191 15 ) ) -RRB- cord-351659-ujbxsus4 191 16 Lockdown Lockdown NNP cord-351659-ujbxsus4 191 17 may may MD cord-351659-ujbxsus4 191 18 partially partially RB cord-351659-ujbxsus4 191 19 halt halt VB cord-351659-ujbxsus4 191 20 the the DT cord-351659-ujbxsus4 191 21 spread spread NN cord-351659-ujbxsus4 191 22 of of IN cord-351659-ujbxsus4 191 23 2019 2019 CD cord-351659-ujbxsus4 191 24 novel novel JJ cord-351659-ujbxsus4 191 25 coronavirus coronavirus NN cord-351659-ujbxsus4 191 26 in in IN cord-351659-ujbxsus4 191 27 Hubei Hubei NNP cord-351659-ujbxsus4 191 28 province province NN cord-351659-ujbxsus4 192 1 The the DT cord-351659-ujbxsus4 192 2 lockdown lockdown NN cord-351659-ujbxsus4 192 3 of of IN cord-351659-ujbxsus4 192 4 Hubei Hubei NNP cord-351659-ujbxsus4 192 5 Province Province NNP cord-351659-ujbxsus4 192 6 causing cause VBG cord-351659-ujbxsus4 192 7 different different JJ cord-351659-ujbxsus4 192 8 transmission transmission NN cord-351659-ujbxsus4 192 9 dynamics dynamic NNS cord-351659-ujbxsus4 192 10 of of IN cord-351659-ujbxsus4 192 11 the the DT cord-351659-ujbxsus4 192 12 novel novel JJ cord-351659-ujbxsus4 192 13 coronavirus coronavirus NN cord-351659-ujbxsus4 192 14 ( ( -LRB- cord-351659-ujbxsus4 192 15 2019-nCoV 2019-ncov CD cord-351659-ujbxsus4 192 16 ) ) -RRB- cord-351659-ujbxsus4 192 17 in in IN cord-351659-ujbxsus4 192 18 Wuhan Wuhan NNP cord-351659-ujbxsus4 192 19 and and CC cord-351659-ujbxsus4 192 20 Beijing Beijing NNP cord-351659-ujbxsus4 193 1 The the DT cord-351659-ujbxsus4 193 2 effect effect NN cord-351659-ujbxsus4 193 3 of of IN cord-351659-ujbxsus4 193 4 travel travel NN cord-351659-ujbxsus4 193 5 restrictions restriction NNS cord-351659-ujbxsus4 193 6 on on IN cord-351659-ujbxsus4 193 7 the the DT cord-351659-ujbxsus4 193 8 spread spread NN cord-351659-ujbxsus4 193 9 of of IN cord-351659-ujbxsus4 193 10 the the DT cord-351659-ujbxsus4 193 11 2019 2019 CD cord-351659-ujbxsus4 193 12 novel novel NN cord-351659-ujbxsus4 193 13 coronavirus coronavirus NN cord-351659-ujbxsus4 193 14 ( ( -LRB- cord-351659-ujbxsus4 193 15 COVID-19 COVID-19 NNP cord-351659-ujbxsus4 193 16 ) ) -RRB- cord-351659-ujbxsus4 193 17 outbreak outbreak NN cord-351659-ujbxsus4 193 18 Incubation Incubation NNP cord-351659-ujbxsus4 193 19 period period NN cord-351659-ujbxsus4 193 20 of of IN cord-351659-ujbxsus4 193 21 2019 2019 CD cord-351659-ujbxsus4 193 22 novel novel JJ cord-351659-ujbxsus4 193 23 coronavirus coronavirus NN cord-351659-ujbxsus4 193 24 ( ( -LRB- cord-351659-ujbxsus4 193 25 2019-nCoV 2019-ncov CD cord-351659-ujbxsus4 193 26 ) ) -RRB- cord-351659-ujbxsus4 193 27 infections infection NNS cord-351659-ujbxsus4 193 28 among among IN cord-351659-ujbxsus4 193 29 travellers traveller NNS cord-351659-ujbxsus4 193 30 from from IN cord-351659-ujbxsus4 193 31 Wuhan Wuhan NNP cord-351659-ujbxsus4 193 32 , , , cord-351659-ujbxsus4 193 33 China China NNP cord-351659-ujbxsus4 193 34 Assessing assess VBG cord-351659-ujbxsus4 193 35 spread spread VBD cord-351659-ujbxsus4 193 36 risk risk NN cord-351659-ujbxsus4 193 37 of of IN cord-351659-ujbxsus4 193 38 Wuhan Wuhan NNP cord-351659-ujbxsus4 193 39 novel novel JJ cord-351659-ujbxsus4 193 40 coronavirus coronavirus NN cord-351659-ujbxsus4 193 41 within within IN cord-351659-ujbxsus4 193 42 and and CC cord-351659-ujbxsus4 193 43 beyond beyond IN cord-351659-ujbxsus4 193 44 China China NNP cord-351659-ujbxsus4 193 45 Effectiveness Effectiveness NNP cord-351659-ujbxsus4 193 46 of of IN cord-351659-ujbxsus4 193 47 airport airport NN cord-351659-ujbxsus4 193 48 screening screening NN cord-351659-ujbxsus4 193 49 at at IN cord-351659-ujbxsus4 193 50 detecting detect VBG cord-351659-ujbxsus4 193 51 travellers traveller NNS cord-351659-ujbxsus4 193 52 infected infect VBN cord-351659-ujbxsus4 193 53 with with IN cord-351659-ujbxsus4 193 54 novel novel JJ cord-351659-ujbxsus4 193 55 coronavirus coronavirus NN cord-351659-ujbxsus4 193 56 ( ( -LRB- cord-351659-ujbxsus4 194 1 2019-nCoV 2019-ncov LS cord-351659-ujbxsus4 194 2 ) ) -RRB- cord-351659-ujbxsus4 194 3 Interventions intervention NNS cord-351659-ujbxsus4 194 4 targeting target VBG cord-351659-ujbxsus4 194 5 air air NN cord-351659-ujbxsus4 194 6 travellers traveller NNS cord-351659-ujbxsus4 194 7 early early RB cord-351659-ujbxsus4 194 8 in in IN cord-351659-ujbxsus4 194 9 the the DT cord-351659-ujbxsus4 194 10 pandemic pandemic NN cord-351659-ujbxsus4 194 11 may may MD cord-351659-ujbxsus4 194 12 delay delay VB cord-351659-ujbxsus4 194 13 local local JJ cord-351659-ujbxsus4 194 14 outbreaks outbreak NNS cord-351659-ujbxsus4 194 15 of of IN cord-351659-ujbxsus4 194 16 SARS SARS NNP cord-351659-ujbxsus4 194 17 - - HYPH cord-351659-ujbxsus4 194 18 CoV-2 CoV-2 NNP cord-351659-ujbxsus4 194 19 . . . cord-351659-ujbxsus4 195 1 medRxiv medRxiv NNS cord-351659-ujbxsus4 195 2 Feasibility Feasibility NNP cord-351659-ujbxsus4 195 3 of of IN cord-351659-ujbxsus4 195 4 controlling control VBG cord-351659-ujbxsus4 195 5 2019-nCoV 2019-ncov CD cord-351659-ujbxsus4 195 6 outbreaks outbreak NNS cord-351659-ujbxsus4 195 7 by by IN cord-351659-ujbxsus4 195 8 isolation isolation NN cord-351659-ujbxsus4 195 9 of of IN cord-351659-ujbxsus4 195 10 cases case NNS cord-351659-ujbxsus4 195 11 and and CC cord-351659-ujbxsus4 195 12 contacts contact NNS cord-351659-ujbxsus4 195 13 The the DT cord-351659-ujbxsus4 195 14 impact impact NN cord-351659-ujbxsus4 195 15 of of IN cord-351659-ujbxsus4 195 16 traffic traffic NN cord-351659-ujbxsus4 195 17 isolation isolation NN cord-351659-ujbxsus4 195 18 in in IN cord-351659-ujbxsus4 195 19 Wuhan Wuhan NNP cord-351659-ujbxsus4 195 20 on on IN cord-351659-ujbxsus4 195 21 the the DT cord-351659-ujbxsus4 195 22 A a DT cord-351659-ujbxsus4 195 23 simple simple JJ cord-351659-ujbxsus4 195 24 model model NN cord-351659-ujbxsus4 195 25 to to TO cord-351659-ujbxsus4 195 26 assess assess VB cord-351659-ujbxsus4 195 27 Wuhan Wuhan NNP cord-351659-ujbxsus4 195 28 lock lock VB cord-351659-ujbxsus4 195 29 - - HYPH cord-351659-ujbxsus4 195 30 down down RP cord-351659-ujbxsus4 195 31 effect effect NN cord-351659-ujbxsus4 195 32 and and CC cord-351659-ujbxsus4 195 33 region region NN cord-351659-ujbxsus4 195 34 efforts effort NNS cord-351659-ujbxsus4 195 35 during during IN cord-351659-ujbxsus4 195 36 COVID-19 covid-19 JJ cord-351659-ujbxsus4 195 37 epidemic epidemic NN cord-351659-ujbxsus4 195 38 in in IN cord-351659-ujbxsus4 195 39 China China NNP cord-351659-ujbxsus4 195 40 Mainland Mainland NNP cord-351659-ujbxsus4 196 1 The the DT cord-351659-ujbxsus4 196 2 lockdown lockdown NN cord-351659-ujbxsus4 196 3 of of IN cord-351659-ujbxsus4 196 4 Hubei Hubei NNP cord-351659-ujbxsus4 196 5 Province Province NNP cord-351659-ujbxsus4 196 6 causing cause VBG cord-351659-ujbxsus4 196 7 different different JJ cord-351659-ujbxsus4 196 8 transmission transmission NN cord-351659-ujbxsus4 196 9 dynamics dynamic NNS cord-351659-ujbxsus4 196 10 of of IN cord-351659-ujbxsus4 196 11 the the DT cord-351659-ujbxsus4 196 12 novel novel JJ cord-351659-ujbxsus4 196 13 coronavirus coronavirus NN cord-351659-ujbxsus4 196 14 ( ( -LRB- cord-351659-ujbxsus4 196 15 2019-nCoV 2019-ncov CD cord-351659-ujbxsus4 196 16 ) ) -RRB- cord-351659-ujbxsus4 196 17 in in IN cord-351659-ujbxsus4 196 18 Wuhan Wuhan NNP cord-351659-ujbxsus4 196 19 and and CC cord-351659-ujbxsus4 197 1 Beijing Beijing NNP cord-351659-ujbxsus4 197 2 An an DT cord-351659-ujbxsus4 197 3 investigation investigation NN cord-351659-ujbxsus4 197 4 of of IN cord-351659-ujbxsus4 197 5 transmission transmission NN cord-351659-ujbxsus4 197 6 control control NN cord-351659-ujbxsus4 197 7 measures measure NNS cord-351659-ujbxsus4 197 8 during during IN cord-351659-ujbxsus4 197 9 the the DT cord-351659-ujbxsus4 197 10 first first JJ cord-351659-ujbxsus4 197 11 50 50 CD cord-351659-ujbxsus4 197 12 days day NNS cord-351659-ujbxsus4 197 13 of of IN cord-351659-ujbxsus4 197 14 the the DT cord-351659-ujbxsus4 197 15 COVID-19 covid-19 JJ cord-351659-ujbxsus4 197 16 epidemic epidemic NN cord-351659-ujbxsus4 197 17 in in IN cord-351659-ujbxsus4 197 18 China China NNP cord-351659-ujbxsus4 198 1 How how WRB cord-351659-ujbxsus4 198 2 will will MD cord-351659-ujbxsus4 198 3 country country NN cord-351659-ujbxsus4 198 4 - - HYPH cord-351659-ujbxsus4 198 5 based base VBN cord-351659-ujbxsus4 198 6 mitigation mitigation NN cord-351659-ujbxsus4 198 7 measures measure NNS cord-351659-ujbxsus4 198 8 influence influence VBP cord-351659-ujbxsus4 198 9 the the DT cord-351659-ujbxsus4 198 10 course course NN cord-351659-ujbxsus4 198 11 of of IN cord-351659-ujbxsus4 198 12 the the DT cord-351659-ujbxsus4 198 13 COVID-19 covid-19 JJ cord-351659-ujbxsus4 198 14 epidemic epidemic NN cord-351659-ujbxsus4 199 1 The the DT cord-351659-ujbxsus4 199 2 effect effect NN cord-351659-ujbxsus4 199 3 of of IN cord-351659-ujbxsus4 199 4 human human JJ cord-351659-ujbxsus4 199 5 mobility mobility NN cord-351659-ujbxsus4 199 6 and and CC cord-351659-ujbxsus4 199 7 control control NN cord-351659-ujbxsus4 199 8 measures measure NNS cord-351659-ujbxsus4 199 9 on on IN cord-351659-ujbxsus4 199 10 the the DT cord-351659-ujbxsus4 199 11 COVID-19 covid-19 JJ cord-351659-ujbxsus4 199 12 epidemic epidemic NN cord-351659-ujbxsus4 199 13 in in IN cord-351659-ujbxsus4 199 14 China China NNP cord-351659-ujbxsus4 199 15 Impact Impact NNP cord-351659-ujbxsus4 199 16 of of IN cord-351659-ujbxsus4 199 17 international international JJ cord-351659-ujbxsus4 199 18 travel travel NN cord-351659-ujbxsus4 199 19 and and CC cord-351659-ujbxsus4 199 20 border border NN cord-351659-ujbxsus4 199 21 control control NN cord-351659-ujbxsus4 199 22 measures measure NNS cord-351659-ujbxsus4 199 23 on on IN cord-351659-ujbxsus4 199 24 the the DT cord-351659-ujbxsus4 199 25 global global JJ cord-351659-ujbxsus4 199 26 spread spread NN cord-351659-ujbxsus4 199 27 of of IN cord-351659-ujbxsus4 199 28 the the DT cord-351659-ujbxsus4 199 29 novel novel JJ cord-351659-ujbxsus4 199 30 2019 2019 CD cord-351659-ujbxsus4 199 31 coronavirus coronavirus NN cord-351659-ujbxsus4 199 32 outbreak outbreak NN cord-351659-ujbxsus4 199 33 Feasibility Feasibility NNP cord-351659-ujbxsus4 199 34 of of IN cord-351659-ujbxsus4 199 35 controlling control VBG cord-351659-ujbxsus4 199 36 COVID-19 covid-19 CD cord-351659-ujbxsus4 199 37 outbreaks outbreak NNS cord-351659-ujbxsus4 199 38 by by IN cord-351659-ujbxsus4 199 39 isolation isolation NN cord-351659-ujbxsus4 199 40 of of IN cord-351659-ujbxsus4 199 41 cases case NNS cord-351659-ujbxsus4 199 42 and and CC cord-351659-ujbxsus4 199 43 contacts contact NNS cord-351659-ujbxsus4 200 1 The the DT cord-351659-ujbxsus4 200 2 effectiveness effectiveness NN cord-351659-ujbxsus4 200 3 of of IN cord-351659-ujbxsus4 200 4 quarantine quarantine NN cord-351659-ujbxsus4 200 5 and and CC cord-351659-ujbxsus4 200 6 isolation isolation NN cord-351659-ujbxsus4 200 7 determine determine VBP cord-351659-ujbxsus4 200 8 the the DT cord-351659-ujbxsus4 200 9 trend trend NN cord-351659-ujbxsus4 200 10 of of IN cord-351659-ujbxsus4 200 11 the the DT cord-351659-ujbxsus4 200 12 COVID-19 COVID-19 NNP cord-351659-ujbxsus4 200 13 epidemics epidemic NNS cord-351659-ujbxsus4 200 14 in in IN cord-351659-ujbxsus4 200 15 the the DT cord-351659-ujbxsus4 200 16 final final JJ cord-351659-ujbxsus4 200 17 phase phase NN cord-351659-ujbxsus4 200 18 of of IN cord-351659-ujbxsus4 200 19 the the DT cord-351659-ujbxsus4 200 20 current current JJ cord-351659-ujbxsus4 200 21 outbreak outbreak NN cord-351659-ujbxsus4 200 22 in in IN cord-351659-ujbxsus4 200 23 China China NNP cord-351659-ujbxsus4 200 24 Modelling Modelling NNP cord-351659-ujbxsus4 200 25 transmission transmission NN cord-351659-ujbxsus4 200 26 and and CC cord-351659-ujbxsus4 200 27 control control NN cord-351659-ujbxsus4 200 28 of of IN cord-351659-ujbxsus4 200 29 the the DT cord-351659-ujbxsus4 200 30 COVID-19 covid-19 JJ cord-351659-ujbxsus4 200 31 pandemic pandemic NN cord-351659-ujbxsus4 200 32 in in IN cord-351659-ujbxsus4 200 33 Australia Australia NNP cord-351659-ujbxsus4 201 1 Inferring infer VBG cord-351659-ujbxsus4 201 2 change change NN cord-351659-ujbxsus4 201 3 points point NNS cord-351659-ujbxsus4 201 4 in in IN cord-351659-ujbxsus4 201 5 the the DT cord-351659-ujbxsus4 201 6 spread spread NN cord-351659-ujbxsus4 201 7 of of IN cord-351659-ujbxsus4 201 8 COVID-19 COVID-19 NNP cord-351659-ujbxsus4 201 9 reveals reveal VBZ cord-351659-ujbxsus4 201 10 the the DT cord-351659-ujbxsus4 201 11 effectiveness effectiveness NN cord-351659-ujbxsus4 201 12 of of IN cord-351659-ujbxsus4 201 13 interventions intervention NNS cord-351659-ujbxsus4 201 14 Spread Spread VBN cord-351659-ujbxsus4 201 15 and and CC cord-351659-ujbxsus4 201 16 dynamics dynamic NNS cord-351659-ujbxsus4 201 17 of of IN cord-351659-ujbxsus4 201 18 the the DT cord-351659-ujbxsus4 201 19 COVID-19 covid-19 JJ cord-351659-ujbxsus4 201 20 epidemic epidemic NN cord-351659-ujbxsus4 201 21 in in IN cord-351659-ujbxsus4 201 22 Italy Italy NNP cord-351659-ujbxsus4 201 23 : : : cord-351659-ujbxsus4 201 24 Effects effect NNS cord-351659-ujbxsus4 201 25 of of IN cord-351659-ujbxsus4 201 26 emergency emergency NN cord-351659-ujbxsus4 201 27 containment containment NN cord-351659-ujbxsus4 201 28 measures measure NNS cord-351659-ujbxsus4 201 29 Modelling model VBG cord-351659-ujbxsus4 201 30 the the DT cord-351659-ujbxsus4 201 31 COVID-19 covid-19 JJ cord-351659-ujbxsus4 201 32 epidemic epidemic NN cord-351659-ujbxsus4 201 33 and and CC cord-351659-ujbxsus4 201 34 implementation implementation NN cord-351659-ujbxsus4 201 35 of of IN cord-351659-ujbxsus4 201 36 population population NN cord-351659-ujbxsus4 201 37 - - HYPH cord-351659-ujbxsus4 201 38 wide wide JJ cord-351659-ujbxsus4 201 39 interventions intervention NNS cord-351659-ujbxsus4 201 40 in in IN cord-351659-ujbxsus4 201 41 Italy Italy NNP cord-351659-ujbxsus4 201 42 Transmission Transmission NNP cord-351659-ujbxsus4 201 43 potential potential NN cord-351659-ujbxsus4 201 44 and and CC cord-351659-ujbxsus4 201 45 severity severity NN cord-351659-ujbxsus4 201 46 of of IN cord-351659-ujbxsus4 201 47 COVID-19 COVID-19 NNP cord-351659-ujbxsus4 201 48 in in IN cord-351659-ujbxsus4 201 49 South South NNP cord-351659-ujbxsus4 201 50 Korea Korea NNP cord-351659-ujbxsus4 202 1 A a DT cord-351659-ujbxsus4 202 2 mathematical mathematical JJ cord-351659-ujbxsus4 202 3 model model NN cord-351659-ujbxsus4 202 4 for for IN cord-351659-ujbxsus4 202 5 simulating simulate VBG cord-351659-ujbxsus4 202 6 the the DT cord-351659-ujbxsus4 202 7 transmission transmission NN cord-351659-ujbxsus4 202 8 of of IN cord-351659-ujbxsus4 202 9 Wuhan Wuhan NNP cord-351659-ujbxsus4 202 10 novel novel NN cord-351659-ujbxsus4 202 11 Coronavirus Coronavirus NNP cord-351659-ujbxsus4 203 1 A a DT cord-351659-ujbxsus4 203 2 time time NN cord-351659-ujbxsus4 203 3 delay delay NN cord-351659-ujbxsus4 203 4 dynamical dynamical JJ cord-351659-ujbxsus4 203 5 model model NN cord-351659-ujbxsus4 203 6 for for IN cord-351659-ujbxsus4 203 7 outbreak outbreak NN cord-351659-ujbxsus4 203 8 of of IN cord-351659-ujbxsus4 203 9 2019-nCoV 2019-ncov CD cord-351659-ujbxsus4 203 10 and and CC cord-351659-ujbxsus4 203 11 the the DT cord-351659-ujbxsus4 203 12 parameter parameter NN cord-351659-ujbxsus4 203 13 identification identification NN cord-351659-ujbxsus4 203 14 A a DT cord-351659-ujbxsus4 203 15 data data NN cord-351659-ujbxsus4 203 16 driven drive VBN cord-351659-ujbxsus4 203 17 time time NN cord-351659-ujbxsus4 203 18 - - HYPH cord-351659-ujbxsus4 203 19 dependent dependent JJ cord-351659-ujbxsus4 203 20 transmission transmission NN cord-351659-ujbxsus4 203 21 rate rate NN cord-351659-ujbxsus4 203 22 for for IN cord-351659-ujbxsus4 203 23 tracking track VBG cord-351659-ujbxsus4 203 24 an an DT cord-351659-ujbxsus4 203 25 epidemic epidemic NN cord-351659-ujbxsus4 203 26 : : : cord-351659-ujbxsus4 203 27 A a DT cord-351659-ujbxsus4 203 28 case case NN cord-351659-ujbxsus4 203 29 study study NN cord-351659-ujbxsus4 203 30 of of IN cord-351659-ujbxsus4 203 31 2019-nCoV 2019-ncov CD cord-351659-ujbxsus4 203 32 Epidemiological epidemiological JJ cord-351659-ujbxsus4 203 33 identification identification NN cord-351659-ujbxsus4 203 34 of of IN cord-351659-ujbxsus4 203 35 a a DT cord-351659-ujbxsus4 203 36 novel novel JJ cord-351659-ujbxsus4 203 37 infectious infectious JJ cord-351659-ujbxsus4 203 38 disease disease NN cord-351659-ujbxsus4 203 39 in in IN cord-351659-ujbxsus4 203 40 real real JJ cord-351659-ujbxsus4 203 41 time time NN cord-351659-ujbxsus4 203 42 : : : cord-351659-ujbxsus4 203 43 Analysis analysis NN cord-351659-ujbxsus4 203 44 of of IN cord-351659-ujbxsus4 203 45 the the DT cord-351659-ujbxsus4 203 46 atypical atypical JJ cord-351659-ujbxsus4 203 47 pneumonia pneumonia NN cord-351659-ujbxsus4 203 48 outbreak outbreak NN cord-351659-ujbxsus4 203 49 in in IN cord-351659-ujbxsus4 203 50 Wuhan Wuhan NNP cord-351659-ujbxsus4 203 51 Estimating estimate VBG cord-351659-ujbxsus4 203 52 the the DT cord-351659-ujbxsus4 203 53 daily daily JJ cord-351659-ujbxsus4 203 54 trend trend NN cord-351659-ujbxsus4 203 55 in in IN cord-351659-ujbxsus4 203 56 the the DT cord-351659-ujbxsus4 203 57 size size NN cord-351659-ujbxsus4 203 58 of of IN cord-351659-ujbxsus4 203 59 COVID-19 covid-19 JJ cord-351659-ujbxsus4 203 60 infected infected JJ cord-351659-ujbxsus4 203 61 population population NN cord-351659-ujbxsus4 203 62 in in IN cord-351659-ujbxsus4 203 63 Wuhan Wuhan NNP cord-351659-ujbxsus4 203 64 Estimation Estimation NNP cord-351659-ujbxsus4 203 65 of of IN cord-351659-ujbxsus4 203 66 the the DT cord-351659-ujbxsus4 203 67 asymptomatic asymptomatic JJ cord-351659-ujbxsus4 203 68 ratio ratio NN cord-351659-ujbxsus4 203 69 of of IN cord-351659-ujbxsus4 203 70 novel novel JJ cord-351659-ujbxsus4 203 71 coronavirus coronavirus NN cord-351659-ujbxsus4 203 72 infections infection NNS cord-351659-ujbxsus4 203 73 ( ( -LRB- cord-351659-ujbxsus4 203 74 COVID-19 covid-19 NN cord-351659-ujbxsus4 203 75 ) ) -RRB- cord-351659-ujbxsus4 204 1 The the DT cord-351659-ujbxsus4 204 2 extent extent NN cord-351659-ujbxsus4 204 3 of of IN cord-351659-ujbxsus4 204 4 transmission transmission NN cord-351659-ujbxsus4 204 5 of of IN cord-351659-ujbxsus4 204 6 novel novel JJ cord-351659-ujbxsus4 204 7 coronavirus coronavirus NN cord-351659-ujbxsus4 204 8 in in IN cord-351659-ujbxsus4 204 9 Wuhan Wuhan NNP cord-351659-ujbxsus4 204 10 , , , cord-351659-ujbxsus4 204 11 China China NNP cord-351659-ujbxsus4 204 12 , , , cord-351659-ujbxsus4 204 13 2020 2020 CD cord-351659-ujbxsus4 204 14 Novel Novel NNP cord-351659-ujbxsus4 204 15 coronavirus coronavirus NN cord-351659-ujbxsus4 204 16 2019-nCoV 2019-ncov CD cord-351659-ujbxsus4 204 17 : : : cord-351659-ujbxsus4 204 18 Early early JJ cord-351659-ujbxsus4 204 19 estimation estimation NN cord-351659-ujbxsus4 204 20 of of IN cord-351659-ujbxsus4 204 21 epidemiological epidemiological JJ cord-351659-ujbxsus4 204 22 parameters parameter NNS cord-351659-ujbxsus4 204 23 and and CC cord-351659-ujbxsus4 204 24 epidemic epidemic NN cord-351659-ujbxsus4 204 25 predictions prediction NNS cord-351659-ujbxsus4 205 1 The the DT cord-351659-ujbxsus4 205 2 Novel Novel NNP cord-351659-ujbxsus4 205 3 Coronavirus Coronavirus NNP cord-351659-ujbxsus4 205 4 , , , cord-351659-ujbxsus4 205 5 2019-nCoV 2019-ncov CD cord-351659-ujbxsus4 205 6 , , , cord-351659-ujbxsus4 205 7 is be VBZ cord-351659-ujbxsus4 205 8 highly highly RB cord-351659-ujbxsus4 205 9 contagious contagious JJ cord-351659-ujbxsus4 205 10 and and CC cord-351659-ujbxsus4 205 11 more more RBR cord-351659-ujbxsus4 205 12 infectious infectious JJ cord-351659-ujbxsus4 205 13 than than IN cord-351659-ujbxsus4 205 14 initially initially RB cord-351659-ujbxsus4 205 15 estimated estimate VBN cord-351659-ujbxsus4 205 16 Nowcasting Nowcasting NNP cord-351659-ujbxsus4 205 17 and and CC cord-351659-ujbxsus4 205 18 forecasting forecast VBG cord-351659-ujbxsus4 205 19 the the DT cord-351659-ujbxsus4 205 20 potential potential JJ cord-351659-ujbxsus4 205 21 domestic domestic JJ cord-351659-ujbxsus4 205 22 and and CC cord-351659-ujbxsus4 205 23 international international JJ cord-351659-ujbxsus4 205 24 spread spread NN cord-351659-ujbxsus4 205 25 of of IN cord-351659-ujbxsus4 205 26 the the DT cord-351659-ujbxsus4 205 27 2019-nCoV 2019-ncov CD cord-351659-ujbxsus4 205 28 outbreak outbreak NN cord-351659-ujbxsus4 205 29 originating originate VBG cord-351659-ujbxsus4 205 30 in in IN cord-351659-ujbxsus4 205 31 Wuhan Wuhan NNP cord-351659-ujbxsus4 205 32 , , , cord-351659-ujbxsus4 205 33 China China NNP cord-351659-ujbxsus4 205 34 : : : cord-351659-ujbxsus4 205 35 a a DT cord-351659-ujbxsus4 205 36 modelling modelling NN cord-351659-ujbxsus4 205 37 study study NN cord-351659-ujbxsus4 205 38 Simulating simulate VBG cord-351659-ujbxsus4 205 39 the the DT cord-351659-ujbxsus4 205 40 infected infected JJ cord-351659-ujbxsus4 205 41 population population NN cord-351659-ujbxsus4 205 42 and and CC cord-351659-ujbxsus4 205 43 spread spread VB cord-351659-ujbxsus4 205 44 trend trend NN cord-351659-ujbxsus4 205 45 of of IN cord-351659-ujbxsus4 205 46 2019-nCov 2019-ncov CD cord-351659-ujbxsus4 205 47 under under IN cord-351659-ujbxsus4 205 48 different different JJ cord-351659-ujbxsus4 205 49 policy policy NN cord-351659-ujbxsus4 205 50 by by IN cord-351659-ujbxsus4 205 51 EIR EIR NNP cord-351659-ujbxsus4 205 52 model model NN cord-351659-ujbxsus4 205 53 Epidemiological epidemiological JJ cord-351659-ujbxsus4 205 54 and and CC cord-351659-ujbxsus4 205 55 clinical clinical JJ cord-351659-ujbxsus4 205 56 features feature NNS cord-351659-ujbxsus4 205 57 of of IN cord-351659-ujbxsus4 205 58 the the DT cord-351659-ujbxsus4 205 59 2019 2019 CD cord-351659-ujbxsus4 205 60 novel novel JJ cord-351659-ujbxsus4 205 61 coronavirus coronavirus NN cord-351659-ujbxsus4 205 62 outbreak outbreak NN cord-351659-ujbxsus4 205 63 in in IN cord-351659-ujbxsus4 205 64 China China NNP cord-351659-ujbxsus4 206 1 Predictions prediction NNS cord-351659-ujbxsus4 206 2 of of IN cord-351659-ujbxsus4 206 3 2019-nCoV 2019-ncov CD cord-351659-ujbxsus4 206 4 transmission transmission NN cord-351659-ujbxsus4 206 5 ending end VBG cord-351659-ujbxsus4 206 6 via via IN cord-351659-ujbxsus4 206 7 comprehensive comprehensive JJ cord-351659-ujbxsus4 206 8 methods method NNS cord-351659-ujbxsus4 207 1 Preliminary preliminary JJ cord-351659-ujbxsus4 207 2 estimation estimation NN cord-351659-ujbxsus4 207 3 of of IN cord-351659-ujbxsus4 207 4 the the DT cord-351659-ujbxsus4 207 5 basic basic JJ cord-351659-ujbxsus4 207 6 reproduction reproduction NN cord-351659-ujbxsus4 207 7 number number NN cord-351659-ujbxsus4 207 8 of of IN cord-351659-ujbxsus4 207 9 novel novel JJ cord-351659-ujbxsus4 207 10 coronavirus coronavirus NN cord-351659-ujbxsus4 207 11 ( ( -LRB- cord-351659-ujbxsus4 207 12 2019-nCoV 2019-ncov CD cord-351659-ujbxsus4 207 13 ) ) -RRB- cord-351659-ujbxsus4 207 14 in in IN cord-351659-ujbxsus4 207 15 China China NNP cord-351659-ujbxsus4 207 16 , , , cord-351659-ujbxsus4 207 17 from from IN cord-351659-ujbxsus4 207 18 2019 2019 CD cord-351659-ujbxsus4 207 19 to to IN cord-351659-ujbxsus4 207 20 2020 2020 CD cord-351659-ujbxsus4 207 21 : : : cord-351659-ujbxsus4 208 1 A a DT cord-351659-ujbxsus4 208 2 data data NN cord-351659-ujbxsus4 208 3 - - HYPH cord-351659-ujbxsus4 208 4 driven drive VBN cord-351659-ujbxsus4 208 5 analysis analysis NN cord-351659-ujbxsus4 208 6 in in IN cord-351659-ujbxsus4 208 7 the the DT cord-351659-ujbxsus4 208 8 early early JJ cord-351659-ujbxsus4 208 9 phase phase NN cord-351659-ujbxsus4 208 10 of of IN cord-351659-ujbxsus4 208 11 the the DT cord-351659-ujbxsus4 208 12 outbreak outbreak NN cord-351659-ujbxsus4 208 13 National National NNP cord-351659-ujbxsus4 208 14 Health Health NNP cord-351659-ujbxsus4 208 15 Commission Commission NNP cord-351659-ujbxsus4 208 16 of of IN cord-351659-ujbxsus4 208 17 the the DT cord-351659-ujbxsus4 208 18 People People NNPS cord-351659-ujbxsus4 208 19 's 's POS cord-351659-ujbxsus4 208 20 Republic Republic NNP cord-351659-ujbxsus4 208 21 of of IN cord-351659-ujbxsus4 208 22 China China NNP cord-351659-ujbxsus4 208 23 Regression Regression NNP cord-351659-ujbxsus4 208 24 shrinkage shrinkage NN cord-351659-ujbxsus4 208 25 and and CC cord-351659-ujbxsus4 208 26 selection selection NN cord-351659-ujbxsus4 208 27 via via IN cord-351659-ujbxsus4 208 28 the the DT cord-351659-ujbxsus4 208 29 lasso lasso NN cord-351659-ujbxsus4 209 1 The the DT cord-351659-ujbxsus4 209 2 adaptive adaptive JJ cord-351659-ujbxsus4 209 3 lasso lasso NN cord-351659-ujbxsus4 209 4 and and CC cord-351659-ujbxsus4 209 5 its -PRON- PRP$ cord-351659-ujbxsus4 209 6 oracle oracle NNP cord-351659-ujbxsus4 209 7 properties property NNS cord-351659-ujbxsus4 209 8 Local local JJ cord-351659-ujbxsus4 209 9 polynomial polynomial JJ cord-351659-ujbxsus4 209 10 regression regression NN cord-351659-ujbxsus4 209 11 : : : cord-351659-ujbxsus4 209 12 Optimal optimal JJ cord-351659-ujbxsus4 209 13 kernels kernel NNS cord-351659-ujbxsus4 209 14 and and CC cord-351659-ujbxsus4 209 15 asymptotic asymptotic JJ cord-351659-ujbxsus4 209 16 minimax minimax NN cord-351659-ujbxsus4 209 17 effciency effciency NN cord-351659-ujbxsus4 210 1 A a DT cord-351659-ujbxsus4 210 2 fast fast JJ cord-351659-ujbxsus4 210 3 iterative iterative JJ cord-351659-ujbxsus4 210 4 shrinkage shrinkage NN cord-351659-ujbxsus4 210 5 - - HYPH cord-351659-ujbxsus4 210 6 thresholding thresholding NN cord-351659-ujbxsus4 210 7 algorithm algorithm NN cord-351659-ujbxsus4 210 8 for for IN cord-351659-ujbxsus4 210 9 linear linear JJ cord-351659-ujbxsus4 210 10 inverse inverse NN cord-351659-ujbxsus4 210 11 problems problem NNS cord-351659-ujbxsus4 210 12 Principles Principles NNPS cord-351659-ujbxsus4 210 13 and and CC cord-351659-ujbxsus4 210 14 Practice Practice NNP cord-351659-ujbxsus4 210 15 National National NNP cord-351659-ujbxsus4 210 16 Health Health NNP cord-351659-ujbxsus4 210 17 and and CC cord-351659-ujbxsus4 210 18 Family Family NNP cord-351659-ujbxsus4 210 19 Planning Planning NNP cord-351659-ujbxsus4 210 20 Commission Commission NNP cord-351659-ujbxsus4 210 21 of of IN cord-351659-ujbxsus4 210 22 China China NNP cord-351659-ujbxsus4 210 23 . . . cord-351659-ujbxsus4 211 1 Report report VB cord-351659-ujbxsus4 211 2 on on IN cord-351659-ujbxsus4 211 3 China China NNP cord-351659-ujbxsus4 211 4 's 's POS cord-351659-ujbxsus4 211 5 mi mi JJ cord-351659-ujbxsus4 211 6 - - JJ cord-351659-ujbxsus4 211 7 grant grant VB cord-351659-ujbxsus4 211 8 population population NN cord-351659-ujbxsus4 211 9 development development NN cord-351659-ujbxsus4 212 1 The the DT cord-351659-ujbxsus4 212 2 authors author NNS cord-351659-ujbxsus4 212 3 would would MD cord-351659-ujbxsus4 212 4 like like VB cord-351659-ujbxsus4 212 5 to to TO cord-351659-ujbxsus4 212 6 thank thank VB cord-351659-ujbxsus4 212 7 Southwestern Southwestern NNP cord-351659-ujbxsus4 212 8 University University NNP cord-351659-ujbxsus4 212 9 of of IN cord-351659-ujbxsus4 212 10 Finance Finance NNP cord-351659-ujbxsus4 212 11 and and CC cord-351659-ujbxsus4 212 12 Economics Economics NNP cord-351659-ujbxsus4 212 13 , , , cord-351659-ujbxsus4 212 14 Australian Australian NNP cord-351659-ujbxsus4 212 15 National National NNP cord-351659-ujbxsus4 212 16 University University NNP cord-351659-ujbxsus4 212 17 and and CC cord-351659-ujbxsus4 212 18 Macquarie Macquarie NNP cord-351659-ujbxsus4 212 19 University University NNP cord-351659-ujbxsus4 212 20 for for IN cord-351659-ujbxsus4 212 21 their -PRON- PRP$ cord-351659-ujbxsus4 212 22 support support NN cord-351659-ujbxsus4 212 23 . . . cord-351659-ujbxsus4 213 1 Xiandeng Xiandeng NNP cord-351659-ujbxsus4 213 2 Jiang Jiang NNP cord-351659-ujbxsus4 213 3 acknowledges acknowledge VBZ cord-351659-ujbxsus4 213 4 the the DT cord-351659-ujbxsus4 213 5 research research NN cord-351659-ujbxsus4 213 6 grants grant NNS cord-351659-ujbxsus4 213 7 supported support VBN cord-351659-ujbxsus4 213 8 by by IN cord-351659-ujbxsus4 213 9 the the DT cord-351659-ujbxsus4 213 10 People People NNPS cord-351659-ujbxsus4 213 11 Republic Republic NNP cord-351659-ujbxsus4 213 12 of of IN cord-351659-ujbxsus4 213 13 China China NNP cord-351659-ujbxsus4 213 14 Ministry Ministry NNP cord-351659-ujbxsus4 213 15 of of IN cord-351659-ujbxsus4 213 16 Education Education NNP cord-351659-ujbxsus4 213 17 Youth Youth NNP cord-351659-ujbxsus4 213 18 Project Project NNP cord-351659-ujbxsus4 213 19 for for IN cord-351659-ujbxsus4 213 20 Humanities Humanities NNP cord-351659-ujbxsus4 213 21 and and CC cord-351659-ujbxsus4 213 22 Social Social NNP cord-351659-ujbxsus4 213 23 Science Science NNP cord-351659-ujbxsus4 213 24 Research Research NNP cord-351659-ujbxsus4 214 1 ( ( -LRB- cord-351659-ujbxsus4 214 2 Grant Grant NNP cord-351659-ujbxsus4 214 3 No No NNP cord-351659-ujbxsus4 214 4 . . NN cord-351659-ujbxsus4 214 5 20YJC790051 20yjc790051 CD cord-351659-ujbxsus4 214 6 ) ) -RRB- cord-351659-ujbxsus4 214 7 . . . cord-351659-ujbxsus4 215 1 We -PRON- PRP cord-351659-ujbxsus4 215 2 particularly particularly RB cord-351659-ujbxsus4 215 3 thank thank VBP cord-351659-ujbxsus4 215 4 the the DT cord-351659-ujbxsus4 215 5 Deputy Deputy NNP cord-351659-ujbxsus4 215 6 Editor Editor NNP cord-351659-ujbxsus4 215 7 ( ( -LRB- cord-351659-ujbxsus4 215 8 Rafal Rafal NNP cord-351659-ujbxsus4 215 9 Marszalek Marszalek NNP cord-351659-ujbxsus4 215 10 ) ) -RRB- cord-351659-ujbxsus4 215 11 and and CC cord-351659-ujbxsus4 215 12 two two CD cord-351659-ujbxsus4 215 13 anonymous anonymous JJ cord-351659-ujbxsus4 215 14 referees referee NNS cord-351659-ujbxsus4 215 15 for for IN cord-351659-ujbxsus4 215 16 providing provide VBG cord-351659-ujbxsus4 215 17 valuable valuable JJ cord-351659-ujbxsus4 215 18 and and CC cord-351659-ujbxsus4 215 19 insightful insightful JJ cord-351659-ujbxsus4 215 20 comments comment NNS cord-351659-ujbxsus4 215 21 on on IN cord-351659-ujbxsus4 215 22 earlier early JJR cord-351659-ujbxsus4 215 23 drafts draft NNS cord-351659-ujbxsus4 215 24 . . . cord-351659-ujbxsus4 216 1 The the DT cord-351659-ujbxsus4 216 2 usual usual JJ cord-351659-ujbxsus4 216 3 disclaimer disclaimer NN cord-351659-ujbxsus4 216 4 applies apply VBZ cord-351659-ujbxsus4 216 5 . . . cord-351659-ujbxsus4 217 1 This this DT cord-351659-ujbxsus4 217 2 research research NN cord-351659-ujbxsus4 217 3 did do VBD cord-351659-ujbxsus4 217 4 not not RB cord-351659-ujbxsus4 217 5 receive receive VB cord-351659-ujbxsus4 217 6 any any DT cord-351659-ujbxsus4 217 7 specific specific JJ cord-351659-ujbxsus4 217 8 grant grant NN cord-351659-ujbxsus4 217 9 from from IN cord-351659-ujbxsus4 217 10 funding fund VBG cord-351659-ujbxsus4 217 11 agencies agency NNS cord-351659-ujbxsus4 217 12 in in IN cord-351659-ujbxsus4 217 13 the the DT cord-351659-ujbxsus4 217 14 public public NN cord-351659-ujbxsus4 217 15 , , , cord-351659-ujbxsus4 217 16 commercial commercial JJ cord-351659-ujbxsus4 217 17 , , , cord-351659-ujbxsus4 217 18 or or CC cord-351659-ujbxsus4 217 19 not not RB cord-351659-ujbxsus4 217 20 - - HYPH cord-351659-ujbxsus4 217 21 for for IN cord-351659-ujbxsus4 217 22 - - HYPH cord-351659-ujbxsus4 217 23 profit profit NN cord-351659-ujbxsus4 217 24 sectors sector NNS cord-351659-ujbxsus4 217 25 . . . cord-351659-ujbxsus4 218 1 X.J. X.J. NNP cord-351659-ujbxsus4 218 2 collected collect VBD cord-351659-ujbxsus4 218 3 data datum NNS cord-351659-ujbxsus4 218 4 and and CC cord-351659-ujbxsus4 218 5 designed design VBD cord-351659-ujbxsus4 218 6 the the DT cord-351659-ujbxsus4 218 7 research research NN cord-351659-ujbxsus4 218 8 . . . cord-351659-ujbxsus4 219 1 L.C. L.C. NNP cord-351659-ujbxsus4 219 2 and and CC cord-351659-ujbxsus4 219 3 Y.S. Y.S. NNP cord-351659-ujbxsus4 219 4 performed perform VBD cord-351659-ujbxsus4 219 5 the the DT cord-351659-ujbxsus4 219 6 research research NN cord-351659-ujbxsus4 219 7 and and CC cord-351659-ujbxsus4 219 8 analyzed analyze VBD cord-351659-ujbxsus4 219 9 the the DT cord-351659-ujbxsus4 219 10 data datum NNS cord-351659-ujbxsus4 219 11 . . . cord-351659-ujbxsus4 220 1 X.J. X.J. NNP cord-351659-ujbxsus4 220 2 , , , cord-351659-ujbxsus4 220 3 L.C. L.C. NNP cord-351659-ujbxsus4 220 4 , , , cord-351659-ujbxsus4 220 5 and and CC cord-351659-ujbxsus4 220 6 Y.S. Y.S. NNP cord-351659-ujbxsus4 220 7 wrote write VBD cord-351659-ujbxsus4 220 8 the the DT cord-351659-ujbxsus4 220 9 paper paper NN cord-351659-ujbxsus4 220 10 . . . cord-351659-ujbxsus4 221 1 The the DT cord-351659-ujbxsus4 221 2 authors author NNS cord-351659-ujbxsus4 221 3 declare declare VBP cord-351659-ujbxsus4 221 4 no no DT cord-351659-ujbxsus4 221 5 competing compete VBG cord-351659-ujbxsus4 221 6 interests interest NNS cord-351659-ujbxsus4 221 7 . . . cord-351659-ujbxsus4 222 1 Correspondence correspondence NN cord-351659-ujbxsus4 222 2 and and CC cord-351659-ujbxsus4 222 3 requests request NNS cord-351659-ujbxsus4 222 4 for for IN cord-351659-ujbxsus4 222 5 materials material NNS cord-351659-ujbxsus4 222 6 should should MD cord-351659-ujbxsus4 222 7 be be VB cord-351659-ujbxsus4 222 8 addressed address VBN cord-351659-ujbxsus4 222 9 to to IN cord-351659-ujbxsus4 222 10 Y.S.Reprints y.s.reprint NNS cord-351659-ujbxsus4 222 11 and and CC cord-351659-ujbxsus4 222 12 permissions permission NNS cord-351659-ujbxsus4 222 13 information information NN cord-351659-ujbxsus4 222 14 is be VBZ cord-351659-ujbxsus4 222 15 available available JJ cord-351659-ujbxsus4 222 16 at at IN cord-351659-ujbxsus4 222 17 www.nature.com/reprints www.nature.com/reprints CD cord-351659-ujbxsus4 222 18 . . .