id sid tid token lemma pos cord-311432-js84ruve 1 1 key key NNP cord-311432-js84ruve 1 2 : : : cord-311432-js84ruve 1 3 cord-311432-js84ruve cord-311432-js84ruve NN cord-311432-js84ruve 1 4 authors author NNS cord-311432-js84ruve 1 5 : : : cord-311432-js84ruve 1 6 Hossein Hossein NNP cord-311432-js84ruve 1 7 Rashidi Rashidi NNP cord-311432-js84ruve 1 8 , , , cord-311432-js84ruve 1 9 T. t. NN cord-311432-js84ruve 1 10 ; ; : cord-311432-js84ruve 1 11 Shahriari Shahriari NNP cord-311432-js84ruve 1 12 , , , cord-311432-js84ruve 1 13 S. S. NNP cord-311432-js84ruve 1 14 ; ; : cord-311432-js84ruve 1 15 Azad Azad NNP cord-311432-js84ruve 1 16 , , , cord-311432-js84ruve 1 17 A. a. NN cord-311432-js84ruve 1 18 ; ; : cord-311432-js84ruve 1 19 Vafaee Vafaee NNP cord-311432-js84ruve 1 20 , , , cord-311432-js84ruve 1 21 F. F. NNP cord-311432-js84ruve 1 22 title title NN cord-311432-js84ruve 1 23 : : : cord-311432-js84ruve 1 24 Real real JJ cord-311432-js84ruve 1 25 - - HYPH cord-311432-js84ruve 1 26 time time NN cord-311432-js84ruve 1 27 time time NN cord-311432-js84ruve 1 28 - - HYPH cord-311432-js84ruve 1 29 series series NN cord-311432-js84ruve 1 30 modelling modelling NN cord-311432-js84ruve 1 31 for for IN cord-311432-js84ruve 1 32 prediction prediction NN cord-311432-js84ruve 1 33 of of IN cord-311432-js84ruve 1 34 COVID-19 COVID-19 NNP cord-311432-js84ruve 1 35 spread spread NN cord-311432-js84ruve 1 36 and and CC cord-311432-js84ruve 1 37 intervention intervention NN cord-311432-js84ruve 1 38 assessment assessment NN cord-311432-js84ruve 1 39 date date NN cord-311432-js84ruve 1 40 : : : cord-311432-js84ruve 1 41 2020 2020 CD cord-311432-js84ruve 1 42 - - HYPH cord-311432-js84ruve 1 43 04 04 CD cord-311432-js84ruve 1 44 - - HYPH cord-311432-js84ruve 1 45 29 29 CD cord-311432-js84ruve 1 46 journal journal NN cord-311432-js84ruve 1 47 : : : cord-311432-js84ruve 1 48 nan nan NNP cord-311432-js84ruve 1 49 DOI DOI NNP cord-311432-js84ruve 1 50 : : : cord-311432-js84ruve 2 1 10.1101/2020.04.24.20078923 10.1101/2020.04.24.20078923 CD cord-311432-js84ruve 3 1 sha sha NNP cord-311432-js84ruve 3 2 : : : cord-311432-js84ruve 3 3 a327bc47b5dba214326895f988370c71301efbfa a327bc47b5dba214326895f988370c71301efbfa NNP cord-311432-js84ruve 3 4 doc_id doc_id CD cord-311432-js84ruve 3 5 : : : cord-311432-js84ruve 3 6 311432 311432 CD cord-311432-js84ruve 3 7 cord_uid cord_uid NNS cord-311432-js84ruve 3 8 : : : cord-311432-js84ruve 3 9 js84ruve js84ruve NNP cord-311432-js84ruve 3 10 Substantial substantial JJ cord-311432-js84ruve 3 11 amount amount NN cord-311432-js84ruve 3 12 of of IN cord-311432-js84ruve 3 13 data datum NNS cord-311432-js84ruve 3 14 about about IN cord-311432-js84ruve 3 15 the the DT cord-311432-js84ruve 3 16 COVID-19 COVID-19 NNP cord-311432-js84ruve 3 17 pandemic pandemic NN cord-311432-js84ruve 3 18 is be VBZ cord-311432-js84ruve 3 19 generated generate VBN cord-311432-js84ruve 3 20 every every DT cord-311432-js84ruve 3 21 day day NN cord-311432-js84ruve 3 22 . . . cord-311432-js84ruve 4 1 Yet yet RB cord-311432-js84ruve 4 2 , , , cord-311432-js84ruve 4 3 data datum NNS cord-311432-js84ruve 4 4 streaming streaming NN cord-311432-js84ruve 4 5 , , , cord-311432-js84ruve 4 6 while while IN cord-311432-js84ruve 4 7 considerably considerably RB cord-311432-js84ruve 4 8 visualized visualize VBN cord-311432-js84ruve 4 9 , , , cord-311432-js84ruve 4 10 is be VBZ cord-311432-js84ruve 4 11 not not RB cord-311432-js84ruve 4 12 accompanied accompany VBN cord-311432-js84ruve 4 13 with with IN cord-311432-js84ruve 4 14 advanced advanced JJ cord-311432-js84ruve 4 15 modelling modelling NN cord-311432-js84ruve 4 16 techniques technique NNS cord-311432-js84ruve 4 17 to to TO cord-311432-js84ruve 4 18 provide provide VB cord-311432-js84ruve 4 19 real real JJ cord-311432-js84ruve 4 20 - - HYPH cord-311432-js84ruve 4 21 time time NN cord-311432-js84ruve 4 22 insights insight NNS cord-311432-js84ruve 4 23 . . . cord-311432-js84ruve 5 1 This this DT cord-311432-js84ruve 5 2 study study NN cord-311432-js84ruve 5 3 introduces introduce VBZ cord-311432-js84ruve 5 4 a a DT cord-311432-js84ruve 5 5 unified unified JJ cord-311432-js84ruve 5 6 platform platform NN cord-311432-js84ruve 5 7 which which WDT cord-311432-js84ruve 5 8 integrates integrate VBZ cord-311432-js84ruve 5 9 visualization visualization NN cord-311432-js84ruve 5 10 capabilities capability NNS cord-311432-js84ruve 5 11 with with IN cord-311432-js84ruve 5 12 advanced advanced JJ cord-311432-js84ruve 5 13 statistical statistical JJ cord-311432-js84ruve 5 14 methods method NNS cord-311432-js84ruve 5 15 for for IN cord-311432-js84ruve 5 16 predicting predict VBG cord-311432-js84ruve 5 17 the the DT cord-311432-js84ruve 5 18 virus virus NN cord-311432-js84ruve 5 19 spread spread VBN cord-311432-js84ruve 5 20 in in IN cord-311432-js84ruve 5 21 the the DT cord-311432-js84ruve 5 22 short short JJ cord-311432-js84ruve 5 23 run run NN cord-311432-js84ruve 5 24 , , , cord-311432-js84ruve 5 25 using use VBG cord-311432-js84ruve 5 26 real real JJ cord-311432-js84ruve 5 27 - - HYPH cord-311432-js84ruve 5 28 time time NN cord-311432-js84ruve 5 29 data datum NNS cord-311432-js84ruve 5 30 . . . cord-311432-js84ruve 6 1 The the DT cord-311432-js84ruve 6 2 platform platform NN cord-311432-js84ruve 6 3 is be VBZ cord-311432-js84ruve 6 4 backed back VBN cord-311432-js84ruve 6 5 up up RP cord-311432-js84ruve 6 6 by by IN cord-311432-js84ruve 6 7 advanced advanced JJ cord-311432-js84ruve 6 8 time time NN cord-311432-js84ruve 6 9 series series NN cord-311432-js84ruve 6 10 models model NNS cord-311432-js84ruve 6 11 to to TO cord-311432-js84ruve 6 12 capture capture VB cord-311432-js84ruve 6 13 any any DT cord-311432-js84ruve 6 14 possible possible JJ cord-311432-js84ruve 6 15 non non JJ cord-311432-js84ruve 6 16 - - JJ cord-311432-js84ruve 6 17 linearity linearity NN cord-311432-js84ruve 6 18 in in IN cord-311432-js84ruve 6 19 the the DT cord-311432-js84ruve 6 20 data datum NNS cord-311432-js84ruve 6 21 which which WDT cord-311432-js84ruve 6 22 is be VBZ cord-311432-js84ruve 6 23 enhanced enhance VBN cord-311432-js84ruve 6 24 by by IN cord-311432-js84ruve 6 25 the the DT cord-311432-js84ruve 6 26 capability capability NN cord-311432-js84ruve 6 27 of of IN cord-311432-js84ruve 6 28 measuring measure VBG cord-311432-js84ruve 6 29 the the DT cord-311432-js84ruve 6 30 expected expect VBN cord-311432-js84ruve 6 31 impact impact NN cord-311432-js84ruve 6 32 of of IN cord-311432-js84ruve 6 33 preventive preventive JJ cord-311432-js84ruve 6 34 interventions intervention NNS cord-311432-js84ruve 6 35 such such JJ cord-311432-js84ruve 6 36 as as IN cord-311432-js84ruve 6 37 social social JJ cord-311432-js84ruve 6 38 distancing distancing NN cord-311432-js84ruve 6 39 and and CC cord-311432-js84ruve 6 40 lockdowns lockdown NNS cord-311432-js84ruve 6 41 . . . cord-311432-js84ruve 7 1 The the DT cord-311432-js84ruve 7 2 platform platform NN cord-311432-js84ruve 7 3 enables enable VBZ cord-311432-js84ruve 7 4 lay lay VBP cord-311432-js84ruve 7 5 users user NNS cord-311432-js84ruve 7 6 , , , cord-311432-js84ruve 7 7 and and CC cord-311432-js84ruve 7 8 experts expert NNS cord-311432-js84ruve 7 9 , , , cord-311432-js84ruve 7 10 to to TO cord-311432-js84ruve 7 11 examine examine VB cord-311432-js84ruve 7 12 the the DT cord-311432-js84ruve 7 13 data datum NNS cord-311432-js84ruve 7 14 and and CC cord-311432-js84ruve 7 15 develop develop VB cord-311432-js84ruve 7 16 several several JJ cord-311432-js84ruve 7 17 customized customize VBN cord-311432-js84ruve 7 18 models model NNS cord-311432-js84ruve 7 19 with with IN cord-311432-js84ruve 7 20 different different JJ cord-311432-js84ruve 7 21 restriction restriction NN cord-311432-js84ruve 7 22 such such JJ cord-311432-js84ruve 7 23 as as IN cord-311432-js84ruve 7 24 models model NNS cord-311432-js84ruve 7 25 developed develop VBN cord-311432-js84ruve 7 26 for for IN cord-311432-js84ruve 7 27 specific specific JJ cord-311432-js84ruve 7 28 time time NN cord-311432-js84ruve 7 29 window window NN cord-311432-js84ruve 7 30 of of IN cord-311432-js84ruve 7 31 the the DT cord-311432-js84ruve 7 32 data datum NNS cord-311432-js84ruve 7 33 . . . cord-311432-js84ruve 8 1 Our -PRON- PRP$ cord-311432-js84ruve 8 2 policy policy NN cord-311432-js84ruve 8 3 assessment assessment NN cord-311432-js84ruve 8 4 of of IN cord-311432-js84ruve 8 5 the the DT cord-311432-js84ruve 8 6 case case NN cord-311432-js84ruve 8 7 of of IN cord-311432-js84ruve 8 8 Australia Australia NNP cord-311432-js84ruve 8 9 , , , cord-311432-js84ruve 8 10 shows show VBZ cord-311432-js84ruve 8 11 that that IN cord-311432-js84ruve 8 12 social social JJ cord-311432-js84ruve 8 13 distancing distancing NN cord-311432-js84ruve 8 14 and and CC cord-311432-js84ruve 8 15 travel travel NN cord-311432-js84ruve 8 16 ban ban NN cord-311432-js84ruve 8 17 restriction restriction NN cord-311432-js84ruve 8 18 significantly significantly RB cord-311432-js84ruve 8 19 affect affect VBP cord-311432-js84ruve 8 20 the the DT cord-311432-js84ruve 8 21 reduction reduction NN cord-311432-js84ruve 8 22 of of IN cord-311432-js84ruve 8 23 number number NN cord-311432-js84ruve 8 24 of of IN cord-311432-js84ruve 8 25 cases case NNS cord-311432-js84ruve 8 26 , , , cord-311432-js84ruve 8 27 as as IN cord-311432-js84ruve 8 28 an an DT cord-311432-js84ruve 8 29 effective effective JJ cord-311432-js84ruve 8 30 policy policy NN cord-311432-js84ruve 8 31 . . . cord-311432-js84ruve 9 1 The the DT cord-311432-js84ruve 9 2 outbreak outbreak NN cord-311432-js84ruve 9 3 of of IN cord-311432-js84ruve 9 4 coronavirus coronavirus NN cord-311432-js84ruve 9 5 disease disease NN cord-311432-js84ruve 9 6 2019 2019 CD cord-311432-js84ruve 9 7 , , , cord-311432-js84ruve 9 8 caused cause VBN cord-311432-js84ruve 9 9 by by IN cord-311432-js84ruve 9 10 acute acute JJ cord-311432-js84ruve 9 11 respiratory respiratory JJ cord-311432-js84ruve 9 12 syndrome syndrome NN cord-311432-js84ruve 9 13 coronavirus coronavirus NN cord-311432-js84ruve 9 14 2 2 CD cord-311432-js84ruve 10 1 ( ( -LRB- cord-311432-js84ruve 10 2 SARS SARS NNP cord-311432-js84ruve 10 3 - - HYPH cord-311432-js84ruve 10 4 CoV-2 CoV-2 NNP cord-311432-js84ruve 10 5 ) ) -RRB- cord-311432-js84ruve 10 6 , , , cord-311432-js84ruve 10 7 has have VBZ cord-311432-js84ruve 10 8 been be VBN cord-311432-js84ruve 10 9 recognized recognize VBN cord-311432-js84ruve 10 10 as as IN cord-311432-js84ruve 10 11 a a DT cord-311432-js84ruve 10 12 pandemic pandemic NN cord-311432-js84ruve 10 13 by by IN cord-311432-js84ruve 10 14 World World NNP cord-311432-js84ruve 10 15 Health Health NNP cord-311432-js84ruve 10 16 Organization Organization NNP cord-311432-js84ruve 10 17 representing represent VBG cord-311432-js84ruve 10 18 the the DT cord-311432-js84ruve 10 19 most most RBS cord-311432-js84ruve 10 20 serious serious JJ cord-311432-js84ruve 10 21 public public JJ cord-311432-js84ruve 10 22 health health NN cord-311432-js84ruve 10 23 threat threat NN cord-311432-js84ruve 10 24 during during IN cord-311432-js84ruve 10 25 the the DT cord-311432-js84ruve 10 26 last last JJ cord-311432-js84ruve 10 27 century century NN cord-311432-js84ruve 10 28 [ [ -LRB- cord-311432-js84ruve 10 29 1 1 CD cord-311432-js84ruve 10 30 ] ] -RRB- cord-311432-js84ruve 10 31 . . . cord-311432-js84ruve 11 1 The the DT cord-311432-js84ruve 11 2 global global JJ cord-311432-js84ruve 11 3 impact impact NN cord-311432-js84ruve 11 4 of of IN cord-311432-js84ruve 11 5 COVID-19 COVID-19 NNP cord-311432-js84ruve 11 6 has have VBZ cord-311432-js84ruve 11 7 been be VBN cord-311432-js84ruve 11 8 profound profound JJ cord-311432-js84ruve 11 9 . . . cord-311432-js84ruve 12 1 As as IN cord-311432-js84ruve 12 2 of of IN cord-311432-js84ruve 12 3 12 12 CD cord-311432-js84ruve 12 4 April April NNP cord-311432-js84ruve 12 5 2020 2020 CD cord-311432-js84ruve 12 6 , , , cord-311432-js84ruve 12 7 more more JJR cord-311432-js84ruve 12 8 than than IN cord-311432-js84ruve 12 9 1.87 1.87 CD cord-311432-js84ruve 12 10 million million CD cord-311432-js84ruve 12 11 cases case NNS cord-311432-js84ruve 12 12 of of IN cord-311432-js84ruve 12 13 COVID- covid- NN cord-311432-js84ruve 12 14 5 5 CD cord-311432-js84ruve 12 15 19 19 CD cord-311432-js84ruve 12 16 have have VBP cord-311432-js84ruve 12 17 been be VBN cord-311432-js84ruve 12 18 reported report VBN cord-311432-js84ruve 12 19 in in IN cord-311432-js84ruve 12 20 over over IN cord-311432-js84ruve 12 21 200 200 CD cord-311432-js84ruve 12 22 countries country NNS cord-311432-js84ruve 12 23 , , , cord-311432-js84ruve 12 24 resulting result VBG cord-311432-js84ruve 12 25 in in IN cord-311432-js84ruve 12 26 118,851 118,851 CD cord-311432-js84ruve 12 27 deaths death NNS cord-311432-js84ruve 12 28 as as IN cord-311432-js84ruve 12 29 reported report VBN cord-311432-js84ruve 12 30 by by IN cord-311432-js84ruve 12 31 the the DT cord-311432-js84ruve 12 32 European European NNP cord-311432-js84ruve 12 33 Centre Centre NNP cord-311432-js84ruve 12 34 for for IN cord-311432-js84ruve 12 35 Disease Disease NNP cord-311432-js84ruve 12 36 Prevention Prevention NNP cord-311432-js84ruve 12 37 and and CC cord-311432-js84ruve 12 38 Control Control NNP cord-311432-js84ruve 12 39 ( ( -LRB- cord-311432-js84ruve 12 40 ECDC ECDC NNP cord-311432-js84ruve 12 41 ) ) -RRB- cord-311432-js84ruve 13 1 [ [ -LRB- cord-311432-js84ruve 13 2 2 2 CD cord-311432-js84ruve 13 3 ] ] -RRB- cord-311432-js84ruve 13 4 . . . cord-311432-js84ruve 14 1 Forecasting forecast VBG cord-311432-js84ruve 14 2 the the DT cord-311432-js84ruve 14 3 imminent imminent JJ cord-311432-js84ruve 14 4 spread spread NN cord-311432-js84ruve 14 5 of of IN cord-311432-js84ruve 14 6 COVID-19 covid-19 NN cord-311432-js84ruve 14 7 informs inform VBZ cord-311432-js84ruve 14 8 policymaking policymaking NN cord-311432-js84ruve 14 9 and and CC cord-311432-js84ruve 14 10 enables enable VBZ cord-311432-js84ruve 14 11 an an DT cord-311432-js84ruve 14 12 evidencebased evidencebased JJ cord-311432-js84ruve 14 13 allocation allocation NN cord-311432-js84ruve 14 14 of of IN cord-311432-js84ruve 14 15 medical medical JJ cord-311432-js84ruve 14 16 resources resource NNS cord-311432-js84ruve 14 17 , , , cord-311432-js84ruve 14 18 arrangement arrangement NN cord-311432-js84ruve 14 19 of of IN cord-311432-js84ruve 14 20 production production NN cord-311432-js84ruve 14 21 activities activity NNS cord-311432-js84ruve 14 22 and and CC cord-311432-js84ruve 14 23 economic economic JJ cord-311432-js84ruve 14 24 10 10 CD cord-311432-js84ruve 14 25 development development NN cord-311432-js84ruve 14 26 [ [ -LRB- cord-311432-js84ruve 14 27 3 3 CD cord-311432-js84ruve 14 28 ] ] -RRB- cord-311432-js84ruve 14 29 . . . cord-311432-js84ruve 15 1 Therefore therefore RB cord-311432-js84ruve 15 2 , , , cord-311432-js84ruve 15 3 it -PRON- PRP cord-311432-js84ruve 15 4 is be VBZ cord-311432-js84ruve 15 5 urgent urgent JJ cord-311432-js84ruve 15 6 to to TO cord-311432-js84ruve 15 7 establish establish VB cord-311432-js84ruve 15 8 efficient efficient JJ cord-311432-js84ruve 15 9 trend trend NN cord-311432-js84ruve 15 10 prediction prediction NN cord-311432-js84ruve 15 11 models model NNS cord-311432-js84ruve 15 12 , , , cord-311432-js84ruve 15 13 on on IN cord-311432-js84ruve 15 14 the the DT cord-311432-js84ruve 15 15 latest late JJS cord-311432-js84ruve 15 16 available available JJ cord-311432-js84ruve 15 17 data datum NNS cord-311432-js84ruve 15 18 , , , cord-311432-js84ruve 15 19 to to TO cord-311432-js84ruve 15 20 provide provide VB cord-311432-js84ruve 15 21 a a DT cord-311432-js84ruve 15 22 point point NN cord-311432-js84ruve 15 23 of of IN cord-311432-js84ruve 15 24 reference reference NN cord-311432-js84ruve 15 25 for for IN cord-311432-js84ruve 15 26 the the DT cord-311432-js84ruve 15 27 governments government NNS cord-311432-js84ruve 15 28 to to TO cord-311432-js84ruve 15 29 formulate formulate VB cord-311432-js84ruve 15 30 adaptive adaptive JJ cord-311432-js84ruve 15 31 responses response NNS cord-311432-js84ruve 15 32 based base VBN cord-311432-js84ruve 15 33 on on IN cord-311432-js84ruve 15 34 reliable reliable JJ cord-311432-js84ruve 15 35 predictions prediction NNS cord-311432-js84ruve 15 36 on on IN cord-311432-js84ruve 15 37 the the DT cord-311432-js84ruve 15 38 impending impending JJ cord-311432-js84ruve 15 39 progress progress NN cord-311432-js84ruve 15 40 of of IN cord-311432-js84ruve 15 41 the the DT cord-311432-js84ruve 15 42 pandemic pandemic NN cord-311432-js84ruve 15 43 . . . cord-311432-js84ruve 16 1 The the DT cord-311432-js84ruve 16 2 classical classical JJ cord-311432-js84ruve 16 3 Susceptible-[Exposed]-Infected Susceptible-[Exposed]-Infected NNP cord-311432-js84ruve 16 4 - - HYPH cord-311432-js84ruve 16 5 Recovered recovered JJ cord-311432-js84ruve 16 6 ( ( -LRB- cord-311432-js84ruve 16 7 SEIR SEIR NNP cord-311432-js84ruve 16 8 / / SYM cord-311432-js84ruve 16 9 SIR SIR NNP cord-311432-js84ruve 16 10 ) ) -RRB- cord-311432-js84ruve 16 11 epidemic epidemic NN cord-311432-js84ruve 16 12 models model NNS cord-311432-js84ruve 16 13 [ [ -LRB- cord-311432-js84ruve 16 14 4 4 CD cord-311432-js84ruve 16 15 ] ] -RRB- cord-311432-js84ruve 16 16 , , , cord-311432-js84ruve 16 17 have have VBP cord-311432-js84ruve 16 18 15 15 CD cord-311432-js84ruve 16 19 been be VBN cord-311432-js84ruve 16 20 widely widely RB cord-311432-js84ruve 16 21 developed develop VBN cord-311432-js84ruve 16 22 to to TO cord-311432-js84ruve 16 23 simulate simulate VB cord-311432-js84ruve 16 24 the the DT cord-311432-js84ruve 16 25 transmission transmission NN cord-311432-js84ruve 16 26 dynamics dynamic NNS cord-311432-js84ruve 16 27 of of IN cord-311432-js84ruve 16 28 COVID COVID NNP cord-311432-js84ruve 16 29 19 19 CD cord-311432-js84ruve 16 30 [ [ -LRB- cord-311432-js84ruve 16 31 5 5 CD cord-311432-js84ruve 16 32 , , , cord-311432-js84ruve 16 33 6 6 CD cord-311432-js84ruve 16 34 ] ] -RRB- cord-311432-js84ruve 16 35 and and CC cord-311432-js84ruve 16 36 the the DT cord-311432-js84ruve 16 37 impact impact NN cord-311432-js84ruve 16 38 of of IN cord-311432-js84ruve 16 39 non non JJ cord-311432-js84ruve 16 40 - - JJ cord-311432-js84ruve 16 41 therapeutic therapeutic JJ cord-311432-js84ruve 16 42 interventions intervention NNS cord-311432-js84ruve 16 43 -e.g -e.g NNS cord-311432-js84ruve 16 44 . . . cord-311432-js84ruve 17 1 , , , cord-311432-js84ruve 17 2 travel travel NN cord-311432-js84ruve 17 3 and and CC cord-311432-js84ruve 17 4 border border NN cord-311432-js84ruve 17 5 restrictions restriction NNS cord-311432-js84ruve 17 6 [ [ -LRB- cord-311432-js84ruve 17 7 7 7 CD cord-311432-js84ruve 17 8 , , , cord-311432-js84ruve 17 9 8 8 CD cord-311432-js84ruve 17 10 ] ] -RRB- cord-311432-js84ruve 17 11 , , , cord-311432-js84ruve 17 12 quarantines quarantine NNS cord-311432-js84ruve 17 13 and and CC cord-311432-js84ruve 17 14 isolations isolation NNS cord-311432-js84ruve 17 15 [ [ -LRB- cord-311432-js84ruve 17 16 5 5 CD cord-311432-js84ruve 17 17 , , , cord-311432-js84ruve 17 18 [ [ -LRB- cord-311432-js84ruve 17 19 9 9 CD cord-311432-js84ruve 17 20 ] ] -RRB- cord-311432-js84ruve 17 21 [ [ -LRB- cord-311432-js84ruve 17 22 10 10 CD cord-311432-js84ruve 17 23 ] ] -RRB- cord-311432-js84ruve 17 24 [ [ -LRB- cord-311432-js84ruve 17 25 11 11 CD cord-311432-js84ruve 17 26 ] ] -RRB- cord-311432-js84ruve 17 27 , , , cord-311432-js84ruve 17 28 or or CC cord-311432-js84ruve 17 29 social social JJ cord-311432-js84ruve 17 30 distancing distancing NN cord-311432-js84ruve 17 31 and and CC cord-311432-js84ruve 17 32 closure closure NN cord-311432-js84ruve 17 33 of of IN cord-311432-js84ruve 17 34 facilities facility NNS cord-311432-js84ruve 17 35 - - , cord-311432-js84ruve 17 36 on on IN cord-311432-js84ruve 17 37 the the DT cord-311432-js84ruve 17 38 spread spread NN cord-311432-js84ruve 17 39 of of IN cord-311432-js84ruve 17 40 the the DT cord-311432-js84ruve 17 41 outbreak outbreak NN cord-311432-js84ruve 17 42 , , , cord-311432-js84ruve 17 43 and and CC cord-311432-js84ruve 17 44 in in IN cord-311432-js84ruve 17 45 some some DT cord-311432-js84ruve 17 46 cases case NNS cord-311432-js84ruve 17 47 , , , cord-311432-js84ruve 17 48 on on IN cord-311432-js84ruve 17 49 the the DT cord-311432-js84ruve 17 50 healthcare healthcare NN cord-311432-js84ruve 17 51 demand demand NN cord-311432-js84ruve 17 52 [ [ -LRB- cord-311432-js84ruve 17 53 5 5 CD cord-311432-js84ruve 17 54 , , , cord-311432-js84ruve 17 55 9 9 CD cord-311432-js84ruve 17 56 , , , cord-311432-js84ruve 17 57 [ [ -LRB- cord-311432-js84ruve 17 58 11 11 CD cord-311432-js84ruve 17 59 ] ] -RRB- cord-311432-js84ruve 17 60 [ [ -LRB- cord-311432-js84ruve 17 61 12 12 CD cord-311432-js84ruve 17 62 ] ] -RRB- cord-311432-js84ruve 17 63 [ [ -LRB- cord-311432-js84ruve 17 64 13 13 CD cord-311432-js84ruve 17 65 ] ] -RRB- cord-311432-js84ruve 18 1 .These .These NFP cord-311432-js84ruve 18 2 studies study NNS cord-311432-js84ruve 18 3 have have VBP cord-311432-js84ruve 18 4 been be VBN cord-311432-js84ruve 18 5 mostly mostly RB cord-311432-js84ruve 18 6 focused focus VBN cord-311432-js84ruve 18 7 on on IN cord-311432-js84ruve 18 8 calibrating calibrate VBG cord-311432-js84ruve 18 9 models model NNS cord-311432-js84ruve 18 10 for for IN cord-311432-js84ruve 18 11 a a DT cord-311432-js84ruve 18 12 specific specific JJ cord-311432-js84ruve 18 13 country country NN cord-311432-js84ruve 18 14 / / SYM cord-311432-js84ruve 18 15 region region NN cord-311432-js84ruve 18 16 based base VBN cord-311432-js84ruve 18 17 on on IN cord-311432-js84ruve 18 18 the the DT cord-311432-js84ruve 18 19 data datum NNS cord-311432-js84ruve 18 20 at at IN cord-311432-js84ruve 18 21 the the DT cord-311432-js84ruve 18 22 time time NN cord-311432-js84ruve 18 23 20 20 CD cord-311432-js84ruve 18 24 of of IN cord-311432-js84ruve 18 25 the the DT cord-311432-js84ruve 18 26 model model NN cord-311432-js84ruve 18 27 - - HYPH cord-311432-js84ruve 18 28 development development NN cord-311432-js84ruve 18 29 and and CC cord-311432-js84ruve 18 30 assuming assume VBG cord-311432-js84ruve 18 31 a a DT cord-311432-js84ruve 18 32 multitude multitude NN cord-311432-js84ruve 18 33 of of IN cord-311432-js84ruve 18 34 parameters parameter NNS cord-311432-js84ruve 18 35 initialized initialize VBN cord-311432-js84ruve 18 36 upon upon IN cord-311432-js84ruve 18 37 prior prior JJ cord-311432-js84ruve 18 38 knowledge knowledge NN cord-311432-js84ruve 18 39 such such JJ cord-311432-js84ruve 18 40 as as IN cord-311432-js84ruve 18 41 social social JJ cord-311432-js84ruve 18 42 contact contact NN cord-311432-js84ruve 18 43 structure structure NN cord-311432-js84ruve 18 44 , , , cord-311432-js84ruve 18 45 rate rate NN cord-311432-js84ruve 18 46 of of IN cord-311432-js84ruve 18 47 compliance compliance NN cord-311432-js84ruve 18 48 with with IN cord-311432-js84ruve 18 49 the the DT cord-311432-js84ruve 18 50 policy policy NN cord-311432-js84ruve 18 51 and and CC cord-311432-js84ruve 18 52 incubation incubation NN cord-311432-js84ruve 18 53 or or CC cord-311432-js84ruve 18 54 infection infection NN cord-311432-js84ruve 18 55 period period NN cord-311432-js84ruve 18 56 among among IN cord-311432-js84ruve 18 57 others other NNS cord-311432-js84ruve 18 58 . . . cord-311432-js84ruve 19 1 Complementing complement VBG cord-311432-js84ruve 19 2 upon upon IN cord-311432-js84ruve 19 3 SEIR seir JJ cord-311432-js84ruve 19 4 mathematical mathematical JJ cord-311432-js84ruve 19 5 models model NNS cord-311432-js84ruve 19 6 , , , cord-311432-js84ruve 19 7 and and CC cord-311432-js84ruve 19 8 owing owe VBG cord-311432-js84ruve 19 9 to to IN cord-311432-js84ruve 19 10 the the DT cord-311432-js84ruve 19 11 increased increase VBN cord-311432-js84ruve 19 12 amount amount NN cord-311432-js84ruve 19 13 of of IN cord-311432-js84ruve 19 14 data datum NNS cord-311432-js84ruve 19 15 and and CC cord-311432-js84ruve 19 16 consistency consistency NN cord-311432-js84ruve 19 17 of of IN cord-311432-js84ruve 19 18 reports report NNS cord-311432-js84ruve 19 19 , , , cord-311432-js84ruve 19 20 some some DT cord-311432-js84ruve 19 21 recent recent JJ cord-311432-js84ruve 19 22 efforts effort NNS cord-311432-js84ruve 19 23 have have VBP cord-311432-js84ruve 19 24 been be VBN cord-311432-js84ruve 19 25 focused focus VBN cord-311432-js84ruve 19 26 on on IN cord-311432-js84ruve 19 27 developing develop VBG cord-311432-js84ruve 19 28 statistical statistical JJ cord-311432-js84ruve 19 29 [ [ -LRB- cord-311432-js84ruve 19 30 3 3 CD cord-311432-js84ruve 19 31 , , , cord-311432-js84ruve 19 32 14 14 CD cord-311432-js84ruve 19 33 ] ] -RRB- cord-311432-js84ruve 19 34 or or CC cord-311432-js84ruve 19 35 machine machine NN cord-311432-js84ruve 19 36 learning learning NN cord-311432-js84ruve 19 37 methods method NNS cord-311432-js84ruve 19 38 [ [ -LRB- cord-311432-js84ruve 19 39 15 15 CD cord-311432-js84ruve 19 40 ] ] -RRB- cord-311432-js84ruve 19 41 to to TO cord-311432-js84ruve 19 42 predict predict VB cord-311432-js84ruve 19 43 the the DT cord-311432-js84ruve 19 44 near near JJ cord-311432-js84ruve 19 45 - - HYPH cord-311432-js84ruve 19 46 future future NN cord-311432-js84ruve 19 47 25 25 CD cord-311432-js84ruve 19 48 spread spread NN cord-311432-js84ruve 19 49 of of IN cord-311432-js84ruve 19 50 COVID-19 COVID-19 NNP cord-311432-js84ruve 19 51 ( ( -LRB- cord-311432-js84ruve 19 52 in in IN cord-311432-js84ruve 19 53 terms term NNS cord-311432-js84ruve 19 54 of of IN cord-311432-js84ruve 19 55 the the DT cord-311432-js84ruve 19 56 number number NN cord-311432-js84ruve 19 57 of of IN cord-311432-js84ruve 19 58 confirmed confirm VBN cord-311432-js84ruve 19 59 cases case NNS cord-311432-js84ruve 19 60 or or CC cord-311432-js84ruve 19 61 deaths death NNS cord-311432-js84ruve 19 62 ) ) -RRB- cord-311432-js84ruve 19 63 based base VBN cord-311432-js84ruve 19 64 on on IN cord-311432-js84ruve 19 65 the the DT cord-311432-js84ruve 19 66 historical historical JJ cord-311432-js84ruve 19 67 data datum NNS cord-311432-js84ruve 19 68 . . . cord-311432-js84ruve 20 1 While while IN cord-311432-js84ruve 20 2 reliable reliable JJ cord-311432-js84ruve 20 3 predictions prediction NNS cord-311432-js84ruve 20 4 of of IN cord-311432-js84ruve 20 5 the the DT cord-311432-js84ruve 20 6 pandemic pandemic JJ cord-311432-js84ruve 20 7 trend trend NN cord-311432-js84ruve 20 8 are be VBP cord-311432-js84ruve 20 9 essential essential JJ cord-311432-js84ruve 20 10 for for IN cord-311432-js84ruve 20 11 policymaking policymaking NN cord-311432-js84ruve 20 12 and and CC cord-311432-js84ruve 20 13 resourceallocation resourceallocation NN cord-311432-js84ruve 20 14 , , , cord-311432-js84ruve 20 15 there there EX cord-311432-js84ruve 20 16 is be VBZ cord-311432-js84ruve 20 17 a a DT cord-311432-js84ruve 20 18 lack lack NN cord-311432-js84ruve 20 19 of of IN cord-311432-js84ruve 20 20 an an DT cord-311432-js84ruve 20 21 adaptive adaptive JJ cord-311432-js84ruve 20 22 real real JJ cord-311432-js84ruve 20 23 - - HYPH cord-311432-js84ruve 20 24 time time NN cord-311432-js84ruve 20 25 modelling modelling NN cord-311432-js84ruve 20 26 platform platform NN cord-311432-js84ruve 20 27 which which WDT cord-311432-js84ruve 20 28 evolves evolve VBZ cord-311432-js84ruve 20 29 as as IN cord-311432-js84ruve 20 30 new new JJ cord-311432-js84ruve 20 31 data datum NNS cord-311432-js84ruve 20 32 30 30 CD cord-311432-js84ruve 20 33 arrives arrive VBZ cord-311432-js84ruve 20 34 . . . cord-311432-js84ruve 21 1 In in IN cord-311432-js84ruve 21 2 response response NN cord-311432-js84ruve 21 3 to to IN cord-311432-js84ruve 21 4 this this DT cord-311432-js84ruve 21 5 urgent urgent JJ cord-311432-js84ruve 21 6 need need NN cord-311432-js84ruve 21 7 , , , cord-311432-js84ruve 21 8 we -PRON- PRP cord-311432-js84ruve 21 9 present present VBP cord-311432-js84ruve 21 10 an an DT cord-311432-js84ruve 21 11 advanced advanced JJ cord-311432-js84ruve 21 12 time time NN cord-311432-js84ruve 21 13 - - HYPH cord-311432-js84ruve 21 14 series series NN cord-311432-js84ruve 21 15 models model NNS cord-311432-js84ruve 21 16 for for IN cord-311432-js84ruve 21 17 the the DT cord-311432-js84ruve 21 18 progression progression NN cord-311432-js84ruve 21 19 of of IN cord-311432-js84ruve 21 20 COVID-19 COVID-19 NNP cord-311432-js84ruve 21 21 using use VBG cord-311432-js84ruve 21 22 the the DT cord-311432-js84ruve 21 23 Autoregressive Autoregressive NNP cord-311432-js84ruve 21 24 Integrated Integrated NNP cord-311432-js84ruve 21 25 Moving Moving NNP cord-311432-js84ruve 21 26 Average Average NNP cord-311432-js84ruve 21 27 ( ( -LRB- cord-311432-js84ruve 21 28 ARIMA ARIMA NNP cord-311432-js84ruve 21 29 ) ) -RRB- cord-311432-js84ruve 21 30 formulation formulation NN cord-311432-js84ruve 21 31 [ [ -LRB- cord-311432-js84ruve 21 32 16 16 CD cord-311432-js84ruve 21 33 ] ] -RRB- cord-311432-js84ruve 21 34 statistical statistical JJ cord-311432-js84ruve 21 35 analyses analysis NNS cord-311432-js84ruve 21 36 combined combine VBN cord-311432-js84ruve 21 37 with with IN cord-311432-js84ruve 21 38 several several JJ cord-311432-js84ruve 21 39 non non JJ cord-311432-js84ruve 21 40 - - JJ cord-311432-js84ruve 21 41 linear linear JJ cord-311432-js84ruve 21 42 transformation transformation NN cord-311432-js84ruve 21 43 approaches approach NNS cord-311432-js84ruve 21 44 [ [ -LRB- cord-311432-js84ruve 21 45 17 17 CD cord-311432-js84ruve 21 46 ] ] -RRB- cord-311432-js84ruve 21 47 , , , cord-311432-js84ruve 21 48 and and CC cord-311432-js84ruve 21 49 complemented complement VBD cord-311432-js84ruve 21 50 with with IN cord-311432-js84ruve 21 51 an an DT cord-311432-js84ruve 21 52 interactive interactive JJ cord-311432-js84ruve 21 53 online online JJ cord-311432-js84ruve 21 54 dashboard dashboard NN cord-311432-js84ruve 21 55 which which WDT cord-311432-js84ruve 21 56 efficiently efficiently RB cord-311432-js84ruve 21 57 generates generate VBZ cord-311432-js84ruve 21 58 country country NN cord-311432-js84ruve 21 59 - - HYPH cord-311432-js84ruve 21 60 wise wise JJ cord-311432-js84ruve 21 61 predictive predictive JJ cord-311432-js84ruve 21 62 models model NNS cord-311432-js84ruve 21 63 , , , cord-311432-js84ruve 21 64 in in IN cord-311432-js84ruve 21 65 real real JJ cord-311432-js84ruve 21 66 - - HYPH cord-311432-js84ruve 21 67 time time NN cord-311432-js84ruve 21 68 , , , cord-311432-js84ruve 21 69 based base VBN cord-311432-js84ruve 21 70 on on IN cord-311432-js84ruve 21 71 the the DT cord-311432-js84ruve 21 72 latest late JJS cord-311432-js84ruve 21 73 ECDC ECDC NNP cord-311432-js84ruve 21 74 report report NN cord-311432-js84ruve 21 75 of of IN cord-311432-js84ruve 21 76 COVID-19 COVID-19 NNP cord-311432-js84ruve 21 77 35 35 CD cord-311432-js84ruve 21 78 cases case NNS cord-311432-js84ruve 21 79 worldwide worldwide RB cord-311432-js84ruve 21 80 . . . cord-311432-js84ruve 22 1 The the DT cord-311432-js84ruve 22 2 proposed propose VBN cord-311432-js84ruve 22 3 modelling modelling NN cord-311432-js84ruve 22 4 approach approach NN cord-311432-js84ruve 22 5 neither neither CC cord-311432-js84ruve 22 6 relies rely VBZ cord-311432-js84ruve 22 7 on on IN cord-311432-js84ruve 22 8 strict strict JJ cord-311432-js84ruve 22 9 modelling modelling NN cord-311432-js84ruve 22 10 assumptions assumption NNS cord-311432-js84ruve 22 11 ( ( -LRB- cord-311432-js84ruve 22 12 e.g. e.g. RB cord-311432-js84ruve 22 13 , , , cord-311432-js84ruve 22 14 linearity linearity NN cord-311432-js84ruve 22 15 , , , cord-311432-js84ruve 22 16 stationarity stationarity NN cord-311432-js84ruve 22 17 , , , cord-311432-js84ruve 22 18 or or CC cord-311432-js84ruve 22 19 existence existence NN cord-311432-js84ruve 22 20 of of IN cord-311432-js84ruve 22 21 an an DT cord-311432-js84ruve 22 22 epidemic epidemic JJ cord-311432-js84ruve 22 23 steady steady JJ cord-311432-js84ruve 22 24 state state NN cord-311432-js84ruve 22 25 ) ) -RRB- cord-311432-js84ruve 22 26 nor nor CC cord-311432-js84ruve 22 27 on on IN cord-311432-js84ruve 22 28 any any DT cord-311432-js84ruve 22 29 initial initial JJ cord-311432-js84ruve 22 30 parameters parameter NNS cord-311432-js84ruve 22 31 requiring require VBG cord-311432-js84ruve 22 32 a a DT cord-311432-js84ruve 22 33 priori priori FW cord-311432-js84ruve 22 34 knowledge knowledge NN cord-311432-js84ruve 22 35 . . . cord-311432-js84ruve 23 1 It -PRON- PRP cord-311432-js84ruve 23 2 offers offer VBZ cord-311432-js84ruve 23 3 a a DT cord-311432-js84ruve 23 4 transparent transparent JJ cord-311432-js84ruve 23 5 mathematical mathematical JJ cord-311432-js84ruve 23 6 function function NN cord-311432-js84ruve 23 7 to to TO cord-311432-js84ruve 23 8 better better RB cord-311432-js84ruve 23 9 understand understand VB cord-311432-js84ruve 23 10 the the DT cord-311432-js84ruve 23 11 trend trend NN cord-311432-js84ruve 23 12 and and CC cord-311432-js84ruve 23 13 40 40 CD cord-311432-js84ruve 23 14 to to TO cord-311432-js84ruve 23 15 predict predict VB cord-311432-js84ruve 23 16 future future JJ cord-311432-js84ruve 23 17 points point NNS cord-311432-js84ruve 23 18 in in IN cord-311432-js84ruve 23 19 the the DT cord-311432-js84ruve 23 20 series series NN cord-311432-js84ruve 23 21 . . . cord-311432-js84ruve 24 1 Different different JJ cord-311432-js84ruve 24 2 types type NNS cord-311432-js84ruve 24 3 of of IN cord-311432-js84ruve 24 4 transformation transformation NN cord-311432-js84ruve 24 5 have have VBP cord-311432-js84ruve 24 6 been be VBN cord-311432-js84ruve 24 7 examined examine VBN cord-311432-js84ruve 24 8 to to TO cord-311432-js84ruve 24 9 capture capture VB cord-311432-js84ruve 24 10 the the DT cord-311432-js84ruve 24 11 nonlinearity nonlinearity NN cord-311432-js84ruve 24 12 in in IN cord-311432-js84ruve 24 13 the the DT cord-311432-js84ruve 24 14 time time NN cord-311432-js84ruve 24 15 - - HYPH cord-311432-js84ruve 24 16 series series NN cord-311432-js84ruve 24 17 data datum NNS cord-311432-js84ruve 24 18 followed follow VBN cord-311432-js84ruve 24 19 by by IN cord-311432-js84ruve 24 20 multiple multiple JJ cord-311432-js84ruve 24 21 differencing differencing NN cord-311432-js84ruve 24 22 steps step NNS cord-311432-js84ruve 24 23 to to TO cord-311432-js84ruve 24 24 eliminate eliminate VB cord-311432-js84ruve 24 25 the the DT cord-311432-js84ruve 24 26 non non JJ cord-311432-js84ruve 24 27 - - JJ cord-311432-js84ruve 24 28 stationarity stationarity JJ cord-311432-js84ruve 24 29 status status NN cord-311432-js84ruve 24 30 . . . cord-311432-js84ruve 25 1 Notably notably RB cord-311432-js84ruve 25 2 , , , cord-311432-js84ruve 25 3 we -PRON- PRP cord-311432-js84ruve 25 4 enhanced enhance VBD cord-311432-js84ruve 25 5 the the DT cord-311432-js84ruve 25 6 time time NN cord-311432-js84ruve 25 7 - - HYPH cord-311432-js84ruve 25 8 series series NN cord-311432-js84ruve 25 9 model model NN cord-311432-js84ruve 25 10 to to TO cord-311432-js84ruve 25 11 capture capture VB cord-311432-js84ruve 25 12 the the DT cord-311432-js84ruve 25 13 effect effect NN cord-311432-js84ruve 25 14 of of IN cord-311432-js84ruve 25 15 previous previous JJ cord-311432-js84ruve 25 16 interventions intervention NNS cord-311432-js84ruve 25 17 using use VBG cord-311432-js84ruve 25 18 an an DT cord-311432-js84ruve 25 19 exogenous exogenous JJ cord-311432-js84ruve 25 20 variable variable NN cord-311432-js84ruve 25 21 which which WDT cord-311432-js84ruve 25 22 can can MD cord-311432-js84ruve 25 23 be be VB cord-311432-js84ruve 25 24 used use VBN cord-311432-js84ruve 25 25 to to TO cord-311432-js84ruve 25 26 predict predict VB cord-311432-js84ruve 25 27 the the DT cord-311432-js84ruve 25 28 impact impact NN cord-311432-js84ruve 25 29 of of IN cord-311432-js84ruve 25 30 future future JJ cord-311432-js84ruve 25 31 interventions intervention NNS cord-311432-js84ruve 25 32 . . . cord-311432-js84ruve 26 1 Further further RB cord-311432-js84ruve 26 2 , , , cord-311432-js84ruve 26 3 when when WRB cord-311432-js84ruve 26 4 no no DT cord-311432-js84ruve 26 5 record record NN cord-311432-js84ruve 26 6 of of IN cord-311432-js84ruve 26 7 intervention intervention NN cord-311432-js84ruve 26 8 is be VBZ cord-311432-js84ruve 26 9 provided provide VBN cord-311432-js84ruve 26 10 , , , cord-311432-js84ruve 26 11 the the DT cord-311432-js84ruve 26 12 model model NN cord-311432-js84ruve 26 13 can can MD cord-311432-js84ruve 26 14 infer infer VB cord-311432-js84ruve 26 15 previous previous JJ cord-311432-js84ruve 26 16 interventions intervention NNS cord-311432-js84ruve 26 17 from from IN cord-311432-js84ruve 26 18 data datum NNS cord-311432-js84ruve 26 19 and and CC cord-311432-js84ruve 26 20 incorporate incorporate VB cord-311432-js84ruve 26 21 its -PRON- PRP$ cord-311432-js84ruve 26 22 estimated estimate VBN cord-311432-js84ruve 26 23 impact impact NN cord-311432-js84ruve 26 24 into into IN cord-311432-js84ruve 26 25 future future JJ cord-311432-js84ruve 26 26 predictions prediction NNS cord-311432-js84ruve 26 27 . . . cord-311432-js84ruve 27 1 The the DT cord-311432-js84ruve 27 2 main main JJ cord-311432-js84ruve 27 3 objective objective NN cord-311432-js84ruve 27 4 of of IN cord-311432-js84ruve 27 5 this this DT cord-311432-js84ruve 27 6 study study NN cord-311432-js84ruve 27 7 is be VBZ cord-311432-js84ruve 27 8 to to TO cord-311432-js84ruve 27 9 introduce introduce VB cord-311432-js84ruve 27 10 an an DT cord-311432-js84ruve 27 11 easy easy JJ cord-311432-js84ruve 27 12 - - HYPH cord-311432-js84ruve 27 13 to to TO cord-311432-js84ruve 27 14 - - HYPH cord-311432-js84ruve 27 15 use use NN cord-311432-js84ruve 27 16 and and CC cord-311432-js84ruve 27 17 readily readily RB cord-311432-js84ruve 27 18 available available JJ cord-311432-js84ruve 27 19 statistical statistical JJ cord-311432-js84ruve 27 20 tool tool NN cord-311432-js84ruve 27 21 to to TO cord-311432-js84ruve 27 22 develop develop VB cord-311432-js84ruve 27 23 rigor rigor NN cord-311432-js84ruve 27 24 models model NNS cord-311432-js84ruve 27 25 for for IN cord-311432-js84ruve 27 26 time time NNP cord-311432-js84ruve 27 27 series series NNP cord-311432-js84ruve 27 28 data datum NNS cord-311432-js84ruve 27 29 of of IN cord-311432-js84ruve 27 30 COVID-19 COVID-19 NNP cord-311432-js84ruve 27 31 as as IN cord-311432-js84ruve 27 32 data datum NNS cord-311432-js84ruve 27 33 becomes become VBZ cord-311432-js84ruve 27 34 available available JJ cord-311432-js84ruve 27 35 on on IN cord-311432-js84ruve 27 36 a a DT cord-311432-js84ruve 27 37 5 5 CD cord-311432-js84ruve 27 38 real real JJ cord-311432-js84ruve 27 39 time time NN cord-311432-js84ruve 27 40 basis basis NN cord-311432-js84ruve 27 41 . . . cord-311432-js84ruve 28 1 In in IN cord-311432-js84ruve 28 2 this this DT cord-311432-js84ruve 28 3 article article NN cord-311432-js84ruve 28 4 it -PRON- PRP cord-311432-js84ruve 28 5 is be VBZ cord-311432-js84ruve 28 6 demonstrated demonstrate VBN cord-311432-js84ruve 28 7 that that IN cord-311432-js84ruve 28 8 the the DT cord-311432-js84ruve 28 9 proposed propose VBN cord-311432-js84ruve 28 10 modelling modelling NN cord-311432-js84ruve 28 11 tool tool NN cord-311432-js84ruve 28 12 is be VBZ cord-311432-js84ruve 28 13 reliable reliable JJ cord-311432-js84ruve 28 14 to to TO cord-311432-js84ruve 28 15 estimate estimate VB cord-311432-js84ruve 28 16 accurate accurate JJ cord-311432-js84ruve 28 17 model model NN cord-311432-js84ruve 28 18 parameters parameter NNS cord-311432-js84ruve 28 19 and and CC cord-311432-js84ruve 28 20 is be VBZ cord-311432-js84ruve 28 21 capable capable JJ cord-311432-js84ruve 28 22 of of IN cord-311432-js84ruve 28 23 being be VBG cord-311432-js84ruve 28 24 used use VBN cord-311432-js84ruve 28 25 for for IN cord-311432-js84ruve 28 26 policy policy NN cord-311432-js84ruve 28 27 assessment assessment NN cord-311432-js84ruve 28 28 . . . cord-311432-js84ruve 29 1 The the DT cord-311432-js84ruve 29 2 tool tool NN cord-311432-js84ruve 29 3 is be VBZ cord-311432-js84ruve 29 4 perfectly perfectly RB cord-311432-js84ruve 29 5 tailored tailor VBN cord-311432-js84ruve 29 6 for for IN cord-311432-js84ruve 29 7 modelling model VBG cord-311432-js84ruve 29 8 COVID-19 COVID-19 NNP cord-311432-js84ruve 29 9 data datum NNS cord-311432-js84ruve 29 10 which which WDT cord-311432-js84ruve 29 11 an an DT cord-311432-js84ruve 29 12 option option NN cord-311432-js84ruve 29 13 of of IN cord-311432-js84ruve 29 14 assessing assess VBG cord-311432-js84ruve 29 15 the the DT cord-311432-js84ruve 29 16 performance performance NN cord-311432-js84ruve 29 17 of of IN cord-311432-js84ruve 29 18 any any DT cord-311432-js84ruve 29 19 interventions intervention NNS cord-311432-js84ruve 29 20 to to TO cord-311432-js84ruve 29 21 control control VB cord-311432-js84ruve 29 22 the the DT cord-311432-js84ruve 29 23 spread spread NN cord-311432-js84ruve 29 24 , , , cord-311432-js84ruve 29 25 such such JJ cord-311432-js84ruve 29 26 as as IN cord-311432-js84ruve 29 27 lockdown lockdown NN cord-311432-js84ruve 29 28 , , , cord-311432-js84ruve 29 29 social social JJ cord-311432-js84ruve 29 30 distancing distancing NN cord-311432-js84ruve 29 31 rules rule NNS cord-311432-js84ruve 29 32 , , , cord-311432-js84ruve 29 33 and and CC cord-311432-js84ruve 29 34 airport airport NN cord-311432-js84ruve 29 35 restrictions restriction NNS cord-311432-js84ruve 29 36 . . . cord-311432-js84ruve 30 1 Multiple multiple JJ cord-311432-js84ruve 30 2 transformation transformation NN cord-311432-js84ruve 30 3 operations operation NNS cord-311432-js84ruve 30 4 are be VBP cord-311432-js84ruve 30 5 investigated investigate VBN cord-311432-js84ruve 30 6 to to TO cord-311432-js84ruve 30 7 stabilise stabilise VB cord-311432-js84ruve 30 8 variance variance NN cord-311432-js84ruve 30 9 , , , cord-311432-js84ruve 30 10 coupled couple VBN cord-311432-js84ruve 30 11 with with IN cord-311432-js84ruve 30 12 recursive recursive JJ cord-311432-js84ruve 30 13 differencing differencing NN cord-311432-js84ruve 30 14 until until IN cord-311432-js84ruve 30 15 eliminating eliminate VBG cord-311432-js84ruve 30 16 non non JJ cord-311432-js84ruve 30 17 - - JJ cord-311432-js84ruve 30 18 stationarity stationarity NN cord-311432-js84ruve 30 19 in in IN cord-311432-js84ruve 30 20 the the DT cord-311432-js84ruve 30 21 time time NN cord-311432-js84ruve 30 22 - - HYPH cord-311432-js84ruve 30 23 series series NN cord-311432-js84ruve 30 24 data datum NNS cord-311432-js84ruve 30 25 , , , cord-311432-js84ruve 30 26 i.e. i.e. FW cord-311432-js84ruve 30 27 , , , cord-311432-js84ruve 30 28 p p NN cord-311432-js84ruve 30 29 - - HYPH cord-311432-js84ruve 30 30 value value NN cord-311432-js84ruve 30 31 < < XX cord-311432-js84ruve 30 32 0.05 0.05 CD cord-311432-js84ruve 30 33 based base VBN cord-311432-js84ruve 30 34 on on IN cord-311432-js84ruve 30 35 augmented augment VBN cord-311432-js84ruve 30 36 Dickey Dickey NNP cord-311432-js84ruve 30 37 - - HYPH cord-311432-js84ruve 30 38 Fuller Fuller NNP cord-311432-js84ruve 30 39 test test NN cord-311432-js84ruve 30 40 [ [ -LRB- cord-311432-js84ruve 30 41 16 16 CD cord-311432-js84ruve 30 42 ] ] -RRB- cord-311432-js84ruve 30 43 . . . cord-311432-js84ruve 31 1 Upon upon IN cord-311432-js84ruve 31 2 each each DT cord-311432-js84ruve 31 3 transformation transformation NN cord-311432-js84ruve 31 4 , , , cord-311432-js84ruve 31 5 the the DT cord-311432-js84ruve 31 6 best good JJS cord-311432-js84ruve 31 7 ARIMA ARIMA NNP cord-311432-js84ruve 31 8 model model NN cord-311432-js84ruve 31 9 is be VBZ cord-311432-js84ruve 31 10 obtained obtain VBN cord-311432-js84ruve 31 11 for for IN cord-311432-js84ruve 31 12 each each DT cord-311432-js84ruve 31 13 country country NN cord-311432-js84ruve 31 14 , , , cord-311432-js84ruve 31 15 according accord VBG cord-311432-js84ruve 31 16 to to IN cord-311432-js84ruve 31 17 Akaike Akaike NNP cord-311432-js84ruve 31 18 information information NN cord-311432-js84ruve 31 19 criterion criterion NN cord-311432-js84ruve 31 20 ( ( -LRB- cord-311432-js84ruve 31 21 AIC AIC NNP cord-311432-js84ruve 31 22 ) ) -RRB- cord-311432-js84ruve 31 23 value value NN cord-311432-js84ruve 31 24 using use VBG cord-311432-js84ruve 31 25 15 15 CD cord-311432-js84ruve 31 26 maximum maximum JJ cord-311432-js84ruve 31 27 likelihood likelihood NN cord-311432-js84ruve 31 28 estimation estimation NN cord-311432-js84ruve 31 29 . . . cord-311432-js84ruve 32 1 The the DT cord-311432-js84ruve 32 2 optimal optimal JJ cord-311432-js84ruve 32 3 model model NN cord-311432-js84ruve 32 4 for for IN cord-311432-js84ruve 32 5 each each DT cord-311432-js84ruve 32 6 transformation transformation NN cord-311432-js84ruve 32 7 is be VBZ cord-311432-js84ruve 32 8 then then RB cord-311432-js84ruve 32 9 recorded record VBN cord-311432-js84ruve 32 10 based base VBN cord-311432-js84ruve 32 11 on on IN cord-311432-js84ruve 32 12 the the DT cord-311432-js84ruve 32 13 overall overall JJ cord-311432-js84ruve 32 14 model model NN cord-311432-js84ruve 32 15 Root Root NNP cord-311432-js84ruve 32 16 Mean Mean NNP cord-311432-js84ruve 32 17 Square Square NNP cord-311432-js84ruve 32 18 Error error NN cord-311432-js84ruve 32 19 ( ( -LRB- cord-311432-js84ruve 32 20 RMSE RMSE NNP cord-311432-js84ruve 32 21 ) ) -RRB- cord-311432-js84ruve 32 22 on on IN cord-311432-js84ruve 32 23 the the DT cord-311432-js84ruve 32 24 last last JJ cord-311432-js84ruve 32 25 20 20 CD cord-311432-js84ruve 32 26 % % NN cord-311432-js84ruve 32 27 of of IN cord-311432-js84ruve 32 28 observations observation NNS cord-311432-js84ruve 32 29 reported report VBN cord-311432-js84ruve 32 30 as as IN cord-311432-js84ruve 32 31 a a DT cord-311432-js84ruve 32 32 surrogate surrogate JJ cord-311432-js84ruve 32 33 estimate estimate NN cord-311432-js84ruve 32 34 of of IN cord-311432-js84ruve 32 35 out out IN cord-311432-js84ruve 32 36 - - HYPH cord-311432-js84ruve 32 37 sample sample NN cord-311432-js84ruve 32 38 prediction prediction NN cord-311432-js84ruve 32 39 performance performance NN cord-311432-js84ruve 32 40 . . . cord-311432-js84ruve 33 1 The the DT cord-311432-js84ruve 33 2 predictive predictive JJ cord-311432-js84ruve 33 3 power power NN cord-311432-js84ruve 33 4 of of IN cord-311432-js84ruve 33 5 the the DT cord-311432-js84ruve 33 6 best good JJS cord-311432-js84ruve 33 7 model model NN cord-311432-js84ruve 33 8 per per IN cord-311432-js84ruve 33 9 country country NN cord-311432-js84ruve 33 10 is be VBZ cord-311432-js84ruve 33 11 compared compare VBN cord-311432-js84ruve 33 12 against against IN cord-311432-js84ruve 33 13 estimations estimation NNS cord-311432-js84ruve 33 14 provided provide VBN cord-311432-js84ruve 33 15 through through IN cord-311432-js84ruve 33 16 1 1 CD cord-311432-js84ruve 33 17 ) ) -RRB- cord-311432-js84ruve 33 18 exponential exponential JJ cord-311432-js84ruve 33 19 growth growth NN cord-311432-js84ruve 33 20 in in IN cord-311432-js84ruve 33 21 number number NN cord-311432-js84ruve 33 22 of of IN cord-311432-js84ruve 33 23 cases case NNS cord-311432-js84ruve 33 24 , , , cord-311432-js84ruve 33 25 2 2 CD cord-311432-js84ruve 33 26 ) ) -RRB- cord-311432-js84ruve 33 27 doubling double VBG cord-311432-js84ruve 33 28 time time NN cord-311432-js84ruve 33 29 of of IN cord-311432-js84ruve 33 30 two two CD cord-311432-js84ruve 33 31 days day NNS cord-311432-js84ruve 33 32 , , , cord-311432-js84ruve 33 33 3 3 CD cord-311432-js84ruve 33 34 ) ) -RRB- cord-311432-js84ruve 33 35 doubling double VBG cord-311432-js84ruve 33 36 time time NN cord-311432-js84ruve 33 37 of of IN cord-311432-js84ruve 33 38 3 3 CD cord-311432-js84ruve 33 39 days day NNS cord-311432-js84ruve 33 40 and and CC cord-311432-js84ruve 33 41 4 4 CD cord-311432-js84ruve 33 42 ) ) -RRB- cord-311432-js84ruve 33 43 20 20 CD cord-311432-js84ruve 33 44 doubling double VBG cord-311432-js84ruve 33 45 time time NN cord-311432-js84ruve 33 46 of of IN cord-311432-js84ruve 33 47 one one CD cord-311432-js84ruve 33 48 week week NN cord-311432-js84ruve 33 49 , , , cord-311432-js84ruve 33 50 as as RB cord-311432-js84ruve 33 51 well well RB cord-311432-js84ruve 33 52 as as IN cord-311432-js84ruve 33 53 a a DT cord-311432-js84ruve 33 54 conventional conventional JJ cord-311432-js84ruve 33 55 linear linear JJ cord-311432-js84ruve 33 56 univariate univariate JJ cord-311432-js84ruve 33 57 regression regression NN cord-311432-js84ruve 33 58 on on IN cord-311432-js84ruve 33 59 logtransformed logtransformed JJ cord-311432-js84ruve 33 60 data datum NNS cord-311432-js84ruve 33 61 . . . cord-311432-js84ruve 34 1 Table table NN cord-311432-js84ruve 34 2 1 1 CD cord-311432-js84ruve 34 3 shows show VBZ cord-311432-js84ruve 34 4 the the DT cord-311432-js84ruve 34 5 parameters parameter NNS cord-311432-js84ruve 34 6 of of IN cord-311432-js84ruve 34 7 the the DT cord-311432-js84ruve 34 8 optimal optimal JJ cord-311432-js84ruve 34 9 ARIMA ARIMA NNP cord-311432-js84ruve 34 10 model model NN cord-311432-js84ruve 34 11 per per IN cord-311432-js84ruve 34 12 country country NN cord-311432-js84ruve 34 13 and and CC cord-311432-js84ruve 34 14 the the DT cord-311432-js84ruve 34 15 corresponding corresponding JJ cord-311432-js84ruve 34 16 RMSE rmse NN cord-311432-js84ruve 34 17 measures measure NNS cord-311432-js84ruve 34 18 ( ( -LRB- cord-311432-js84ruve 34 19 of of IN cord-311432-js84ruve 34 20 the the DT cord-311432-js84ruve 34 21 last last JJ cord-311432-js84ruve 34 22 20 20 CD cord-311432-js84ruve 34 23 % % NN cord-311432-js84ruve 34 24 of of IN cord-311432-js84ruve 34 25 observations observation NNS cord-311432-js84ruve 34 26 ) ) -RRB- cord-311432-js84ruve 34 27 compared compare VBN cord-311432-js84ruve 34 28 with with IN cord-311432-js84ruve 34 29 conventional conventional JJ cord-311432-js84ruve 34 30 trends trend NNS cord-311432-js84ruve 34 31 ( ( -LRB- cord-311432-js84ruve 34 32 based base VBN cord-311432-js84ruve 34 33 on on IN cord-311432-js84ruve 34 34 ECDC ECDC NNP cord-311432-js84ruve 34 35 data datum NNS cord-311432-js84ruve 34 36 on on IN cord-311432-js84ruve 34 37 April April NNP cord-311432-js84ruve 34 38 13 13 CD cord-311432-js84ruve 34 39 , , , cord-311432-js84ruve 34 40 2020 2020 CD cord-311432-js84ruve 34 41 ) ) -RRB- cord-311432-js84ruve 34 42 . . . cord-311432-js84ruve 35 1 While while IN cord-311432-js84ruve 35 2 , , , cord-311432-js84ruve 35 3 the the DT cord-311432-js84ruve 35 4 purpose purpose NN cord-311432-js84ruve 35 5 of of IN cord-311432-js84ruve 35 6 this this DT cord-311432-js84ruve 35 7 study study NN cord-311432-js84ruve 35 8 is be VBZ cord-311432-js84ruve 35 9 not not RB cord-311432-js84ruve 35 10 to to TO cord-311432-js84ruve 35 11 develop develop VB cord-311432-js84ruve 35 12 the the DT cord-311432-js84ruve 35 13 most most RBS cord-311432-js84ruve 35 14 accurate accurate JJ cord-311432-js84ruve 35 15 time time NN cord-311432-js84ruve 35 16 - - HYPH cord-311432-js84ruve 35 17 series series NN cord-311432-js84ruve 35 18 predictive predictive JJ cord-311432-js84ruve 35 19 model model NN cord-311432-js84ruve 35 20 , , , cord-311432-js84ruve 35 21 statistics statistic NNS cord-311432-js84ruve 35 22 of of IN cord-311432-js84ruve 35 23 Table table NN cord-311432-js84ruve 35 24 1 1 CD cord-311432-js84ruve 35 25 clearly clearly RB cord-311432-js84ruve 35 26 show show VBP cord-311432-js84ruve 35 27 25 25 CD cord-311432-js84ruve 35 28 that that IN cord-311432-js84ruve 35 29 using use VBG cord-311432-js84ruve 35 30 a a DT cord-311432-js84ruve 35 31 more more RBR cord-311432-js84ruve 35 32 sophisticated sophisticated JJ cord-311432-js84ruve 35 33 statistical statistical JJ cord-311432-js84ruve 35 34 model model NN cord-311432-js84ruve 35 35 significantly significantly RB cord-311432-js84ruve 35 36 improves improve VBZ cord-311432-js84ruve 35 37 the the DT cord-311432-js84ruve 35 38 prediction prediction NN cord-311432-js84ruve 35 39 accuracy accuracy NN cord-311432-js84ruve 35 40 of of IN cord-311432-js84ruve 35 41 COVID-19 COVID-19 NNP cord-311432-js84ruve 35 42 spread spread NN cord-311432-js84ruve 35 43 in in IN cord-311432-js84ruve 35 44 the the DT cord-311432-js84ruve 35 45 near near JJ cord-311432-js84ruve 35 46 future future NN cord-311432-js84ruve 36 1 ( ( -LRB- cord-311432-js84ruve 36 2 t t NN cord-311432-js84ruve 36 3 - - HYPH cord-311432-js84ruve 36 4 test test NN cord-311432-js84ruve 36 5 p p NN cord-311432-js84ruve 36 6 - - HYPH cord-311432-js84ruve 36 7 value value NN cord-311432-js84ruve 36 8 < < XX cord-311432-js84ruve 36 9 < < XX cord-311432-js84ruve 36 10 0.001 0.001 XX cord-311432-js84ruve 37 1 comparing compare VBG cord-311432-js84ruve 37 2 residuals residual NNS cord-311432-js84ruve 37 3 ' ' POS cord-311432-js84ruve 37 4 distributions distribution NNS cord-311432-js84ruve 37 5 ) ) -RRB- cord-311432-js84ruve 37 6 , , , cord-311432-js84ruve 37 7 which which WDT cord-311432-js84ruve 37 8 signifies signify VBZ cord-311432-js84ruve 37 9 the the DT cord-311432-js84ruve 37 10 urgency urgency NN cord-311432-js84ruve 37 11 of of IN cord-311432-js84ruve 37 12 such such JJ cord-311432-js84ruve 37 13 studies study NNS cord-311432-js84ruve 37 14 for for IN cord-311432-js84ruve 37 15 policy policy NN cord-311432-js84ruve 37 16 appraisal appraisal NN cord-311432-js84ruve 37 17 . . . cord-311432-js84ruve 38 1 In in IN cord-311432-js84ruve 38 2 other other JJ cord-311432-js84ruve 38 3 words word NNS cord-311432-js84ruve 38 4 , , , cord-311432-js84ruve 38 5 having have VBG cord-311432-js84ruve 38 6 access access NN cord-311432-js84ruve 38 7 to to IN cord-311432-js84ruve 38 8 tools tool NNS cord-311432-js84ruve 38 9 , , , cord-311432-js84ruve 38 10 such such JJ cord-311432-js84ruve 38 11 as as IN cord-311432-js84ruve 38 12 the the DT cord-311432-js84ruve 38 13 one one NN cord-311432-js84ruve 38 14 introduced introduce VBN cord-311432-js84ruve 38 15 in in IN cord-311432-js84ruve 38 16 this this DT cord-311432-js84ruve 38 17 study study NN cord-311432-js84ruve 38 18 , , , cord-311432-js84ruve 38 19 enables enable VBZ cord-311432-js84ruve 38 20 experts expert NNS cord-311432-js84ruve 38 21 with with IN cord-311432-js84ruve 38 22 limited limited JJ cord-311432-js84ruve 38 23 knowledge knowledge NN cord-311432-js84ruve 38 24 about about IN cord-311432-js84ruve 38 25 details detail NNS cord-311432-js84ruve 38 26 of of IN cord-311432-js84ruve 38 27 statistical statistical JJ cord-311432-js84ruve 38 28 specifications specification NNS cord-311432-js84ruve 38 29 to to TO cord-311432-js84ruve 38 30 readily readily RB cord-311432-js84ruve 38 31 use use VB cord-311432-js84ruve 38 32 such such JJ cord-311432-js84ruve 38 33 specifications specification NNS cord-311432-js84ruve 38 34 to to TO cord-311432-js84ruve 38 35 nowcast nowcast VB cord-311432-js84ruve 38 36 30 30 CD cord-311432-js84ruve 38 37 and and CC cord-311432-js84ruve 38 38 forecast forecast VB cord-311432-js84ruve 38 39 the the DT cord-311432-js84ruve 38 40 effectiveness effectiveness NN cord-311432-js84ruve 38 41 of of IN cord-311432-js84ruve 38 42 policies policy NNS cord-311432-js84ruve 38 43 they -PRON- PRP cord-311432-js84ruve 38 44 envision envision VBP cord-311432-js84ruve 38 45 and and CC cord-311432-js84ruve 38 46 propose propose VBP cord-311432-js84ruve 38 47 for for IN cord-311432-js84ruve 38 48 controlling control VBG cord-311432-js84ruve 38 49 the the DT cord-311432-js84ruve 38 50 spread spread NN cord-311432-js84ruve 38 51 of of IN cord-311432-js84ruve 38 52 COVID-19 covid-19 NN cord-311432-js84ruve 38 53 , , , cord-311432-js84ruve 38 54 or or CC cord-311432-js84ruve 38 55 similar similar JJ cord-311432-js84ruve 38 56 outbreaks outbreak NNS cord-311432-js84ruve 38 57 . . . cord-311432-js84ruve 39 1 Different different JJ cord-311432-js84ruve 39 2 time time NN cord-311432-js84ruve 39 3 - - HYPH cord-311432-js84ruve 39 4 series series NN cord-311432-js84ruve 39 5 transformation transformation NN cord-311432-js84ruve 39 6 operations operation NNS cord-311432-js84ruve 39 7 , , , cord-311432-js84ruve 39 8 namely namely RB cord-311432-js84ruve 39 9 power power NN cord-311432-js84ruve 39 10 transformation transformation NN cord-311432-js84ruve 39 11 , , , cord-311432-js84ruve 39 12 logarithmic logarithmic JJ cord-311432-js84ruve 39 13 transformation transformation NN cord-311432-js84ruve 39 14 and and CC cord-311432-js84ruve 39 15 ratio ratio NN cord-311432-js84ruve 39 16 transformation transformation NN cord-311432-js84ruve 39 17 , , , cord-311432-js84ruve 39 18 have have VBP cord-311432-js84ruve 39 19 been be VBN cord-311432-js84ruve 39 20 applied apply VBN cord-311432-js84ruve 39 21 to to IN cord-311432-js84ruve 39 22 pre pre VB cord-311432-js84ruve 39 23 - - VB cord-311432-js84ruve 39 24 process process VB cord-311432-js84ruve 39 25 the the DT cord-311432-js84ruve 39 26 data datum NNS cord-311432-js84ruve 39 27 prior prior RB cord-311432-js84ruve 39 28 to to IN cord-311432-js84ruve 39 29 the the DT cord-311432-js84ruve 39 30 differencing differencing NN cord-311432-js84ruve 39 31 step step NN cord-311432-js84ruve 39 32 . . . cord-311432-js84ruve 40 1 We -PRON- PRP cord-311432-js84ruve 40 2 have have VBP cord-311432-js84ruve 40 3 observed observe VBN cord-311432-js84ruve 40 4 that that IN cord-311432-js84ruve 40 5 the the DT cord-311432-js84ruve 40 6 type type NN cord-311432-js84ruve 40 7 of of IN cord-311432-js84ruve 40 8 transformation transformation NN cord-311432-js84ruve 40 9 can can MD cord-311432-js84ruve 40 10 significantly significantly RB cord-311432-js84ruve 40 11 improve improve VB cord-311432-js84ruve 40 12 the the DT cord-311432-js84ruve 40 13 performance performance NN cord-311432-js84ruve 40 14 of of IN cord-311432-js84ruve 40 15 a a DT cord-311432-js84ruve 40 16 model model NN cord-311432-js84ruve 40 17 ( ( -LRB- cord-311432-js84ruve 40 18 in in IN cord-311432-js84ruve 40 19 terms term NNS cord-311432-js84ruve 40 20 of of IN cord-311432-js84ruve 40 21 the the DT cord-311432-js84ruve 40 22 estimated estimate VBN cord-311432-js84ruve 40 23 out out NN cord-311432-js84ruve 40 24 - - HYPH cord-311432-js84ruve 40 25 sample sample NN cord-311432-js84ruve 40 26 RSME RSME NNP cord-311432-js84ruve 40 27 ) ) -RRB- cord-311432-js84ruve 40 28 as as IN cord-311432-js84ruve 40 29 there there EX cord-311432-js84ruve 40 30 is be VBZ cord-311432-js84ruve 40 31 no no DT cord-311432-js84ruve 40 32 a a FW cord-311432-js84ruve 40 33 priori priori FW cord-311432-js84ruve 40 34 knowledge knowledge NN cord-311432-js84ruve 40 35 about about IN cord-311432-js84ruve 40 36 the the DT cord-311432-js84ruve 40 37 best well RBS cord-311432-js84ruve 40 38 - - HYPH cord-311432-js84ruve 40 39 performing perform VBG cord-311432-js84ruve 40 40 transformation transformation NN cord-311432-js84ruve 40 41 ( ( -LRB- cord-311432-js84ruve 40 42 except except IN cord-311432-js84ruve 40 43 that that DT cord-311432-js84ruve 40 44 power power NN cord-311432-js84ruve 40 45 transformation transformation NN cord-311432-js84ruve 40 46 always always RB cord-311432-js84ruve 40 47 40 40 CD cord-311432-js84ruve 40 48 performs perform VBZ cord-311432-js84ruve 40 49 poorly poorly RB cord-311432-js84ruve 40 50 ) ) -RRB- cord-311432-js84ruve 40 51 . . . cord-311432-js84ruve 41 1 Figure figure NN cord-311432-js84ruve 41 2 1A 1a NN cord-311432-js84ruve 41 3 shows show VBZ cord-311432-js84ruve 41 4 some some DT cord-311432-js84ruve 41 5 countries country NNS cord-311432-js84ruve 41 6 , , , cord-311432-js84ruve 41 7 as as IN cord-311432-js84ruve 41 8 case case NN cord-311432-js84ruve 41 9 studies study NNS cord-311432-js84ruve 41 10 , , , cord-311432-js84ruve 41 11 whose whose WP$ cord-311432-js84ruve 41 12 ARIMA ARIMA NNP cord-311432-js84ruve 41 13 models model NNS cord-311432-js84ruve 41 14 ( ( -LRB- cord-311432-js84ruve 41 15 as as IN cord-311432-js84ruve 41 16 of of IN cord-311432-js84ruve 41 17 April April NNP cord-311432-js84ruve 41 18 13 13 CD cord-311432-js84ruve 41 19 , , , cord-311432-js84ruve 41 20 2020 2020 CD cord-311432-js84ruve 41 21 ) ) -RRB- cord-311432-js84ruve 41 22 are be VBP cord-311432-js84ruve 41 23 significantly significantly RB cord-311432-js84ruve 41 24 affected affect VBN cord-311432-js84ruve 41 25 by by IN cord-311432-js84ruve 41 26 the the DT cord-311432-js84ruve 41 27 type type NN cord-311432-js84ruve 41 28 of of IN cord-311432-js84ruve 41 29 transformation transformation NN cord-311432-js84ruve 41 30 . . . cord-311432-js84ruve 42 1 As as IN cord-311432-js84ruve 42 2 Figure figure NN cord-311432-js84ruve 42 3 1A 1a NN cord-311432-js84ruve 42 4 shows show VBZ cord-311432-js84ruve 42 5 some some DT cord-311432-js84ruve 42 6 countries country NNS cord-311432-js84ruve 42 7 such such JJ cord-311432-js84ruve 42 8 as as IN cord-311432-js84ruve 42 9 Canada Canada NNP cord-311432-js84ruve 42 10 has have VBZ cord-311432-js84ruve 42 11 significantly significantly RB cord-311432-js84ruve 42 12 better well JJR cord-311432-js84ruve 42 13 performance performance NN cord-311432-js84ruve 43 1 ( ( -LRB- cord-311432-js84ruve 43 2 t t NN cord-311432-js84ruve 43 3 - - HYPH cord-311432-js84ruve 43 4 test test NN cord-311432-js84ruve 43 5 p p NN cord-311432-js84ruve 43 6 - - HYPH cord-311432-js84ruve 43 7 value value NN cord-311432-js84ruve 43 8 < < XX cord-311432-js84ruve 43 9 0.05 0.05 CD cord-311432-js84ruve 43 10 ) ) -RRB- cord-311432-js84ruve 44 1 All all DT cord-311432-js84ruve 44 2 rights right NNS cord-311432-js84ruve 44 3 reserved reserve VBN cord-311432-js84ruve 44 4 . . . cord-311432-js84ruve 45 1 No no DT cord-311432-js84ruve 45 2 reuse reuse NN cord-311432-js84ruve 45 3 allowed allow VBN cord-311432-js84ruve 45 4 without without IN cord-311432-js84ruve 45 5 permission permission NN cord-311432-js84ruve 45 6 . . . cord-311432-js84ruve 46 1 ( ( -LRB- cord-311432-js84ruve 46 2 which which WDT cord-311432-js84ruve 46 3 was be VBD cord-311432-js84ruve 46 4 not not RB cord-311432-js84ruve 46 5 certified certify VBN cord-311432-js84ruve 46 6 by by IN cord-311432-js84ruve 46 7 peer peer NN cord-311432-js84ruve 46 8 review review NN cord-311432-js84ruve 46 9 ) ) -RRB- cord-311432-js84ruve 46 10 is be VBZ cord-311432-js84ruve 46 11 the the DT cord-311432-js84ruve 46 12 author author NN cord-311432-js84ruve 46 13 / / SYM cord-311432-js84ruve 46 14 funder funder NN cord-311432-js84ruve 46 15 , , , cord-311432-js84ruve 46 16 who who WP cord-311432-js84ruve 46 17 has have VBZ cord-311432-js84ruve 46 18 granted grant VBN cord-311432-js84ruve 46 19 medRxiv medRxiv NNS cord-311432-js84ruve 46 20 a a DT cord-311432-js84ruve 46 21 license license NN cord-311432-js84ruve 46 22 to to TO cord-311432-js84ruve 46 23 display display VB cord-311432-js84ruve 46 24 the the DT cord-311432-js84ruve 46 25 preprint preprint NN cord-311432-js84ruve 46 26 in in IN cord-311432-js84ruve 46 27 perpetuity perpetuity NN cord-311432-js84ruve 46 28 . . . cord-311432-js84ruve 47 1 The the DT cord-311432-js84ruve 47 2 copyright copyright NN cord-311432-js84ruve 47 3 holder holder NN cord-311432-js84ruve 47 4 for for IN cord-311432-js84ruve 47 5 this this DT cord-311432-js84ruve 47 6 preprint preprint NN cord-311432-js84ruve 47 7 this this DT cord-311432-js84ruve 47 8 version version NN cord-311432-js84ruve 47 9 posted post VBN cord-311432-js84ruve 47 10 April April NNP cord-311432-js84ruve 47 11 29 29 CD cord-311432-js84ruve 47 12 , , , cord-311432-js84ruve 47 13 2020 2020 CD cord-311432-js84ruve 47 14 . . . cord-311432-js84ruve 47 15 . . . cord-311432-js84ruve 48 1 https://doi.org/10.1101/2020.04.24.20078923 https://doi.org/10.1101/2020.04.24.20078923 NNP cord-311432-js84ruve 48 2 doi doi XX cord-311432-js84ruve 48 3 : : : cord-311432-js84ruve 49 1 medRxiv medRxiv NNS cord-311432-js84ruve 49 2 preprint preprint NN cord-311432-js84ruve 49 3 without without IN cord-311432-js84ruve 49 4 any any DT cord-311432-js84ruve 49 5 transformation transformation NN cord-311432-js84ruve 49 6 . . . cord-311432-js84ruve 50 1 Italy Italy NNP cord-311432-js84ruve 50 2 's 's POS cord-311432-js84ruve 50 3 model model NN cord-311432-js84ruve 50 4 performs perform VBZ cord-311432-js84ruve 50 5 better well RBR cord-311432-js84ruve 50 6 ( ( -LRB- cord-311432-js84ruve 50 7 p p NN cord-311432-js84ruve 50 8 - - HYPH cord-311432-js84ruve 50 9 value value NN cord-311432-js84ruve 50 10 < < XX cord-311432-js84ruve 50 11 0.06 0.06 CD cord-311432-js84ruve 50 12 ) ) -RRB- cord-311432-js84ruve 50 13 by by IN cord-311432-js84ruve 50 14 using use VBG cord-311432-js84ruve 50 15 ratio ratio NN cord-311432-js84ruve 50 16 or or CC cord-311432-js84ruve 50 17 logarithmic logarithmic JJ cord-311432-js84ruve 50 18 transformations transformation NNS cord-311432-js84ruve 50 19 and and CC cord-311432-js84ruve 50 20 for for IN cord-311432-js84ruve 50 21 USA USA NNP cord-311432-js84ruve 50 22 , , , cord-311432-js84ruve 50 23 transformations transformation NNS cord-311432-js84ruve 50 24 do do VBP cord-311432-js84ruve 50 25 not not RB cord-311432-js84ruve 50 26 significantly significantly RB cord-311432-js84ruve 50 27 affect affect VB cord-311432-js84ruve 50 28 the the DT cord-311432-js84ruve 50 29 performance performance NN cord-311432-js84ruve 50 30 ( ( -LRB- cord-311432-js84ruve 50 31 p p NN cord-311432-js84ruve 50 32 - - HYPH cord-311432-js84ruve 50 33 value value NN cord-311432-js84ruve 50 34 > > XX cord-311432-js84ruve 50 35 0.6 0.6 CD cord-311432-js84ruve 50 36 for for IN cord-311432-js84ruve 50 37 all all DT cord-311432-js84ruve 50 38 comparisons comparison NNS cord-311432-js84ruve 50 39 ) ) -RRB- cord-311432-js84ruve 50 40 . . . cord-311432-js84ruve 51 1 The the DT cord-311432-js84ruve 51 2 case case NN cord-311432-js84ruve 51 3 Greece Greece NNP cord-311432-js84ruve 51 4 , , , cord-311432-js84ruve 51 5 quite quite RB cord-311432-js84ruve 51 6 interestingly interestingly RB cord-311432-js84ruve 51 7 , , , cord-311432-js84ruve 51 8 shows show VBZ cord-311432-js84ruve 51 9 that that IN cord-311432-js84ruve 51 10 the the DT cord-311432-js84ruve 51 11 ratio ratio NN cord-311432-js84ruve 51 12 transformation transformation NN cord-311432-js84ruve 51 13 stands stand VBZ cord-311432-js84ruve 51 14 above above IN cord-311432-js84ruve 51 15 the the DT cord-311432-js84ruve 51 16 other other JJ cord-311432-js84ruve 51 17 two two CD cord-311432-js84ruve 51 18 while while IN cord-311432-js84ruve 51 19 there there EX cord-311432-js84ruve 51 20 is be VBZ cord-311432-js84ruve 51 21 no no DT cord-311432-js84ruve 51 22 statistically statistically RB cord-311432-js84ruve 51 23 significant significant JJ cord-311432-js84ruve 51 24 evidence evidence NN cord-311432-js84ruve 51 25 that that IN cord-311432-js84ruve 51 26 the the DT cord-311432-js84ruve 51 27 logarithmic logarithmic JJ cord-311432-js84ruve 51 28 transportation transportation NN cord-311432-js84ruve 51 29 performs perform VBZ cord-311432-js84ruve 51 30 any any DT cord-311432-js84ruve 51 31 better well JJR cord-311432-js84ruve 51 32 than than IN cord-311432-js84ruve 51 33 the the DT cord-311432-js84ruve 51 34 no no DT cord-311432-js84ruve 51 35 transformation transformation NN cord-311432-js84ruve 51 36 case case NN cord-311432-js84ruve 51 37 . . . cord-311432-js84ruve 52 1 5 5 LS cord-311432-js84ruve 53 1 Overall overall RB cord-311432-js84ruve 53 2 , , , cord-311432-js84ruve 53 3 the the DT cord-311432-js84ruve 53 4 results result NNS cord-311432-js84ruve 53 5 signify signify VBP cord-311432-js84ruve 53 6 the the DT cord-311432-js84ruve 53 7 value value NN cord-311432-js84ruve 53 8 of of IN cord-311432-js84ruve 53 9 a a DT cord-311432-js84ruve 53 10 performance performance NN cord-311432-js84ruve 53 11 - - HYPH cord-311432-js84ruve 53 12 driven drive VBN cord-311432-js84ruve 53 13 transformation transformation NN cord-311432-js84ruve 53 14 selection selection NN cord-311432-js84ruve 53 15 approach approach NN cord-311432-js84ruve 53 16 upon upon IN cord-311432-js84ruve 53 17 trying try VBG cord-311432-js84ruve 53 18 multiple multiple JJ cord-311432-js84ruve 53 19 operations operation NNS cord-311432-js84ruve 53 20 , , , cord-311432-js84ruve 53 21 as as IN cord-311432-js84ruve 53 22 implemented implement VBN cord-311432-js84ruve 53 23 in in IN cord-311432-js84ruve 53 24 this this DT cord-311432-js84ruve 53 25 platform platform NN cord-311432-js84ruve 53 26 . . . cord-311432-js84ruve 54 1 The the DT cord-311432-js84ruve 54 2 nonlinear nonlinear JJ cord-311432-js84ruve 54 3 dynamic dynamic JJ cord-311432-js84ruve 54 4 system system NN cord-311432-js84ruve 54 5 underlying underlie VBG cord-311432-js84ruve 54 6 COVID-19 covid-19 JJ cord-311432-js84ruve 54 7 spread spread NN cord-311432-js84ruve 54 8 is be VBZ cord-311432-js84ruve 54 9 producing produce VBG cord-311432-js84ruve 54 10 a a DT cord-311432-js84ruve 54 11 regularly regularly RB cord-311432-js84ruve 54 12 disrupted disrupt VBN cord-311432-js84ruve 54 13 10 10 CD cord-311432-js84ruve 54 14 pattern pattern NN cord-311432-js84ruve 54 15 making make VBG cord-311432-js84ruve 54 16 static static JJ cord-311432-js84ruve 54 17 predictions prediction NNS cord-311432-js84ruve 54 18 increasingly increasingly RB cord-311432-js84ruve 54 19 unreliable unreliable JJ cord-311432-js84ruve 54 20 . . . cord-311432-js84ruve 55 1 Accordingly accordingly RB cord-311432-js84ruve 55 2 , , , cord-311432-js84ruve 55 3 a a DT cord-311432-js84ruve 55 4 powerful powerful JJ cord-311432-js84ruve 55 5 feature feature NN cord-311432-js84ruve 55 6 of of IN cord-311432-js84ruve 55 7 the the DT cord-311432-js84ruve 55 8 platform platform NN cord-311432-js84ruve 55 9 is be VBZ cord-311432-js84ruve 55 10 dynamic dynamic JJ cord-311432-js84ruve 55 11 model model NN cord-311432-js84ruve 55 12 estimation estimation NN cord-311432-js84ruve 55 13 , , , cord-311432-js84ruve 55 14 that that RB cord-311432-js84ruve 55 15 is is RB cord-311432-js84ruve 55 16 , , , cord-311432-js84ruve 55 17 all all DT cord-311432-js84ruve 55 18 models model NNS cord-311432-js84ruve 55 19 are be VBP cord-311432-js84ruve 55 20 re re VBN cord-311432-js84ruve 55 21 - - VBN cord-311432-js84ruve 55 22 optimised optimise VBN cord-311432-js84ruve 55 23 temporally temporally RB cord-311432-js84ruve 55 24 with with IN cord-311432-js84ruve 55 25 availability availability NN cord-311432-js84ruve 55 26 of of IN cord-311432-js84ruve 55 27 new new JJ cord-311432-js84ruve 55 28 daily daily JJ cord-311432-js84ruve 55 29 observations observation NNS cord-311432-js84ruve 55 30 . . . cord-311432-js84ruve 56 1 Accordingly accordingly RB cord-311432-js84ruve 56 2 , , , cord-311432-js84ruve 56 3 the the DT cord-311432-js84ruve 56 4 latest late JJS cord-311432-js84ruve 56 5 reports report NNS cord-311432-js84ruve 56 6 on on IN cord-311432-js84ruve 56 7 COVID-19 COVID-19 NNP cord-311432-js84ruve 56 8 case case NN cord-311432-js84ruve 56 9 numbers number NNS cord-311432-js84ruve 56 10 are be VBP cord-311432-js84ruve 56 11 reflected reflect VBN cord-311432-js84ruve 56 12 in in IN cord-311432-js84ruve 56 13 model model NN cord-311432-js84ruve 56 14 estimation estimation NN cord-311432-js84ruve 56 15 which which WDT cord-311432-js84ruve 56 16 accounts account VBZ cord-311432-js84ruve 56 17 for for IN cord-311432-js84ruve 56 18 the the DT cord-311432-js84ruve 56 19 impact impact NN cord-311432-js84ruve 56 20 of of IN cord-311432-js84ruve 56 21 new new JJ cord-311432-js84ruve 56 22 interventions intervention NNS cord-311432-js84ruve 56 23 improving improve VBG cord-311432-js84ruve 56 24 the the DT cord-311432-js84ruve 56 25 reliability reliability NN cord-311432-js84ruve 56 26 of of IN cord-311432-js84ruve 56 27 the the DT cord-311432-js84ruve 56 28 future future JJ cord-311432-js84ruve 56 29 forecasts forecast NNS cord-311432-js84ruve 56 30 . . . cord-311432-js84ruve 57 1 As as IN cord-311432-js84ruve 57 2 a a DT cord-311432-js84ruve 57 3 case case NN cord-311432-js84ruve 57 4 study study NN cord-311432-js84ruve 57 5 , , , cord-311432-js84ruve 57 6 we -PRON- PRP cord-311432-js84ruve 57 7 have have VBP cord-311432-js84ruve 57 8 chosen choose VBN cord-311432-js84ruve 57 9 to to TO cord-311432-js84ruve 57 10 show show VB cord-311432-js84ruve 57 11 the the DT cord-311432-js84ruve 57 12 15 15 CD cord-311432-js84ruve 57 13 value value NN cord-311432-js84ruve 57 14 of of IN cord-311432-js84ruve 57 15 this this DT cord-311432-js84ruve 57 16 feature feature NN cord-311432-js84ruve 57 17 on on IN cord-311432-js84ruve 57 18 prediction prediction NN cord-311432-js84ruve 57 19 of of IN cord-311432-js84ruve 57 20 future future JJ cord-311432-js84ruve 57 21 case case NN cord-311432-js84ruve 57 22 numbers number NNS cord-311432-js84ruve 57 23 in in IN cord-311432-js84ruve 57 24 Iran Iran NNP cord-311432-js84ruve 57 25 . . . cord-311432-js84ruve 58 1 Iran Iran NNP cord-311432-js84ruve 58 2 's 's POS cord-311432-js84ruve 58 3 trend trend NN cord-311432-js84ruve 58 4 shows show VBZ cord-311432-js84ruve 58 5 significant significant JJ cord-311432-js84ruve 58 6 fluctuations fluctuation NNS cord-311432-js84ruve 58 7 in in IN cord-311432-js84ruve 58 8 the the DT cord-311432-js84ruve 58 9 last last JJ cord-311432-js84ruve 58 10 10 10 CD cord-311432-js84ruve 58 11 days day NNS cord-311432-js84ruve 58 12 ( ( -LRB- cord-311432-js84ruve 58 13 as as IN cord-311432-js84ruve 58 14 of of IN cord-311432-js84ruve 58 15 April April NNP cord-311432-js84ruve 58 16 13 13 CD cord-311432-js84ruve 58 17 , , , cord-311432-js84ruve 58 18 2020 2020 CD cord-311432-js84ruve 58 19 ) ) -RRB- cord-311432-js84ruve 58 20 offering offer VBG cord-311432-js84ruve 58 21 an an DT cord-311432-js84ruve 58 22 interesting interesting JJ cord-311432-js84ruve 58 23 case case NN cord-311432-js84ruve 58 24 study study NN cord-311432-js84ruve 58 25 . . . cord-311432-js84ruve 59 1 We -PRON- PRP cord-311432-js84ruve 59 2 assumed assume VBD cord-311432-js84ruve 59 3 that that IN cord-311432-js84ruve 59 4 the the DT cord-311432-js84ruve 59 5 model model NN cord-311432-js84ruve 59 6 has have VBZ cord-311432-js84ruve 59 7 access access NN cord-311432-js84ruve 59 8 to to IN cord-311432-js84ruve 59 9 data datum NNS cord-311432-js84ruve 59 10 up up IN cord-311432-js84ruve 59 11 to to IN cord-311432-js84ruve 59 12 April April NNP cord-311432-js84ruve 59 13 03 03 CD cord-311432-js84ruve 59 14 , , , cord-311432-js84ruve 59 15 and and CC cord-311432-js84ruve 59 16 then then RB cord-311432-js84ruve 59 17 reported report VBD cord-311432-js84ruve 59 18 the the DT cord-311432-js84ruve 59 19 next next JJ cord-311432-js84ruve 59 20 10 10 CD cord-311432-js84ruve 59 21 days day NNS cord-311432-js84ruve 59 22 predictions prediction NNS cord-311432-js84ruve 59 23 and and CC cord-311432-js84ruve 59 24 the the DT cord-311432-js84ruve 59 25 RMSE rmse NN cord-311432-js84ruve 59 26 of of IN cord-311432-js84ruve 59 27 predicted predict VBN cord-311432-js84ruve 59 28 number number NN cord-311432-js84ruve 59 29 on on IN cord-311432-js84ruve 59 30 April April NNP cord-311432-js84ruve 59 31 13th 13th NN cord-311432-js84ruve 59 32 . . . cord-311432-js84ruve 60 1 This this DT cord-311432-js84ruve 60 2 procedure procedure NN cord-311432-js84ruve 60 3 was be VBD cord-311432-js84ruve 60 4 repeated repeat VBN cord-311432-js84ruve 60 5 10 10 CD cord-311432-js84ruve 60 6 times time NNS cord-311432-js84ruve 60 7 , , , cord-311432-js84ruve 60 8 where where WRB cord-311432-js84ruve 60 9 new new JJ cord-311432-js84ruve 60 10 observations observation NNS cord-311432-js84ruve 60 11 became become VBD cord-311432-js84ruve 60 12 available available JJ cord-311432-js84ruve 60 13 to to IN cord-311432-js84ruve 60 14 the the DT cord-311432-js84ruve 60 15 model model NN cord-311432-js84ruve 60 16 , , , cord-311432-js84ruve 60 17 one one CD cord-311432-js84ruve 60 18 at at IN cord-311432-js84ruve 60 19 the the DT cord-311432-js84ruve 60 20 time time NN cord-311432-js84ruve 60 21 . . . cord-311432-js84ruve 61 1 Figure figure NN cord-311432-js84ruve 61 2 3 3 CD cord-311432-js84ruve 61 3 shows show VBZ cord-311432-js84ruve 61 4 20 20 CD cord-311432-js84ruve 61 5 how how WRB cord-311432-js84ruve 61 6 such such JJ cord-311432-js84ruve 61 7 dynamic dynamic JJ cord-311432-js84ruve 61 8 re re NN cord-311432-js84ruve 61 9 - - NN cord-311432-js84ruve 61 10 estimation estimation NN cord-311432-js84ruve 61 11 adjusts adjust VBZ cord-311432-js84ruve 61 12 the the DT cord-311432-js84ruve 61 13 model model NN cord-311432-js84ruve 61 14 with with IN cord-311432-js84ruve 61 15 emerging emerge VBG cord-311432-js84ruve 61 16 pattern pattern NN cord-311432-js84ruve 61 17 in in IN cord-311432-js84ruve 61 18 time time NN cord-311432-js84ruve 61 19 - - HYPH cord-311432-js84ruve 61 20 series series NN cord-311432-js84ruve 61 21 trend trend NN cord-311432-js84ruve 61 22 and and CC cord-311432-js84ruve 61 23 improves improve VBZ cord-311432-js84ruve 61 24 prediction prediction NN cord-311432-js84ruve 61 25 accuracy accuracy NN cord-311432-js84ruve 61 26 . . . cord-311432-js84ruve 62 1 The the DT cord-311432-js84ruve 62 2 modelling modelling NN cord-311432-js84ruve 62 3 platform platform NN cord-311432-js84ruve 62 4 developed develop VBN cord-311432-js84ruve 62 5 in in IN cord-311432-js84ruve 62 6 this this DT cord-311432-js84ruve 62 7 study study NN cord-311432-js84ruve 62 8 can can MD cord-311432-js84ruve 62 9 identify identify VB cord-311432-js84ruve 62 10 unreported unreported JJ cord-311432-js84ruve 62 11 interventions intervention NNS cord-311432-js84ruve 62 12 to to TO cord-311432-js84ruve 62 13 adjust adjust VB cord-311432-js84ruve 62 14 25 25 CD cord-311432-js84ruve 62 15 the the DT cord-311432-js84ruve 62 16 estimated estimate VBN cord-311432-js84ruve 62 17 models model NNS cord-311432-js84ruve 62 18 based base VBN cord-311432-js84ruve 62 19 on on IN cord-311432-js84ruve 62 20 any any DT cord-311432-js84ruve 62 21 exogenous exogenous JJ cord-311432-js84ruve 62 22 fluctuations fluctuation NNS cord-311432-js84ruve 62 23 in in IN cord-311432-js84ruve 62 24 the the DT cord-311432-js84ruve 62 25 data datum NNS cord-311432-js84ruve 62 26 . . . cord-311432-js84ruve 63 1 In in IN cord-311432-js84ruve 63 2 other other JJ cord-311432-js84ruve 63 3 words word NNS cord-311432-js84ruve 63 4 , , , cord-311432-js84ruve 63 5 assume assume VBP cord-311432-js84ruve 63 6 that that IN cord-311432-js84ruve 63 7 some some DT cord-311432-js84ruve 63 8 fluctuations fluctuation NNS cord-311432-js84ruve 63 9 occurred occur VBD cord-311432-js84ruve 63 10 in in IN cord-311432-js84ruve 63 11 the the DT cord-311432-js84ruve 63 12 time time NN cord-311432-js84ruve 63 13 - - HYPH cord-311432-js84ruve 63 14 series series NN cord-311432-js84ruve 63 15 ( ( -LRB- cord-311432-js84ruve 63 16 for for IN cord-311432-js84ruve 63 17 instance instance NN cord-311432-js84ruve 63 18 , , , cord-311432-js84ruve 63 19 due due IN cord-311432-js84ruve 63 20 to to IN cord-311432-js84ruve 63 21 quarantines quarantine NNS cord-311432-js84ruve 63 22 , , , cord-311432-js84ruve 63 23 changes change NNS cord-311432-js84ruve 63 24 in in IN cord-311432-js84ruve 63 25 the the DT cord-311432-js84ruve 63 26 reporting reporting NN cord-311432-js84ruve 63 27 or or CC cord-311432-js84ruve 63 28 testing testing NN cord-311432-js84ruve 63 29 methods method NNS cord-311432-js84ruve 63 30 , , , cord-311432-js84ruve 63 31 or or CC cord-311432-js84ruve 63 32 facility facility NN cord-311432-js84ruve 63 33 closures closure NNS cord-311432-js84ruve 63 34 ) ) -RRB- cord-311432-js84ruve 63 35 , , , cord-311432-js84ruve 63 36 for for IN cord-311432-js84ruve 63 37 which which WDT cord-311432-js84ruve 63 38 are be VBP cord-311432-js84ruve 63 39 reliable reliable JJ cord-311432-js84ruve 63 40 reported report VBN cord-311432-js84ruve 63 41 information information NN cord-311432-js84ruve 63 42 is be VBZ cord-311432-js84ruve 63 43 not not RB cord-311432-js84ruve 63 44 available available JJ cord-311432-js84ruve 63 45 . . . cord-311432-js84ruve 64 1 These these DT cord-311432-js84ruve 64 2 fluctuations fluctuation NNS cord-311432-js84ruve 64 3 can can MD cord-311432-js84ruve 64 4 be be VB cord-311432-js84ruve 64 5 inferred infer VBN cord-311432-js84ruve 64 6 by by IN cord-311432-js84ruve 64 7 using use VBG cord-311432-js84ruve 64 8 the the DT cord-311432-js84ruve 64 9 platform platform NN cord-311432-js84ruve 64 10 to to TO cord-311432-js84ruve 64 11 add add VB cord-311432-js84ruve 64 12 the the DT cord-311432-js84ruve 64 13 inferred infer VBN cord-311432-js84ruve 64 14 interventions intervention NNS cord-311432-js84ruve 64 15 as as IN cord-311432-js84ruve 64 16 an an DT cord-311432-js84ruve 64 17 external external JJ cord-311432-js84ruve 64 18 regressor regressor NN cord-311432-js84ruve 64 19 to to IN cord-311432-js84ruve 64 20 the the DT cord-311432-js84ruve 64 21 model model NN cord-311432-js84ruve 64 22 to to TO cord-311432-js84ruve 64 23 correct correct VB cord-311432-js84ruve 64 24 the the DT cord-311432-js84ruve 64 25 bias bias NN cord-311432-js84ruve 64 26 in in IN cord-311432-js84ruve 64 27 the the DT cord-311432-js84ruve 64 28 parameter parameter NN cord-311432-js84ruve 64 29 estimation estimation NN cord-311432-js84ruve 64 30 30 30 CD cord-311432-js84ruve 64 31 which which WDT cord-311432-js84ruve 64 32 will will MD cord-311432-js84ruve 64 33 be be VB cord-311432-js84ruve 64 34 used use VBN cord-311432-js84ruve 64 35 later later RB cord-311432-js84ruve 64 36 for for IN cord-311432-js84ruve 64 37 prediction prediction NN cord-311432-js84ruve 64 38 purposes purpose NNS cord-311432-js84ruve 64 39 . . . cord-311432-js84ruve 65 1 The the DT cord-311432-js84ruve 65 2 procedure procedure NN cord-311432-js84ruve 65 3 for for IN cord-311432-js84ruve 65 4 detecting detect VBG cord-311432-js84ruve 65 5 intervention intervention NN cord-311432-js84ruve 65 6 is be VBZ cord-311432-js84ruve 65 7 to to TO cord-311432-js84ruve 65 8 iteratively iteratively RB cord-311432-js84ruve 65 9 add add VB cord-311432-js84ruve 65 10 interventions intervention NNS cord-311432-js84ruve 65 11 on on IN cord-311432-js84ruve 65 12 potential potential JJ cord-311432-js84ruve 65 13 dates date NNS cord-311432-js84ruve 65 14 , , , cord-311432-js84ruve 65 15 reestimating reestimate VBG cord-311432-js84ruve 65 16 the the DT cord-311432-js84ruve 65 17 model model NN cord-311432-js84ruve 65 18 and and CC cord-311432-js84ruve 65 19 monitoring monitoring NN cord-311432-js84ruve 65 20 changes change NNS cord-311432-js84ruve 65 21 in in IN cord-311432-js84ruve 65 22 the the DT cord-311432-js84ruve 65 23 specification specification NN cord-311432-js84ruve 65 24 of of IN cord-311432-js84ruve 65 25 the the DT cord-311432-js84ruve 65 26 ARIMA ARIMA NNP cord-311432-js84ruve 65 27 model model NN cord-311432-js84ruve 65 28 . . . cord-311432-js84ruve 66 1 As as RB cord-311432-js84ruve 66 2 soon soon RB cord-311432-js84ruve 66 3 as as IN cord-311432-js84ruve 66 4 major major JJ cord-311432-js84ruve 66 5 changes change NNS cord-311432-js84ruve 66 6 are be VBP cord-311432-js84ruve 66 7 observed observe VBN cord-311432-js84ruve 66 8 in in IN cord-311432-js84ruve 66 9 the the DT cord-311432-js84ruve 66 10 model model NN cord-311432-js84ruve 66 11 structure structure NN cord-311432-js84ruve 66 12 , , , cord-311432-js84ruve 66 13 i.e. i.e. FW cord-311432-js84ruve 66 14 , , , cord-311432-js84ruve 66 15 values value NNS cord-311432-js84ruve 66 16 of of IN cord-311432-js84ruve 66 17 ( ( -LRB- cord-311432-js84ruve 66 18 p p NN cord-311432-js84ruve 66 19 , , , cord-311432-js84ruve 66 20 i i PRP cord-311432-js84ruve 66 21 , , , cord-311432-js84ruve 66 22 q q NNP cord-311432-js84ruve 66 23 ) ) -RRB- cord-311432-js84ruve 66 24 , , , cord-311432-js84ruve 66 25 such such JJ cord-311432-js84ruve 66 26 alterations alteration NNS cord-311432-js84ruve 66 27 can can MD cord-311432-js84ruve 66 28 35 35 CD cord-311432-js84ruve 66 29 be be VB cord-311432-js84ruve 66 30 interpreted interpret VBN cord-311432-js84ruve 66 31 as as IN cord-311432-js84ruve 66 32 an an DT cord-311432-js84ruve 66 33 intervention intervention NN cord-311432-js84ruve 66 34 in in IN cord-311432-js84ruve 66 35 the the DT cord-311432-js84ruve 66 36 data datum NNS cord-311432-js84ruve 66 37 and and CC cord-311432-js84ruve 66 38 the the DT cord-311432-js84ruve 66 39 identified identify VBN cord-311432-js84ruve 66 40 days day NNS cord-311432-js84ruve 66 41 would would MD cord-311432-js84ruve 66 42 be be VB cord-311432-js84ruve 66 43 associated associate VBN cord-311432-js84ruve 66 44 with with IN cord-311432-js84ruve 66 45 the the DT cord-311432-js84ruve 66 46 dates date NNS cord-311432-js84ruve 66 47 of of IN cord-311432-js84ruve 66 48 inferred infer VBN cord-311432-js84ruve 66 49 interventions intervention NNS cord-311432-js84ruve 66 50 . . . cord-311432-js84ruve 67 1 The the DT cord-311432-js84ruve 67 2 external external JJ cord-311432-js84ruve 67 3 regressor regressor NN cord-311432-js84ruve 67 4 , , , cord-311432-js84ruve 67 5 corresponding correspond VBG cord-311432-js84ruve 67 6 to to IN cord-311432-js84ruve 67 7 the the DT cord-311432-js84ruve 67 8 interventions intervention NNS cord-311432-js84ruve 67 9 , , , cord-311432-js84ruve 67 10 is be VBZ cord-311432-js84ruve 67 11 basically basically RB cord-311432-js84ruve 67 12 a a DT cord-311432-js84ruve 67 13 binary binary JJ cord-311432-js84ruve 67 14 variable variable NN cord-311432-js84ruve 67 15 which which WDT cord-311432-js84ruve 67 16 , , , cord-311432-js84ruve 67 17 for for IN cord-311432-js84ruve 67 18 each each DT cord-311432-js84ruve 67 19 day day NN cord-311432-js84ruve 67 20 , , , cord-311432-js84ruve 67 21 is be VBZ cord-311432-js84ruve 67 22 0 0 CD cord-311432-js84ruve 68 1 ( ( -LRB- cord-311432-js84ruve 68 2 default default NN cord-311432-js84ruve 68 3 ) ) -RRB- cord-311432-js84ruve 68 4 indicating indicate VBG cord-311432-js84ruve 68 5 no no DT cord-311432-js84ruve 68 6 intervention intervention NN cord-311432-js84ruve 68 7 and and CC cord-311432-js84ruve 68 8 1 1 CD cord-311432-js84ruve 68 9 , , , cord-311432-js84ruve 68 10 otherwise otherwise RB cord-311432-js84ruve 68 11 . . . cord-311432-js84ruve 69 1 The the DT cord-311432-js84ruve 69 2 coefficient coefficient NN cord-311432-js84ruve 69 3 and and CC cord-311432-js84ruve 69 4 the the DT cord-311432-js84ruve 69 5 significance significance NN cord-311432-js84ruve 69 6 of of IN cord-311432-js84ruve 69 7 the the DT cord-311432-js84ruve 69 8 intervention intervention NN cord-311432-js84ruve 69 9 variable variable NN cord-311432-js84ruve 69 10 reflect reflect VBP cord-311432-js84ruve 69 11 the the DT cord-311432-js84ruve 69 12 average average JJ cord-311432-js84ruve 69 13 impact impact NN cord-311432-js84ruve 69 14 of of IN cord-311432-js84ruve 69 15 the the DT cord-311432-js84ruve 69 16 recorded record VBN cord-311432-js84ruve 69 17 interventions intervention NNS cord-311432-js84ruve 69 18 . . . cord-311432-js84ruve 70 1 The the DT cord-311432-js84ruve 70 2 online online JJ cord-311432-js84ruve 70 3 platform platform NN cord-311432-js84ruve 70 4 , , , cord-311432-js84ruve 70 5 as as IN cord-311432-js84ruve 70 6 it -PRON- PRP cord-311432-js84ruve 70 7 is be VBZ cord-311432-js84ruve 70 8 further further RB cord-311432-js84ruve 70 9 discussed discuss VBN cord-311432-js84ruve 70 10 in in IN cord-311432-js84ruve 70 11 the the DT cord-311432-js84ruve 70 12 next next JJ cord-311432-js84ruve 70 13 40 40 CD cord-311432-js84ruve 70 14 subsection subsection NN cord-311432-js84ruve 70 15 , , , cord-311432-js84ruve 70 16 enables enable VBZ cord-311432-js84ruve 70 17 users user NNS cord-311432-js84ruve 70 18 to to TO cord-311432-js84ruve 70 19 incorporate incorporate VB cord-311432-js84ruve 70 20 the the DT cord-311432-js84ruve 70 21 effect effect NN cord-311432-js84ruve 70 22 of of IN cord-311432-js84ruve 70 23 known know VBN cord-311432-js84ruve 70 24 interventions intervention NNS cord-311432-js84ruve 70 25 into into IN cord-311432-js84ruve 70 26 model model NN cord-311432-js84ruve 70 27 specifications specification NNS cord-311432-js84ruve 70 28 , , , cord-311432-js84ruve 70 29 and and CC cord-311432-js84ruve 70 30 to to TO cord-311432-js84ruve 70 31 detect detect VB cord-311432-js84ruve 70 32 unknown unknown JJ cord-311432-js84ruve 70 33 potential potential JJ cord-311432-js84ruve 70 34 interventions intervention NNS cord-311432-js84ruve 70 35 which which WDT cord-311432-js84ruve 70 36 can can MD cord-311432-js84ruve 70 37 capture capture VB cord-311432-js84ruve 70 38 observed observed JJ cord-311432-js84ruve 70 39 fluctuations fluctuation NNS cord-311432-js84ruve 70 40 in in IN cord-311432-js84ruve 70 41 the the DT cord-311432-js84ruve 70 42 disease disease NN cord-311432-js84ruve 70 43 spread spread VBD cord-311432-js84ruve 70 44 time time NN cord-311432-js84ruve 70 45 - - HYPH cord-311432-js84ruve 70 46 series series NN cord-311432-js84ruve 70 47 . . . cord-311432-js84ruve 71 1 The the DT cord-311432-js84ruve 71 2 proposed propose VBN cord-311432-js84ruve 71 3 intervention intervention NN cord-311432-js84ruve 71 4 modelling modelling NN cord-311432-js84ruve 71 5 approach approach NN cord-311432-js84ruve 71 6 is be VBZ cord-311432-js84ruve 71 7 examined examine VBN cord-311432-js84ruve 71 8 on on IN cord-311432-js84ruve 71 9 the the DT cord-311432-js84ruve 71 10 data datum NNS cord-311432-js84ruve 71 11 provided provide VBN cord-311432-js84ruve 71 12 for for IN cord-311432-js84ruve 71 13 China China NNP cord-311432-js84ruve 71 14 as as IN cord-311432-js84ruve 71 15 45 45 CD cord-311432-js84ruve 71 16 reported report VBD cord-311432-js84ruve 71 17 dates date NNS cord-311432-js84ruve 71 18 of of IN cord-311432-js84ruve 71 19 interventions intervention NNS cord-311432-js84ruve 71 20 are be VBP cord-311432-js84ruve 71 21 officially officially RB cord-311432-js84ruve 71 22 available available JJ cord-311432-js84ruve 71 23 . . . cord-311432-js84ruve 72 1 To to TO cord-311432-js84ruve 72 2 examine examine VB cord-311432-js84ruve 72 3 the the DT cord-311432-js84ruve 72 4 effectiveness effectiveness NN cord-311432-js84ruve 72 5 of of IN cord-311432-js84ruve 72 6 the the DT cord-311432-js84ruve 72 7 All All NNP cord-311432-js84ruve 72 8 rights right NNS cord-311432-js84ruve 72 9 reserved reserve VBN cord-311432-js84ruve 72 10 . . . cord-311432-js84ruve 73 1 No no DT cord-311432-js84ruve 73 2 reuse reuse NN cord-311432-js84ruve 73 3 allowed allow VBN cord-311432-js84ruve 73 4 without without IN cord-311432-js84ruve 73 5 permission permission NN cord-311432-js84ruve 73 6 . . . cord-311432-js84ruve 74 1 ( ( -LRB- cord-311432-js84ruve 74 2 which which WDT cord-311432-js84ruve 74 3 was be VBD cord-311432-js84ruve 74 4 not not RB cord-311432-js84ruve 74 5 certified certify VBN cord-311432-js84ruve 74 6 by by IN cord-311432-js84ruve 74 7 peer peer NN cord-311432-js84ruve 74 8 review review NN cord-311432-js84ruve 74 9 ) ) -RRB- cord-311432-js84ruve 74 10 is be VBZ cord-311432-js84ruve 74 11 the the DT cord-311432-js84ruve 74 12 author author NN cord-311432-js84ruve 74 13 / / SYM cord-311432-js84ruve 74 14 funder funder NN cord-311432-js84ruve 74 15 , , , cord-311432-js84ruve 74 16 who who WP cord-311432-js84ruve 74 17 has have VBZ cord-311432-js84ruve 74 18 granted grant VBN cord-311432-js84ruve 74 19 medRxiv medRxiv NNS cord-311432-js84ruve 74 20 a a DT cord-311432-js84ruve 74 21 license license NN cord-311432-js84ruve 74 22 to to TO cord-311432-js84ruve 74 23 display display VB cord-311432-js84ruve 74 24 the the DT cord-311432-js84ruve 74 25 preprint preprint NN cord-311432-js84ruve 74 26 in in IN cord-311432-js84ruve 74 27 perpetuity perpetuity NN cord-311432-js84ruve 74 28 . . . cord-311432-js84ruve 75 1 The the DT cord-311432-js84ruve 75 2 copyright copyright NN cord-311432-js84ruve 75 3 holder holder NN cord-311432-js84ruve 75 4 for for IN cord-311432-js84ruve 75 5 this this DT cord-311432-js84ruve 75 6 preprint preprint NN cord-311432-js84ruve 75 7 this this DT cord-311432-js84ruve 75 8 version version NN cord-311432-js84ruve 75 9 posted post VBN cord-311432-js84ruve 75 10 April April NNP cord-311432-js84ruve 75 11 29 29 CD cord-311432-js84ruve 75 12 , , , cord-311432-js84ruve 75 13 2020 2020 CD cord-311432-js84ruve 75 14 . . . cord-311432-js84ruve 75 15 . . . cord-311432-js84ruve 76 1 https://doi.org/10 https://doi.org/10 NNP cord-311432-js84ruve 76 2 . . . cord-311432-js84ruve 77 1 1101 1101 CD cord-311432-js84ruve 77 2 proposed propose VBD cord-311432-js84ruve 77 3 intervention intervention NN cord-311432-js84ruve 77 4 detection detection NN cord-311432-js84ruve 77 5 procedure procedure NN cord-311432-js84ruve 77 6 , , , cord-311432-js84ruve 77 7 three three CD cord-311432-js84ruve 77 8 models model NNS cord-311432-js84ruve 77 9 are be VBP cord-311432-js84ruve 77 10 developed develop VBN cord-311432-js84ruve 77 11 , , , cord-311432-js84ruve 77 12 on on IN cord-311432-js84ruve 77 13 the the DT cord-311432-js84ruve 77 14 number number NN cord-311432-js84ruve 77 15 of of IN cord-311432-js84ruve 77 16 cases case NNS cord-311432-js84ruve 77 17 reported report VBN cord-311432-js84ruve 77 18 from from IN cord-311432-js84ruve 77 19 the the DT cord-311432-js84ruve 77 20 end end NN cord-311432-js84ruve 77 21 of of IN cord-311432-js84ruve 77 22 December December NNP cord-311432-js84ruve 77 23 to to IN cord-311432-js84ruve 77 24 the the DT cord-311432-js84ruve 77 25 20 20 CD cord-311432-js84ruve 77 26 th th CD cord-311432-js84ruve 77 27 of of IN cord-311432-js84ruve 77 28 February February NNP cord-311432-js84ruve 77 29 , , , cord-311432-js84ruve 77 30 with with IN cord-311432-js84ruve 77 31 1 1 CD cord-311432-js84ruve 77 32 ) ) -RRB- cord-311432-js84ruve 78 1 no no DT cord-311432-js84ruve 78 2 intervention intervention NN cord-311432-js84ruve 78 3 , , , cord-311432-js84ruve 78 4 2 2 CD cord-311432-js84ruve 78 5 ) ) -RRB- cord-311432-js84ruve 78 6 reported report VBD cord-311432-js84ruve 78 7 interventions intervention NNS cord-311432-js84ruve 78 8 , , , cord-311432-js84ruve 78 9 and and CC cord-311432-js84ruve 78 10 3 3 LS cord-311432-js84ruve 78 11 ) ) -RRB- cord-311432-js84ruve 78 12 inferred infer VBN cord-311432-js84ruve 78 13 interventions intervention NNS cord-311432-js84ruve 78 14 . . . cord-311432-js84ruve 79 1 The the DT cord-311432-js84ruve 79 2 model model NN cord-311432-js84ruve 79 3 with with IN cord-311432-js84ruve 79 4 no no DT cord-311432-js84ruve 79 5 interventions intervention NNS cord-311432-js84ruve 79 6 returns return VBZ cord-311432-js84ruve 79 7 the the DT cord-311432-js84ruve 79 8 RMSE rmse NN cord-311432-js84ruve 79 9 of of IN cord-311432-js84ruve 79 10 6.52 6.52 CD cord-311432-js84ruve 79 11 , , , cord-311432-js84ruve 79 12 the the DT cord-311432-js84ruve 79 13 one one NN cord-311432-js84ruve 79 14 with with IN cord-311432-js84ruve 79 15 reported report VBN cord-311432-js84ruve 79 16 interventions intervention NNS cord-311432-js84ruve 79 17 returns return VBZ cord-311432-js84ruve 79 18 the the DT cord-311432-js84ruve 79 19 RMSE rmse NN cord-311432-js84ruve 79 20 of of IN cord-311432-js84ruve 79 21 6.53 6.53 CD cord-311432-js84ruve 79 22 and and CC cord-311432-js84ruve 79 23 the the DT cord-311432-js84ruve 79 24 one one NN cord-311432-js84ruve 79 25 with with IN cord-311432-js84ruve 79 26 the the DT cord-311432-js84ruve 79 27 inferred infer VBN cord-311432-js84ruve 79 28 interventions intervention NNS cord-311432-js84ruve 79 29 returns return VBZ cord-311432-js84ruve 79 30 the the DT cord-311432-js84ruve 79 31 RMSE RMSE NNP cord-311432-js84ruve 79 32 of of IN cord-311432-js84ruve 79 33 6.40 6.40 CD cord-311432-js84ruve 79 34 . . . cord-311432-js84ruve 80 1 In in IN cord-311432-js84ruve 80 2 the the DT cord-311432-js84ruve 80 3 reported report VBN cord-311432-js84ruve 80 4 intervention intervention NN cord-311432-js84ruve 80 5 model model NN cord-311432-js84ruve 80 6 , , , cord-311432-js84ruve 80 7 three three CD cord-311432-js84ruve 80 8 days day NNS cord-311432-js84ruve 80 9 5 5 CD cord-311432-js84ruve 80 10 are be VBP cord-311432-js84ruve 80 11 obtained obtain VBN cord-311432-js84ruve 80 12 from from IN cord-311432-js84ruve 80 13 the the DT cord-311432-js84ruve 80 14 available available JJ cord-311432-js84ruve 80 15 information information NN cord-311432-js84ruve 80 16 online online RB cord-311432-js84ruve 80 17 about about IN cord-311432-js84ruve 80 18 major major JJ cord-311432-js84ruve 80 19 interventions intervention NNS cord-311432-js84ruve 80 20 in in IN cord-311432-js84ruve 80 21 China China NNP cord-311432-js84ruve 80 22 happening happen VBG cord-311432-js84ruve 80 23 on on IN cord-311432-js84ruve 80 24 23th 23th CD cord-311432-js84ruve 80 25 , , , cord-311432-js84ruve 80 26 24th 24th NN cord-311432-js84ruve 80 27 , , , cord-311432-js84ruve 80 28 and and CC cord-311432-js84ruve 80 29 27th 27th NN cord-311432-js84ruve 80 30 of of IN cord-311432-js84ruve 80 31 January January NNP cord-311432-js84ruve 80 32 2020 2020 CD cord-311432-js84ruve 80 33 , , , cord-311432-js84ruve 80 34 while while IN cord-311432-js84ruve 80 35 the the DT cord-311432-js84ruve 80 36 inference inference NN cord-311432-js84ruve 80 37 approach approach NN cord-311432-js84ruve 80 38 identified identify VBD cord-311432-js84ruve 80 39 the the DT cord-311432-js84ruve 80 40 following follow VBG cord-311432-js84ruve 80 41 intervention intervention NN cord-311432-js84ruve 80 42 days day NNS cord-311432-js84ruve 80 43 as as IN cord-311432-js84ruve 80 44 20th 20th JJ cord-311432-js84ruve 80 45 , , , cord-311432-js84ruve 80 46 24th 24th JJ cord-311432-js84ruve 80 47 , , , cord-311432-js84ruve 80 48 26th 26th NN cord-311432-js84ruve 80 49 , , , cord-311432-js84ruve 80 50 29th 29th NN cord-311432-js84ruve 80 51 , , , cord-311432-js84ruve 80 52 30th 30th NN cord-311432-js84ruve 80 53 of of IN cord-311432-js84ruve 80 54 January January NNP cord-311432-js84ruve 80 55 2020 2020 CD cord-311432-js84ruve 80 56 , , , cord-311432-js84ruve 80 57 which which WDT cord-311432-js84ruve 80 58 are be VBP cord-311432-js84ruve 80 59 generally generally RB cord-311432-js84ruve 80 60 lagged lag VBN cord-311432-js84ruve 80 61 compared compare VBN cord-311432-js84ruve 80 62 to to IN cord-311432-js84ruve 80 63 the the DT cord-311432-js84ruve 80 64 reported report VBN cord-311432-js84ruve 80 65 ones one NNS cord-311432-js84ruve 80 66 , , , cord-311432-js84ruve 80 67 possibly possibly RB cord-311432-js84ruve 80 68 because because IN cord-311432-js84ruve 80 69 the the DT cord-311432-js84ruve 80 70 impact impact NN cord-311432-js84ruve 80 71 of of IN cord-311432-js84ruve 80 72 these these DT cord-311432-js84ruve 80 73 quarantine quarantine NN cord-311432-js84ruve 80 74 decisions decision NNS cord-311432-js84ruve 80 75 are be VBP cord-311432-js84ruve 80 76 reflected reflect VBN cord-311432-js84ruve 80 77 in in IN cord-311432-js84ruve 80 78 the the DT cord-311432-js84ruve 80 79 system system NN cord-311432-js84ruve 80 80 with with IN cord-311432-js84ruve 80 81 a a DT cord-311432-js84ruve 80 82 delay delay NN cord-311432-js84ruve 80 83 . . . cord-311432-js84ruve 81 1 The the DT cord-311432-js84ruve 81 2 proposed propose VBN cord-311432-js84ruve 81 3 intervention intervention NN cord-311432-js84ruve 81 4 inference inference NN cord-311432-js84ruve 81 5 approach approach NN cord-311432-js84ruve 81 6 , , , cord-311432-js84ruve 81 7 that that IN cord-311432-js84ruve 81 8 10 10 CD cord-311432-js84ruve 81 9 automates automate VBZ cord-311432-js84ruve 81 10 identification identification NN cord-311432-js84ruve 81 11 of of IN cord-311432-js84ruve 81 12 the the DT cord-311432-js84ruve 81 13 interventions intervention NNS cord-311432-js84ruve 81 14 , , , cord-311432-js84ruve 81 15 finds find VBZ cord-311432-js84ruve 81 16 a a DT cord-311432-js84ruve 81 17 statistically statistically RB cord-311432-js84ruve 81 18 significance significance NN cord-311432-js84ruve 81 19 coefficient coefficient NN cord-311432-js84ruve 81 20 for for IN cord-311432-js84ruve 81 21 the the DT cord-311432-js84ruve 81 22 average average JJ cord-311432-js84ruve 81 23 impact impact NN cord-311432-js84ruve 81 24 of of IN cord-311432-js84ruve 81 25 the the DT cord-311432-js84ruve 81 26 inferred infer VBN cord-311432-js84ruve 81 27 interventions intervention NNS cord-311432-js84ruve 81 28 and and CC cord-311432-js84ruve 81 29 can can MD cord-311432-js84ruve 81 30 successfully successfully RB cord-311432-js84ruve 81 31 improve improve VB cord-311432-js84ruve 81 32 the the DT cord-311432-js84ruve 81 33 goodness goodness NN cord-311432-js84ruve 81 34 - - HYPH cord-311432-js84ruve 81 35 of of IN cord-311432-js84ruve 81 36 - - HYPH cord-311432-js84ruve 81 37 fit fit NN cord-311432-js84ruve 81 38 of of IN cord-311432-js84ruve 81 39 the the DT cord-311432-js84ruve 81 40 model model NN cord-311432-js84ruve 81 41 . . . cord-311432-js84ruve 82 1 The the DT cord-311432-js84ruve 82 2 estimated estimate VBN cord-311432-js84ruve 82 3 coefficient coefficient NN cord-311432-js84ruve 82 4 of of IN cord-311432-js84ruve 82 5 -0.04 -0.04 CD cord-311432-js84ruve 82 6 ( ( -LRB- cord-311432-js84ruve 82 7 which which WDT cord-311432-js84ruve 82 8 is be VBZ cord-311432-js84ruve 82 9 statistically statistically RB cord-311432-js84ruve 82 10 significant significant JJ cord-311432-js84ruve 82 11 at at IN cord-311432-js84ruve 82 12 the the DT cord-311432-js84ruve 82 13 80 80 CD cord-311432-js84ruve 82 14 % % NN cord-311432-js84ruve 82 15 confidence confidence NN cord-311432-js84ruve 82 16 level level NN cord-311432-js84ruve 82 17 15 15 CD cord-311432-js84ruve 82 18 unlike unlike IN cord-311432-js84ruve 82 19 the the DT cord-311432-js84ruve 82 20 parameter parameter NN cord-311432-js84ruve 82 21 of of IN cord-311432-js84ruve 82 22 the the DT cord-311432-js84ruve 82 23 model model NN cord-311432-js84ruve 82 24 with with IN cord-311432-js84ruve 82 25 reported report VBN cord-311432-js84ruve 82 26 interventions intervention NNS cord-311432-js84ruve 82 27 in in IN cord-311432-js84ruve 82 28 the the DT cord-311432-js84ruve 82 29 inferred infer VBN cord-311432-js84ruve 82 30 intervention intervention NN cord-311432-js84ruve 82 31 model model NN cord-311432-js84ruve 82 32 has have VBZ cord-311432-js84ruve 82 33 a a DT cord-311432-js84ruve 82 34 major major JJ cord-311432-js84ruve 82 35 impact impact NN cord-311432-js84ruve 82 36 on on IN cord-311432-js84ruve 82 37 reduction reduction NN cord-311432-js84ruve 82 38 of of IN cord-311432-js84ruve 82 39 number number NN cord-311432-js84ruve 82 40 of of IN cord-311432-js84ruve 82 41 cases case NNS cord-311432-js84ruve 82 42 ( ( -LRB- cord-311432-js84ruve 82 43 almost almost RB cord-311432-js84ruve 82 44 no no DT cord-311432-js84ruve 82 45 increase increase NN cord-311432-js84ruve 82 46 ) ) -RRB- cord-311432-js84ruve 82 47 if if IN cord-311432-js84ruve 82 48 used use VBN cord-311432-js84ruve 82 49 to to TO cord-311432-js84ruve 82 50 predict predict VB cord-311432-js84ruve 82 51 the the DT cord-311432-js84ruve 82 52 number number NN cord-311432-js84ruve 82 53 of of IN cord-311432-js84ruve 82 54 cases case NNS cord-311432-js84ruve 82 55 to to IN cord-311432-js84ruve 82 56 the the DT cord-311432-js84ruve 82 57 stable stable JJ cord-311432-js84ruve 82 58 situation situation NN cord-311432-js84ruve 82 59 of of IN cord-311432-js84ruve 82 60 China China NNP cord-311432-js84ruve 82 61 . . . cord-311432-js84ruve 83 1 Therefore therefore RB cord-311432-js84ruve 83 2 , , , cord-311432-js84ruve 83 3 we -PRON- PRP cord-311432-js84ruve 83 4 performed perform VBD cord-311432-js84ruve 83 5 some some DT cord-311432-js84ruve 83 6 sensitivity sensitivity NN cord-311432-js84ruve 83 7 analysis analysis NN cord-311432-js84ruve 83 8 on on IN cord-311432-js84ruve 83 9 the the DT cord-311432-js84ruve 83 10 impact impact NN cord-311432-js84ruve 83 11 of of IN cord-311432-js84ruve 83 12 this this DT cord-311432-js84ruve 83 13 variable variable NN cord-311432-js84ruve 83 14 on on IN cord-311432-js84ruve 83 15 the the DT cord-311432-js84ruve 83 16 prediction prediction NN cord-311432-js84ruve 83 17 results result NNS cord-311432-js84ruve 83 18 which which WDT cord-311432-js84ruve 83 19 are be VBP cord-311432-js84ruve 83 20 presented present VBN cord-311432-js84ruve 83 21 in in IN cord-311432-js84ruve 83 22 Figure figure NN cord-311432-js84ruve 83 23 2 2 CD cord-311432-js84ruve 83 24 . . . cord-311432-js84ruve 84 1 The the DT cord-311432-js84ruve 84 2 left left JJ cord-311432-js84ruve 84 3 graph graph NN cord-311432-js84ruve 84 4 shows show VBZ cord-311432-js84ruve 84 5 the the DT cord-311432-js84ruve 84 6 impact impact NN cord-311432-js84ruve 84 7 of of IN cord-311432-js84ruve 84 8 an an DT cord-311432-js84ruve 84 9 intervention intervention NN cord-311432-js84ruve 84 10 applied apply VBN cord-311432-js84ruve 84 11 on on IN cord-311432-js84ruve 84 12 different different JJ cord-311432-js84ruve 84 13 days day NNS cord-311432-js84ruve 84 14 in in IN cord-311432-js84ruve 84 15 the the DT cord-311432-js84ruve 84 16 next next JJ cord-311432-js84ruve 84 17 10 10 CD cord-311432-js84ruve 84 18 days day NNS cord-311432-js84ruve 84 19 20 20 CD cord-311432-js84ruve 84 20 where where WRB cord-311432-js84ruve 84 21 the the DT cord-311432-js84ruve 84 22 intervention intervention NN cord-311432-js84ruve 84 23 parameter parameter NN cord-311432-js84ruve 84 24 is be VBZ cord-311432-js84ruve 84 25 set set VBN cord-311432-js84ruve 84 26 to to IN cord-311432-js84ruve 84 27 -0.005 -0.005 ADD cord-311432-js84ruve 85 1 and and CC cord-311432-js84ruve 85 2 the the DT cord-311432-js84ruve 85 3 right right JJ cord-311432-js84ruve 85 4 graphs graphs NN cord-311432-js84ruve 85 5 shows show VBZ cord-311432-js84ruve 85 6 the the DT cord-311432-js84ruve 85 7 situation situation NN cord-311432-js84ruve 85 8 that that IN cord-311432-js84ruve 85 9 a a DT cord-311432-js84ruve 85 10 coefficient coefficient NN cord-311432-js84ruve 85 11 of of IN cord-311432-js84ruve 85 12 -0.01 -0.01 CD cord-311432-js84ruve 85 13 is be VBZ cord-311432-js84ruve 85 14 considered consider VBN cord-311432-js84ruve 85 15 . . . cord-311432-js84ruve 86 1 The the DT cord-311432-js84ruve 86 2 main main JJ cord-311432-js84ruve 86 3 take take VBP cord-311432-js84ruve 86 4 away away RB cord-311432-js84ruve 86 5 message message NN cord-311432-js84ruve 86 6 of of IN cord-311432-js84ruve 86 7 the the DT cord-311432-js84ruve 86 8 diagrams diagram NNS cord-311432-js84ruve 86 9 of of IN cord-311432-js84ruve 86 10 Figure figure NN cord-311432-js84ruve 86 11 2 2 CD cord-311432-js84ruve 86 12 is be VBZ cord-311432-js84ruve 86 13 that that IN cord-311432-js84ruve 86 14 it -PRON- PRP cord-311432-js84ruve 86 15 is be VBZ cord-311432-js84ruve 86 16 better well JJR cord-311432-js84ruve 86 17 to to TO cord-311432-js84ruve 86 18 apply apply VB cord-311432-js84ruve 86 19 the the DT cord-311432-js84ruve 86 20 interventions intervention NNS cord-311432-js84ruve 86 21 as as RB cord-311432-js84ruve 86 22 early early RB cord-311432-js84ruve 86 23 as as IN cord-311432-js84ruve 86 24 possible possible JJ cord-311432-js84ruve 86 25 even even RB cord-311432-js84ruve 86 26 if if IN cord-311432-js84ruve 86 27 the the DT cord-311432-js84ruve 86 28 impact impact NN cord-311432-js84ruve 86 29 of of IN cord-311432-js84ruve 86 30 the the DT cord-311432-js84ruve 86 31 intervention intervention NN cord-311432-js84ruve 86 32 is be VBZ cord-311432-js84ruve 86 33 as as RB cord-311432-js84ruve 86 34 small small JJ cord-311432-js84ruve 86 35 as as IN cord-311432-js84ruve 86 36 the the DT cord-311432-js84ruve 86 37 one one NN cord-311432-js84ruve 86 38 considered consider VBN cord-311432-js84ruve 86 39 in in IN cord-311432-js84ruve 86 40 the the DT cord-311432-js84ruve 86 41 right right JJ cord-311432-js84ruve 86 42 graph graph NN cord-311432-js84ruve 86 43 . . . cord-311432-js84ruve 87 1 Further further RB cord-311432-js84ruve 87 2 , , , cord-311432-js84ruve 87 3 stronger strong JJR cord-311432-js84ruve 87 4 interventions intervention NNS cord-311432-js84ruve 87 5 , , , cord-311432-js84ruve 87 6 not not RB cord-311432-js84ruve 87 7 only only RB cord-311432-js84ruve 87 8 have have VBP cord-311432-js84ruve 87 9 a a DT cord-311432-js84ruve 87 10 larger large JJR cord-311432-js84ruve 87 11 immediate immediate JJ cord-311432-js84ruve 87 12 impact impact NN cord-311432-js84ruve 87 13 , , , cord-311432-js84ruve 87 14 but but CC cord-311432-js84ruve 87 15 they -PRON- PRP cord-311432-js84ruve 87 16 result result VBP cord-311432-js84ruve 87 17 in in IN cord-311432-js84ruve 87 18 a a DT cord-311432-js84ruve 87 19 more more RBR cord-311432-js84ruve 87 20 stable stable JJ cord-311432-js84ruve 87 21 long long JJ cord-311432-js84ruve 87 22 - - HYPH cord-311432-js84ruve 87 23 term term NN cord-311432-js84ruve 87 24 impact impact NN cord-311432-js84ruve 87 25 as as IN cord-311432-js84ruve 87 26 25 25 CD cord-311432-js84ruve 87 27 shown show VBN cord-311432-js84ruve 87 28 in in IN cord-311432-js84ruve 87 29 Figure figure NN cord-311432-js84ruve 87 30 2 2 CD cord-311432-js84ruve 87 31 . . . cord-311432-js84ruve 88 1 To to TO cord-311432-js84ruve 88 2 further further RB cord-311432-js84ruve 88 3 assess assess VB cord-311432-js84ruve 88 4 the the DT cord-311432-js84ruve 88 5 effectiveness effectiveness NN cord-311432-js84ruve 88 6 of of IN cord-311432-js84ruve 88 7 policies policy NNS cord-311432-js84ruve 88 8 using use VBG cord-311432-js84ruve 88 9 the the DT cord-311432-js84ruve 88 10 proposed propose VBN cord-311432-js84ruve 88 11 platform platform NN cord-311432-js84ruve 88 12 , , , cord-311432-js84ruve 88 13 we -PRON- PRP cord-311432-js84ruve 88 14 have have VBP cord-311432-js84ruve 88 15 looked look VBN cord-311432-js84ruve 88 16 at at IN cord-311432-js84ruve 88 17 the the DT cord-311432-js84ruve 88 18 response response NN cord-311432-js84ruve 88 19 of of IN cord-311432-js84ruve 88 20 the the DT cord-311432-js84ruve 88 21 Australian australian JJ cord-311432-js84ruve 88 22 government government NN cord-311432-js84ruve 88 23 to to IN cord-311432-js84ruve 88 24 COVID-19 covid-19 VB cord-311432-js84ruve 88 25 , , , cord-311432-js84ruve 88 26 given give VBN cord-311432-js84ruve 88 27 the the DT cord-311432-js84ruve 88 28 access access NN cord-311432-js84ruve 88 29 of of IN cord-311432-js84ruve 88 30 the the DT cord-311432-js84ruve 88 31 authors author NNS cord-311432-js84ruve 88 32 to to TO cord-311432-js84ruve 88 33 detail detail VB cord-311432-js84ruve 88 34 30 30 CD cord-311432-js84ruve 88 35 information information NN cord-311432-js84ruve 88 36 on on IN cord-311432-js84ruve 88 37 timeline timeline NN cord-311432-js84ruve 88 38 of of IN cord-311432-js84ruve 88 39 interventions intervention NNS cord-311432-js84ruve 88 40 by by IN cord-311432-js84ruve 88 41 the the DT cord-311432-js84ruve 88 42 Australian australian JJ cord-311432-js84ruve 88 43 government government NN cord-311432-js84ruve 88 44 . . . cord-311432-js84ruve 89 1 The the DT cord-311432-js84ruve 89 2 first first JJ cord-311432-js84ruve 89 3 case case NN cord-311432-js84ruve 89 4 in in IN cord-311432-js84ruve 89 5 Australia Australia NNP cord-311432-js84ruve 89 6 was be VBD cord-311432-js84ruve 89 7 confirmed confirm VBN cord-311432-js84ruve 89 8 on on IN cord-311432-js84ruve 89 9 January January NNP cord-311432-js84ruve 89 10 25 25 CD cord-311432-js84ruve 89 11 th th XX cord-311432-js84ruve 89 12 by by IN cord-311432-js84ruve 89 13 a a DT cord-311432-js84ruve 89 14 passenger passenger NN cord-311432-js84ruve 89 15 travelling travel VBG cord-311432-js84ruve 89 16 from from IN cord-311432-js84ruve 89 17 Wuhan Wuhan NNP cord-311432-js84ruve 89 18 which which WDT cord-311432-js84ruve 89 19 was be VBD cord-311432-js84ruve 89 20 followed follow VBN cord-311432-js84ruve 89 21 by by IN cord-311432-js84ruve 89 22 a a DT cord-311432-js84ruve 89 23 travel travel NN cord-311432-js84ruve 89 24 ban ban NN cord-311432-js84ruve 89 25 from from IN cord-311432-js84ruve 89 26 mainland mainland NN cord-311432-js84ruve 89 27 China China NNP cord-311432-js84ruve 89 28 on on IN cord-311432-js84ruve 89 29 February February NNP cord-311432-js84ruve 89 30 1 1 CD cord-311432-js84ruve 89 31 st st NNP cord-311432-js84ruve 89 32 . . . cord-311432-js84ruve 90 1 Other other JJ cord-311432-js84ruve 90 2 travel travel NN cord-311432-js84ruve 90 3 bans ban NNS cord-311432-js84ruve 90 4 were be VBD cord-311432-js84ruve 90 5 followed follow VBN cord-311432-js84ruve 90 6 by by IN cord-311432-js84ruve 90 7 , , , cord-311432-js84ruve 90 8 Iran Iran NNP cord-311432-js84ruve 90 9 arrival arrival NN cord-311432-js84ruve 90 10 blocking block VBG cord-311432-js84ruve 90 11 on on IN cord-311432-js84ruve 90 12 March March NNP cord-311432-js84ruve 90 13 1 1 CD cord-311432-js84ruve 90 14 st st NNP cord-311432-js84ruve 90 15 , , , cord-311432-js84ruve 90 16 south south NNP cord-311432-js84ruve 90 17 Korea Korea NNP cord-311432-js84ruve 90 18 on on IN cord-311432-js84ruve 90 19 March March NNP cord-311432-js84ruve 90 20 5 5 CD cord-311432-js84ruve 90 21 th th XX cord-311432-js84ruve 90 22 , , , cord-311432-js84ruve 90 23 Italy Italy NNP cord-311432-js84ruve 90 24 on on IN cord-311432-js84ruve 90 25 March March NNP cord-311432-js84ruve 90 26 11 11 CD cord-311432-js84ruve 90 27 th th XX cord-311432-js84ruve 90 28 , , , cord-311432-js84ruve 90 29 selfisolation selfisolation NN cord-311432-js84ruve 90 30 for for IN cord-311432-js84ruve 90 31 overseas overseas JJ cord-311432-js84ruve 90 32 travelers traveler NNS cord-311432-js84ruve 90 33 and and CC cord-311432-js84ruve 90 34 cruise cruise NN cord-311432-js84ruve 90 35 ships ship NNS cord-311432-js84ruve 90 36 blocked block VBN cord-311432-js84ruve 90 37 on on IN cord-311432-js84ruve 90 38 the the DT cord-311432-js84ruve 90 39 15 15 CD cord-311432-js84ruve 90 40 th th CD cord-311432-js84ruve 90 41 of of IN cord-311432-js84ruve 90 42 March March NNP cord-311432-js84ruve 90 43 , , , cord-311432-js84ruve 90 44 border border NN cord-311432-js84ruve 90 45 closure closure NN cord-311432-js84ruve 90 46 on on IN cord-311432-js84ruve 90 47 35 35 CD cord-311432-js84ruve 90 48 March March NNP cord-311432-js84ruve 90 49 19 19 CD cord-311432-js84ruve 90 50 th th XX cord-311432-js84ruve 90 51 , , , cord-311432-js84ruve 90 52 ban ban NN cord-311432-js84ruve 90 53 of of IN cord-311432-js84ruve 90 54 travelling travel VBG cord-311432-js84ruve 90 55 overseas overseas RB cord-311432-js84ruve 90 56 on on IN cord-311432-js84ruve 90 57 24 24 CD cord-311432-js84ruve 90 58 th th XX cord-311432-js84ruve 90 59 , , , cord-311432-js84ruve 90 60 and and CC cord-311432-js84ruve 90 61 mandatory mandatory JJ cord-311432-js84ruve 90 62 isolation isolation NN cord-311432-js84ruve 90 63 in in IN cord-311432-js84ruve 90 64 hotels hotel NNS cord-311432-js84ruve 90 65 for for IN cord-311432-js84ruve 90 66 travelers traveler NNS cord-311432-js84ruve 90 67 on on IN cord-311432-js84ruve 90 68 28 28 CD cord-311432-js84ruve 90 69 th th XX cord-311432-js84ruve 90 70 [ [ -LRB- cord-311432-js84ruve 90 71 18 18 CD cord-311432-js84ruve 90 72 ] ] -RRB- cord-311432-js84ruve 90 73 . . . cord-311432-js84ruve 91 1 Upon upon IN cord-311432-js84ruve 91 2 including include VBG cord-311432-js84ruve 91 3 travel travel NN cord-311432-js84ruve 91 4 bans ban NNS cord-311432-js84ruve 91 5 in in IN cord-311432-js84ruve 91 6 the the DT cord-311432-js84ruve 91 7 model model NN cord-311432-js84ruve 91 8 ( ( -LRB- cord-311432-js84ruve 91 9 data datum NNS cord-311432-js84ruve 91 10 from from IN cord-311432-js84ruve 91 11 5 5 CD cord-311432-js84ruve 91 12 th th DT cord-311432-js84ruve 91 13 March March NNP cord-311432-js84ruve 91 14 to to IN cord-311432-js84ruve 91 15 20 20 CD cord-311432-js84ruve 91 16 th th CD cord-311432-js84ruve 91 17 of of IN cord-311432-js84ruve 91 18 April April NNP cord-311432-js84ruve 91 19 ) ) -RRB- cord-311432-js84ruve 91 20 , , , cord-311432-js84ruve 91 21 the the DT cord-311432-js84ruve 91 22 estimated estimate VBN cord-311432-js84ruve 91 23 coefficient coefficient NN cord-311432-js84ruve 91 24 of of IN cord-311432-js84ruve 91 25 the the DT cord-311432-js84ruve 91 26 intervention intervention NN cord-311432-js84ruve 91 27 variable variable NN cord-311432-js84ruve 91 28 would would MD cord-311432-js84ruve 91 29 be be VB cord-311432-js84ruve 91 30 -53.89 -53.89 , cord-311432-js84ruve 91 31 ( ( -LRB- cord-311432-js84ruve 91 32 with with IN cord-311432-js84ruve 91 33 standard standard JJ cord-311432-js84ruve 91 34 error error NN cord-311432-js84ruve 91 35 , , , cord-311432-js84ruve 91 36 SE SE NNP cord-311432-js84ruve 91 37 = = SYM cord-311432-js84ruve 91 38 26.94 26.94 CD cord-311432-js84ruve 91 39 ) ) -RRB- cord-311432-js84ruve 91 40 implying imply VBG cord-311432-js84ruve 91 41 that that IN cord-311432-js84ruve 91 42 on on IN cord-311432-js84ruve 91 43 average average JJ cord-311432-js84ruve 91 44 the the DT cord-311432-js84ruve 91 45 travel travel NN cord-311432-js84ruve 91 46 bans ban NNS cord-311432-js84ruve 91 47 could could MD cord-311432-js84ruve 91 48 reduce reduce VB cord-311432-js84ruve 91 49 the the DT cord-311432-js84ruve 91 50 number number NN cord-311432-js84ruve 91 51 of of IN cord-311432-js84ruve 91 52 infected infected JJ cord-311432-js84ruve 91 53 people people NNS cord-311432-js84ruve 91 54 by by IN cord-311432-js84ruve 91 55 53 53 CD cord-311432-js84ruve 91 56 cases case NNS cord-311432-js84ruve 91 57 . . . cord-311432-js84ruve 92 1 The the DT cord-311432-js84ruve 92 2 model model NN cord-311432-js84ruve 92 3 predictive predictive JJ cord-311432-js84ruve 92 4 power power NN cord-311432-js84ruve 92 5 would would MD cord-311432-js84ruve 92 6 be be VB cord-311432-js84ruve 92 7 significantly significantly RB cord-311432-js84ruve 92 8 improved improve VBN cord-311432-js84ruve 92 9 in in IN cord-311432-js84ruve 92 10 terms term NNS cord-311432-js84ruve 92 11 of of IN cord-311432-js84ruve 92 12 the the DT cord-311432-js84ruve 92 13 goodness goodness NN cord-311432-js84ruve 92 14 40 40 CD cord-311432-js84ruve 92 15 of of IN cord-311432-js84ruve 92 16 fit fit NN cord-311432-js84ruve 92 17 of of IN cord-311432-js84ruve 92 18 the the DT cord-311432-js84ruve 92 19 model model NN cord-311432-js84ruve 92 20 ( ( -LRB- cord-311432-js84ruve 92 21 RMSE RMSE NNP cord-311432-js84ruve 92 22 = = SYM cord-311432-js84ruve 92 23 8.88 8.88 CD cord-311432-js84ruve 92 24 , , , cord-311432-js84ruve 92 25 significant significant JJ cord-311432-js84ruve 92 26 compared compare VBN cord-311432-js84ruve 92 27 to to IN cord-311432-js84ruve 92 28 ' ' '' cord-311432-js84ruve 92 29 no no DT cord-311432-js84ruve 92 30 intervention intervention NN cord-311432-js84ruve 92 31 ' ' '' cord-311432-js84ruve 92 32 residuals residual NNS cord-311432-js84ruve 92 33 ) ) -RRB- cord-311432-js84ruve 92 34 . . . cord-311432-js84ruve 93 1 Other other JJ cord-311432-js84ruve 93 2 than than IN cord-311432-js84ruve 93 3 the the DT cord-311432-js84ruve 93 4 coefficient coefficient NN cord-311432-js84ruve 93 5 of of IN cord-311432-js84ruve 93 6 the the DT cord-311432-js84ruve 93 7 travel travel NN cord-311432-js84ruve 93 8 ban ban NN cord-311432-js84ruve 93 9 intervention intervention NN cord-311432-js84ruve 93 10 , , , cord-311432-js84ruve 93 11 an an DT cord-311432-js84ruve 93 12 ARIMA ARIMA NNP cord-311432-js84ruve 93 13 ( ( -LRB- cord-311432-js84ruve 93 14 1 1 CD cord-311432-js84ruve 93 15 , , , cord-311432-js84ruve 93 16 1 1 CD cord-311432-js84ruve 93 17 , , , cord-311432-js84ruve 93 18 2 2 CD cord-311432-js84ruve 93 19 ) ) -RRB- cord-311432-js84ruve 93 20 is be VBZ cord-311432-js84ruve 93 21 estimated estimate VBN cord-311432-js84ruve 93 22 reflecting reflect VBG cord-311432-js84ruve 93 23 the the DT cord-311432-js84ruve 93 24 importance importance NN cord-311432-js84ruve 93 25 of of IN cord-311432-js84ruve 93 26 incorporating incorporate VBG cord-311432-js84ruve 93 27 the the DT cord-311432-js84ruve 93 28 observation observation NN cord-311432-js84ruve 93 29 of of IN cord-311432-js84ruve 93 30 three three CD cord-311432-js84ruve 93 31 days day NNS cord-311432-js84ruve 93 32 before before RB cord-311432-js84ruve 93 33 into into IN cord-311432-js84ruve 93 34 prediction prediction NN cord-311432-js84ruve 93 35 , , , cord-311432-js84ruve 93 36 which which WDT cord-311432-js84ruve 93 37 also also RB cord-311432-js84ruve 93 38 requires require VBZ cord-311432-js84ruve 93 39 one one CD cord-311432-js84ruve 93 40 differencing differencing NN cord-311432-js84ruve 93 41 to to TO cord-311432-js84ruve 93 42 make make VB cord-311432-js84ruve 93 43 the the DT cord-311432-js84ruve 93 44 data data NN cord-311432-js84ruve 93 45 stationary stationary JJ cord-311432-js84ruve 93 46 reflecting reflect VBG cord-311432-js84ruve 93 47 the the DT cord-311432-js84ruve 93 48 non non NN cord-311432-js84ruve 93 49 - - JJ cord-311432-js84ruve 93 50 linearity linearity NN cord-311432-js84ruve 93 51 of of IN cord-311432-js84ruve 93 52 time time NN cord-311432-js84ruve 93 53 - - HYPH cord-311432-js84ruve 93 54 series series NN cord-311432-js84ruve 93 55 data datum NNS cord-311432-js84ruve 93 56 . . . cord-311432-js84ruve 94 1 The the DT cord-311432-js84ruve 94 2 first first JJ cord-311432-js84ruve 94 3 order order NN cord-311432-js84ruve 94 4 of of IN cord-311432-js84ruve 94 5 integration integration NN cord-311432-js84ruve 94 6 ( ( -LRB- cord-311432-js84ruve 94 7 i=3 i=3 NNP cord-311432-js84ruve 94 8 in in IN cord-311432-js84ruve 94 9 the the DT cord-311432-js84ruve 94 10 ARIMA ARIMA NNP cord-311432-js84ruve 94 11 model model NN cord-311432-js84ruve 94 12 ) ) -RRB- cord-311432-js84ruve 94 13 also also RB cord-311432-js84ruve 94 14 implies imply VBZ cord-311432-js84ruve 94 15 that that IN cord-311432-js84ruve 94 16 the the DT cord-311432-js84ruve 94 17 slope slope NN cord-311432-js84ruve 94 18 of of IN cord-311432-js84ruve 94 19 the the DT cord-311432-js84ruve 94 20 45 45 CD cord-311432-js84ruve 94 21 All All NNP cord-311432-js84ruve 94 22 rights right NNS cord-311432-js84ruve 94 23 reserved reserve VBN cord-311432-js84ruve 94 24 . . . cord-311432-js84ruve 95 1 No no DT cord-311432-js84ruve 95 2 reuse reuse NN cord-311432-js84ruve 95 3 allowed allow VBN cord-311432-js84ruve 95 4 without without IN cord-311432-js84ruve 95 5 permission permission NN cord-311432-js84ruve 95 6 . . . cord-311432-js84ruve 96 1 ( ( -LRB- cord-311432-js84ruve 96 2 which which WDT cord-311432-js84ruve 96 3 was be VBD cord-311432-js84ruve 96 4 not not RB cord-311432-js84ruve 96 5 certified certify VBN cord-311432-js84ruve 96 6 by by IN cord-311432-js84ruve 96 7 peer peer NN cord-311432-js84ruve 96 8 review review NN cord-311432-js84ruve 96 9 ) ) -RRB- cord-311432-js84ruve 96 10 is be VBZ cord-311432-js84ruve 96 11 the the DT cord-311432-js84ruve 96 12 author author NN cord-311432-js84ruve 96 13 / / SYM cord-311432-js84ruve 96 14 funder funder NN cord-311432-js84ruve 96 15 , , , cord-311432-js84ruve 96 16 who who WP cord-311432-js84ruve 96 17 has have VBZ cord-311432-js84ruve 96 18 granted grant VBN cord-311432-js84ruve 96 19 medRxiv medRxiv NNS cord-311432-js84ruve 96 20 a a DT cord-311432-js84ruve 96 21 license license NN cord-311432-js84ruve 96 22 to to TO cord-311432-js84ruve 96 23 display display VB cord-311432-js84ruve 96 24 the the DT cord-311432-js84ruve 96 25 preprint preprint NN cord-311432-js84ruve 96 26 in in IN cord-311432-js84ruve 96 27 perpetuity perpetuity NN cord-311432-js84ruve 96 28 . . . cord-311432-js84ruve 97 1 The the DT cord-311432-js84ruve 97 2 copyright copyright NN cord-311432-js84ruve 97 3 holder holder NN cord-311432-js84ruve 97 4 for for IN cord-311432-js84ruve 97 5 this this DT cord-311432-js84ruve 97 6 preprint preprint NN cord-311432-js84ruve 97 7 this this DT cord-311432-js84ruve 97 8 version version NN cord-311432-js84ruve 97 9 posted post VBN cord-311432-js84ruve 97 10 April April NNP cord-311432-js84ruve 97 11 29 29 CD cord-311432-js84ruve 97 12 , , , cord-311432-js84ruve 97 13 2020 2020 CD cord-311432-js84ruve 97 14 . . . cord-311432-js84ruve 97 15 . . . cord-311432-js84ruve 98 1 https://doi.org/10.1101 https://doi.org/10.1101 NNP cord-311432-js84ruve 98 2 number number NN cord-311432-js84ruve 98 3 daily daily JJ cord-311432-js84ruve 98 4 cases case NNS cord-311432-js84ruve 98 5 is be VBZ cord-311432-js84ruve 98 6 critical critical JJ cord-311432-js84ruve 98 7 in in IN cord-311432-js84ruve 98 8 the the DT cord-311432-js84ruve 98 9 model model NN cord-311432-js84ruve 98 10 , , , cord-311432-js84ruve 98 11 not not RB cord-311432-js84ruve 98 12 just just RB cord-311432-js84ruve 98 13 the the DT cord-311432-js84ruve 98 14 accumulated accumulate VBN cord-311432-js84ruve 98 15 total total JJ cord-311432-js84ruve 98 16 number number NN cord-311432-js84ruve 98 17 of of IN cord-311432-js84ruve 98 18 reported report VBN cord-311432-js84ruve 98 19 cases case NNS cord-311432-js84ruve 98 20 . . . cord-311432-js84ruve 99 1 Another another DT cord-311432-js84ruve 99 2 type type NN cord-311432-js84ruve 99 3 of of IN cord-311432-js84ruve 99 4 intervention intervention NN cord-311432-js84ruve 99 5 practiced practice VBN cord-311432-js84ruve 99 6 in in IN cord-311432-js84ruve 99 7 Australia Australia NNP cord-311432-js84ruve 99 8 has have VBZ cord-311432-js84ruve 99 9 been be VBN cord-311432-js84ruve 99 10 restrictions restriction NNS cord-311432-js84ruve 99 11 on on IN cord-311432-js84ruve 99 12 gathering gather VBG cord-311432-js84ruve 99 13 in in IN cord-311432-js84ruve 99 14 public public JJ cord-311432-js84ruve 99 15 places place NNS cord-311432-js84ruve 99 16 . . . cord-311432-js84ruve 100 1 Australia Australia NNP cord-311432-js84ruve 100 2 imposed impose VBD cord-311432-js84ruve 100 3 restrictions restriction NNS cord-311432-js84ruve 100 4 on on IN cord-311432-js84ruve 100 5 outdoor outdoor JJ cord-311432-js84ruve 100 6 gathering gathering NN cord-311432-js84ruve 100 7 of of IN cord-311432-js84ruve 100 8 people people NNS cord-311432-js84ruve 100 9 to to IN cord-311432-js84ruve 100 10 less less JJR cord-311432-js84ruve 100 11 than than IN cord-311432-js84ruve 100 12 500 500 CD cord-311432-js84ruve 100 13 on on IN cord-311432-js84ruve 100 14 the the DT cord-311432-js84ruve 100 15 16 16 CD cord-311432-js84ruve 100 16 th th XX cord-311432-js84ruve 100 17 5 5 CD cord-311432-js84ruve 100 18 of of IN cord-311432-js84ruve 100 19 March March NNP cord-311432-js84ruve 100 20 , , , cord-311432-js84ruve 100 21 indoor indoor JJ cord-311432-js84ruve 100 22 gathering gathering NN cord-311432-js84ruve 100 23 to to IN cord-311432-js84ruve 100 24 less less JJR cord-311432-js84ruve 100 25 than than IN cord-311432-js84ruve 100 26 100 100 CD cord-311432-js84ruve 100 27 individuals individual NNS cord-311432-js84ruve 100 28 on on IN cord-311432-js84ruve 100 29 18 18 CD cord-311432-js84ruve 100 30 th th CD cord-311432-js84ruve 100 31 of of IN cord-311432-js84ruve 100 32 March March NNP cord-311432-js84ruve 100 33 , , , cord-311432-js84ruve 100 34 Pubs Pubs NNPS cord-311432-js84ruve 100 35 clubs club NNS cord-311432-js84ruve 100 36 closed close VBD cord-311432-js84ruve 100 37 , , , cord-311432-js84ruve 100 38 restaurants restaurant NNS cord-311432-js84ruve 100 39 take take VBP cord-311432-js84ruve 100 40 - - HYPH cord-311432-js84ruve 100 41 away away NN cord-311432-js84ruve 100 42 only only RB cord-311432-js84ruve 100 43 on on IN cord-311432-js84ruve 100 44 23 23 CD cord-311432-js84ruve 100 45 rd rd NN cord-311432-js84ruve 100 46 of of IN cord-311432-js84ruve 100 47 March March NNP cord-311432-js84ruve 100 48 , , , cord-311432-js84ruve 100 49 and and CC cord-311432-js84ruve 100 50 all all DT cord-311432-js84ruve 100 51 gathering gathering NN cord-311432-js84ruve 100 52 limited limit VBN cord-311432-js84ruve 100 53 to to IN cord-311432-js84ruve 100 54 2 2 CD cord-311432-js84ruve 100 55 persons person NNS cord-311432-js84ruve 100 56 on on IN cord-311432-js84ruve 100 57 30 30 CD cord-311432-js84ruve 100 58 th th CD cord-311432-js84ruve 100 59 of of IN cord-311432-js84ruve 100 60 March March NNP cord-311432-js84ruve 100 61 [ [ -LRB- cord-311432-js84ruve 100 62 18 18 CD cord-311432-js84ruve 100 63 ] ] -RRB- cord-311432-js84ruve 100 64 . . . cord-311432-js84ruve 101 1 By by IN cord-311432-js84ruve 101 2 considering consider VBG cord-311432-js84ruve 101 3 these these DT cord-311432-js84ruve 101 4 interventions intervention NNS cord-311432-js84ruve 101 5 except except IN cord-311432-js84ruve 101 6 for for IN cord-311432-js84ruve 101 7 the the DT cord-311432-js84ruve 101 8 23 23 CD cord-311432-js84ruve 101 9 rd rd NN cord-311432-js84ruve 101 10 which which WDT cord-311432-js84ruve 101 11 over over IN cord-311432-js84ruve 101 12 laps lap NNS cord-311432-js84ruve 101 13 with with IN cord-311432-js84ruve 101 14 a a DT cord-311432-js84ruve 101 15 major major JJ cord-311432-js84ruve 101 16 spike spike NN cord-311432-js84ruve 101 17 in in IN cord-311432-js84ruve 101 18 the the DT cord-311432-js84ruve 101 19 data datum NNS cord-311432-js84ruve 101 20 , , , cord-311432-js84ruve 101 21 the the DT cord-311432-js84ruve 101 22 parameter parameter NN cord-311432-js84ruve 101 23 of of IN cord-311432-js84ruve 101 24 intervention intervention NN cord-311432-js84ruve 101 25 variable variable NN cord-311432-js84ruve 101 26 is be VBZ cord-311432-js84ruve 101 27 estimated estimate VBN cord-311432-js84ruve 101 28 as as IN cord-311432-js84ruve 101 29 - - CD cord-311432-js84ruve 101 30 16.24 16.24 CD cord-311432-js84ruve 101 31 ( ( -LRB- cord-311432-js84ruve 101 32 SE SE NNP cord-311432-js84ruve 101 33 = = SYM cord-311432-js84ruve 101 34 38.46 38.46 CD cord-311432-js84ruve 101 35 ) ) -RRB- cord-311432-js84ruve 101 36 imply imply VBP cord-311432-js84ruve 101 37 that that IN cord-311432-js84ruve 101 38 the the DT cord-311432-js84ruve 101 39 gathering gathering NN cord-311432-js84ruve 101 40 bans ban NNS cord-311432-js84ruve 101 41 in in IN cord-311432-js84ruve 101 42 Australia Australia NNP cord-311432-js84ruve 101 43 reduced reduce VBD cord-311432-js84ruve 101 44 the the DT cord-311432-js84ruve 101 45 number number NN cord-311432-js84ruve 101 46 of of IN cord-311432-js84ruve 101 47 cases case NNS cord-311432-js84ruve 101 48 by by IN cord-311432-js84ruve 101 49 -16 -16 `` cord-311432-js84ruve 101 50 cases case NNS cord-311432-js84ruve 101 51 per per IN cord-311432-js84ruve 101 52 day day NN cord-311432-js84ruve 101 53 , , , cord-311432-js84ruve 101 54 10 10 CD cord-311432-js84ruve 101 55 while while IN cord-311432-js84ruve 101 56 the the DT cord-311432-js84ruve 101 57 coefficient coefficient NN cord-311432-js84ruve 101 58 is be VBZ cord-311432-js84ruve 101 59 not not RB cord-311432-js84ruve 101 60 significant significant JJ cord-311432-js84ruve 101 61 . . . cord-311432-js84ruve 102 1 The the DT cord-311432-js84ruve 102 2 corresponding correspond VBG cord-311432-js84ruve 102 3 ARIMA ARIMA NNP cord-311432-js84ruve 102 4 models model NNS cord-311432-js84ruve 102 5 is be VBZ cord-311432-js84ruve 102 6 ( ( -LRB- cord-311432-js84ruve 102 7 3,3,0 3,3,0 CD cord-311432-js84ruve 102 8 ) ) -RRB- cord-311432-js84ruve 102 9 , , , cord-311432-js84ruve 102 10 with with IN cord-311432-js84ruve 102 11 RMSE RMSE NNP cord-311432-js84ruve 102 12 10.31 10.31 CD cord-311432-js84ruve 102 13 ( ( -LRB- cord-311432-js84ruve 102 14 not not RB cord-311432-js84ruve 102 15 significant significant JJ cord-311432-js84ruve 102 16 compared compare VBN cord-311432-js84ruve 102 17 to to IN cord-311432-js84ruve 102 18 ' ' '' cord-311432-js84ruve 102 19 no no DT cord-311432-js84ruve 102 20 intervention intervention NN cord-311432-js84ruve 102 21 ' ' '' cord-311432-js84ruve 102 22 residuals residual NNS cord-311432-js84ruve 102 23 ) ) -RRB- cord-311432-js84ruve 102 24 . . . cord-311432-js84ruve 103 1 Once once IN cord-311432-js84ruve 103 2 all all DT cord-311432-js84ruve 103 3 restrictions restriction NNS cord-311432-js84ruve 103 4 are be VBP cord-311432-js84ruve 103 5 included include VBN cord-311432-js84ruve 103 6 in in IN cord-311432-js84ruve 103 7 one one CD cord-311432-js84ruve 103 8 model model NN cord-311432-js84ruve 103 9 to to TO cord-311432-js84ruve 103 10 examine examine VB cord-311432-js84ruve 103 11 the the DT cord-311432-js84ruve 103 12 effect effect NN cord-311432-js84ruve 103 13 of of IN cord-311432-js84ruve 103 14 interventions intervention NNS cord-311432-js84ruve 103 15 in in IN cord-311432-js84ruve 103 16 one one CD cord-311432-js84ruve 103 17 model model NN cord-311432-js84ruve 103 18 with with IN cord-311432-js84ruve 103 19 the the DT cord-311432-js84ruve 103 20 aim aim NN cord-311432-js84ruve 103 21 of of IN cord-311432-js84ruve 103 22 finding find VBG cord-311432-js84ruve 103 23 the the DT cord-311432-js84ruve 103 24 best good JJS cord-311432-js84ruve 103 25 fit fit NN cord-311432-js84ruve 103 26 to to IN cord-311432-js84ruve 103 27 the the DT cord-311432-js84ruve 103 28 data datum NNS cord-311432-js84ruve 103 29 ( ( -LRB- cord-311432-js84ruve 103 30 on on IN cord-311432-js84ruve 103 31 6 6 CD cord-311432-js84ruve 103 32 th th XX cord-311432-js84ruve 103 33 , , , cord-311432-js84ruve 103 34 12 12 CD cord-311432-js84ruve 103 35 th th XX cord-311432-js84ruve 103 36 , , , cord-311432-js84ruve 103 37 15 15 CD cord-311432-js84ruve 103 38 th th XX cord-311432-js84ruve 103 39 , , , cord-311432-js84ruve 103 40 16 16 CD cord-311432-js84ruve 103 41 th th XX cord-311432-js84ruve 103 42 , , , cord-311432-js84ruve 103 43 19 19 CD cord-311432-js84ruve 103 44 th th XX cord-311432-js84ruve 103 45 , , , cord-311432-js84ruve 103 46 24 24 CD cord-311432-js84ruve 103 47 th th XX cord-311432-js84ruve 103 48 , , , cord-311432-js84ruve 103 49 and and CC cord-311432-js84ruve 103 50 28 28 CD cord-311432-js84ruve 103 51 th th CD cord-311432-js84ruve 103 52 of of IN cord-311432-js84ruve 103 53 15 15 CD cord-311432-js84ruve 103 54 March March NNP cord-311432-js84ruve 103 55 and and CC cord-311432-js84ruve 103 56 3 3 CD cord-311432-js84ruve 103 57 st st NNS cord-311432-js84ruve 103 58 of of IN cord-311432-js84ruve 103 59 April April NNP cord-311432-js84ruve 103 60 ) ) -RRB- cord-311432-js84ruve 104 1 an an DT cord-311432-js84ruve 104 2 ARIMA ARIMA NNP cord-311432-js84ruve 104 3 ( ( -LRB- cord-311432-js84ruve 104 4 1,1,2 1,1,2 CD cord-311432-js84ruve 104 5 ) ) -RRB- cord-311432-js84ruve 104 6 model model NN cord-311432-js84ruve 104 7 is be VBZ cord-311432-js84ruve 104 8 obtained obtain VBN cord-311432-js84ruve 104 9 with with IN cord-311432-js84ruve 104 10 RMSE RMSE NNP cord-311432-js84ruve 104 11 of of IN cord-311432-js84ruve 104 12 8.68 8.68 CD cord-311432-js84ruve 104 13 , , , cord-311432-js84ruve 104 14 where where WRB cord-311432-js84ruve 104 15 the the DT cord-311432-js84ruve 104 16 coefficient coefficient NN cord-311432-js84ruve 104 17 of of IN cord-311432-js84ruve 104 18 intervention intervention NN cord-311432-js84ruve 104 19 variable variable NN cord-311432-js84ruve 104 20 is be VBZ cord-311432-js84ruve 104 21 -45.4 -45.4 . cord-311432-js84ruve 105 1 ( ( -LRB- cord-311432-js84ruve 105 2 SE=21.86 SE=21.86 NNP cord-311432-js84ruve 105 3 , , , cord-311432-js84ruve 105 4 p p NN cord-311432-js84ruve 105 5 - - HYPH cord-311432-js84ruve 105 6 value value NN cord-311432-js84ruve 105 7 = = SYM cord-311432-js84ruve 105 8 0.03 0.03 CD cord-311432-js84ruve 105 9 ) ) -RRB- cord-311432-js84ruve 105 10 and and CC cord-311432-js84ruve 105 11 the the DT cord-311432-js84ruve 105 12 model model NN cord-311432-js84ruve 105 13 is be VBZ cord-311432-js84ruve 105 14 only only RB cord-311432-js84ruve 105 15 marginally marginally RB cord-311432-js84ruve 105 16 improved improved JJ cord-311432-js84ruve 105 17 to to IN cord-311432-js84ruve 105 18 the the DT cord-311432-js84ruve 105 19 first first JJ cord-311432-js84ruve 105 20 model model NN cord-311432-js84ruve 105 21 . . . cord-311432-js84ruve 106 1 In in IN cord-311432-js84ruve 106 2 other other JJ cord-311432-js84ruve 106 3 words word NNS cord-311432-js84ruve 106 4 , , , cord-311432-js84ruve 106 5 the the DT cord-311432-js84ruve 106 6 intervention intervention NN cord-311432-js84ruve 106 7 strategies strategy NNS cord-311432-js84ruve 106 8 of of IN cord-311432-js84ruve 106 9 the the DT cord-311432-js84ruve 106 10 government government NN cord-311432-js84ruve 106 11 of of IN cord-311432-js84ruve 106 12 Australia Australia NNP cord-311432-js84ruve 106 13 could could MD cord-311432-js84ruve 106 14 result result VB cord-311432-js84ruve 106 15 in in IN cord-311432-js84ruve 106 16 a a DT cord-311432-js84ruve 106 17 reduction reduction NN cord-311432-js84ruve 106 18 of of IN cord-311432-js84ruve 106 19 45 45 CD cord-311432-js84ruve 106 20 cases case NNS cord-311432-js84ruve 106 21 per per IN cord-311432-js84ruve 106 22 day day NN cord-311432-js84ruve 106 23 during during IN cord-311432-js84ruve 106 24 March March NNP cord-311432-js84ruve 106 25 and and CC cord-311432-js84ruve 106 26 earlyto earlyto NN cord-311432-js84ruve 106 27 - - HYPH cord-311432-js84ruve 106 28 mid mid JJ cord-311432-js84ruve 106 29 April April NNP cord-311432-js84ruve 106 30 2020 2020 CD cord-311432-js84ruve 106 31 . . . cord-311432-js84ruve 107 1 As as IN cord-311432-js84ruve 107 2 a a DT cord-311432-js84ruve 107 3 result result NN cord-311432-js84ruve 107 4 , , , cord-311432-js84ruve 107 5 by by IN cord-311432-js84ruve 107 6 considering consider VBG cord-311432-js84ruve 107 7 the the DT cord-311432-js84ruve 107 8 first first JJ cord-311432-js84ruve 107 9 model model NN cord-311432-js84ruve 107 10 and and CC cord-311432-js84ruve 107 11 the the DT cord-311432-js84ruve 107 12 last last JJ cord-311432-js84ruve 107 13 model model NN cord-311432-js84ruve 107 14 which which WDT cord-311432-js84ruve 107 15 is be VBZ cord-311432-js84ruve 107 16 20 20 CD cord-311432-js84ruve 107 17 developed develop VBN cord-311432-js84ruve 107 18 to to TO cord-311432-js84ruve 107 19 find find VB cord-311432-js84ruve 107 20 the the DT cord-311432-js84ruve 107 21 best good JJS cord-311432-js84ruve 107 22 fit fit NN cord-311432-js84ruve 107 23 to to IN cord-311432-js84ruve 107 24 the the DT cord-311432-js84ruve 107 25 data datum NNS cord-311432-js84ruve 107 26 we -PRON- PRP cord-311432-js84ruve 107 27 can can MD cord-311432-js84ruve 107 28 say say VB cord-311432-js84ruve 107 29 that that IN cord-311432-js84ruve 107 30 the the DT cord-311432-js84ruve 107 31 preventive preventive JJ cord-311432-js84ruve 107 32 strategies strategy NNS cord-311432-js84ruve 107 33 helped help VBD cord-311432-js84ruve 107 34 reducing reduce VBG cord-311432-js84ruve 107 35 the the DT cord-311432-js84ruve 107 36 number number NN cord-311432-js84ruve 107 37 pf pf IN cord-311432-js84ruve 107 38 infected infected JJ cord-311432-js84ruve 107 39 cases case NNS cord-311432-js84ruve 107 40 in in IN cord-311432-js84ruve 107 41 Australia Australia NNP cord-311432-js84ruve 107 42 by by IN cord-311432-js84ruve 107 43 45 45 CD cord-311432-js84ruve 107 44 - - SYM cord-311432-js84ruve 107 45 53 53 CD cord-311432-js84ruve 107 46 cases case NNS cord-311432-js84ruve 107 47 . . . cord-311432-js84ruve 108 1 We -PRON- PRP cord-311432-js84ruve 108 2 have have VBP cord-311432-js84ruve 108 3 developed develop VBN cord-311432-js84ruve 108 4 an an DT cord-311432-js84ruve 108 5 interactive interactive JJ cord-311432-js84ruve 108 6 online online JJ cord-311432-js84ruve 108 7 dashboard dashboard NN cord-311432-js84ruve 108 8 ( ( -LRB- cord-311432-js84ruve 108 9 https://unsw-dataanalytics.shinyapps.io/covid19_analytics https://unsw-dataanalytics.shinyapps.io/covid19_analytics NNP cord-311432-js84ruve 108 10 ) ) -RRB- cord-311432-js84ruve 108 11 to to TO cord-311432-js84ruve 108 12 facilitate facilitate VB cord-311432-js84ruve 108 13 real real JJ cord-311432-js84ruve 108 14 - - HYPH cord-311432-js84ruve 108 15 time time NN cord-311432-js84ruve 108 16 model model NN cord-311432-js84ruve 108 17 development development NN cord-311432-js84ruve 108 18 for for IN cord-311432-js84ruve 108 19 lay lay JJ cord-311432-js84ruve 108 20 users user NNS cord-311432-js84ruve 108 21 as as RB cord-311432-js84ruve 108 22 well well RB cord-311432-js84ruve 108 23 as as IN cord-311432-js84ruve 108 24 data datum NNS cord-311432-js84ruve 108 25 scientists scientist NNS cord-311432-js84ruve 108 26 . . . cord-311432-js84ruve 109 1 Users user NNS cord-311432-js84ruve 109 2 can can MD cord-311432-js84ruve 109 3 select select VB cord-311432-js84ruve 109 4 the the DT cord-311432-js84ruve 109 5 country country NN cord-311432-js84ruve 109 6 of of IN cord-311432-js84ruve 109 7 interest interest NN cord-311432-js84ruve 109 8 from from IN cord-311432-js84ruve 109 9 the the DT cord-311432-js84ruve 109 10 left left JJ cord-311432-js84ruve 109 11 panel panel NN cord-311432-js84ruve 109 12 and and CC cord-311432-js84ruve 109 13 observe observe VB cord-311432-js84ruve 109 14 an an DT cord-311432-js84ruve 109 15 interactive interactive JJ cord-311432-js84ruve 109 16 visualisation visualisation NN cord-311432-js84ruve 109 17 on on IN cord-311432-js84ruve 109 18 cumulative cumulative JJ cord-311432-js84ruve 109 19 counts count NNS cord-311432-js84ruve 109 20 of of IN cord-311432-js84ruve 109 21 confirmed confirm VBN cord-311432-js84ruve 109 22 cases case NNS cord-311432-js84ruve 109 23 in in IN cord-311432-js84ruve 109 24 the the DT cord-311432-js84ruve 109 25 middle middle JJ cord-311432-js84ruve 109 26 panel panel NN cord-311432-js84ruve 109 27 . . . cord-311432-js84ruve 110 1 Upon upon IN cord-311432-js84ruve 110 2 pressing press VBG cord-311432-js84ruve 110 3 the the DT cord-311432-js84ruve 110 4 ' ' `` cord-311432-js84ruve 110 5 Predict predict VB cord-311432-js84ruve 110 6 ' ' '' cord-311432-js84ruve 110 7 button button NN cord-311432-js84ruve 110 8 ' ' '' cord-311432-js84ruve 110 9 , , , cord-311432-js84ruve 110 10 the the DT cord-311432-js84ruve 110 11 platform platform NN cord-311432-js84ruve 110 12 provides provide VBZ cord-311432-js84ruve 110 13 users user NNS cord-311432-js84ruve 110 14 with with IN cord-311432-js84ruve 110 15 optimal optimal JJ cord-311432-js84ruve 110 16 models model NNS cord-311432-js84ruve 110 17 fitted fit VBN cord-311432-js84ruve 110 18 to to IN cord-311432-js84ruve 110 19 the the DT cord-311432-js84ruve 110 20 latest late JJS cord-311432-js84ruve 110 21 30 30 CD cord-311432-js84ruve 110 22 reports report NNS cord-311432-js84ruve 110 23 of of IN cord-311432-js84ruve 110 24 COVID-19 COVID-19 NNP cord-311432-js84ruve 110 25 spared spare VBN cord-311432-js84ruve 110 26 as as IN cord-311432-js84ruve 110 27 provided provide VBN cord-311432-js84ruve 110 28 by by IN cord-311432-js84ruve 110 29 ECDC ECDC NNP cord-311432-js84ruve 110 30 . . . cord-311432-js84ruve 111 1 For for IN cord-311432-js84ruve 111 2 any any DT cord-311432-js84ruve 111 3 country country NN cord-311432-js84ruve 111 4 of of IN cord-311432-js84ruve 111 5 interest interest NN cord-311432-js84ruve 111 6 , , , cord-311432-js84ruve 111 7 the the DT cord-311432-js84ruve 111 8 interactive interactive JJ cord-311432-js84ruve 111 9 user user NN cord-311432-js84ruve 111 10 - - HYPH cord-311432-js84ruve 111 11 interface interface NN cord-311432-js84ruve 111 12 enables enable VBZ cord-311432-js84ruve 111 13 users user NNS cord-311432-js84ruve 111 14 to to TO cord-311432-js84ruve 111 15 re re VB cord-311432-js84ruve 111 16 - - VB cord-311432-js84ruve 111 17 estimate estimate JJ cord-311432-js84ruve 111 18 models model NNS cord-311432-js84ruve 111 19 by by IN cord-311432-js84ruve 111 20 1 1 CD cord-311432-js84ruve 111 21 ) ) -RRB- cord-311432-js84ruve 111 22 adding add VBG cord-311432-js84ruve 111 23 observed observe VBN cord-311432-js84ruve 111 24 interventions intervention NNS cord-311432-js84ruve 111 25 in in IN cord-311432-js84ruve 111 26 previous previous JJ cord-311432-js84ruve 111 27 days day NNS cord-311432-js84ruve 111 28 , , , cord-311432-js84ruve 111 29 2 2 CD cord-311432-js84ruve 111 30 ) ) -RRB- cord-311432-js84ruve 111 31 customising customise VBG cord-311432-js84ruve 111 32 the the DT cord-311432-js84ruve 111 33 range range NN cord-311432-js84ruve 111 34 of of IN cord-311432-js84ruve 111 35 days day NNS cord-311432-js84ruve 111 36 to to TO cord-311432-js84ruve 111 37 be be VB cord-311432-js84ruve 111 38 included include VBN cord-311432-js84ruve 111 39 in in IN cord-311432-js84ruve 111 40 the the DT cord-311432-js84ruve 111 41 model model NN cord-311432-js84ruve 111 42 and and CC cord-311432-js84ruve 111 43 3 3 LS cord-311432-js84ruve 111 44 ) ) -RRB- cord-311432-js84ruve 111 45 incorporating incorporate VBG cord-311432-js84ruve 111 46 the the DT cord-311432-js84ruve 111 47 effect effect NN cord-311432-js84ruve 111 48 of of IN cord-311432-js84ruve 111 49 future future JJ cord-311432-js84ruve 111 50 interventions intervention NNS cord-311432-js84ruve 111 51 in in IN cord-311432-js84ruve 111 52 predictions prediction NNS cord-311432-js84ruve 111 53 . . . cord-311432-js84ruve 112 1 The the DT cord-311432-js84ruve 112 2 right right JJ cord-311432-js84ruve 112 3 panel panel NN cord-311432-js84ruve 112 4 visualises visualise VBZ cord-311432-js84ruve 112 5 the the DT cord-311432-js84ruve 112 6 cumulative cumulative JJ cord-311432-js84ruve 112 7 number number NN cord-311432-js84ruve 112 8 of of IN cord-311432-js84ruve 112 9 confirmed confirm VBN cord-311432-js84ruve 112 10 cases case NNS cord-311432-js84ruve 112 11 since since IN cord-311432-js84ruve 112 12 the the DT cord-311432-js84ruve 112 13 1000 1000 CD cord-311432-js84ruve 112 14 th th XX cord-311432-js84ruve 112 15 case case NN cord-311432-js84ruve 112 16 of of IN cord-311432-js84ruve 112 17 top top JJ cord-311432-js84ruve 112 18 10 10 CD cord-311432-js84ruve 112 19 countries country NNS cord-311432-js84ruve 112 20 in in IN cord-311432-js84ruve 112 21 terms term NNS cord-311432-js84ruve 112 22 of of IN cord-311432-js84ruve 112 23 total total JJ cord-311432-js84ruve 112 24 number number NN cord-311432-js84ruve 112 25 of of IN cord-311432-js84ruve 112 26 cases case NNS cord-311432-js84ruve 112 27 , , , cord-311432-js84ruve 112 28 35 35 CD cord-311432-js84ruve 112 29 plus plus CC cord-311432-js84ruve 112 30 predictions prediction NNS cord-311432-js84ruve 112 31 of of IN cord-311432-js84ruve 112 32 growth growth NN cord-311432-js84ruve 112 33 trajectories trajectory NNS cord-311432-js84ruve 112 34 in in IN cord-311432-js84ruve 112 35 the the DT cord-311432-js84ruve 112 36 next next JJ cord-311432-js84ruve 112 37 10 10 CD cord-311432-js84ruve 112 38 days day NNS cord-311432-js84ruve 112 39 . . . cord-311432-js84ruve 113 1 Similarly similarly RB cord-311432-js84ruve 113 2 , , , cord-311432-js84ruve 113 3 the the DT cord-311432-js84ruve 113 4 middle middle JJ cord-311432-js84ruve 113 5 - - HYPH cord-311432-js84ruve 113 6 button button NN cord-311432-js84ruve 113 7 panel panel NN cord-311432-js84ruve 113 8 shows show VBZ cord-311432-js84ruve 113 9 the the DT cord-311432-js84ruve 113 10 world world NN cord-311432-js84ruve 113 11 map map VB cord-311432-js84ruve 113 12 color color NN cord-311432-js84ruve 113 13 - - HYPH cord-311432-js84ruve 113 14 coded code VBN cord-311432-js84ruve 113 15 with with IN cord-311432-js84ruve 113 16 predicted predict VBN cord-311432-js84ruve 113 17 number number NN cord-311432-js84ruve 113 18 of of IN cord-311432-js84ruve 113 19 cases case NNS cord-311432-js84ruve 113 20 per per IN cord-311432-js84ruve 113 21 100 100 CD cord-311432-js84ruve 113 22 K k NN cord-311432-js84ruve 113 23 , , , cord-311432-js84ruve 113 24 together together RB cord-311432-js84ruve 113 25 providing provide VBG cord-311432-js84ruve 113 26 a a DT cord-311432-js84ruve 113 27 global global JJ cord-311432-js84ruve 113 28 comparative comparative JJ cord-311432-js84ruve 113 29 view view NN cord-311432-js84ruve 113 30 of of IN cord-311432-js84ruve 113 31 the the DT cord-311432-js84ruve 113 32 forthcoming forthcoming JJ cord-311432-js84ruve 113 33 COVID-19 COVID-19 NNP cord-311432-js84ruve 113 34 spread spread NN cord-311432-js84ruve 113 35 . . . cord-311432-js84ruve 114 1 Real real JJ cord-311432-js84ruve 114 2 - - HYPH cord-311432-js84ruve 114 3 time time NN cord-311432-js84ruve 115 1 COVID-19 COVID-19 NNP cord-311432-js84ruve 115 2 data data NN cord-311432-js84ruve 115 3 analytics analytic NNS cord-311432-js84ruve 115 4 have have VBP cord-311432-js84ruve 115 5 been be VBN cord-311432-js84ruve 115 6 mainly mainly RB cord-311432-js84ruve 115 7 focused focus VBN cord-311432-js84ruve 115 8 on on IN cord-311432-js84ruve 115 9 visualizing visualize VBG cord-311432-js84ruve 115 10 the the DT cord-311432-js84ruve 115 11 spread spread NN cord-311432-js84ruve 115 12 [ [ -LRB- cord-311432-js84ruve 115 13 19 19 CD cord-311432-js84ruve 115 14 ] ] -RRB- cord-311432-js84ruve 115 15 40 40 CD cord-311432-js84ruve 115 16 with with IN cord-311432-js84ruve 115 17 limited limited JJ cord-311432-js84ruve 115 18 effort effort NN cord-311432-js84ruve 115 19 in in IN cord-311432-js84ruve 115 20 developing develop VBG cord-311432-js84ruve 115 21 models model NNS cord-311432-js84ruve 115 22 to to TO cord-311432-js84ruve 115 23 dynamically dynamically RB cord-311432-js84ruve 115 24 analyze analyze VB cord-311432-js84ruve 115 25 the the DT cord-311432-js84ruve 115 26 data datum NNS cord-311432-js84ruve 115 27 . . . cord-311432-js84ruve 116 1 Epidemiological epidemiological JJ cord-311432-js84ruve 116 2 models model NNS cord-311432-js84ruve 116 3 , , , cord-311432-js84ruve 116 4 i.e. i.e. FW cord-311432-js84ruve 116 5 , , , cord-311432-js84ruve 116 6 SIR SIR NNP cord-311432-js84ruve 116 7 / / SYM cord-311432-js84ruve 116 8 SIER SIER NNP cord-311432-js84ruve 116 9 models model NNS cord-311432-js84ruve 116 10 , , , cord-311432-js84ruve 116 11 have have VBP cord-311432-js84ruve 116 12 a a DT cord-311432-js84ruve 116 13 strong strong JJ cord-311432-js84ruve 116 14 foundation foundation NN cord-311432-js84ruve 116 15 in in IN cord-311432-js84ruve 116 16 analyzing analyze VBG cord-311432-js84ruve 116 17 epidemic epidemic NN cord-311432-js84ruve 116 18 growth growth NN cord-311432-js84ruve 116 19 / / SYM cord-311432-js84ruve 116 20 decline decline NN cord-311432-js84ruve 116 21 , , , cord-311432-js84ruve 116 22 and and CC cord-311432-js84ruve 116 23 have have VBP cord-311432-js84ruve 116 24 been be VBN cord-311432-js84ruve 116 25 substantially substantially RB cord-311432-js84ruve 116 26 explored explore VBN cord-311432-js84ruve 116 27 for for IN cord-311432-js84ruve 116 28 modelling model VBG cord-311432-js84ruve 116 29 the the DT cord-311432-js84ruve 116 30 speed speed NN cord-311432-js84ruve 116 31 of of IN cord-311432-js84ruve 116 32 infectious infectious JJ cord-311432-js84ruve 116 33 disease disease NN cord-311432-js84ruve 116 34 progression progression NN cord-311432-js84ruve 116 35 . . . cord-311432-js84ruve 117 1 Yet yet RB cord-311432-js84ruve 117 2 , , , cord-311432-js84ruve 117 3 such such JJ cord-311432-js84ruve 117 4 models model NNS cord-311432-js84ruve 117 5 are be VBP cord-311432-js84ruve 117 6 often often RB cord-311432-js84ruve 117 7 offline offline JJ cord-311432-js84ruve 117 8 / / SYM cord-311432-js84ruve 117 9 static static JJ cord-311432-js84ruve 117 10 , , , cord-311432-js84ruve 117 11 require require VBP cord-311432-js84ruve 117 12 assumptions assumption NNS cord-311432-js84ruve 117 13 for for IN cord-311432-js84ruve 117 14 the the DT cord-311432-js84ruve 117 15 parametric parametric JJ cord-311432-js84ruve 117 16 formulation formulation NN cord-311432-js84ruve 117 17 of of IN cord-311432-js84ruve 117 18 the the DT cord-311432-js84ruve 117 19 model model NN cord-311432-js84ruve 117 20 and and CC cord-311432-js84ruve 117 21 rely rely VB cord-311432-js84ruve 117 22 on on IN cord-311432-js84ruve 117 23 multitude multitude NN cord-311432-js84ruve 117 24 of of IN cord-311432-js84ruve 117 25 initial initial JJ cord-311432-js84ruve 117 26 parameters parameter NNS cord-311432-js84ruve 117 27 . . . cord-311432-js84ruve 118 1 45 45 CD cord-311432-js84ruve 119 1 All all DT cord-311432-js84ruve 119 2 rights right NNS cord-311432-js84ruve 119 3 reserved reserve VBN cord-311432-js84ruve 119 4 . . . cord-311432-js84ruve 120 1 No no DT cord-311432-js84ruve 120 2 reuse reuse NN cord-311432-js84ruve 120 3 allowed allow VBN cord-311432-js84ruve 120 4 without without IN cord-311432-js84ruve 120 5 permission permission NN cord-311432-js84ruve 120 6 . . . cord-311432-js84ruve 121 1 ( ( -LRB- cord-311432-js84ruve 121 2 which which WDT cord-311432-js84ruve 121 3 was be VBD cord-311432-js84ruve 121 4 not not RB cord-311432-js84ruve 121 5 certified certify VBN cord-311432-js84ruve 121 6 by by IN cord-311432-js84ruve 121 7 peer peer NN cord-311432-js84ruve 121 8 review review NN cord-311432-js84ruve 121 9 ) ) -RRB- cord-311432-js84ruve 121 10 is be VBZ cord-311432-js84ruve 121 11 the the DT cord-311432-js84ruve 121 12 author author NN cord-311432-js84ruve 121 13 / / SYM cord-311432-js84ruve 121 14 funder funder NN cord-311432-js84ruve 121 15 , , , cord-311432-js84ruve 121 16 who who WP cord-311432-js84ruve 121 17 has have VBZ cord-311432-js84ruve 121 18 granted grant VBN cord-311432-js84ruve 121 19 medRxiv medRxiv NNS cord-311432-js84ruve 121 20 a a DT cord-311432-js84ruve 121 21 license license NN cord-311432-js84ruve 121 22 to to TO cord-311432-js84ruve 121 23 display display VB cord-311432-js84ruve 121 24 the the DT cord-311432-js84ruve 121 25 preprint preprint NN cord-311432-js84ruve 121 26 in in IN cord-311432-js84ruve 121 27 perpetuity perpetuity NN cord-311432-js84ruve 121 28 . . . cord-311432-js84ruve 122 1 The the DT cord-311432-js84ruve 122 2 copyright copyright NN cord-311432-js84ruve 122 3 holder holder NN cord-311432-js84ruve 122 4 for for IN cord-311432-js84ruve 122 5 this this DT cord-311432-js84ruve 122 6 preprint preprint NN cord-311432-js84ruve 122 7 this this DT cord-311432-js84ruve 122 8 version version NN cord-311432-js84ruve 122 9 posted post VBN cord-311432-js84ruve 122 10 April April NNP cord-311432-js84ruve 122 11 29 29 CD cord-311432-js84ruve 122 12 , , , cord-311432-js84ruve 122 13 2020 2020 CD cord-311432-js84ruve 122 14 . . . cord-311432-js84ruve 122 15 . . . cord-311432-js84ruve 123 1 https://doi.org/10.1101 https://doi.org/10.1101 NNP cord-311432-js84ruve 124 1 We -PRON- PRP cord-311432-js84ruve 124 2 developed develop VBD cord-311432-js84ruve 124 3 a a DT cord-311432-js84ruve 124 4 time time NN cord-311432-js84ruve 124 5 - - HYPH cord-311432-js84ruve 124 6 series series NN cord-311432-js84ruve 124 7 based base VBN cord-311432-js84ruve 124 8 statistical statistical JJ cord-311432-js84ruve 124 9 model model NN cord-311432-js84ruve 124 10 to to TO cord-311432-js84ruve 124 11 dynamically dynamically RB cord-311432-js84ruve 124 12 predict predict VB cord-311432-js84ruve 124 13 the the DT cord-311432-js84ruve 124 14 future future JJ cord-311432-js84ruve 124 15 trend trend NN cord-311432-js84ruve 124 16 of of IN cord-311432-js84ruve 124 17 COVD-19 COVD-19 NNP cord-311432-js84ruve 124 18 spread spread NN cord-311432-js84ruve 124 19 . . . cord-311432-js84ruve 125 1 It -PRON- PRP cord-311432-js84ruve 125 2 is be VBZ cord-311432-js84ruve 125 3 built build VBN cord-311432-js84ruve 125 4 upon upon IN cord-311432-js84ruve 125 5 the the DT cord-311432-js84ruve 125 6 strength strength NN cord-311432-js84ruve 125 7 of of IN cord-311432-js84ruve 125 8 SIR SIR NNP cord-311432-js84ruve 125 9 / / SYM cord-311432-js84ruve 125 10 SIER SIER NNP cord-311432-js84ruve 125 11 models model NNS cord-311432-js84ruve 125 12 in in IN cord-311432-js84ruve 125 13 considering consider VBG cord-311432-js84ruve 125 14 the the DT cord-311432-js84ruve 125 15 speed speed NN cord-311432-js84ruve 125 16 of of IN cord-311432-js84ruve 125 17 progression progression NN cord-311432-js84ruve 125 18 and and CC cord-311432-js84ruve 125 19 coupled couple VBN cord-311432-js84ruve 125 20 with with IN cord-311432-js84ruve 125 21 the the DT cord-311432-js84ruve 125 22 capacity capacity NN cord-311432-js84ruve 125 23 of of IN cord-311432-js84ruve 125 24 time time NN cord-311432-js84ruve 125 25 - - HYPH cord-311432-js84ruve 125 26 series series NN cord-311432-js84ruve 125 27 models model NNS cord-311432-js84ruve 125 28 in in IN cord-311432-js84ruve 125 29 1 1 CD cord-311432-js84ruve 125 30 ) ) -RRB- cord-311432-js84ruve 125 31 considering consider VBG cord-311432-js84ruve 125 32 higher high JJR cord-311432-js84ruve 125 33 orders order NNS cord-311432-js84ruve 125 34 of of IN cord-311432-js84ruve 125 35 derivatives derivative NNS cord-311432-js84ruve 125 36 of of IN cord-311432-js84ruve 125 37 the the DT cord-311432-js84ruve 125 38 number number NN cord-311432-js84ruve 125 39 of of IN cord-311432-js84ruve 125 40 cases case NNS cord-311432-js84ruve 125 41 in in IN cord-311432-js84ruve 125 42 previous previous JJ cord-311432-js84ruve 125 43 time time NN cord-311432-js84ruve 125 44 intervals interval NNS cord-311432-js84ruve 125 45 , , , cord-311432-js84ruve 125 46 2 2 CD cord-311432-js84ruve 125 47 ) ) -RRB- cord-311432-js84ruve 125 48 accounting account VBG cord-311432-js84ruve 125 49 for for IN cord-311432-js84ruve 125 50 the the DT cord-311432-js84ruve 125 51 impact impact NN cord-311432-js84ruve 125 52 of of IN cord-311432-js84ruve 125 53 residuals residual NNS cord-311432-js84ruve 125 54 of of IN cord-311432-js84ruve 125 55 the the DT cord-311432-js84ruve 125 56 previous previous JJ cord-311432-js84ruve 125 57 time time NN cord-311432-js84ruve 125 58 intervals interval NNS cord-311432-js84ruve 125 59 , , , cord-311432-js84ruve 125 60 and and CC cord-311432-js84ruve 125 61 3 3 LS cord-311432-js84ruve 125 62 ) ) -RRB- cord-311432-js84ruve 125 63 incorporating incorporate VBG cord-311432-js84ruve 125 64 intervention intervention NN cord-311432-js84ruve 125 65 effect effect NN cord-311432-js84ruve 125 66 as as IN cord-311432-js84ruve 125 67 external external JJ cord-311432-js84ruve 125 68 5 5 CD cord-311432-js84ruve 125 69 variables variable NNS cord-311432-js84ruve 125 70 . . . cord-311432-js84ruve 126 1 We -PRON- PRP cord-311432-js84ruve 126 2 presented present VBD cord-311432-js84ruve 126 3 an an DT cord-311432-js84ruve 126 4 automated automated JJ cord-311432-js84ruve 126 5 modelling modelling NN cord-311432-js84ruve 126 6 platform platform NN cord-311432-js84ruve 126 7 that that WDT cord-311432-js84ruve 126 8 delves delve VBZ cord-311432-js84ruve 126 9 into into IN cord-311432-js84ruve 126 10 multiple multiple JJ cord-311432-js84ruve 126 11 layers layer NNS cord-311432-js84ruve 126 12 of of IN cord-311432-js84ruve 126 13 information information NN cord-311432-js84ruve 126 14 in in IN cord-311432-js84ruve 126 15 the the DT cord-311432-js84ruve 126 16 COVID-19 COVID-19 NNP cord-311432-js84ruve 126 17 time time NNP cord-311432-js84ruve 126 18 series series NNP cord-311432-js84ruve 126 19 data datum NNS cord-311432-js84ruve 126 20 to to TO cord-311432-js84ruve 126 21 find find VB cord-311432-js84ruve 126 22 the the DT cord-311432-js84ruve 126 23 best good JJS cord-311432-js84ruve 126 24 fit fit NN cord-311432-js84ruve 126 25 with with IN cord-311432-js84ruve 126 26 the the DT cord-311432-js84ruve 126 27 aim aim NN cord-311432-js84ruve 126 28 of of IN cord-311432-js84ruve 126 29 providing provide VBG cord-311432-js84ruve 126 30 robust robust JJ cord-311432-js84ruve 126 31 forecasts forecast NNS cord-311432-js84ruve 126 32 . . . cord-311432-js84ruve 127 1 The the DT cord-311432-js84ruve 127 2 platform platform NN cord-311432-js84ruve 127 3 - - HYPH cord-311432-js84ruve 127 4 unlike unlike JJ cord-311432-js84ruve 127 5 numerous numerous JJ cord-311432-js84ruve 127 6 counterparts counterpart NNS cord-311432-js84ruve 127 7 that that WDT cord-311432-js84ruve 127 8 are be VBP cord-311432-js84ruve 127 9 primarily primarily RB cord-311432-js84ruve 127 10 limited limited JJ cord-311432-js84ruve 127 11 to to IN cord-311432-js84ruve 127 12 disseminating disseminate VBG cord-311432-js84ruve 127 13 the the DT cord-311432-js84ruve 127 14 existing exist VBG cord-311432-js84ruve 127 15 patterns pattern NNS cord-311432-js84ruve 127 16 - - : cord-311432-js84ruve 127 17 measures measure NNS cord-311432-js84ruve 127 18 the the DT cord-311432-js84ruve 127 19 average average JJ cord-311432-js84ruve 127 20 impact impact NN cord-311432-js84ruve 127 21 of of IN cord-311432-js84ruve 127 22 previous previous JJ cord-311432-js84ruve 127 23 interventions intervention NNS cord-311432-js84ruve 127 24 to to TO cord-311432-js84ruve 127 25 reduce reduce VB cord-311432-js84ruve 127 26 the the DT cord-311432-js84ruve 127 27 growth growth NN cord-311432-js84ruve 127 28 of of IN cord-311432-js84ruve 127 29 the the DT cord-311432-js84ruve 127 30 infected infected JJ cord-311432-js84ruve 127 31 cases case NNS cord-311432-js84ruve 127 32 . . . cord-311432-js84ruve 128 1 This this DT cord-311432-js84ruve 128 2 measure measure NN cord-311432-js84ruve 128 3 is be VBZ cord-311432-js84ruve 128 4 then then RB cord-311432-js84ruve 128 5 used use VBN cord-311432-js84ruve 128 6 for for IN cord-311432-js84ruve 128 7 predicting predict VBG cord-311432-js84ruve 128 8 the the DT cord-311432-js84ruve 128 9 future future JJ cord-311432-js84ruve 128 10 10 10 CD cord-311432-js84ruve 128 11 spread spread NN cord-311432-js84ruve 128 12 when when WRB cord-311432-js84ruve 128 13 similar similar JJ cord-311432-js84ruve 128 14 interventions intervention NNS cord-311432-js84ruve 128 15 are be VBP cord-311432-js84ruve 128 16 considered consider VBN cord-311432-js84ruve 128 17 to to IN cord-311432-js84ruve 128 18 further further RB cord-311432-js84ruve 128 19 control control VB cord-311432-js84ruve 128 20 the the DT cord-311432-js84ruve 128 21 outbreak outbreak NN cord-311432-js84ruve 128 22 . . . cord-311432-js84ruve 129 1 The the DT cord-311432-js84ruve 129 2 presented present VBN cord-311432-js84ruve 129 3 platform platform NN cord-311432-js84ruve 129 4 was be VBD cord-311432-js84ruve 129 5 shown show VBN cord-311432-js84ruve 129 6 to to TO cord-311432-js84ruve 129 7 be be VB cord-311432-js84ruve 129 8 effective effective JJ cord-311432-js84ruve 129 9 in in IN cord-311432-js84ruve 129 10 estimating estimate VBG cord-311432-js84ruve 129 11 the the DT cord-311432-js84ruve 129 12 trend trend NN cord-311432-js84ruve 129 13 of of IN cord-311432-js84ruve 129 14 outbreak outbreak NN cord-311432-js84ruve 129 15 for for IN cord-311432-js84ruve 129 16 each each DT cord-311432-js84ruve 129 17 country country NN cord-311432-js84ruve 129 18 . . . cord-311432-js84ruve 130 1 We -PRON- PRP cord-311432-js84ruve 130 2 elaborated elaborate VBD cord-311432-js84ruve 130 3 the the DT cord-311432-js84ruve 130 4 importance importance NN cord-311432-js84ruve 130 5 of of IN cord-311432-js84ruve 130 6 data datum NNS cord-311432-js84ruve 130 7 transformation transformation NN cord-311432-js84ruve 130 8 as as IN cord-311432-js84ruve 130 9 a a DT cord-311432-js84ruve 130 10 preprocessing preprocessing NN cord-311432-js84ruve 130 11 step step NN cord-311432-js84ruve 130 12 and and CC cord-311432-js84ruve 130 13 shown show VBN cord-311432-js84ruve 130 14 that that IN cord-311432-js84ruve 130 15 there there EX cord-311432-js84ruve 130 16 is be VBZ cord-311432-js84ruve 130 17 no no DT cord-311432-js84ruve 130 18 transformation transformation NN cord-311432-js84ruve 130 19 operation operation NN cord-311432-js84ruve 130 20 which which WDT cord-311432-js84ruve 130 21 consistently consistently RB cord-311432-js84ruve 130 22 provides provide VBZ cord-311432-js84ruve 130 23 the the DT cord-311432-js84ruve 130 24 best good JJS cord-311432-js84ruve 130 25 fit fit NN cord-311432-js84ruve 130 26 to to IN cord-311432-js84ruve 130 27 the the DT cord-311432-js84ruve 130 28 data datum NNS cord-311432-js84ruve 130 29 . . . cord-311432-js84ruve 131 1 15 15 CD cord-311432-js84ruve 131 2 Hence hence RB cord-311432-js84ruve 131 3 , , , cord-311432-js84ruve 131 4 exploring explore VBG cord-311432-js84ruve 131 5 multiple multiple JJ cord-311432-js84ruve 131 6 options option NNS cord-311432-js84ruve 131 7 are be VBP cord-311432-js84ruve 131 8 recommended recommend VBN cord-311432-js84ruve 131 9 to to TO cord-311432-js84ruve 131 10 stabilize stabilize VB cord-311432-js84ruve 131 11 variations variation NNS cord-311432-js84ruve 131 12 prior prior RB cord-311432-js84ruve 131 13 to to IN cord-311432-js84ruve 131 14 modelling modelling NN cord-311432-js84ruve 131 15 using use VBG cord-311432-js84ruve 131 16 conventional conventional JJ cord-311432-js84ruve 131 17 econometrics econometric NNS cord-311432-js84ruve 131 18 formulations formulation NNS cord-311432-js84ruve 131 19 . . . cord-311432-js84ruve 132 1 A a DT cord-311432-js84ruve 132 2 unique unique JJ cord-311432-js84ruve 132 3 aspect aspect NN cord-311432-js84ruve 132 4 of of IN cord-311432-js84ruve 132 5 the the DT cord-311432-js84ruve 132 6 presented present VBN cord-311432-js84ruve 132 7 platform platform NN cord-311432-js84ruve 132 8 is be VBZ cord-311432-js84ruve 132 9 that that IN cord-311432-js84ruve 132 10 it -PRON- PRP cord-311432-js84ruve 132 11 facilitates facilitate VBZ cord-311432-js84ruve 132 12 real real JJ cord-311432-js84ruve 132 13 - - HYPH cord-311432-js84ruve 132 14 time time NN cord-311432-js84ruve 132 15 model model NN cord-311432-js84ruve 132 16 development development NN cord-311432-js84ruve 132 17 incorporating incorporate VBG cord-311432-js84ruve 132 18 latest late JJS cord-311432-js84ruve 132 19 reported report VBN cord-311432-js84ruve 132 20 data datum NNS cord-311432-js84ruve 132 21 into into IN cord-311432-js84ruve 132 22 modelling modelling NN cord-311432-js84ruve 132 23 . . . cord-311432-js84ruve 133 1 We -PRON- PRP cord-311432-js84ruve 133 2 have have VBP cord-311432-js84ruve 133 3 shown show VBN cord-311432-js84ruve 133 4 that that IN cord-311432-js84ruve 133 5 such such JJ cord-311432-js84ruve 133 6 adaptive adaptive JJ cord-311432-js84ruve 133 7 model model NN cord-311432-js84ruve 133 8 estimation estimation NN cord-311432-js84ruve 133 9 significantly significantly RB cord-311432-js84ruve 133 10 improves improve VBZ cord-311432-js84ruve 133 11 the the DT cord-311432-js84ruve 133 12 prediction prediction NN cord-311432-js84ruve 133 13 power power NN cord-311432-js84ruve 133 14 and and CC cord-311432-js84ruve 133 15 therefor therefor RB cord-311432-js84ruve 133 16 , , , cord-311432-js84ruve 133 17 forecasting forecast VBG cord-311432-js84ruve 133 18 reliability reliability NN cord-311432-js84ruve 133 19 . . . cord-311432-js84ruve 134 1 20 20 CD cord-311432-js84ruve 134 2 One one CD cord-311432-js84ruve 134 3 major major JJ cord-311432-js84ruve 134 4 challenge challenge NN cord-311432-js84ruve 134 5 ahead ahead RB cord-311432-js84ruve 134 6 of of IN cord-311432-js84ruve 134 7 governments government NNS cord-311432-js84ruve 134 8 and and CC cord-311432-js84ruve 134 9 policymakers policymaker NNS cord-311432-js84ruve 134 10 , , , cord-311432-js84ruve 134 11 is be VBZ cord-311432-js84ruve 134 12 the the DT cord-311432-js84ruve 134 13 uncertainty uncertainty NN cord-311432-js84ruve 134 14 around around IN cord-311432-js84ruve 134 15 the the DT cord-311432-js84ruve 134 16 effectiveness effectiveness NN cord-311432-js84ruve 134 17 of of IN cord-311432-js84ruve 134 18 containment containment NN cord-311432-js84ruve 134 19 policies policy NNS cord-311432-js84ruve 134 20 in in IN cord-311432-js84ruve 134 21 controlling control VBG cord-311432-js84ruve 134 22 the the DT cord-311432-js84ruve 134 23 outbreak outbreak NN cord-311432-js84ruve 134 24 . . . cord-311432-js84ruve 135 1 Yet yet RB cord-311432-js84ruve 135 2 , , , cord-311432-js84ruve 135 3 authorities authority NNS cord-311432-js84ruve 135 4 can can MD cord-311432-js84ruve 135 5 observe observe VB cord-311432-js84ruve 135 6 the the DT cord-311432-js84ruve 135 7 effectiveness effectiveness NN cord-311432-js84ruve 135 8 of of IN cord-311432-js84ruve 135 9 what what WP cord-311432-js84ruve 135 10 they -PRON- PRP cord-311432-js84ruve 135 11 have have VBP cord-311432-js84ruve 135 12 done do VBN cord-311432-js84ruve 135 13 in in IN cord-311432-js84ruve 135 14 the the DT cord-311432-js84ruve 135 15 past past JJ cord-311432-js84ruve 135 16 few few JJ cord-311432-js84ruve 135 17 days day NNS cord-311432-js84ruve 135 18 , , , cord-311432-js84ruve 135 19 weeks week NNS cord-311432-js84ruve 135 20 , , , cord-311432-js84ruve 135 21 and and CC cord-311432-js84ruve 135 22 months month NNS cord-311432-js84ruve 135 23 and and CC cord-311432-js84ruve 135 24 learn learn VB cord-311432-js84ruve 135 25 from from IN cord-311432-js84ruve 135 26 the the DT cord-311432-js84ruve 135 27 impact impact NN cord-311432-js84ruve 135 28 of of IN cord-311432-js84ruve 135 29 their -PRON- PRP$ cord-311432-js84ruve 135 30 previous previous JJ cord-311432-js84ruve 135 31 decisions decision NNS cord-311432-js84ruve 135 32 to to TO cord-311432-js84ruve 135 33 enhance enhance VB cord-311432-js84ruve 135 34 their -PRON- PRP$ cord-311432-js84ruve 135 35 intelligence intelligence NN cord-311432-js84ruve 135 36 in in IN cord-311432-js84ruve 135 37 proposing propose VBG cord-311432-js84ruve 135 38 new new JJ cord-311432-js84ruve 135 39 mechanisms mechanism NNS cord-311432-js84ruve 135 40 to to IN cord-311432-js84ruve 135 41 25 25 CD cord-311432-js84ruve 135 42 control control NN cord-311432-js84ruve 135 43 the the DT cord-311432-js84ruve 135 44 outbreak outbreak NN cord-311432-js84ruve 135 45 . . . cord-311432-js84ruve 136 1 We -PRON- PRP cord-311432-js84ruve 136 2 have have VBP cord-311432-js84ruve 136 3 shown show VBN cord-311432-js84ruve 136 4 that that IN cord-311432-js84ruve 136 5 examining examine VBG cord-311432-js84ruve 136 6 the the DT cord-311432-js84ruve 136 7 effect effect NN cord-311432-js84ruve 136 8 of of IN cord-311432-js84ruve 136 9 controlling control VBG cord-311432-js84ruve 136 10 policies policy NNS cord-311432-js84ruve 136 11 can can MD cord-311432-js84ruve 136 12 inform inform VB cord-311432-js84ruve 136 13 policymakers policymaker NNS cord-311432-js84ruve 136 14 on on IN cord-311432-js84ruve 136 15 number number NN cord-311432-js84ruve 136 16 and and CC cord-311432-js84ruve 136 17 types type NNS cord-311432-js84ruve 136 18 of of IN cord-311432-js84ruve 136 19 controlling control VBG cord-311432-js84ruve 136 20 policies policy NNS cord-311432-js84ruve 136 21 required require VBN cord-311432-js84ruve 136 22 to to TO cord-311432-js84ruve 136 23 achieve achieve VB cord-311432-js84ruve 136 24 their -PRON- PRP$ cord-311432-js84ruve 136 25 objective objective NN cord-311432-js84ruve 136 26 in in IN cord-311432-js84ruve 136 27 reducing reduce VBG cord-311432-js84ruve 136 28 the the DT cord-311432-js84ruve 136 29 number number NN cord-311432-js84ruve 136 30 of of IN cord-311432-js84ruve 136 31 infected infected JJ cord-311432-js84ruve 136 32 cases case NNS cord-311432-js84ruve 136 33 . . . cord-311432-js84ruve 137 1 We -PRON- PRP cord-311432-js84ruve 137 2 have have VBP cord-311432-js84ruve 137 3 shown show VBN cord-311432-js84ruve 137 4 for for IN cord-311432-js84ruve 137 5 Australia Australia NNP cord-311432-js84ruve 137 6 , , , cord-311432-js84ruve 137 7 as as IN cord-311432-js84ruve 137 8 a a DT cord-311432-js84ruve 137 9 case case NN cord-311432-js84ruve 137 10 study study NN cord-311432-js84ruve 137 11 , , , cord-311432-js84ruve 137 12 that that IN cord-311432-js84ruve 137 13 containment containment NN cord-311432-js84ruve 137 14 policies policy NNS cord-311432-js84ruve 137 15 not not RB cord-311432-js84ruve 137 16 only only RB cord-311432-js84ruve 137 17 decline decline VBP cord-311432-js84ruve 137 18 the the DT cord-311432-js84ruve 137 19 number number NN cord-311432-js84ruve 137 20 of of IN cord-311432-js84ruve 137 21 infected infected JJ cord-311432-js84ruve 137 22 cases case NNS cord-311432-js84ruve 137 23 right right RB cord-311432-js84ruve 137 24 after after IN cord-311432-js84ruve 137 25 implementation implementation NN cord-311432-js84ruve 137 26 , , , cord-311432-js84ruve 137 27 but but CC cord-311432-js84ruve 137 28 also also RB cord-311432-js84ruve 137 29 reduce reduce VB cord-311432-js84ruve 137 30 the the DT cord-311432-js84ruve 137 31 slope slope NN cord-311432-js84ruve 137 32 of of IN cord-311432-js84ruve 137 33 progression progression NN cord-311432-js84ruve 137 34 . . . cord-311432-js84ruve 138 1 The the DT cord-311432-js84ruve 138 2 latter latter JJ cord-311432-js84ruve 138 3 is be VBZ cord-311432-js84ruve 138 4 a a DT cord-311432-js84ruve 138 5 more more RBR cord-311432-js84ruve 138 6 outstanding outstanding JJ cord-311432-js84ruve 138 7 factor factor NN cord-311432-js84ruve 138 8 , , , cord-311432-js84ruve 138 9 especially especially RB cord-311432-js84ruve 138 10 when when WRB cord-311432-js84ruve 138 11 30 30 CD cord-311432-js84ruve 138 12 such such JJ cord-311432-js84ruve 138 13 policies policy NNS cord-311432-js84ruve 138 14 are be VBP cord-311432-js84ruve 138 15 coupled couple VBN cord-311432-js84ruve 138 16 with with IN cord-311432-js84ruve 138 17 economic economic JJ cord-311432-js84ruve 138 18 related related JJ cord-311432-js84ruve 138 19 policies policy NNS cord-311432-js84ruve 138 20 given give VBN cord-311432-js84ruve 138 21 the the DT cord-311432-js84ruve 138 22 recession recession NN cord-311432-js84ruve 138 23 or or CC cord-311432-js84ruve 138 24 depression depression NN cord-311432-js84ruve 138 25 that that WDT cord-311432-js84ruve 138 26 is be VBZ cord-311432-js84ruve 138 27 expected expect VBN cord-311432-js84ruve 138 28 to to TO cord-311432-js84ruve 138 29 happen happen VB cord-311432-js84ruve 138 30 during during IN cord-311432-js84ruve 138 31 or or CC cord-311432-js84ruve 138 32 after after IN cord-311432-js84ruve 138 33 the the DT cord-311432-js84ruve 138 34 COVID-19 COVID-19 NNP cord-311432-js84ruve 138 35 pandemic pandemic NN cord-311432-js84ruve 138 36 . . . cord-311432-js84ruve 139 1 Overall overall RB cord-311432-js84ruve 139 2 , , , cord-311432-js84ruve 139 3 given give VBN cord-311432-js84ruve 139 4 the the DT cord-311432-js84ruve 139 5 unknown unknown JJ cord-311432-js84ruve 139 6 nature nature NN cord-311432-js84ruve 139 7 of of IN cord-311432-js84ruve 139 8 SARS SARS NNP cord-311432-js84ruve 139 9 - - HYPH cord-311432-js84ruve 139 10 CoV-2 CoV-2 NNP cord-311432-js84ruve 139 11 spread spread NN cord-311432-js84ruve 139 12 , , , cord-311432-js84ruve 139 13 we -PRON- PRP cord-311432-js84ruve 139 14 need need VBP cord-311432-js84ruve 139 15 to to TO cord-311432-js84ruve 139 16 relax relax VB cord-311432-js84ruve 139 17 the the DT cord-311432-js84ruve 139 18 boundaries boundary NNS cord-311432-js84ruve 139 19 of of IN cord-311432-js84ruve 139 20 potential potential JJ cord-311432-js84ruve 139 21 methods method NNS cord-311432-js84ruve 139 22 , , , cord-311432-js84ruve 139 23 beyond beyond IN cord-311432-js84ruve 139 24 classical classical JJ cord-311432-js84ruve 139 25 epidemic epidemic NN cord-311432-js84ruve 139 26 models model NNS cord-311432-js84ruve 139 27 , , , cord-311432-js84ruve 139 28 to to TO cord-311432-js84ruve 139 29 further further RB cord-311432-js84ruve 139 30 explore explore VB cord-311432-js84ruve 139 31 the the DT cord-311432-js84ruve 139 32 behavior behavior NN cord-311432-js84ruve 139 33 of of IN cord-311432-js84ruve 139 34 data datum NNS cord-311432-js84ruve 139 35 to to TO cord-311432-js84ruve 139 36 account account VB cord-311432-js84ruve 139 37 for for IN cord-311432-js84ruve 139 38 unknown unknown JJ cord-311432-js84ruve 139 39 aspects aspect NNS cord-311432-js84ruve 139 40 the the DT cord-311432-js84ruve 139 41 virus virus NN cord-311432-js84ruve 139 42 spread spread VBD cord-311432-js84ruve 139 43 . . . cord-311432-js84ruve 140 1 Figure figure NN cord-311432-js84ruve 140 2 1 1 CD cord-311432-js84ruve 140 3 Effect effect NN cord-311432-js84ruve 140 4 of of IN cord-311432-js84ruve 140 5 transformation transformation NN cord-311432-js84ruve 140 6 on on IN cord-311432-js84ruve 140 7 modelling model VBG cord-311432-js84ruve 140 8 performance performance NN cord-311432-js84ruve 140 9 . . . cord-311432-js84ruve 141 1 Four four CD cord-311432-js84ruve 141 2 countries country NNS cord-311432-js84ruve 141 3 were be VBD cord-311432-js84ruve 141 4 selected select VBN cord-311432-js84ruve 141 5 as as IN cord-311432-js84ruve 141 6 case case NN cord-311432-js84ruve 141 7 studies study NNS cord-311432-js84ruve 141 8 to to TO cord-311432-js84ruve 141 9 demonstrate demonstrate VB cord-311432-js84ruve 141 10 the the DT cord-311432-js84ruve 141 11 effect effect NN cord-311432-js84ruve 141 12 of of IN cord-311432-js84ruve 141 13 ratio ratio NN cord-311432-js84ruve 141 14 and and CC cord-311432-js84ruve 141 15 logarithmic logarithmic JJ cord-311432-js84ruve 141 16 transformations transformation NNS cord-311432-js84ruve 141 17 on on IN cord-311432-js84ruve 141 18 the the DT cord-311432-js84ruve 141 19 model model NN cord-311432-js84ruve 141 20 performance performance NN cord-311432-js84ruve 141 21 as as IN cord-311432-js84ruve 141 22 measured measure VBN cord-311432-js84ruve 141 23 by by IN cord-311432-js84ruve 141 24 RMSE RMSE NNP cord-311432-js84ruve 141 25 on on IN cord-311432-js84ruve 141 26 last last JJ cord-311432-js84ruve 141 27 ( ( -LRB- cord-311432-js84ruve 141 28 most most RBS cord-311432-js84ruve 141 29 recent recent JJ cord-311432-js84ruve 141 30 ) ) -RRB- cord-311432-js84ruve 141 31 20 20 CD cord-311432-js84ruve 141 32 % % NN cord-311432-js84ruve 141 33 of of IN cord-311432-js84ruve 141 34 time time NN cord-311432-js84ruve 141 35 - - HYPH cord-311432-js84ruve 141 36 series series NN cord-311432-js84ruve 141 37 data datum NNS cord-311432-js84ruve 141 38 . . . cord-311432-js84ruve 142 1 The the DT cord-311432-js84ruve 142 2 solid solid JJ cord-311432-js84ruve 142 3 line line NN cord-311432-js84ruve 142 4 shows show VBZ cord-311432-js84ruve 142 5 the the DT cord-311432-js84ruve 142 6 observed observed JJ cord-311432-js84ruve 142 7 trend trend NN cord-311432-js84ruve 142 8 and and CC cord-311432-js84ruve 142 9 the the DT cord-311432-js84ruve 142 10 dashed dash VBN cord-311432-js84ruve 142 11 lines line NNS cord-311432-js84ruve 142 12 shows show VBZ cord-311432-js84ruve 142 13 model model NN cord-311432-js84ruve 142 14 fitted fit VBN cord-311432-js84ruve 142 15 values value NNS cord-311432-js84ruve 142 16 without without IN cord-311432-js84ruve 142 17 transformation transformation NN cord-311432-js84ruve 142 18 ( ( -LRB- cord-311432-js84ruve 142 19 red red NN cord-311432-js84ruve 142 20 ) ) -RRB- cord-311432-js84ruve 142 21 and and CC cord-311432-js84ruve 142 22 after after IN cord-311432-js84ruve 142 23 ratio ratio NN cord-311432-js84ruve 142 24 ( ( -LRB- cord-311432-js84ruve 142 25 green green JJ cord-311432-js84ruve 142 26 ) ) -RRB- cord-311432-js84ruve 142 27 or or CC cord-311432-js84ruve 142 28 logarithmic logarithmic JJ cord-311432-js84ruve 142 29 ( ( -LRB- cord-311432-js84ruve 142 30 blue blue JJ cord-311432-js84ruve 142 31 ) ) -RRB- cord-311432-js84ruve 142 32 transformation transformation NN cord-311432-js84ruve 142 33 . . . cord-311432-js84ruve 143 1 The the DT cord-311432-js84ruve 143 2 bar bar NN cord-311432-js84ruve 143 3 plot plot NN cord-311432-js84ruve 143 4 beside beside IN cord-311432-js84ruve 143 5 each each DT cord-311432-js84ruve 143 6 trend trend NN cord-311432-js84ruve 143 7 graph graph NN cord-311432-js84ruve 143 8 shows show VBZ cord-311432-js84ruve 143 9 the the DT cord-311432-js84ruve 143 10 corresponding corresponding JJ cord-311432-js84ruve 143 11 RMSE RMSE NNP cord-311432-js84ruve 143 12 estimations estimation NNS cord-311432-js84ruve 143 13 . . . cord-311432-js84ruve 143 14 ' ' '' cord-311432-js84ruve 144 1 * * NFP cord-311432-js84ruve 144 2 ' ' '' cord-311432-js84ruve 144 3 implies imply VBZ cord-311432-js84ruve 144 4 that that IN cord-311432-js84ruve 144 5 t t NN cord-311432-js84ruve 144 6 - - HYPH cord-311432-js84ruve 144 7 test test NN cord-311432-js84ruve 144 8 p p NN cord-311432-js84ruve 144 9 - - HYPH cord-311432-js84ruve 144 10 value value NN cord-311432-js84ruve 144 11 < < XX cord-311432-js84ruve 144 12 0.05 0.05 CD cord-311432-js84ruve 144 13 while while IN cord-311432-js84ruve 144 14 ' ' `` cord-311432-js84ruve 144 15 + + CC cord-311432-js84ruve 144 16 ' ' '' cord-311432-js84ruve 144 17 implies imply VBZ cord-311432-js84ruve 144 18 that that IN cord-311432-js84ruve 144 19 p p NN cord-311432-js84ruve 144 20 - - HYPH cord-311432-js84ruve 144 21 value value NN cord-311432-js84ruve 144 22 < < XX cord-311432-js84ruve 144 23 0.06 0.06 CD cord-311432-js84ruve 144 24 . . . cord-311432-js84ruve 145 1 * * NFP cord-311432-js84ruve 145 2 * * NFP cord-311432-js84ruve 145 3 + + . cord-311432-js84ruve 146 1 * * NFP cord-311432-js84ruve 146 2 * * NFP cord-311432-js84ruve 146 3 + + NFP cord-311432-js84ruve 146 4 All all DT cord-311432-js84ruve 146 5 rights right NNS cord-311432-js84ruve 146 6 reserved reserve VBN cord-311432-js84ruve 146 7 . . . cord-311432-js84ruve 147 1 No no DT cord-311432-js84ruve 147 2 reuse reuse NN cord-311432-js84ruve 147 3 allowed allow VBN cord-311432-js84ruve 147 4 without without IN cord-311432-js84ruve 147 5 permission permission NN cord-311432-js84ruve 147 6 . . . cord-311432-js84ruve 148 1 ( ( -LRB- cord-311432-js84ruve 148 2 which which WDT cord-311432-js84ruve 148 3 was be VBD cord-311432-js84ruve 148 4 not not RB cord-311432-js84ruve 148 5 certified certify VBN cord-311432-js84ruve 148 6 by by IN cord-311432-js84ruve 148 7 peer peer NN cord-311432-js84ruve 148 8 review review NN cord-311432-js84ruve 148 9 ) ) -RRB- cord-311432-js84ruve 148 10 is be VBZ cord-311432-js84ruve 148 11 the the DT cord-311432-js84ruve 148 12 author author NN cord-311432-js84ruve 148 13 / / SYM cord-311432-js84ruve 148 14 funder funder NN cord-311432-js84ruve 148 15 , , , cord-311432-js84ruve 148 16 who who WP cord-311432-js84ruve 148 17 has have VBZ cord-311432-js84ruve 148 18 granted grant VBN cord-311432-js84ruve 148 19 medRxiv medRxiv NNS cord-311432-js84ruve 148 20 a a DT cord-311432-js84ruve 148 21 license license NN cord-311432-js84ruve 148 22 to to TO cord-311432-js84ruve 148 23 display display VB cord-311432-js84ruve 148 24 the the DT cord-311432-js84ruve 148 25 preprint preprint NN cord-311432-js84ruve 148 26 in in IN cord-311432-js84ruve 148 27 perpetuity perpetuity NN cord-311432-js84ruve 148 28 . . . cord-311432-js84ruve 149 1 The the DT cord-311432-js84ruve 149 2 copyright copyright NN cord-311432-js84ruve 149 3 holder holder NN cord-311432-js84ruve 149 4 for for IN cord-311432-js84ruve 149 5 this this DT cord-311432-js84ruve 149 6 preprint preprint NN cord-311432-js84ruve 149 7 this this DT cord-311432-js84ruve 149 8 version version NN cord-311432-js84ruve 149 9 posted post VBN cord-311432-js84ruve 149 10 April April NNP cord-311432-js84ruve 149 11 29 29 CD cord-311432-js84ruve 149 12 , , , cord-311432-js84ruve 149 13 2020 2020 CD cord-311432-js84ruve 149 14 . . . cord-311432-js84ruve 150 1 Intervention intervention NN cord-311432-js84ruve 150 2 parameter parameter NN cord-311432-js84ruve 150 3 : : : cord-311432-js84ruve 150 4 -0.005 -0.005 . cord-311432-js84ruve 151 1 Intervention intervention NN cord-311432-js84ruve 151 2 parameter parameter NN cord-311432-js84ruve 151 3 : : : cord-311432-js84ruve 151 4 -0.01 -0.01 CD cord-311432-js84ruve 151 5 Pandemics pandemic NNS cord-311432-js84ruve 151 6 and and CC cord-311432-js84ruve 151 7 social social JJ cord-311432-js84ruve 151 8 capital capital NN cord-311432-js84ruve 151 9 : : : cord-311432-js84ruve 152 1 From from IN cord-311432-js84ruve 152 2 the the DT cord-311432-js84ruve 152 3 Spanish spanish JJ cord-311432-js84ruve 152 4 flu flu NN cord-311432-js84ruve 152 5 of of IN cord-311432-js84ruve 152 6 1918 1918 CD cord-311432-js84ruve 152 7 - - SYM cord-311432-js84ruve 152 8 19 19 CD cord-311432-js84ruve 152 9 to to IN cord-311432-js84ruve 152 10 COVID-19 covid-19 CD cord-311432-js84ruve 152 11 . . . cord-311432-js84ruve 152 12 2020 2020 CD cord-311432-js84ruve 152 13 . . . cord-311432-js84ruve 153 1 45 45 CD cord-311432-js84ruve 153 2 2 2 CD cord-311432-js84ruve 153 3 . . . cord-311432-js84ruve 154 1 ( ( -LRB- cord-311432-js84ruve 154 2 ECDC ECDC NNP cord-311432-js84ruve 154 3 ) ) -RRB- cord-311432-js84ruve 154 4 , , , cord-311432-js84ruve 154 5 E.C.f E.C.f NNP cord-311432-js84ruve 154 6 . . . cord-311432-js84ruve 155 1 D.P.a D.P.a NNP cord-311432-js84ruve 155 2 . . . cord-311432-js84ruve 155 3 C. C. NNP cord-311432-js84ruve 155 4 , , , cord-311432-js84ruve 155 5 Data Data NNP cord-311432-js84ruve 155 6 on on IN cord-311432-js84ruve 155 7 geographic geographic JJ cord-311432-js84ruve 155 8 distribution distribution NN cord-311432-js84ruve 155 9 of of IN cord-311432-js84ruve 155 10 COVID-19 covid-19 JJ cord-311432-js84ruve 155 11 cases case NNS cord-311432-js84ruve 155 12 worldwide worldwide RB cord-311432-js84ruve 156 1 10 10 CD cord-311432-js84ruve 156 2 A a DT cord-311432-js84ruve 156 3 modified modify VBN cord-311432-js84ruve 156 4 SEIR seir NN cord-311432-js84ruve 156 5 model model NN cord-311432-js84ruve 156 6 to to TO cord-311432-js84ruve 156 7 predict predict VB cord-311432-js84ruve 156 8 the the DT cord-311432-js84ruve 156 9 COVID-19 covid-19 JJ cord-311432-js84ruve 156 10 outbreak outbreak NN cord-311432-js84ruve 156 11 in in IN cord-311432-js84ruve 156 12 Spain Spain NNP cord-311432-js84ruve 156 13 : : : cord-311432-js84ruve 156 14 simulating simulate VBG cord-311432-js84ruve 156 15 control control NN cord-311432-js84ruve 156 16 scenarios scenario NNS cord-311432-js84ruve 156 17 and and CC cord-311432-js84ruve 156 18 multi multi JJ cord-311432-js84ruve 156 19 - - JJ cord-311432-js84ruve 156 20 scale scale JJ cord-311432-js84ruve 156 21 epidemics epidemic NNS cord-311432-js84ruve 156 22 . . . cord-311432-js84ruve 157 1 medRxiv medRxiv NNS cord-311432-js84ruve 157 2 The the DT cord-311432-js84ruve 157 3 effectiveness effectiveness NN cord-311432-js84ruve 157 4 of of IN cord-311432-js84ruve 157 5 quarantine quarantine NN cord-311432-js84ruve 157 6 and and CC cord-311432-js84ruve 157 7 isolation isolation NN cord-311432-js84ruve 157 8 determine determine VBP cord-311432-js84ruve 157 9 the the DT cord-311432-js84ruve 157 10 trend trend NN cord-311432-js84ruve 157 11 of of IN cord-311432-js84ruve 157 12 the the DT cord-311432-js84ruve 157 13 COVID-19 COVID-19 NNP cord-311432-js84ruve 157 14 epidemics epidemic NNS cord-311432-js84ruve 157 15 in in IN cord-311432-js84ruve 157 16 the the DT cord-311432-js84ruve 157 17 final final JJ cord-311432-js84ruve 157 18 phase phase NN cord-311432-js84ruve 157 19 of of IN cord-311432-js84ruve 157 20 the the DT cord-311432-js84ruve 157 21 current current JJ cord-311432-js84ruve 157 22 outbreak outbreak NN cord-311432-js84ruve 157 23 in in IN cord-311432-js84ruve 157 24 China China NNP cord-311432-js84ruve 157 25 Projecting project VBG cord-311432-js84ruve 157 26 hospital hospital NN cord-311432-js84ruve 157 27 utilization utilization NN cord-311432-js84ruve 157 28 during during IN cord-311432-js84ruve 157 29 the the DT cord-311432-js84ruve 157 30 COVID-19 covid-19 JJ cord-311432-js84ruve 157 31 outbreaks outbreak NNS cord-311432-js84ruve 157 32 in in IN cord-311432-js84ruve 157 33 the the DT cord-311432-js84ruve 157 34 United United NNP cord-311432-js84ruve 157 35 States States NNP cord-311432-js84ruve 158 1 The the DT cord-311432-js84ruve 158 2 effect effect NN cord-311432-js84ruve 158 3 of of IN cord-311432-js84ruve 158 4 control control NN cord-311432-js84ruve 158 5 strategies strategy NNS cord-311432-js84ruve 158 6 to to TO cord-311432-js84ruve 158 7 reduce reduce VB cord-311432-js84ruve 158 8 social social JJ cord-311432-js84ruve 158 9 mixing mixing NN cord-311432-js84ruve 158 10 on on IN cord-311432-js84ruve 158 11 outcomes outcome NNS cord-311432-js84ruve 158 12 of of IN cord-311432-js84ruve 158 13 the the DT cord-311432-js84ruve 158 14 COVID-19 covid-19 JJ cord-311432-js84ruve 158 15 epidemic epidemic NN cord-311432-js84ruve 158 16 in in IN cord-311432-js84ruve 158 17 Wuhan Wuhan NNP cord-311432-js84ruve 158 18 , , , cord-311432-js84ruve 158 19 China China NNP cord-311432-js84ruve 158 20 : : : cord-311432-js84ruve 158 21 a a DT cord-311432-js84ruve 158 22 modelling modelling NN cord-311432-js84ruve 158 23 study study NN cord-311432-js84ruve 158 24 . . . cord-311432-js84ruve 159 1 The the DT cord-311432-js84ruve 159 2 Lancet Lancet NNP cord-311432-js84ruve 159 3 Infectious Infectious NNP cord-311432-js84ruve 159 4 Diseases Diseases NNPS cord-311432-js84ruve 159 5 Data Data NNP cord-311432-js84ruve 159 6 - - HYPH cord-311432-js84ruve 159 7 based base VBN cord-311432-js84ruve 159 8 analysis analysis NN cord-311432-js84ruve 159 9 , , , cord-311432-js84ruve 159 10 modelling modelling NN cord-311432-js84ruve 159 11 and and CC cord-311432-js84ruve 159 12 forecasting forecasting NN cord-311432-js84ruve 159 13 of of IN cord-311432-js84ruve 159 14 the the DT cord-311432-js84ruve 159 15 COVID-19 covid-19 JJ cord-311432-js84ruve 159 16 outbreak outbreak NN cord-311432-js84ruve 159 17 Artificial Artificial NNP cord-311432-js84ruve 159 18 intelligence intelligence NN cord-311432-js84ruve 159 19 forecasting forecasting NN cord-311432-js84ruve 159 20 of of IN cord-311432-js84ruve 159 21 covid-19 covid-19 NNP cord-311432-js84ruve 159 22 in in IN cord-311432-js84ruve 159 23 china china NNP cord-311432-js84ruve 159 24 Epidemiology Epidemiology NNP cord-311432-js84ruve 159 25 and and CC cord-311432-js84ruve 159 26 ARIMA ARIMA NNP cord-311432-js84ruve 159 27 model model NN cord-311432-js84ruve 159 28 of of IN cord-311432-js84ruve 159 29 positive positive JJ cord-311432-js84ruve 159 30 - - HYPH cord-311432-js84ruve 159 31 rate rate NN cord-311432-js84ruve 159 32 of of IN cord-311432-js84ruve 159 33 influenza influenza NN cord-311432-js84ruve 159 34 viruses virus NNS cord-311432-js84ruve 159 35 among among IN cord-311432-js84ruve 159 36 children child NNS cord-311432-js84ruve 159 37 in in IN cord-311432-js84ruve 159 38 Wuhan Wuhan NNP cord-311432-js84ruve 159 39 , , , cord-311432-js84ruve 159 40 China China NNP cord-311432-js84ruve 159 41 : : : cord-311432-js84ruve 159 42 A a DT cord-311432-js84ruve 159 43 nine nine CD cord-311432-js84ruve 159 44 - - HYPH cord-311432-js84ruve 159 45 year year NN cord-311432-js84ruve 159 46 retrospective retrospective JJ cord-311432-js84ruve 159 47 study study NN cord-311432-js84ruve 159 48 Ensemble Ensemble NNP cord-311432-js84ruve 159 49 of of IN cord-311432-js84ruve 159 50 ARIMA ARIMA NNP cord-311432-js84ruve 159 51 : : : cord-311432-js84ruve 159 52 Combining combine VBG cord-311432-js84ruve 159 53 Parametric Parametric NNP cord-311432-js84ruve 159 54 and and CC cord-311432-js84ruve 159 55 Bootstrapping Bootstrapping NNP cord-311432-js84ruve 159 56 Techniques technique NNS cord-311432-js84ruve 159 57 for for IN cord-311432-js84ruve 159 58 Traffic Traffic NNP cord-311432-js84ruve 159 59 Flow Flow NNP cord-311432-js84ruve 159 60 Prediction Prediction NNP cord-311432-js84ruve 159 61 Coronavirus Coronavirus NNP cord-311432-js84ruve 159 62 35 35 CD cord-311432-js84ruve 159 63 numbers number NNS cord-311432-js84ruve 159 64 in in IN cord-311432-js84ruve 159 65 Australia Australia NNP cord-311432-js84ruve 159 66 : : : cord-311432-js84ruve 159 67 how how WRB cord-311432-js84ruve 159 68 many many JJ cord-311432-js84ruve 159 69 new new JJ cord-311432-js84ruve 159 70 cases case NNS cord-311432-js84ruve 159 71 are be VBP cord-311432-js84ruve 159 72 there there RB cord-311432-js84ruve 159 73 ? ? . cord-311432-js84ruve 160 1 Covid-19 Covid-19 NNP cord-311432-js84ruve 160 2 map map NNP cord-311432-js84ruve 160 3 , , , cord-311432-js84ruve 160 4 stats stat NNS cord-311432-js84ruve 160 5 and and CC cord-311432-js84ruve 160 6 graph graph NNP cord-311432-js84ruve 160 7 Tracking Tracking NNP cord-311432-js84ruve 160 8 COVID-19 COVID-19 NNP cord-311432-js84ruve 160 9 responsibly responsibly RB cord-311432-js84ruve 160 10 . . . cord-311432-js84ruve 161 1 The the DT cord-311432-js84ruve 161 2 Lancet Lancet NNP cord-311432-js84ruve 161 3 , , , cord-311432-js84ruve 161 4 2020 2020 CD cord-311432-js84ruve 161 5 . . . cord-311432-js84ruve 162 1 AR1 AR1 NNP cord-311432-js84ruve 162 2 : : : cord-311432-js84ruve 162 3 -0.393 -0.393 ADD cord-311432-js84ruve 162 4 ( ( -LRB- cord-311432-js84ruve 162 5 0.15 0.15 CD cord-311432-js84ruve 162 6 ) ) -RRB- cord-311432-js84ruve 163 1 Acknowledgments acknowledgment NNS cord-311432-js84ruve 163 2 : : : cord-311432-js84ruve 164 1 SS SS NNP cord-311432-js84ruve 164 2 and and CC cord-311432-js84ruve 164 3 THR THR NNP cord-311432-js84ruve 164 4 acknowledge acknowledge VBP cord-311432-js84ruve 164 5 the the DT cord-311432-js84ruve 164 6 support support NN cord-311432-js84ruve 164 7 from from IN cord-311432-js84ruve 164 8 the the DT cord-311432-js84ruve 164 9 Australian Australian NNP cord-311432-js84ruve 164 10 Research Research NNP cord-311432-js84ruve 164 11 Council Council NNP cord-311432-js84ruve 164 12 under under IN cord-311432-js84ruve 164 13 Linkage Linkage NNP cord-311432-js84ruve 164 14 Scheme Scheme NNP cord-311432-js84ruve 164 15 ( ( -LRB- cord-311432-js84ruve 164 16 LP160100450 lp160100450 NN cord-311432-js84ruve 164 17 ) ) -RRB- cord-311432-js84ruve 164 18 . . . cord-311432-js84ruve 165 1 THR THR NNP cord-311432-js84ruve 165 2 acknowledges acknowledge VBZ cord-311432-js84ruve 165 3 the the DT cord-311432-js84ruve 165 4 support support NN cord-311432-js84ruve 165 5 from from IN cord-311432-js84ruve 165 6 the the DT cord-311432-js84ruve 165 7 Australian australian JJ cord-311432-js84ruve 165 8 research research NN cord-311432-js84ruve 165 9 Council Council NNP cord-311432-js84ruve 165 10 under under IN cord-311432-js84ruve 165 11 the the DT cord-311432-js84ruve 165 12 DECRA DECRA NNP cord-311432-js84ruve 165 13 Scheme Scheme NNP cord-311432-js84ruve 165 14 ( ( -LRB- cord-311432-js84ruve 165 15 DE170101346 de170101346 NN cord-311432-js84ruve 165 16 ) ) -RRB- cord-311432-js84ruve 165 17 . . . cord-311432-js84ruve 166 1 Author author NN cord-311432-js84ruve 166 2 contributions contribution NNS cord-311432-js84ruve 166 3 : : : cord-311432-js84ruve 166 4 THR THR NNP cord-311432-js84ruve 166 5 and and CC cord-311432-js84ruve 166 6 FV FV NNP cord-311432-js84ruve 166 7 conceived conceive VBD cord-311432-js84ruve 166 8 and and CC cord-311432-js84ruve 166 9 supervised supervise VBD cord-311432-js84ruve 166 10 the the DT cord-311432-js84ruve 166 11 project project NN cord-311432-js84ruve 166 12 . . . cord-311432-js84ruve 167 1 SS SS NNP cord-311432-js84ruve 167 2 and and CC cord-311432-js84ruve 167 3 THR THR NNP cord-311432-js84ruve 167 4 developed develop VBD cord-311432-js84ruve 167 5 the the DT cord-311432-js84ruve 167 6 mathematical mathematical JJ cord-311432-js84ruve 167 7 model model NN cord-311432-js84ruve 167 8 . . . cord-311432-js84ruve 168 1 SS SS NNP cord-311432-js84ruve 168 2 generated generate VBD cord-311432-js84ruve 168 3 the the DT cord-311432-js84ruve 168 4 results result NNS cord-311432-js84ruve 168 5 for for IN cord-311432-js84ruve 168 6 the the DT cord-311432-js84ruve 168 7 manuscript manuscript NN cord-311432-js84ruve 168 8 . . . cord-311432-js84ruve 169 1 AA AA NNP cord-311432-js84ruve 169 2 and and CC cord-311432-js84ruve 169 3 FV FV NNP cord-311432-js84ruve 169 4 Competing Competing NNP cord-311432-js84ruve 169 5 interests interest NNS cord-311432-js84ruve 169 6 : : : cord-311432-js84ruve 170 1 Authors author NNS cord-311432-js84ruve 170 2 declare declare VBP cord-311432-js84ruve 170 3 no no DT cord-311432-js84ruve 170 4 competing compete VBG cord-311432-js84ruve 170 5 interests interest NNS cord-311432-js84ruve 170 6 . . . cord-311432-js84ruve 171 1 Data datum NNS cord-311432-js84ruve 171 2 and and CC cord-311432-js84ruve 171 3 materials material NNS cord-311432-js84ruve 171 4 availability availability NN cord-311432-js84ruve 171 5 : : : cord-311432-js84ruve 171 6 All all DT cord-311432-js84ruve 171 7 data data NN cord-311432-js84ruve 171 8 is be VBZ cord-311432-js84ruve 171 9 available available JJ cord-311432-js84ruve 171 10 in in IN cord-311432-js84ruve 171 11 the the DT cord-311432-js84ruve 171 12 main main JJ cord-311432-js84ruve 171 13 text text NN cord-311432-js84ruve 171 14 or or CC cord-311432-js84ruve 171 15 the the DT cord-311432-js84ruve 171 16 supplementary supplementary JJ cord-311432-js84ruve 171 17 materials material NNS cord-311432-js84ruve 171 18 . . . cord-311432-js84ruve 172 1 All all DT cord-311432-js84ruve 172 2 rights right NNS cord-311432-js84ruve 172 3 reserved reserve VBN cord-311432-js84ruve 172 4 . . . cord-311432-js84ruve 173 1 No no DT cord-311432-js84ruve 173 2 reuse reuse NN cord-311432-js84ruve 173 3 allowed allow VBN cord-311432-js84ruve 173 4 without without IN cord-311432-js84ruve 173 5 permission.(which permission.(which NNP cord-311432-js84ruve 173 6 was be VBD cord-311432-js84ruve 173 7 not not RB cord-311432-js84ruve 173 8 certified certify VBN cord-311432-js84ruve 173 9 by by IN cord-311432-js84ruve 173 10 peer peer NN cord-311432-js84ruve 173 11 review review NN cord-311432-js84ruve 173 12 ) ) -RRB- cord-311432-js84ruve 173 13 is be VBZ cord-311432-js84ruve 173 14 the the DT cord-311432-js84ruve 173 15 author author NN cord-311432-js84ruve 173 16 / / SYM cord-311432-js84ruve 173 17 funder funder NN cord-311432-js84ruve 173 18 , , , cord-311432-js84ruve 173 19 who who WP cord-311432-js84ruve 173 20 has have VBZ cord-311432-js84ruve 173 21 granted grant VBN cord-311432-js84ruve 173 22 medRxiv medRxiv NNS cord-311432-js84ruve 173 23 a a DT cord-311432-js84ruve 173 24 license license NN cord-311432-js84ruve 173 25 to to TO cord-311432-js84ruve 173 26 display display VB cord-311432-js84ruve 173 27 the the DT cord-311432-js84ruve 173 28 preprint preprint NN cord-311432-js84ruve 173 29 in in IN cord-311432-js84ruve 173 30 perpetuity perpetuity NN cord-311432-js84ruve 173 31 . . . cord-311432-js84ruve 174 1 The the DT cord-311432-js84ruve 174 2 copyright copyright NN cord-311432-js84ruve 174 3 holder holder NN cord-311432-js84ruve 174 4 for for IN cord-311432-js84ruve 174 5 this this DT cord-311432-js84ruve 174 6 preprint preprint NN cord-311432-js84ruve 174 7 this this DT cord-311432-js84ruve 174 8 version version NN cord-311432-js84ruve 174 9 posted post VBN cord-311432-js84ruve 174 10 April April NNP cord-311432-js84ruve 174 11 29 29 CD cord-311432-js84ruve 174 12 , , , cord-311432-js84ruve 174 13 2020 2020 CD cord-311432-js84ruve 174 14 . . . cord-311432-js84ruve 175 1 Cumulative cumulative JJ cord-311432-js84ruve 175 2 case case NN cord-311432-js84ruve 175 3 counts count VBZ cord-311432-js84ruve 175 4 A a DT cord-311432-js84ruve 175 5 p p NN cord-311432-js84ruve 175 6 r r NN cord-311432-js84ruve 175 7 i i NN cord-311432-js84ruve 175 8 l l NN cord-311432-js84ruve 175 9 0 0 CD cord-311432-js84ruve 176 1 3 3 LS cord-311432-js84ruve 176 2 A a NN cord-311432-js84ruve 176 3 p p NN cord-311432-js84ruve 176 4 r r NN cord-311432-js84ruve 176 5 i i NN cord-311432-js84ruve 176 6 l l NN cord-311432-js84ruve 176 7 0 0 CD cord-311432-js84ruve 177 1 4 4 LS cord-311432-js84ruve 177 2 A a NN cord-311432-js84ruve 177 3 p p NN cord-311432-js84ruve 177 4 r r NN cord-311432-js84ruve 177 5 i i NN cord-311432-js84ruve 177 6 l l NN cord-311432-js84ruve 177 7 0 0 CD cord-311432-js84ruve 177 8 5 5 CD cord-311432-js84ruve 178 1 A a DT cord-311432-js84ruve 178 2 p p NN cord-311432-js84ruve 178 3 r r NN cord-311432-js84ruve 178 4 i i NN cord-311432-js84ruve 178 5 l l NN cord-311432-js84ruve 178 6 0 0 CD cord-311432-js84ruve 178 7 6 6 CD cord-311432-js84ruve 179 1 A a DT cord-311432-js84ruve 179 2 p p NN cord-311432-js84ruve 179 3 r r NN cord-311432-js84ruve 179 4 i i NN cord-311432-js84ruve 179 5 l l NN cord-311432-js84ruve 179 6 0 0 CD cord-311432-js84ruve 179 7 7 7 CD cord-311432-js84ruve 180 1 A a DT cord-311432-js84ruve 180 2 p p NN cord-311432-js84ruve 180 3 r r NN cord-311432-js84ruve 180 4 i i NN cord-311432-js84ruve 180 5 l l NN cord-311432-js84ruve 180 6 0 0 CD cord-311432-js84ruve 180 7 8 8 CD cord-311432-js84ruve 181 1 A a DT cord-311432-js84ruve 181 2 p p NN cord-311432-js84ruve 181 3 r r NN cord-311432-js84ruve 181 4 i i NN cord-311432-js84ruve 181 5 l l NN cord-311432-js84ruve 181 6 0 0 CD cord-311432-js84ruve 181 7 9 9 CD cord-311432-js84ruve 182 1 A a DT cord-311432-js84ruve 182 2 p p NN cord-311432-js84ruve 182 3 r r NN cord-311432-js84ruve 182 4 i i NN cord-311432-js84ruve 182 5 l l NN cord-311432-js84ruve 182 6 1 1 CD cord-311432-js84ruve 182 7 0 0 CD cord-311432-js84ruve 183 1 A a DT cord-311432-js84ruve 184 1 p p NN cord-311432-js84ruve 184 2 r r NN cord-311432-js84ruve 184 3 i i NN cord-311432-js84ruve 184 4 l l NN cord-311432-js84ruve 184 5 1 1 CD cord-311432-js84ruve 184 6 1 1 CD cord-311432-js84ruve 184 7 0 0 CD cord-311432-js84ruve 184 8 1 1 CD cord-311432-js84ruve 184 9 K k NN cord-311432-js84ruve 184 10 2 2 CD cord-311432-js84ruve 184 11 K k NN cord-311432-js84ruve 185 1 3 3 LS cord-311432-js84ruve 186 1 K K NNP cord-311432-js84ruve 186 2 4 4 CD cord-311432-js84ruve 186 3 K k NN cord-311432-js84ruve 186 4 5 5 CD cord-311432-js84ruve 186 5 K K NNP cord-311432-js84ruve 186 6 All all DT cord-311432-js84ruve 186 7 rights right NNS cord-311432-js84ruve 186 8 reserved reserve VBN cord-311432-js84ruve 186 9 . . . cord-311432-js84ruve 187 1 No no DT cord-311432-js84ruve 187 2 reuse reuse NN cord-311432-js84ruve 187 3 allowed allow VBN cord-311432-js84ruve 187 4 without without IN cord-311432-js84ruve 187 5 permission.(which permission.(which NNP cord-311432-js84ruve 187 6 was be VBD cord-311432-js84ruve 187 7 not not RB cord-311432-js84ruve 187 8 certified certify VBN cord-311432-js84ruve 187 9 by by IN cord-311432-js84ruve 187 10 peer peer NN cord-311432-js84ruve 187 11 review review NN cord-311432-js84ruve 187 12 ) ) -RRB- cord-311432-js84ruve 187 13 is be VBZ cord-311432-js84ruve 187 14 the the DT cord-311432-js84ruve 187 15 author author NN cord-311432-js84ruve 187 16 / / SYM cord-311432-js84ruve 187 17 funder funder NN cord-311432-js84ruve 187 18 , , , cord-311432-js84ruve 187 19 who who WP cord-311432-js84ruve 187 20 has have VBZ cord-311432-js84ruve 187 21 granted grant VBN cord-311432-js84ruve 187 22 medRxiv medRxiv NNS cord-311432-js84ruve 187 23 a a DT cord-311432-js84ruve 187 24 license license NN cord-311432-js84ruve 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