id sid tid token lemma pos cord-321913-zie2uv21 1 1 key key NN cord-321913-zie2uv21 1 2 : : : cord-321913-zie2uv21 1 3 cord-321913-zie2uv21 cord-321913-zie2uv21 . cord-321913-zie2uv21 2 1 authors author NNS cord-321913-zie2uv21 2 2 : : : cord-321913-zie2uv21 2 3 Godio Godio NNP cord-321913-zie2uv21 2 4 , , , cord-321913-zie2uv21 2 5 Alberto Alberto NNP cord-321913-zie2uv21 2 6 ; ; : cord-321913-zie2uv21 2 7 Pace Pace NNP cord-321913-zie2uv21 2 8 , , , cord-321913-zie2uv21 2 9 Francesca Francesca NNP cord-321913-zie2uv21 2 10 ; ; : cord-321913-zie2uv21 2 11 Vergnano Vergnano NNP cord-321913-zie2uv21 2 12 , , , cord-321913-zie2uv21 2 13 Andrea Andrea NNP cord-321913-zie2uv21 3 1 title title NN cord-321913-zie2uv21 3 2 : : : cord-321913-zie2uv21 3 3 SEIR SEIR NNP cord-321913-zie2uv21 3 4 Modeling Modeling NNP cord-321913-zie2uv21 3 5 of of IN cord-321913-zie2uv21 3 6 the the DT cord-321913-zie2uv21 3 7 Italian italian JJ cord-321913-zie2uv21 3 8 Epidemic Epidemic NNP cord-321913-zie2uv21 3 9 of of IN cord-321913-zie2uv21 3 10 SARS SARS NNP cord-321913-zie2uv21 3 11 - - HYPH cord-321913-zie2uv21 3 12 CoV-2 CoV-2 NNP cord-321913-zie2uv21 4 1 Using use VBG cord-321913-zie2uv21 4 2 Computational Computational NNP cord-321913-zie2uv21 4 3 Swarm Swarm NNP cord-321913-zie2uv21 4 4 Intelligence Intelligence NNP cord-321913-zie2uv21 4 5 date date NN cord-321913-zie2uv21 5 1 : : : cord-321913-zie2uv21 5 2 2020 2020 CD cord-321913-zie2uv21 5 3 - - HYPH cord-321913-zie2uv21 5 4 05 05 CD cord-321913-zie2uv21 5 5 - - SYM cord-321913-zie2uv21 5 6 18 18 CD cord-321913-zie2uv21 5 7 journal journal NN cord-321913-zie2uv21 5 8 : : : cord-321913-zie2uv21 6 1 Int Int NNP cord-321913-zie2uv21 6 2 J J NNP cord-321913-zie2uv21 6 3 Environ Environ NNP cord-321913-zie2uv21 6 4 Res Res NNP cord-321913-zie2uv21 6 5 Public Public NNP cord-321913-zie2uv21 6 6 Health Health NNP cord-321913-zie2uv21 6 7 DOI doi NN cord-321913-zie2uv21 6 8 : : : cord-321913-zie2uv21 7 1 10.3390 10.3390 CD cord-321913-zie2uv21 7 2 / / SYM cord-321913-zie2uv21 7 3 ijerph17103535 ijerph17103535 NN cord-321913-zie2uv21 7 4 sha sha NNP cord-321913-zie2uv21 7 5 : : : cord-321913-zie2uv21 7 6 d65444c03b7c179056ab0cffb2317cd9badc16eb d65444c03b7c179056ab0cffb2317cd9badc16eb NNP cord-321913-zie2uv21 7 7 doc_id doc_id CD cord-321913-zie2uv21 7 8 : : : cord-321913-zie2uv21 7 9 321913 321913 CD cord-321913-zie2uv21 7 10 cord_uid cord_uid NN cord-321913-zie2uv21 7 11 : : : cord-321913-zie2uv21 8 1 zie2uv21 zie2uv21 NNP cord-321913-zie2uv21 8 2 We -PRON- PRP cord-321913-zie2uv21 8 3 applied apply VBD cord-321913-zie2uv21 8 4 a a DT cord-321913-zie2uv21 8 5 generalized generalize VBN cord-321913-zie2uv21 8 6 SEIR SEIR NNP cord-321913-zie2uv21 8 7 epidemiological epidemiological JJ cord-321913-zie2uv21 8 8 model model NN cord-321913-zie2uv21 8 9 to to IN cord-321913-zie2uv21 8 10 the the DT cord-321913-zie2uv21 8 11 recent recent JJ cord-321913-zie2uv21 8 12 SARS SARS NNP cord-321913-zie2uv21 8 13 - - HYPH cord-321913-zie2uv21 8 14 CoV-2 CoV-2 NNP cord-321913-zie2uv21 8 15 outbreak outbreak NN cord-321913-zie2uv21 8 16 in in IN cord-321913-zie2uv21 8 17 the the DT cord-321913-zie2uv21 8 18 world world NN cord-321913-zie2uv21 8 19 , , , cord-321913-zie2uv21 8 20 with with IN cord-321913-zie2uv21 8 21 a a DT cord-321913-zie2uv21 8 22 focus focus NN cord-321913-zie2uv21 8 23 on on IN cord-321913-zie2uv21 8 24 Italy Italy NNP cord-321913-zie2uv21 8 25 and and CC cord-321913-zie2uv21 8 26 its -PRON- PRP$ cord-321913-zie2uv21 8 27 Lombardy Lombardy NNP cord-321913-zie2uv21 8 28 , , , cord-321913-zie2uv21 8 29 Piedmont Piedmont NNP cord-321913-zie2uv21 8 30 , , , cord-321913-zie2uv21 8 31 and and CC cord-321913-zie2uv21 8 32 Veneto Veneto NNP cord-321913-zie2uv21 8 33 regions region NNS cord-321913-zie2uv21 8 34 . . . cord-321913-zie2uv21 9 1 We -PRON- PRP cord-321913-zie2uv21 9 2 focused focus VBD cord-321913-zie2uv21 9 3 on on IN cord-321913-zie2uv21 9 4 the the DT cord-321913-zie2uv21 9 5 application application NN cord-321913-zie2uv21 9 6 of of IN cord-321913-zie2uv21 9 7 a a DT cord-321913-zie2uv21 9 8 stochastic stochastic JJ cord-321913-zie2uv21 9 9 approach approach NN cord-321913-zie2uv21 9 10 in in IN cord-321913-zie2uv21 9 11 fitting fit VBG cord-321913-zie2uv21 9 12 the the DT cord-321913-zie2uv21 9 13 model model NN cord-321913-zie2uv21 9 14 parameters parameter NNS cord-321913-zie2uv21 9 15 using use VBG cord-321913-zie2uv21 9 16 a a DT cord-321913-zie2uv21 9 17 Particle Particle NNP cord-321913-zie2uv21 9 18 Swarm Swarm NNP cord-321913-zie2uv21 9 19 Optimization Optimization NNP cord-321913-zie2uv21 9 20 ( ( -LRB- cord-321913-zie2uv21 9 21 PSO PSO NNP cord-321913-zie2uv21 9 22 ) ) -RRB- cord-321913-zie2uv21 9 23 solver solver NN cord-321913-zie2uv21 9 24 , , , cord-321913-zie2uv21 9 25 to to TO cord-321913-zie2uv21 9 26 improve improve VB cord-321913-zie2uv21 9 27 the the DT cord-321913-zie2uv21 9 28 reliability reliability NN cord-321913-zie2uv21 9 29 of of IN cord-321913-zie2uv21 9 30 predictions prediction NNS cord-321913-zie2uv21 9 31 in in IN cord-321913-zie2uv21 9 32 the the DT cord-321913-zie2uv21 9 33 medium medium JJ cord-321913-zie2uv21 9 34 term term NN cord-321913-zie2uv21 9 35 ( ( -LRB- cord-321913-zie2uv21 9 36 30 30 CD cord-321913-zie2uv21 9 37 days day NNS cord-321913-zie2uv21 9 38 ) ) -RRB- cord-321913-zie2uv21 9 39 . . . cord-321913-zie2uv21 10 1 We -PRON- PRP cord-321913-zie2uv21 10 2 analyzed analyze VBD cord-321913-zie2uv21 10 3 the the DT cord-321913-zie2uv21 10 4 official official JJ cord-321913-zie2uv21 10 5 data datum NNS cord-321913-zie2uv21 10 6 and and CC cord-321913-zie2uv21 10 7 the the DT cord-321913-zie2uv21 10 8 predicted predict VBN cord-321913-zie2uv21 10 9 evolution evolution NN cord-321913-zie2uv21 10 10 of of IN cord-321913-zie2uv21 10 11 the the DT cord-321913-zie2uv21 10 12 epidemic epidemic NN cord-321913-zie2uv21 10 13 in in IN cord-321913-zie2uv21 10 14 the the DT cord-321913-zie2uv21 10 15 Italian italian JJ cord-321913-zie2uv21 10 16 regions region NNS cord-321913-zie2uv21 10 17 , , , cord-321913-zie2uv21 10 18 and and CC cord-321913-zie2uv21 10 19 we -PRON- PRP cord-321913-zie2uv21 10 20 compared compare VBD cord-321913-zie2uv21 10 21 the the DT cord-321913-zie2uv21 10 22 results result NNS cord-321913-zie2uv21 10 23 with with IN cord-321913-zie2uv21 10 24 the the DT cord-321913-zie2uv21 10 25 data datum NNS cord-321913-zie2uv21 10 26 and and CC cord-321913-zie2uv21 10 27 predictions prediction NNS cord-321913-zie2uv21 10 28 of of IN cord-321913-zie2uv21 10 29 Spain Spain NNP cord-321913-zie2uv21 10 30 and and CC cord-321913-zie2uv21 10 31 South South NNP cord-321913-zie2uv21 10 32 Korea Korea NNP cord-321913-zie2uv21 10 33 . . . cord-321913-zie2uv21 11 1 We -PRON- PRP cord-321913-zie2uv21 11 2 linked link VBD cord-321913-zie2uv21 11 3 the the DT cord-321913-zie2uv21 11 4 model model NN cord-321913-zie2uv21 11 5 equations equation NNS cord-321913-zie2uv21 11 6 to to IN cord-321913-zie2uv21 11 7 the the DT cord-321913-zie2uv21 11 8 changes change NNS cord-321913-zie2uv21 11 9 in in IN cord-321913-zie2uv21 11 10 people people NNS cord-321913-zie2uv21 11 11 ’s ’s POS cord-321913-zie2uv21 11 12 mobility mobility NN cord-321913-zie2uv21 11 13 , , , cord-321913-zie2uv21 11 14 with with IN cord-321913-zie2uv21 11 15 reference reference NN cord-321913-zie2uv21 11 16 to to IN cord-321913-zie2uv21 11 17 Google Google NNP cord-321913-zie2uv21 11 18 ’s ’s POS cord-321913-zie2uv21 11 19 COVID-19 COVID-19 NNP cord-321913-zie2uv21 11 20 Community Community NNP cord-321913-zie2uv21 11 21 Mobility Mobility NNP cord-321913-zie2uv21 11 22 Reports Reports NNPS cord-321913-zie2uv21 11 23 . . . cord-321913-zie2uv21 12 1 We -PRON- PRP cord-321913-zie2uv21 12 2 discussed discuss VBD cord-321913-zie2uv21 12 3 the the DT cord-321913-zie2uv21 12 4 effectiveness effectiveness NN cord-321913-zie2uv21 12 5 of of IN cord-321913-zie2uv21 12 6 policies policy NNS cord-321913-zie2uv21 12 7 taken take VBN cord-321913-zie2uv21 12 8 by by IN cord-321913-zie2uv21 12 9 different different JJ cord-321913-zie2uv21 12 10 regions region NNS cord-321913-zie2uv21 12 11 and and CC cord-321913-zie2uv21 12 12 countries country NNS cord-321913-zie2uv21 12 13 and and CC cord-321913-zie2uv21 12 14 how how WRB cord-321913-zie2uv21 12 15 they -PRON- PRP cord-321913-zie2uv21 12 16 have have VBP cord-321913-zie2uv21 12 17 an an DT cord-321913-zie2uv21 12 18 impact impact NN cord-321913-zie2uv21 12 19 on on IN cord-321913-zie2uv21 12 20 past past JJ cord-321913-zie2uv21 12 21 and and CC cord-321913-zie2uv21 12 22 future future JJ cord-321913-zie2uv21 12 23 infection infection NN cord-321913-zie2uv21 12 24 scenarios scenario NNS cord-321913-zie2uv21 12 25 . . . cord-321913-zie2uv21 13 1 We -PRON- PRP cord-321913-zie2uv21 13 2 present present VBP cord-321913-zie2uv21 13 3 an an DT cord-321913-zie2uv21 13 4 updated update VBN cord-321913-zie2uv21 13 5 version version NN cord-321913-zie2uv21 13 6 of of IN cord-321913-zie2uv21 13 7 the the DT cord-321913-zie2uv21 13 8 predictive predictive JJ cord-321913-zie2uv21 13 9 model model NN cord-321913-zie2uv21 13 10 of of IN cord-321913-zie2uv21 13 11 epidemic epidemic NN cord-321913-zie2uv21 13 12 phenomena phenomenon NNS cord-321913-zie2uv21 13 13 based base VBN cord-321913-zie2uv21 13 14 on on IN cord-321913-zie2uv21 13 15 the the DT cord-321913-zie2uv21 13 16 approach approach NN cord-321913-zie2uv21 13 17 called call VBN cord-321913-zie2uv21 13 18 SEIR SEIR NNP cord-321913-zie2uv21 13 19 ( ( -LRB- cord-321913-zie2uv21 13 20 Susceptible susceptible JJ cord-321913-zie2uv21 13 21 - - HYPH cord-321913-zie2uv21 13 22 Exposed Exposed NNP cord-321913-zie2uv21 13 23 - - HYPH cord-321913-zie2uv21 13 24 Infective Infective NNP cord-321913-zie2uv21 13 25 - - HYPH cord-321913-zie2uv21 13 26 Recovered Recovered NNP cord-321913-zie2uv21 13 27 ) ) -RRB- cord-321913-zie2uv21 13 28 , , , cord-321913-zie2uv21 13 29 widely widely RB cord-321913-zie2uv21 13 30 used use VBN cord-321913-zie2uv21 13 31 to to TO cord-321913-zie2uv21 13 32 analyze analyze VB cord-321913-zie2uv21 13 33 infection infection NN cord-321913-zie2uv21 13 34 data datum NNS cord-321913-zie2uv21 13 35 during during IN cord-321913-zie2uv21 13 36 the the DT cord-321913-zie2uv21 13 37 different different JJ cord-321913-zie2uv21 13 38 stages stage NNS cord-321913-zie2uv21 13 39 of of IN cord-321913-zie2uv21 13 40 an an DT cord-321913-zie2uv21 13 41 epidemic epidemic NN cord-321913-zie2uv21 13 42 outbreak outbreak NN cord-321913-zie2uv21 13 43 . . . cord-321913-zie2uv21 14 1 The the DT cord-321913-zie2uv21 14 2 SEIR SEIR NNP cord-321913-zie2uv21 14 3 model model NN cord-321913-zie2uv21 14 4 represents represent VBZ cord-321913-zie2uv21 14 5 one one CD cord-321913-zie2uv21 14 6 of of IN cord-321913-zie2uv21 14 7 the the DT cord-321913-zie2uv21 14 8 most most RBS cord-321913-zie2uv21 14 9 adopted adopt VBN cord-321913-zie2uv21 14 10 mathematical mathematical JJ cord-321913-zie2uv21 14 11 models model NNS cord-321913-zie2uv21 14 12 to to TO cord-321913-zie2uv21 14 13 characterize characterize VB cord-321913-zie2uv21 14 14 the the DT cord-321913-zie2uv21 14 15 epidemic epidemic NN cord-321913-zie2uv21 14 16 dynamics dynamic NNS cord-321913-zie2uv21 14 17 and and CC cord-321913-zie2uv21 14 18 to to TO cord-321913-zie2uv21 14 19 predict predict VB cord-321913-zie2uv21 14 20 possible possible JJ cord-321913-zie2uv21 14 21 contagion contagion NN cord-321913-zie2uv21 14 22 scenarios scenario NNS cord-321913-zie2uv21 14 23 . . . cord-321913-zie2uv21 15 1 The the DT cord-321913-zie2uv21 15 2 SEIR seir NN cord-321913-zie2uv21 15 3 model model NN cord-321913-zie2uv21 15 4 can can MD cord-321913-zie2uv21 15 5 be be VB cord-321913-zie2uv21 15 6 useful useful JJ cord-321913-zie2uv21 15 7 to to TO cord-321913-zie2uv21 15 8 assess assess VB cord-321913-zie2uv21 15 9 the the DT cord-321913-zie2uv21 15 10 effectiveness effectiveness NN cord-321913-zie2uv21 15 11 of of IN cord-321913-zie2uv21 15 12 various various JJ cord-321913-zie2uv21 15 13 measures measure NNS cord-321913-zie2uv21 15 14 , , , cord-321913-zie2uv21 15 15 such such JJ cord-321913-zie2uv21 15 16 as as IN cord-321913-zie2uv21 15 17 lock lock NN cord-321913-zie2uv21 15 18 - - HYPH cord-321913-zie2uv21 15 19 down down RP cord-321913-zie2uv21 15 20 , , , cord-321913-zie2uv21 15 21 since since IN cord-321913-zie2uv21 15 22 the the DT cord-321913-zie2uv21 15 23 infectious infectious JJ cord-321913-zie2uv21 15 24 disease disease NN cord-321913-zie2uv21 15 25 outbreak outbreak NN cord-321913-zie2uv21 15 26 . . . cord-321913-zie2uv21 16 1 It -PRON- PRP cord-321913-zie2uv21 16 2 is be VBZ cord-321913-zie2uv21 16 3 based base VBN cord-321913-zie2uv21 16 4 on on IN cord-321913-zie2uv21 16 5 a a DT cord-321913-zie2uv21 16 6 series series NN cord-321913-zie2uv21 16 7 of of IN cord-321913-zie2uv21 16 8 dynamic dynamic JJ cord-321913-zie2uv21 16 9 ordinary ordinary JJ cord-321913-zie2uv21 16 10 differential differential JJ cord-321913-zie2uv21 16 11 equations equation NNS cord-321913-zie2uv21 16 12 that that WDT cord-321913-zie2uv21 16 13 consider consider VBP cord-321913-zie2uv21 16 14 the the DT cord-321913-zie2uv21 16 15 amount amount NN cord-321913-zie2uv21 16 16 of of IN cord-321913-zie2uv21 16 17 the the DT cord-321913-zie2uv21 16 18 population population NN cord-321913-zie2uv21 16 19 subject subject JJ cord-321913-zie2uv21 16 20 to to IN cord-321913-zie2uv21 16 21 contagion contagion NN cord-321913-zie2uv21 16 22 , , , cord-321913-zie2uv21 16 23 the the DT cord-321913-zie2uv21 16 24 trend trend NN cord-321913-zie2uv21 16 25 over over IN cord-321913-zie2uv21 16 26 time time NN cord-321913-zie2uv21 16 27 of of IN cord-321913-zie2uv21 16 28 individuals individual NNS cord-321913-zie2uv21 16 29 who who WP cord-321913-zie2uv21 16 30 recover recover VBP cord-321913-zie2uv21 16 31 after after IN cord-321913-zie2uv21 16 32 infection infection NN cord-321913-zie2uv21 16 33 , , , cord-321913-zie2uv21 16 34 and and CC cord-321913-zie2uv21 16 35 the the DT cord-321913-zie2uv21 16 36 individuals individual NNS cord-321913-zie2uv21 16 37 who who WP cord-321913-zie2uv21 16 38 unfortunately unfortunately RB cord-321913-zie2uv21 16 39 die die VBP cord-321913-zie2uv21 16 40 [ [ -LRB- cord-321913-zie2uv21 16 41 1 1 CD cord-321913-zie2uv21 16 42 ] ] -RRB- cord-321913-zie2uv21 16 43 . . . cord-321913-zie2uv21 17 1 This this DT cord-321913-zie2uv21 17 2 work work NN cord-321913-zie2uv21 17 3 was be VBD cord-321913-zie2uv21 17 4 carried carry VBN cord-321913-zie2uv21 17 5 out out RP cord-321913-zie2uv21 17 6 during during IN cord-321913-zie2uv21 17 7 the the DT cord-321913-zie2uv21 17 8 crucial crucial JJ cord-321913-zie2uv21 17 9 development development NN cord-321913-zie2uv21 17 10 phase phase NN cord-321913-zie2uv21 17 11 of of IN cord-321913-zie2uv21 17 12 the the DT cord-321913-zie2uv21 17 13 epidemic epidemic NN cord-321913-zie2uv21 17 14 in in IN cord-321913-zie2uv21 17 15 Italy Italy NNP cord-321913-zie2uv21 17 16 ( ( -LRB- cord-321913-zie2uv21 17 17 mid mid NNP cord-321913-zie2uv21 17 18 - - NNP cord-321913-zie2uv21 17 19 April April NNP cord-321913-zie2uv21 17 20 2020 2020 CD cord-321913-zie2uv21 17 21 ) ) -RRB- cord-321913-zie2uv21 17 22 , , , cord-321913-zie2uv21 17 23 with with IN cord-321913-zie2uv21 17 24 the the DT cord-321913-zie2uv21 17 25 operational operational JJ cord-321913-zie2uv21 17 26 difficulties difficulty NNS cord-321913-zie2uv21 17 27 linked link VBN cord-321913-zie2uv21 17 28 to to IN cord-321913-zie2uv21 17 29 the the DT cord-321913-zie2uv21 17 30 impossibility impossibility NN cord-321913-zie2uv21 17 31 of of IN cord-321913-zie2uv21 17 32 verifying verify VBG cord-321913-zie2uv21 17 33 and and CC cord-321913-zie2uv21 17 34 validating validate VBG cord-321913-zie2uv21 17 35 the the DT cord-321913-zie2uv21 17 36 databases database NNS cord-321913-zie2uv21 17 37 , , , cord-321913-zie2uv21 17 38 and and CC cord-321913-zie2uv21 17 39 with with IN cord-321913-zie2uv21 17 40 the the DT cord-321913-zie2uv21 17 41 difficulty difficulty NN cord-321913-zie2uv21 17 42 of of IN cord-321913-zie2uv21 17 43 comparing compare VBG cord-321913-zie2uv21 17 44 and and CC cord-321913-zie2uv21 17 45 calibrating calibrate VBG cord-321913-zie2uv21 17 46 the the DT cord-321913-zie2uv21 17 47 results result NNS cord-321913-zie2uv21 17 48 with with IN cord-321913-zie2uv21 17 49 other other JJ cord-321913-zie2uv21 17 50 studies study NNS cord-321913-zie2uv21 17 51 . . . cord-321913-zie2uv21 18 1 The the DT cord-321913-zie2uv21 18 2 purpose purpose NN cord-321913-zie2uv21 18 3 , , , cord-321913-zie2uv21 18 4 however however RB cord-321913-zie2uv21 18 5 , , , cord-321913-zie2uv21 18 6 is be VBZ cord-321913-zie2uv21 18 7 to to TO cord-321913-zie2uv21 18 8 provide provide VB cord-321913-zie2uv21 18 9 an an DT cord-321913-zie2uv21 18 10 easy easy JJ cord-321913-zie2uv21 18 11 - - HYPH cord-321913-zie2uv21 18 12 to to TO cord-321913-zie2uv21 18 13 - - HYPH cord-321913-zie2uv21 18 14 read read VB cord-321913-zie2uv21 18 15 and and CC cord-321913-zie2uv21 18 16 useful useful JJ cord-321913-zie2uv21 18 17 tool tool NN cord-321913-zie2uv21 18 18 that that WDT cord-321913-zie2uv21 18 19 can can MD cord-321913-zie2uv21 18 20 help help VB cord-321913-zie2uv21 18 21 the the DT cord-321913-zie2uv21 18 22 policymakers policymaker NNS cord-321913-zie2uv21 18 23 , , , cord-321913-zie2uv21 18 24 responsible responsible JJ cord-321913-zie2uv21 18 25 for for IN cord-321913-zie2uv21 18 26 strategic strategic JJ cord-321913-zie2uv21 18 27 choices choice NNS cord-321913-zie2uv21 18 28 , , , cord-321913-zie2uv21 18 29 in in IN cord-321913-zie2uv21 18 30 assessing assess VBG cord-321913-zie2uv21 18 31 the the DT cord-321913-zie2uv21 18 32 social social JJ cord-321913-zie2uv21 18 33 and and CC cord-321913-zie2uv21 18 34 economic economic JJ cord-321913-zie2uv21 18 35 scenarios scenario NNS cord-321913-zie2uv21 18 36 related relate VBN cord-321913-zie2uv21 18 37 to to IN cord-321913-zie2uv21 18 38 the the DT cord-321913-zie2uv21 18 39 development development NN cord-321913-zie2uv21 18 40 of of IN cord-321913-zie2uv21 18 41 the the DT cord-321913-zie2uv21 18 42 epidemic epidemic NN cord-321913-zie2uv21 18 43 . . . cord-321913-zie2uv21 19 1 We -PRON- PRP cord-321913-zie2uv21 19 2 are be VBP cord-321913-zie2uv21 19 3 conscious conscious JJ cord-321913-zie2uv21 19 4 that that IN cord-321913-zie2uv21 19 5 it -PRON- PRP cord-321913-zie2uv21 19 6 is be VBZ cord-321913-zie2uv21 19 7 a a DT cord-321913-zie2uv21 19 8 predictive predictive JJ cord-321913-zie2uv21 19 9 model model NN cord-321913-zie2uv21 19 10 which which WDT cord-321913-zie2uv21 19 11 , , , cord-321913-zie2uv21 19 12 although although IN cord-321913-zie2uv21 19 13 based base VBN cord-321913-zie2uv21 19 14 on on IN cord-321913-zie2uv21 19 15 a a DT cord-321913-zie2uv21 19 16 scientific scientific JJ cord-321913-zie2uv21 19 17 approach approach NN cord-321913-zie2uv21 19 18 , , , cord-321913-zie2uv21 19 19 is be VBZ cord-321913-zie2uv21 19 20 conditioned condition VBN cord-321913-zie2uv21 19 21 by by IN cord-321913-zie2uv21 19 22 a a DT cord-321913-zie2uv21 19 23 series series NN cord-321913-zie2uv21 19 24 of of IN cord-321913-zie2uv21 19 25 intrinsic intrinsic JJ cord-321913-zie2uv21 19 26 and and CC cord-321913-zie2uv21 19 27 endogenous endogenous JJ cord-321913-zie2uv21 19 28 factors factor NNS cord-321913-zie2uv21 19 29 that that WDT cord-321913-zie2uv21 19 30 can can MD cord-321913-zie2uv21 19 31 affect affect VB cord-321913-zie2uv21 19 32 its -PRON- PRP$ cord-321913-zie2uv21 19 33 medium medium JJ cord-321913-zie2uv21 19 34 - - HYPH cord-321913-zie2uv21 19 35 term term NN cord-321913-zie2uv21 19 36 reliability reliability NN cord-321913-zie2uv21 19 37 . . . cord-321913-zie2uv21 20 1 Nevertheless nevertheless RB cord-321913-zie2uv21 20 2 , , , cord-321913-zie2uv21 20 3 we -PRON- PRP cord-321913-zie2uv21 20 4 are be VBP cord-321913-zie2uv21 20 5 also also RB cord-321913-zie2uv21 20 6 aware aware JJ cord-321913-zie2uv21 20 7 that that IN cord-321913-zie2uv21 20 8 any any DT cord-321913-zie2uv21 20 9 political political JJ cord-321913-zie2uv21 20 10 decision decision NN cord-321913-zie2uv21 20 11 potentially potentially RB cord-321913-zie2uv21 20 12 lacking lack VBG cord-321913-zie2uv21 20 13 any any DT cord-321913-zie2uv21 20 14 rational rational JJ cord-321913-zie2uv21 20 15 and and CC cord-321913-zie2uv21 20 16 critical critical JJ cord-321913-zie2uv21 20 17 evaluations evaluation NNS cord-321913-zie2uv21 20 18 of of IN cord-321913-zie2uv21 20 19 all all PDT cord-321913-zie2uv21 20 20 the the DT cord-321913-zie2uv21 20 21 available available JJ cord-321913-zie2uv21 20 22 data data NN cord-321913-zie2uv21 20 23 risks risk NNS cord-321913-zie2uv21 20 24 being be VBG cord-321913-zie2uv21 20 25 based base VBN cord-321913-zie2uv21 20 26 on on IN cord-321913-zie2uv21 20 27 mere mere JJ cord-321913-zie2uv21 20 28 sensations sensation NNS cord-321913-zie2uv21 20 29 , , , cord-321913-zie2uv21 20 30 often often RB cord-321913-zie2uv21 20 31 dictated dictate VBN cord-321913-zie2uv21 20 32 by by IN cord-321913-zie2uv21 20 33 sentimental sentimental JJ cord-321913-zie2uv21 20 34 suggestions suggestion NNS cord-321913-zie2uv21 20 35 [ [ -LRB- cord-321913-zie2uv21 20 36 2 2 CD cord-321913-zie2uv21 20 37 ] ] -RRB- cord-321913-zie2uv21 20 38 . . . cord-321913-zie2uv21 21 1 The the DT cord-321913-zie2uv21 21 2 generalized generalized JJ cord-321913-zie2uv21 21 3 SEIR SEIR NNP cord-321913-zie2uv21 21 4 model model NN cord-321913-zie2uv21 21 5 is be VBZ cord-321913-zie2uv21 21 6 based base VBN cord-321913-zie2uv21 21 7 on on IN cord-321913-zie2uv21 21 8 a a DT cord-321913-zie2uv21 21 9 system system NN cord-321913-zie2uv21 21 10 of of IN cord-321913-zie2uv21 21 11 differential differential JJ cord-321913-zie2uv21 21 12 equations equation NNS cord-321913-zie2uv21 21 13 , , , cord-321913-zie2uv21 21 14 as as IN cord-321913-zie2uv21 21 15 discussed discuss VBN cord-321913-zie2uv21 21 16 by by IN cord-321913-zie2uv21 21 17 Peng Peng NNP cord-321913-zie2uv21 21 18 et et NNP cord-321913-zie2uv21 21 19 al al NNP cord-321913-zie2uv21 21 20 . . . cord-321913-zie2uv21 22 1 ( ( -LRB- cord-321913-zie2uv21 22 2 2020 2020 CD cord-321913-zie2uv21 22 3 ) ) -RRB- cord-321913-zie2uv21 22 4 [ [ -LRB- cord-321913-zie2uv21 22 5 3 3 CD cord-321913-zie2uv21 22 6 ] ] -RRB- cord-321913-zie2uv21 22 7 in in IN cord-321913-zie2uv21 22 8 the the DT cord-321913-zie2uv21 22 9 analysis analysis NN cord-321913-zie2uv21 22 10 of of IN cord-321913-zie2uv21 22 11 the the DT cord-321913-zie2uv21 22 12 SARS SARS NNP cord-321913-zie2uv21 22 13 - - HYPH cord-321913-zie2uv21 22 14 CoV-2 CoV-2 NNP cord-321913-zie2uv21 22 15 outbreak outbreak NN cord-321913-zie2uv21 22 16 in in IN cord-321913-zie2uv21 22 17 China China NNP cord-321913-zie2uv21 22 18 . . . cord-321913-zie2uv21 23 1 The the DT cord-321913-zie2uv21 23 2 model model NN cord-321913-zie2uv21 23 3 , , , cord-321913-zie2uv21 23 4 that that WDT cord-321913-zie2uv21 23 5 adds add VBZ cord-321913-zie2uv21 23 6 complexity complexity NN cord-321913-zie2uv21 23 7 to to IN cord-321913-zie2uv21 23 8 the the DT cord-321913-zie2uv21 23 9 classical classical JJ cord-321913-zie2uv21 23 10 SIR SIR NNP cord-321913-zie2uv21 23 11 or or CC cord-321913-zie2uv21 23 12 SEIR SEIR NNP cord-321913-zie2uv21 23 13 models model NNS cord-321913-zie2uv21 23 14 , , , cord-321913-zie2uv21 23 15 represents represent VBZ cord-321913-zie2uv21 23 16 the the DT cord-321913-zie2uv21 23 17 various various JJ cord-321913-zie2uv21 23 18 conditions condition NNS cord-321913-zie2uv21 23 19 of of IN cord-321913-zie2uv21 23 20 susceptible susceptible JJ cord-321913-zie2uv21 23 21 _SP cord-321913-zie2uv21 23 22 The the DT cord-321913-zie2uv21 23 23 SEIR SEIR NNP cord-321913-zie2uv21 23 24 model model NN cord-321913-zie2uv21 23 25 simulates simulate VBZ cord-321913-zie2uv21 23 26 the the DT cord-321913-zie2uv21 23 27 time time NN cord-321913-zie2uv21 23 28 - - HYPH cord-321913-zie2uv21 23 29 histories history NNS cord-321913-zie2uv21 23 30 of of IN cord-321913-zie2uv21 23 31 an an DT cord-321913-zie2uv21 23 32 epidemic epidemic NN cord-321913-zie2uv21 23 33 phenomenon phenomenon NN cord-321913-zie2uv21 23 34 . . . cord-321913-zie2uv21 24 1 In in IN cord-321913-zie2uv21 24 2 its -PRON- PRP$ cord-321913-zie2uv21 24 3 classical classical JJ cord-321913-zie2uv21 24 4 form form NN cord-321913-zie2uv21 24 5 , , , cord-321913-zie2uv21 24 6 it -PRON- PRP cord-321913-zie2uv21 24 7 models model VBZ cord-321913-zie2uv21 24 8 the the DT cord-321913-zie2uv21 24 9 mutual mutual JJ cord-321913-zie2uv21 24 10 and and CC cord-321913-zie2uv21 24 11 dynamic dynamic JJ cord-321913-zie2uv21 24 12 interaction interaction NN cord-321913-zie2uv21 24 13 of of IN cord-321913-zie2uv21 24 14 people people NNS cord-321913-zie2uv21 24 15 between between IN cord-321913-zie2uv21 24 16 four four CD cord-321913-zie2uv21 24 17 different different JJ cord-321913-zie2uv21 24 18 conditions condition NNS cord-321913-zie2uv21 24 19 , , , cord-321913-zie2uv21 24 20 the the DT cord-321913-zie2uv21 24 21 susceptible susceptible JJ cord-321913-zie2uv21 24 22 ( ( -LRB- cord-321913-zie2uv21 24 23 S S NNP cord-321913-zie2uv21 24 24 ) ) -RRB- cord-321913-zie2uv21 24 25 , , , cord-321913-zie2uv21 24 26 exposed expose VBN cord-321913-zie2uv21 24 27 ( ( -LRB- cord-321913-zie2uv21 24 28 E E NNP cord-321913-zie2uv21 24 29 ) ) -RRB- cord-321913-zie2uv21 24 30 , , , cord-321913-zie2uv21 24 31 infective infective JJ cord-321913-zie2uv21 24 32 ( ( -LRB- cord-321913-zie2uv21 24 33 I i NN cord-321913-zie2uv21 24 34 ) ) -RRB- cord-321913-zie2uv21 24 35 , , , cord-321913-zie2uv21 24 36 and and CC cord-321913-zie2uv21 24 37 recovered recover VBN cord-321913-zie2uv21 24 38 ( ( -LRB- cord-321913-zie2uv21 24 39 R r NN cord-321913-zie2uv21 24 40 ) ) -RRB- cord-321913-zie2uv21 24 41 . . . cord-321913-zie2uv21 25 1 The the DT cord-321913-zie2uv21 25 2 classical classical JJ cord-321913-zie2uv21 25 3 SEIR seir NN cord-321913-zie2uv21 25 4 model model NN cord-321913-zie2uv21 25 5 can can MD cord-321913-zie2uv21 25 6 be be VB cord-321913-zie2uv21 25 7 described describe VBN cord-321913-zie2uv21 25 8 by by IN cord-321913-zie2uv21 25 9 a a DT cord-321913-zie2uv21 25 10 series series NN cord-321913-zie2uv21 25 11 of of IN cord-321913-zie2uv21 25 12 ordinary ordinary JJ cord-321913-zie2uv21 25 13 differential differential JJ cord-321913-zie2uv21 25 14 equations equation NNS cord-321913-zie2uv21 25 15 : : : cord-321913-zie2uv21 26 1 dR(t dR(t NNP cord-321913-zie2uv21 26 2 ) ) -RRB- cord-321913-zie2uv21 26 3 dt dt NNP cord-321913-zie2uv21 26 4 = = NN cord-321913-zie2uv21 26 5 ( ( -LRB- cord-321913-zie2uv21 26 6 λ λ NN cord-321913-zie2uv21 26 7 + + CC cord-321913-zie2uv21 26 8 κ)I(t κ)i(t CD cord-321913-zie2uv21 26 9 ) ) -RRB- cord-321913-zie2uv21 27 1 The the DT cord-321913-zie2uv21 27 2 susceptible susceptible JJ cord-321913-zie2uv21 27 3 ( ( -LRB- cord-321913-zie2uv21 27 4 S s NN cord-321913-zie2uv21 27 5 ) ) -RRB- cord-321913-zie2uv21 27 6 is be VBZ cord-321913-zie2uv21 27 7 the the DT cord-321913-zie2uv21 27 8 part part NN cord-321913-zie2uv21 27 9 of of IN cord-321913-zie2uv21 27 10 the the DT cord-321913-zie2uv21 27 11 population population NN cord-321913-zie2uv21 27 12 that that WDT cord-321913-zie2uv21 27 13 could could MD cord-321913-zie2uv21 27 14 be be VB cord-321913-zie2uv21 27 15 potentially potentially RB cord-321913-zie2uv21 27 16 subjected subject VBN cord-321913-zie2uv21 27 17 to to IN cord-321913-zie2uv21 27 18 the the DT cord-321913-zie2uv21 27 19 infection infection NN cord-321913-zie2uv21 27 20 : : : cord-321913-zie2uv21 27 21 at at IN cord-321913-zie2uv21 27 22 the the DT cord-321913-zie2uv21 27 23 initial initial JJ cord-321913-zie2uv21 27 24 time time NN cord-321913-zie2uv21 27 25 , , , cord-321913-zie2uv21 27 26 without without IN cord-321913-zie2uv21 27 27 further further JJ cord-321913-zie2uv21 27 28 information information NN cord-321913-zie2uv21 27 29 , , , cord-321913-zie2uv21 27 30 it -PRON- PRP cord-321913-zie2uv21 27 31 is be VBZ cord-321913-zie2uv21 27 32 represented represent VBN cord-321913-zie2uv21 27 33 by by IN cord-321913-zie2uv21 27 34 the the DT cord-321913-zie2uv21 27 35 whole whole JJ cord-321913-zie2uv21 27 36 population population NN cord-321913-zie2uv21 27 37 . . . cord-321913-zie2uv21 28 1 The the DT cord-321913-zie2uv21 28 2 exposed expose VBN cord-321913-zie2uv21 28 3 ( ( -LRB- cord-321913-zie2uv21 28 4 E e NN cord-321913-zie2uv21 28 5 ) ) -RRB- cord-321913-zie2uv21 28 6 is be VBZ cord-321913-zie2uv21 28 7 the the DT cord-321913-zie2uv21 28 8 fraction fraction NN cord-321913-zie2uv21 28 9 of of IN cord-321913-zie2uv21 28 10 the the DT cord-321913-zie2uv21 28 11 population population NN cord-321913-zie2uv21 28 12 that that WDT cord-321913-zie2uv21 28 13 has have VBZ cord-321913-zie2uv21 28 14 been be VBN cord-321913-zie2uv21 28 15 infected infect VBN cord-321913-zie2uv21 28 16 but but CC cord-321913-zie2uv21 28 17 does do VBZ cord-321913-zie2uv21 28 18 not not RB cord-321913-zie2uv21 28 19 show show VB cord-321913-zie2uv21 28 20 symptoms symptom NNS cord-321913-zie2uv21 28 21 yet yet RB cord-321913-zie2uv21 28 22 : : : cord-321913-zie2uv21 28 23 it -PRON- PRP cord-321913-zie2uv21 28 24 can can MD cord-321913-zie2uv21 28 25 be be VB cord-321913-zie2uv21 28 26 called call VBN cord-321913-zie2uv21 28 27 a a DT cord-321913-zie2uv21 28 28 latent latent JJ cord-321913-zie2uv21 28 29 phase phase NN cord-321913-zie2uv21 28 30 , , , cord-321913-zie2uv21 28 31 and and CC cord-321913-zie2uv21 28 32 at at IN cord-321913-zie2uv21 28 33 this this DT cord-321913-zie2uv21 28 34 stage stage NN cord-321913-zie2uv21 28 35 , , , cord-321913-zie2uv21 28 36 a a DT cord-321913-zie2uv21 28 37 disease disease NN cord-321913-zie2uv21 28 38 can can MD cord-321913-zie2uv21 28 39 be be VB cord-321913-zie2uv21 28 40 infectious infectious JJ cord-321913-zie2uv21 28 41 , , , cord-321913-zie2uv21 28 42 partially partially RB cord-321913-zie2uv21 28 43 infectious infectious JJ cord-321913-zie2uv21 28 44 or or CC cord-321913-zie2uv21 28 45 not not RB cord-321913-zie2uv21 28 46 infectious infectious JJ cord-321913-zie2uv21 28 47 [ [ -LRB- cord-321913-zie2uv21 28 48 8 8 CD cord-321913-zie2uv21 28 49 ] ] -RRB- cord-321913-zie2uv21 28 50 . . . cord-321913-zie2uv21 29 1 The the DT cord-321913-zie2uv21 29 2 infective infective NN cord-321913-zie2uv21 29 3 ( ( -LRB- cord-321913-zie2uv21 29 4 I i NN cord-321913-zie2uv21 29 5 ) ) -RRB- cord-321913-zie2uv21 29 6 represents represent VBZ cord-321913-zie2uv21 29 7 the the DT cord-321913-zie2uv21 29 8 infective infective JJ cord-321913-zie2uv21 29 9 population population NN cord-321913-zie2uv21 29 10 after after IN cord-321913-zie2uv21 29 11 the the DT cord-321913-zie2uv21 29 12 latent latent JJ cord-321913-zie2uv21 29 13 period period NN cord-321913-zie2uv21 29 14 . . . cord-321913-zie2uv21 30 1 The the DT cord-321913-zie2uv21 30 2 recovered recovered JJ cord-321913-zie2uv21 30 3 ( ( -LRB- cord-321913-zie2uv21 30 4 R r NN cord-321913-zie2uv21 30 5 ) ) -RRB- cord-321913-zie2uv21 30 6 are be VBP cord-321913-zie2uv21 30 7 the the DT cord-321913-zie2uv21 30 8 people people NNS cord-321913-zie2uv21 30 9 after after IN cord-321913-zie2uv21 30 10 healing healing NN cord-321913-zie2uv21 30 11 , , , cord-321913-zie2uv21 30 12 and and CC cord-321913-zie2uv21 30 13 they -PRON- PRP cord-321913-zie2uv21 30 14 are be VBP cord-321913-zie2uv21 30 15 generally generally RB cord-321913-zie2uv21 30 16 not not RB cord-321913-zie2uv21 30 17 reintroduced reintroduce VBN cord-321913-zie2uv21 30 18 into into IN cord-321913-zie2uv21 30 19 the the DT cord-321913-zie2uv21 30 20 susceptible susceptible JJ cord-321913-zie2uv21 30 21 category category NN cord-321913-zie2uv21 30 22 if if IN cord-321913-zie2uv21 30 23 it -PRON- PRP cord-321913-zie2uv21 30 24 is be VBZ cord-321913-zie2uv21 30 25 supposed suppose VBN cord-321913-zie2uv21 30 26 that that IN cord-321913-zie2uv21 30 27 they -PRON- PRP cord-321913-zie2uv21 30 28 became become VBD cord-321913-zie2uv21 30 29 immune immune JJ cord-321913-zie2uv21 30 30 to to IN cord-321913-zie2uv21 30 31 the the DT cord-321913-zie2uv21 30 32 disease disease NN cord-321913-zie2uv21 30 33 . . . cord-321913-zie2uv21 31 1 This this DT cord-321913-zie2uv21 31 2 aspect aspect NN cord-321913-zie2uv21 31 3 is be VBZ cord-321913-zie2uv21 31 4 strongly strongly RB cord-321913-zie2uv21 31 5 debated debate VBN cord-321913-zie2uv21 31 6 , , , cord-321913-zie2uv21 31 7 as as IN cord-321913-zie2uv21 31 8 in in IN cord-321913-zie2uv21 31 9 some some DT cord-321913-zie2uv21 31 10 countries country NNS cord-321913-zie2uv21 31 11 a a DT cord-321913-zie2uv21 31 12 second second JJ cord-321913-zie2uv21 31 13 infection infection NN cord-321913-zie2uv21 31 14 of of IN cord-321913-zie2uv21 31 15 recovered recover VBN cord-321913-zie2uv21 31 16 people people NNS cord-321913-zie2uv21 31 17 has have VBZ cord-321913-zie2uv21 31 18 been be VBN cord-321913-zie2uv21 31 19 recorded record VBN cord-321913-zie2uv21 31 20 . . . cord-321913-zie2uv21 32 1 At at IN cord-321913-zie2uv21 32 2 this this DT cord-321913-zie2uv21 32 3 stage stage NN cord-321913-zie2uv21 32 4 of of IN cord-321913-zie2uv21 32 5 our -PRON- PRP$ cord-321913-zie2uv21 32 6 study study NN cord-321913-zie2uv21 32 7 , , , cord-321913-zie2uv21 32 8 we -PRON- PRP cord-321913-zie2uv21 32 9 do do VBP cord-321913-zie2uv21 32 10 not not RB cord-321913-zie2uv21 32 11 have have VB cord-321913-zie2uv21 32 12 enough enough JJ cord-321913-zie2uv21 32 13 data datum NNS cord-321913-zie2uv21 32 14 to to TO cord-321913-zie2uv21 32 15 include include VB cord-321913-zie2uv21 32 16 this this DT cord-321913-zie2uv21 32 17 effect effect NN cord-321913-zie2uv21 32 18 on on IN cord-321913-zie2uv21 32 19 the the DT cord-321913-zie2uv21 32 20 model model NN cord-321913-zie2uv21 32 21 ; ; : cord-321913-zie2uv21 32 22 this this DT cord-321913-zie2uv21 32 23 would would MD cord-321913-zie2uv21 32 24 require require VB cord-321913-zie2uv21 32 25 the the DT cord-321913-zie2uv21 32 26 introduction introduction NN cord-321913-zie2uv21 32 27 of of IN cord-321913-zie2uv21 32 28 another another DT cord-321913-zie2uv21 32 29 term term NN cord-321913-zie2uv21 32 30 in in IN cord-321913-zie2uv21 32 31 the the DT cord-321913-zie2uv21 32 32 previous previous JJ cord-321913-zie2uv21 32 33 system system NN cord-321913-zie2uv21 32 34 of of IN cord-321913-zie2uv21 32 35 equations equation NNS cord-321913-zie2uv21 32 36 , , , cord-321913-zie2uv21 32 37 including include VBG cord-321913-zie2uv21 32 38 another another DT cord-321913-zie2uv21 32 39 coefficient coefficient NN cord-321913-zie2uv21 32 40 that that WDT cord-321913-zie2uv21 32 41 takes take VBZ cord-321913-zie2uv21 32 42 into into IN cord-321913-zie2uv21 32 43 account account NN cord-321913-zie2uv21 32 44 the the DT cord-321913-zie2uv21 32 45 re re NN cord-321913-zie2uv21 32 46 - - NN cord-321913-zie2uv21 32 47 population population NN cord-321913-zie2uv21 32 48 of of IN cord-321913-zie2uv21 32 49 the the DT cord-321913-zie2uv21 32 50 susceptible susceptible JJ cord-321913-zie2uv21 32 51 compartment compartment NN cord-321913-zie2uv21 32 52 . . . cord-321913-zie2uv21 33 1 In in IN cord-321913-zie2uv21 33 2 the the DT cord-321913-zie2uv21 33 3 classical classical JJ cord-321913-zie2uv21 33 4 SEIR SEIR NNP cord-321913-zie2uv21 33 5 model model NN cord-321913-zie2uv21 33 6 , , , cord-321913-zie2uv21 33 7 the the DT cord-321913-zie2uv21 33 8 R r NN cord-321913-zie2uv21 33 9 category category NN cord-321913-zie2uv21 33 10 also also RB cord-321913-zie2uv21 33 11 comprehends comprehend VBZ cord-321913-zie2uv21 33 12 the the DT cord-321913-zie2uv21 33 13 individuals individual NNS cord-321913-zie2uv21 33 14 who who WP cord-321913-zie2uv21 33 15 died die VBD cord-321913-zie2uv21 33 16 of of IN cord-321913-zie2uv21 33 17 the the DT cord-321913-zie2uv21 33 18 disease disease NN cord-321913-zie2uv21 33 19 . . . cord-321913-zie2uv21 34 1 A a DT cord-321913-zie2uv21 34 2 characteristic characteristic NN cord-321913-zie2uv21 34 3 of of IN cord-321913-zie2uv21 34 4 this this DT cord-321913-zie2uv21 34 5 model model NN cord-321913-zie2uv21 34 6 is be VBZ cord-321913-zie2uv21 34 7 that that IN cord-321913-zie2uv21 34 8 the the DT cord-321913-zie2uv21 34 9 sum sum NN cord-321913-zie2uv21 34 10 of of IN cord-321913-zie2uv21 34 11 the the DT cord-321913-zie2uv21 34 12 four four CD cord-321913-zie2uv21 34 13 categories category NNS cord-321913-zie2uv21 34 14 is be VBZ cord-321913-zie2uv21 34 15 equal equal JJ cord-321913-zie2uv21 34 16 to to IN cord-321913-zie2uv21 34 17 the the DT cord-321913-zie2uv21 34 18 total total JJ cord-321913-zie2uv21 34 19 population population NN cord-321913-zie2uv21 34 20 ( ( -LRB- cord-321913-zie2uv21 34 21 N N NNP cord-321913-zie2uv21 34 22 ) ) -RRB- cord-321913-zie2uv21 34 23 at at IN cord-321913-zie2uv21 34 24 any any DT cord-321913-zie2uv21 34 25 time time NN cord-321913-zie2uv21 34 26 : : : cord-321913-zie2uv21 34 27 As as IN cord-321913-zie2uv21 34 28 can can MD cord-321913-zie2uv21 34 29 be be VB cord-321913-zie2uv21 34 30 seen see VBN cord-321913-zie2uv21 34 31 , , , cord-321913-zie2uv21 34 32 it -PRON- PRP cord-321913-zie2uv21 34 33 does do VBZ cord-321913-zie2uv21 34 34 not not RB cord-321913-zie2uv21 34 35 consider consider VB cord-321913-zie2uv21 34 36 the the DT cord-321913-zie2uv21 34 37 natural natural JJ cord-321913-zie2uv21 34 38 births birth NNS cord-321913-zie2uv21 34 39 and and CC cord-321913-zie2uv21 34 40 deaths death NNS cord-321913-zie2uv21 34 41 of of IN cord-321913-zie2uv21 34 42 the the DT cord-321913-zie2uv21 34 43 population population NN cord-321913-zie2uv21 34 44 during during IN cord-321913-zie2uv21 34 45 the the DT cord-321913-zie2uv21 34 46 time time NN cord-321913-zie2uv21 34 47 span span NN cord-321913-zie2uv21 34 48 of of IN cord-321913-zie2uv21 34 49 the the DT cord-321913-zie2uv21 34 50 disease disease NN cord-321913-zie2uv21 34 51 . . . cord-321913-zie2uv21 35 1 The the DT cord-321913-zie2uv21 35 2 equations equation NNS cord-321913-zie2uv21 35 3 of of IN cord-321913-zie2uv21 35 4 the the DT cord-321913-zie2uv21 35 5 classical classical JJ cord-321913-zie2uv21 35 6 SEIR SEIR NNP cord-321913-zie2uv21 35 7 model model NN cord-321913-zie2uv21 35 8 are be VBP cord-321913-zie2uv21 35 9 governed govern VBN cord-321913-zie2uv21 35 10 by by IN cord-321913-zie2uv21 35 11 the the DT cord-321913-zie2uv21 35 12 parameters parameter NNS cord-321913-zie2uv21 35 13 β β NNP cord-321913-zie2uv21 35 14 , , , cord-321913-zie2uv21 35 15 γ γ NNP cord-321913-zie2uv21 35 16 , , , cord-321913-zie2uv21 35 17 λ λ NN cord-321913-zie2uv21 35 18 and and CC cord-321913-zie2uv21 35 19 κ κ NN cord-321913-zie2uv21 35 20 . . . cord-321913-zie2uv21 36 1 We -PRON- PRP cord-321913-zie2uv21 36 2 adopt adopt VBP cord-321913-zie2uv21 36 3 the the DT cord-321913-zie2uv21 36 4 symbols symbol NNS cord-321913-zie2uv21 36 5 used use VBN cord-321913-zie2uv21 36 6 in in IN cord-321913-zie2uv21 36 7 Peng Peng NNP cord-321913-zie2uv21 36 8 et et NNP cord-321913-zie2uv21 36 9 al al NNP cord-321913-zie2uv21 36 10 . . . cord-321913-zie2uv21 37 1 ( ( -LRB- cord-321913-zie2uv21 37 2 2020 2020 CD cord-321913-zie2uv21 37 3 ) ) -RRB- cord-321913-zie2uv21 37 4 [ [ -LRB- cord-321913-zie2uv21 37 5 3 3 CD cord-321913-zie2uv21 37 6 ] ] -RRB- cord-321913-zie2uv21 37 7 . . . cord-321913-zie2uv21 38 1 As as IN cord-321913-zie2uv21 38 2 usual usual JJ cord-321913-zie2uv21 38 3 in in IN cord-321913-zie2uv21 38 4 this this DT cord-321913-zie2uv21 38 5 field field NN cord-321913-zie2uv21 38 6 , , , cord-321913-zie2uv21 38 7 the the DT cord-321913-zie2uv21 38 8 following follow VBG cord-321913-zie2uv21 38 9 parameters parameter NNS cord-321913-zie2uv21 38 10 have have VBP cord-321913-zie2uv21 38 11 day day NN cord-321913-zie2uv21 38 12 −1 −1 NNP cord-321913-zie2uv21 38 13 as as IN cord-321913-zie2uv21 38 14 a a DT cord-321913-zie2uv21 38 15 unit unit NN cord-321913-zie2uv21 38 16 of of IN cord-321913-zie2uv21 38 17 measurement measurement NN cord-321913-zie2uv21 38 18 . . . cord-321913-zie2uv21 39 1 • • NNP cord-321913-zie2uv21 40 1 β β NNP cord-321913-zie2uv21 40 2 is be VBZ cord-321913-zie2uv21 40 3 called call VBN cord-321913-zie2uv21 40 4 infection infection NN cord-321913-zie2uv21 40 5 rate rate NN cord-321913-zie2uv21 40 6 . . . cord-321913-zie2uv21 41 1 It -PRON- PRP cord-321913-zie2uv21 41 2 is be VBZ cord-321913-zie2uv21 41 3 the the DT cord-321913-zie2uv21 41 4 number number NN cord-321913-zie2uv21 41 5 of of IN cord-321913-zie2uv21 41 6 people people NNS cord-321913-zie2uv21 41 7 that that WDT cord-321913-zie2uv21 41 8 an an DT cord-321913-zie2uv21 41 9 infective infective JJ cord-321913-zie2uv21 41 10 person person NN cord-321913-zie2uv21 41 11 infects infect VBZ cord-321913-zie2uv21 41 12 each each DT cord-321913-zie2uv21 41 13 day day NN cord-321913-zie2uv21 41 14 . . . cord-321913-zie2uv21 42 1 It -PRON- PRP cord-321913-zie2uv21 42 2 is be VBZ cord-321913-zie2uv21 42 3 equal equal JJ cord-321913-zie2uv21 42 4 to to IN cord-321913-zie2uv21 42 5 p p NN cord-321913-zie2uv21 42 6 , , , cord-321913-zie2uv21 42 7 where where WRB cord-321913-zie2uv21 42 8 b b NN cord-321913-zie2uv21 42 9 , , , cord-321913-zie2uv21 42 10 or or CC cord-321913-zie2uv21 42 11 the the DT cord-321913-zie2uv21 42 12 contact contact NN cord-321913-zie2uv21 42 13 rate rate NN cord-321913-zie2uv21 42 14 , , , cord-321913-zie2uv21 42 15 is be VBZ cord-321913-zie2uv21 42 16 the the DT cord-321913-zie2uv21 42 17 number number NN cord-321913-zie2uv21 42 18 of of IN cord-321913-zie2uv21 42 19 people people NNS cord-321913-zie2uv21 42 20 an an DT cord-321913-zie2uv21 42 21 average average JJ cord-321913-zie2uv21 42 22 person person NN cord-321913-zie2uv21 42 23 enters enter VBZ cord-321913-zie2uv21 42 24 into into IN cord-321913-zie2uv21 42 25 contact contact NN cord-321913-zie2uv21 42 26 with with IN cord-321913-zie2uv21 42 27 each each DT cord-321913-zie2uv21 42 28 day day NN cord-321913-zie2uv21 42 29 , , , cord-321913-zie2uv21 42 30 and and CC cord-321913-zie2uv21 42 31 p p NN cord-321913-zie2uv21 42 32 is be VBZ cord-321913-zie2uv21 42 33 the the DT cord-321913-zie2uv21 42 34 probability probability NN cord-321913-zie2uv21 42 35 that that IN cord-321913-zie2uv21 42 36 a a DT cord-321913-zie2uv21 42 37 contact contact NN cord-321913-zie2uv21 42 38 provokes provoke VBZ cord-321913-zie2uv21 42 39 the the DT cord-321913-zie2uv21 42 40 transmission transmission NN cord-321913-zie2uv21 42 41 of of IN cord-321913-zie2uv21 42 42 the the DT cord-321913-zie2uv21 42 43 disease disease NN cord-321913-zie2uv21 42 44 . . . cord-321913-zie2uv21 43 1 In in IN cord-321913-zie2uv21 43 2 the the DT cord-321913-zie2uv21 43 3 SEIR SEIR NNP cord-321913-zie2uv21 43 4 model model NN cord-321913-zie2uv21 43 5 , , , cord-321913-zie2uv21 43 6 β β NN cord-321913-zie2uv21 43 7 is be VBZ cord-321913-zie2uv21 43 8 the the DT cord-321913-zie2uv21 43 9 vector vector NN cord-321913-zie2uv21 43 10 which which WDT cord-321913-zie2uv21 43 11 transports transport VBZ cord-321913-zie2uv21 43 12 people people NNS cord-321913-zie2uv21 43 13 from from IN cord-321913-zie2uv21 43 14 the the DT cord-321913-zie2uv21 43 15 S S NNP cord-321913-zie2uv21 43 16 category category NN cord-321913-zie2uv21 43 17 to to IN cord-321913-zie2uv21 43 18 the the DT cord-321913-zie2uv21 43 19 E e NN cord-321913-zie2uv21 43 20 category category NN cord-321913-zie2uv21 43 21 . . . cord-321913-zie2uv21 44 1 It -PRON- PRP cord-321913-zie2uv21 44 2 is be VBZ cord-321913-zie2uv21 44 3 multiplied multiply VBN cord-321913-zie2uv21 44 4 by by IN cord-321913-zie2uv21 44 5 the the DT cord-321913-zie2uv21 44 6 ratio ratio NN cord-321913-zie2uv21 44 7 S S NNP cord-321913-zie2uv21 44 8 / / SYM cord-321913-zie2uv21 44 9 N N NNP cord-321913-zie2uv21 44 10 to to TO cord-321913-zie2uv21 44 11 avoid avoid VB cord-321913-zie2uv21 44 12 counting count VBG cord-321913-zie2uv21 44 13 contacts contact NNS cord-321913-zie2uv21 44 14 between between IN cord-321913-zie2uv21 44 15 two two CD cord-321913-zie2uv21 44 16 people people NNS cord-321913-zie2uv21 44 17 who who WP cord-321913-zie2uv21 44 18 can can MD cord-321913-zie2uv21 44 19 not not RB cord-321913-zie2uv21 44 20 infect infect VB cord-321913-zie2uv21 44 21 each each DT cord-321913-zie2uv21 44 22 other other JJ cord-321913-zie2uv21 44 23 ( ( -LRB- cord-321913-zie2uv21 44 24 e.g. e.g. RB cord-321913-zie2uv21 44 25 , , , cord-321913-zie2uv21 44 26 because because IN cord-321913-zie2uv21 44 27 one one CD cord-321913-zie2uv21 44 28 of of IN cord-321913-zie2uv21 44 29 them -PRON- PRP cord-321913-zie2uv21 44 30 has have VBZ cord-321913-zie2uv21 44 31 already already RB cord-321913-zie2uv21 44 32 recovered recover VBN cord-321913-zie2uv21 44 33 , , , cord-321913-zie2uv21 44 34 or or CC cord-321913-zie2uv21 44 35 because because IN cord-321913-zie2uv21 44 36 both both DT cord-321913-zie2uv21 44 37 are be VBP cord-321913-zie2uv21 44 38 infective infective JJ cord-321913-zie2uv21 44 39 ) ) -RRB- cord-321913-zie2uv21 44 40 . . . cord-321913-zie2uv21 45 1 • • NNP cord-321913-zie2uv21 46 1 γ γ NNP cord-321913-zie2uv21 46 2 is be VBZ cord-321913-zie2uv21 46 3 the the DT cord-321913-zie2uv21 46 4 inverse inverse NN cord-321913-zie2uv21 46 5 of of IN cord-321913-zie2uv21 46 6 the the DT cord-321913-zie2uv21 46 7 average average JJ cord-321913-zie2uv21 46 8 latent latent JJ cord-321913-zie2uv21 46 9 time time NN cord-321913-zie2uv21 46 10 and and CC cord-321913-zie2uv21 46 11 governs govern VBZ cord-321913-zie2uv21 46 12 the the DT cord-321913-zie2uv21 46 13 lag lag NN cord-321913-zie2uv21 46 14 between between IN cord-321913-zie2uv21 46 15 having have VBG cord-321913-zie2uv21 46 16 undergone undergo VBN cord-321913-zie2uv21 46 17 an an DT cord-321913-zie2uv21 46 18 infectious infectious JJ cord-321913-zie2uv21 46 19 contact contact NN cord-321913-zie2uv21 46 20 and and CC cord-321913-zie2uv21 46 21 showing show VBG cord-321913-zie2uv21 46 22 symptoms symptom NNS cord-321913-zie2uv21 46 23 : : : cord-321913-zie2uv21 46 24 in in IN cord-321913-zie2uv21 46 25 the the DT cord-321913-zie2uv21 46 26 equations equation NNS cord-321913-zie2uv21 46 27 , , , cord-321913-zie2uv21 46 28 it -PRON- PRP cord-321913-zie2uv21 46 29 brings bring VBZ cord-321913-zie2uv21 46 30 people people NNS cord-321913-zie2uv21 46 31 from from IN cord-321913-zie2uv21 46 32 the the DT cord-321913-zie2uv21 46 33 E e NN cord-321913-zie2uv21 46 34 category category NN cord-321913-zie2uv21 46 35 to to IN cord-321913-zie2uv21 46 36 the the DT cord-321913-zie2uv21 46 37 I I NNP cord-321913-zie2uv21 46 38 category category NN cord-321913-zie2uv21 46 39 . . . cord-321913-zie2uv21 47 1 • • NNP cord-321913-zie2uv21 48 1 λ λ NNP cord-321913-zie2uv21 48 2 and and CC cord-321913-zie2uv21 48 3 κ κ NNP cord-321913-zie2uv21 48 4 are be VBP cord-321913-zie2uv21 48 5 the the DT cord-321913-zie2uv21 48 6 recovery recovery NN cord-321913-zie2uv21 48 7 rate rate NN cord-321913-zie2uv21 48 8 and and CC cord-321913-zie2uv21 48 9 the the DT cord-321913-zie2uv21 48 10 death death NN cord-321913-zie2uv21 48 11 rate rate NN cord-321913-zie2uv21 48 12 , , , cord-321913-zie2uv21 48 13 respectively respectively RB cord-321913-zie2uv21 48 14 , , , cord-321913-zie2uv21 48 15 and and CC cord-321913-zie2uv21 48 16 they -PRON- PRP cord-321913-zie2uv21 48 17 are be VBP cord-321913-zie2uv21 48 18 united unite VBN cord-321913-zie2uv21 48 19 together together RB cord-321913-zie2uv21 48 20 in in IN cord-321913-zie2uv21 48 21 a a DT cord-321913-zie2uv21 48 22 single single JJ cord-321913-zie2uv21 48 23 parameter parameter NN cord-321913-zie2uv21 48 24 in in IN cord-321913-zie2uv21 48 25 the the DT cord-321913-zie2uv21 48 26 classical classical JJ cord-321913-zie2uv21 48 27 SEIR SEIR NNP cord-321913-zie2uv21 48 28 model model NN cord-321913-zie2uv21 48 29 . . . cord-321913-zie2uv21 49 1 They -PRON- PRP cord-321913-zie2uv21 49 2 give give VBP cord-321913-zie2uv21 49 3 information information NN cord-321913-zie2uv21 49 4 about about IN cord-321913-zie2uv21 49 5 how how WRB cord-321913-zie2uv21 49 6 fast fast RB cord-321913-zie2uv21 49 7 the the DT cord-321913-zie2uv21 49 8 people people NNS cord-321913-zie2uv21 49 9 may may MD cord-321913-zie2uv21 49 10 recover recover VB cord-321913-zie2uv21 49 11 from from IN cord-321913-zie2uv21 49 12 the the DT cord-321913-zie2uv21 49 13 disease disease NN cord-321913-zie2uv21 49 14 ( ( -LRB- cord-321913-zie2uv21 49 15 1 1 CD cord-321913-zie2uv21 49 16 / / SYM cord-321913-zie2uv21 49 17 λ λ NN cord-321913-zie2uv21 49 18 is be VBZ cord-321913-zie2uv21 49 19 the the DT cord-321913-zie2uv21 49 20 average average JJ cord-321913-zie2uv21 49 21 recovery recovery NN cord-321913-zie2uv21 49 22 time time NN cord-321913-zie2uv21 49 23 ) ) -RRB- cord-321913-zie2uv21 49 24 , , , cord-321913-zie2uv21 49 25 and and CC cord-321913-zie2uv21 49 26 how how WRB cord-321913-zie2uv21 49 27 many many JJ cord-321913-zie2uv21 49 28 of of IN cord-321913-zie2uv21 49 29 them -PRON- PRP cord-321913-zie2uv21 49 30 , , , cord-321913-zie2uv21 49 31 unfortunately unfortunately RB cord-321913-zie2uv21 49 32 , , , cord-321913-zie2uv21 49 33 die die VB cord-321913-zie2uv21 49 34 . . . cord-321913-zie2uv21 50 1 Given give VBN cord-321913-zie2uv21 50 2 the the DT cord-321913-zie2uv21 50 3 complexity complexity NN cord-321913-zie2uv21 50 4 of of IN cord-321913-zie2uv21 50 5 the the DT cord-321913-zie2uv21 50 6 disease disease NN cord-321913-zie2uv21 50 7 , , , cord-321913-zie2uv21 50 8 many many JJ cord-321913-zie2uv21 50 9 authors author NNS cord-321913-zie2uv21 50 10 have have VBP cord-321913-zie2uv21 50 11 implemented implement VBN cord-321913-zie2uv21 50 12 different different JJ cord-321913-zie2uv21 50 13 variations variation NNS cord-321913-zie2uv21 50 14 of of IN cord-321913-zie2uv21 50 15 the the DT cord-321913-zie2uv21 50 16 classical classical JJ cord-321913-zie2uv21 50 17 SEIR SEIR NNP cord-321913-zie2uv21 50 18 model model NN cord-321913-zie2uv21 50 19 , , , cord-321913-zie2uv21 50 20 regarding regard VBG cord-321913-zie2uv21 50 21 both both CC cord-321913-zie2uv21 50 22 the the DT cord-321913-zie2uv21 50 23 equations equation NNS cord-321913-zie2uv21 50 24 and and CC cord-321913-zie2uv21 50 25 the the DT cord-321913-zie2uv21 50 26 parameters parameter NNS cord-321913-zie2uv21 50 27 , , , cord-321913-zie2uv21 50 28 or or CC cord-321913-zie2uv21 50 29 managing manage VBG cord-321913-zie2uv21 50 30 different different JJ cord-321913-zie2uv21 50 31 fitting fitting NN cord-321913-zie2uv21 50 32 techniques technique NNS cord-321913-zie2uv21 50 33 to to TO cord-321913-zie2uv21 50 34 make make VB cord-321913-zie2uv21 50 35 the the DT cord-321913-zie2uv21 50 36 model model NN cord-321913-zie2uv21 50 37 representing represent VBG cord-321913-zie2uv21 50 38 the the DT cord-321913-zie2uv21 50 39 reality reality NN cord-321913-zie2uv21 50 40 as as RB cord-321913-zie2uv21 50 41 close close RB cord-321913-zie2uv21 50 42 as as IN cord-321913-zie2uv21 50 43 possible possible JJ cord-321913-zie2uv21 50 44 . . . cord-321913-zie2uv21 51 1 We -PRON- PRP cord-321913-zie2uv21 51 2 adopted adopt VBD cord-321913-zie2uv21 51 3 a a DT cord-321913-zie2uv21 51 4 generalized generalize VBN cord-321913-zie2uv21 51 5 SEIR SEIR NNP cord-321913-zie2uv21 51 6 model model NN cord-321913-zie2uv21 51 7 following follow VBG cord-321913-zie2uv21 51 8 the the DT cord-321913-zie2uv21 51 9 recent recent JJ cord-321913-zie2uv21 51 10 publication publication NN cord-321913-zie2uv21 51 11 by by IN cord-321913-zie2uv21 51 12 Peng Peng NNP cord-321913-zie2uv21 51 13 et et NNP cord-321913-zie2uv21 51 14 al al NNP cord-321913-zie2uv21 51 15 . . . cord-321913-zie2uv21 52 1 ( ( -LRB- cord-321913-zie2uv21 52 2 2020 2020 CD cord-321913-zie2uv21 52 3 ) ) -RRB- cord-321913-zie2uv21 52 4 [ [ -LRB- cord-321913-zie2uv21 52 5 3 3 CD cord-321913-zie2uv21 52 6 ] ] -RRB- cord-321913-zie2uv21 52 7 , , , cord-321913-zie2uv21 52 8 who who WP cord-321913-zie2uv21 52 9 studied study VBD cord-321913-zie2uv21 52 10 the the DT cord-321913-zie2uv21 52 11 COVID-19 covid-19 CD cord-321913-zie2uv21 52 12 infection infection NN cord-321913-zie2uv21 52 13 in in IN cord-321913-zie2uv21 52 14 several several JJ cord-321913-zie2uv21 52 15 Chinese chinese JJ cord-321913-zie2uv21 52 16 provinces province NNS cord-321913-zie2uv21 52 17 . . . cord-321913-zie2uv21 53 1 We -PRON- PRP cord-321913-zie2uv21 53 2 applied apply VBD cord-321913-zie2uv21 53 3 the the DT cord-321913-zie2uv21 53 4 model model NN cord-321913-zie2uv21 53 5 of of IN cord-321913-zie2uv21 53 6 Peng Peng NNP cord-321913-zie2uv21 53 7 et et NNP cord-321913-zie2uv21 53 8 al al NNP cord-321913-zie2uv21 53 9 . . . cord-321913-zie2uv21 54 1 ( ( -LRB- cord-321913-zie2uv21 54 2 2020 2020 CD cord-321913-zie2uv21 54 3 ) ) -RRB- cord-321913-zie2uv21 54 4 to to IN cord-321913-zie2uv21 54 5 the the DT cord-321913-zie2uv21 54 6 Italian italian JJ cord-321913-zie2uv21 54 7 situation situation NN cord-321913-zie2uv21 54 8 , , , cord-321913-zie2uv21 54 9 following follow VBG cord-321913-zie2uv21 54 10 this this DT cord-321913-zie2uv21 54 11 system system NN cord-321913-zie2uv21 54 12 of of IN cord-321913-zie2uv21 54 13 equations equation NNS cord-321913-zie2uv21 54 14 : : : cord-321913-zie2uv21 54 15 This this DT cord-321913-zie2uv21 54 16 SEIR SEIR NNP cord-321913-zie2uv21 54 17 model model NN cord-321913-zie2uv21 54 18 adds add VBZ cord-321913-zie2uv21 54 19 some some DT cord-321913-zie2uv21 54 20 features feature NNS cord-321913-zie2uv21 54 21 to to IN cord-321913-zie2uv21 54 22 those those DT cord-321913-zie2uv21 54 23 of of IN cord-321913-zie2uv21 54 24 the the DT cord-321913-zie2uv21 54 25 classical classical JJ cord-321913-zie2uv21 54 26 SEIR seir NN cord-321913-zie2uv21 54 27 model model NN cord-321913-zie2uv21 54 28 ( ( -LRB- cord-321913-zie2uv21 54 29 Equations equation NNS cord-321913-zie2uv21 54 30 ( ( -LRB- cord-321913-zie2uv21 54 31 1)-(4 1)-(4 CD cord-321913-zie2uv21 54 32 ) ) -RRB- cord-321913-zie2uv21 54 33 ) ) -RRB- cord-321913-zie2uv21 55 1 : : : cord-321913-zie2uv21 55 2 It -PRON- PRP cord-321913-zie2uv21 55 3 supposes suppose VBZ cord-321913-zie2uv21 55 4 that that IN cord-321913-zie2uv21 55 5 the the DT cord-321913-zie2uv21 55 6 susceptible susceptible JJ cord-321913-zie2uv21 55 7 population population NN cord-321913-zie2uv21 55 8 decreases decrease VBZ cord-321913-zie2uv21 55 9 thanks thank NNS cord-321913-zie2uv21 55 10 to to IN cord-321913-zie2uv21 55 11 lockdown lockdown NN cord-321913-zie2uv21 55 12 policies policy NNS cord-321913-zie2uv21 55 13 and and CC cord-321913-zie2uv21 55 14 improvements improvement NNS cord-321913-zie2uv21 55 15 in in IN cord-321913-zie2uv21 55 16 public public JJ cord-321913-zie2uv21 55 17 health health NN cord-321913-zie2uv21 55 18 behaviors behavior NNS cord-321913-zie2uv21 55 19 , , , cord-321913-zie2uv21 55 20 such such JJ cord-321913-zie2uv21 55 21 as as IN cord-321913-zie2uv21 55 22 wearing wear VBG cord-321913-zie2uv21 55 23 face face NN cord-321913-zie2uv21 55 24 masks mask NNS cord-321913-zie2uv21 55 25 . . . cord-321913-zie2uv21 56 1 Each each DT cord-321913-zie2uv21 56 2 day day NN cord-321913-zie2uv21 56 3 , , , cord-321913-zie2uv21 56 4 several several JJ cord-321913-zie2uv21 56 5 individuals individual NNS cord-321913-zie2uv21 56 6 ( ( -LRB- cord-321913-zie2uv21 56 7 S·α S·α NNS cord-321913-zie2uv21 56 8 ) ) -RRB- cord-321913-zie2uv21 56 9 passes pass VBZ cord-321913-zie2uv21 56 10 from from IN cord-321913-zie2uv21 56 11 the the DT cord-321913-zie2uv21 56 12 susceptible susceptible JJ cord-321913-zie2uv21 56 13 category category NN cord-321913-zie2uv21 56 14 to to IN cord-321913-zie2uv21 56 15 the the DT cord-321913-zie2uv21 56 16 protected protect VBN cord-321913-zie2uv21 56 17 category category NN cord-321913-zie2uv21 56 18 ( ( -LRB- cord-321913-zie2uv21 56 19 P p NN cord-321913-zie2uv21 56 20 ) ) -RRB- cord-321913-zie2uv21 56 21 , , , cord-321913-zie2uv21 56 22 being be VBG cord-321913-zie2uv21 56 23 α α XX cord-321913-zie2uv21 56 24 the the DT cord-321913-zie2uv21 56 25 protection protection NN cord-321913-zie2uv21 56 26 rate rate NN cord-321913-zie2uv21 56 27 . . . cord-321913-zie2uv21 57 1 It -PRON- PRP cord-321913-zie2uv21 57 2 adds add VBZ cord-321913-zie2uv21 57 3 the the DT cord-321913-zie2uv21 57 4 category category NN cord-321913-zie2uv21 57 5 of of IN cord-321913-zie2uv21 57 6 quarantined quarantine VBN cord-321913-zie2uv21 57 7 people people NNS cord-321913-zie2uv21 57 8 ( ( -LRB- cord-321913-zie2uv21 57 9 Q Q NNP cord-321913-zie2uv21 57 10 ) ) -RRB- cord-321913-zie2uv21 57 11 . . . cord-321913-zie2uv21 58 1 The the DT cord-321913-zie2uv21 58 2 passage passage NN cord-321913-zie2uv21 58 3 from from IN cord-321913-zie2uv21 58 4 the the DT cord-321913-zie2uv21 58 5 infective infective NN cord-321913-zie2uv21 58 6 to to IN cord-321913-zie2uv21 58 7 the the DT cord-321913-zie2uv21 58 8 quarantined quarantine VBN cord-321913-zie2uv21 58 9 category category NN cord-321913-zie2uv21 58 10 is be VBZ cord-321913-zie2uv21 58 11 done do VBN cord-321913-zie2uv21 58 12 through through IN cord-321913-zie2uv21 58 13 the the DT cord-321913-zie2uv21 58 14 parameter parameter NN cord-321913-zie2uv21 58 15 δ δ NN cord-321913-zie2uv21 58 16 , , , cord-321913-zie2uv21 58 17 which which WDT cord-321913-zie2uv21 58 18 is be VBZ cord-321913-zie2uv21 58 19 the the DT cord-321913-zie2uv21 58 20 inverse inverse NN cord-321913-zie2uv21 58 21 of of IN cord-321913-zie2uv21 58 22 the the DT cord-321913-zie2uv21 58 23 average average JJ cord-321913-zie2uv21 58 24 time time NN cord-321913-zie2uv21 58 25 required require VBN cord-321913-zie2uv21 58 26 to to TO cord-321913-zie2uv21 58 27 quarantine quarantine VB cord-321913-zie2uv21 58 28 a a DT cord-321913-zie2uv21 58 29 person person NN cord-321913-zie2uv21 58 30 with with IN cord-321913-zie2uv21 58 31 symptoms symptom NNS cord-321913-zie2uv21 58 32 : : : cord-321913-zie2uv21 58 33 this this DT cord-321913-zie2uv21 58 34 happens happen VBZ cord-321913-zie2uv21 58 35 usually usually RB cord-321913-zie2uv21 58 36 after after IN cord-321913-zie2uv21 58 37 the the DT cord-321913-zie2uv21 58 38 person person NN cord-321913-zie2uv21 58 39 has have VBZ cord-321913-zie2uv21 58 40 been be VBN cord-321913-zie2uv21 58 41 tested test VBN cord-321913-zie2uv21 58 42 positive positive JJ cord-321913-zie2uv21 58 43 . . . cord-321913-zie2uv21 59 1 The the DT cord-321913-zie2uv21 59 2 quarantined quarantine VBN cord-321913-zie2uv21 59 3 people people NNS cord-321913-zie2uv21 59 4 are be VBP cord-321913-zie2uv21 59 5 hence hence RB cord-321913-zie2uv21 59 6 excluded exclude VBN cord-321913-zie2uv21 59 7 from from IN cord-321913-zie2uv21 59 8 the the DT cord-321913-zie2uv21 59 9 infective infective JJ cord-321913-zie2uv21 59 10 category category NN cord-321913-zie2uv21 59 11 ( ( -LRB- cord-321913-zie2uv21 59 12 I i NN cord-321913-zie2uv21 59 13 ) ) -RRB- cord-321913-zie2uv21 59 14 because because IN cord-321913-zie2uv21 59 15 they -PRON- PRP cord-321913-zie2uv21 59 16 are be VBP cord-321913-zie2uv21 59 17 supposed suppose VBN cord-321913-zie2uv21 59 18 not not RB cord-321913-zie2uv21 59 19 to to TO cord-321913-zie2uv21 59 20 have have VB cord-321913-zie2uv21 59 21 had have VBN cord-321913-zie2uv21 59 22 any any DT cord-321913-zie2uv21 59 23 contact contact NN cord-321913-zie2uv21 59 24 with with IN cord-321913-zie2uv21 59 25 others other NNS cord-321913-zie2uv21 59 26 . . . cord-321913-zie2uv21 60 1 The the DT cord-321913-zie2uv21 60 2 quarantined quarantine VBN cord-321913-zie2uv21 60 3 category category NN cord-321913-zie2uv21 60 4 matches match VBZ cord-321913-zie2uv21 60 5 the the DT cord-321913-zie2uv21 60 6 " " `` cord-321913-zie2uv21 60 7 active active JJ cord-321913-zie2uv21 60 8 confirmed confirm VBN cord-321913-zie2uv21 60 9 cases case NNS cord-321913-zie2uv21 60 10 " " '' cord-321913-zie2uv21 60 11 in in IN cord-321913-zie2uv21 60 12 Italian italian JJ cord-321913-zie2uv21 60 13 official official JJ cord-321913-zie2uv21 60 14 datasheets datasheet NNS cord-321913-zie2uv21 60 15 , , , cord-321913-zie2uv21 60 16 and and CC cord-321913-zie2uv21 60 17 , , , cord-321913-zie2uv21 60 18 according accord VBG cord-321913-zie2uv21 60 19 to to IN cord-321913-zie2uv21 60 20 the the DT cord-321913-zie2uv21 60 21 common common JJ cord-321913-zie2uv21 60 22 habit habit NN cord-321913-zie2uv21 60 23 of of IN cord-321913-zie2uv21 60 24 quarantining quarantine VBG cord-321913-zie2uv21 60 25 positive positive JJ cord-321913-zie2uv21 60 26 people people NNS cord-321913-zie2uv21 60 27 , , , cord-321913-zie2uv21 60 28 it -PRON- PRP cord-321913-zie2uv21 60 29 is be VBZ cord-321913-zie2uv21 60 30 true true JJ cord-321913-zie2uv21 60 31 also also RB cord-321913-zie2uv21 60 32 for for IN cord-321913-zie2uv21 60 33 data datum NNS cord-321913-zie2uv21 60 34 from from IN cord-321913-zie2uv21 60 35 most most RBS cord-321913-zie2uv21 60 36 developed develop VBN cord-321913-zie2uv21 60 37 countries country NNS cord-321913-zie2uv21 60 38 . . . cord-321913-zie2uv21 61 1 This this DT cord-321913-zie2uv21 61 2 is be VBZ cord-321913-zie2uv21 61 3 a a DT cord-321913-zie2uv21 61 4 critical critical JJ cord-321913-zie2uv21 61 5 point point NN cord-321913-zie2uv21 61 6 for for IN cord-321913-zie2uv21 61 7 the the DT cord-321913-zie2uv21 61 8 system system NN cord-321913-zie2uv21 61 9 of of IN cord-321913-zie2uv21 61 10 equations equation NNS cord-321913-zie2uv21 61 11 , , , cord-321913-zie2uv21 61 12 that that IN cord-321913-zie2uv21 61 13 according accord VBG cord-321913-zie2uv21 61 14 to to IN cord-321913-zie2uv21 61 15 us -PRON- PRP cord-321913-zie2uv21 61 16 should should MD cord-321913-zie2uv21 61 17 be be VB cord-321913-zie2uv21 61 18 better well RBR cord-321913-zie2uv21 61 19 defined define VBN cord-321913-zie2uv21 61 20 . . . cord-321913-zie2uv21 62 1 In in IN cord-321913-zie2uv21 62 2 fact fact NN cord-321913-zie2uv21 62 3 , , , cord-321913-zie2uv21 62 4 an an DT cord-321913-zie2uv21 62 5 infected infected JJ cord-321913-zie2uv21 62 6 individual individual NN cord-321913-zie2uv21 62 7 is be VBZ cord-321913-zie2uv21 62 8 not not RB cord-321913-zie2uv21 62 9 automatically automatically RB cord-321913-zie2uv21 62 10 quarantined quarantine VBN cord-321913-zie2uv21 62 11 , , , cord-321913-zie2uv21 62 12 because because IN cord-321913-zie2uv21 62 13 the the DT cord-321913-zie2uv21 62 14 authorities authority NNS cord-321913-zie2uv21 62 15 were be VBD cord-321913-zie2uv21 62 16 often often RB cord-321913-zie2uv21 62 17 unable unable JJ cord-321913-zie2uv21 62 18 to to TO cord-321913-zie2uv21 62 19 test test VB cord-321913-zie2uv21 62 20 enough enough JJ cord-321913-zie2uv21 62 21 people people NNS cord-321913-zie2uv21 62 22 while while IN cord-321913-zie2uv21 62 23 keeping keep VBG cord-321913-zie2uv21 62 24 pace pace NN cord-321913-zie2uv21 62 25 with with IN cord-321913-zie2uv21 62 26 the the DT cord-321913-zie2uv21 62 27 spread spread NN cord-321913-zie2uv21 62 28 . . . cord-321913-zie2uv21 63 1 This this DT cord-321913-zie2uv21 63 2 is be VBZ cord-321913-zie2uv21 63 3 especially especially RB cord-321913-zie2uv21 63 4 difficult difficult JJ cord-321913-zie2uv21 63 5 because because IN cord-321913-zie2uv21 63 6 many many JJ cord-321913-zie2uv21 63 7 people people NNS cord-321913-zie2uv21 63 8 do do VBP cord-321913-zie2uv21 63 9 not not RB cord-321913-zie2uv21 63 10 develop develop VB cord-321913-zie2uv21 63 11 symptoms symptom NNS cord-321913-zie2uv21 63 12 at at RB cord-321913-zie2uv21 63 13 all all RB cord-321913-zie2uv21 63 14 , , , cord-321913-zie2uv21 63 15 but but CC cord-321913-zie2uv21 63 16 can can MD cord-321913-zie2uv21 63 17 transmit transmit VB cord-321913-zie2uv21 63 18 the the DT cord-321913-zie2uv21 63 19 infection infection NN cord-321913-zie2uv21 63 20 to to IN cord-321913-zie2uv21 63 21 others other NNS cord-321913-zie2uv21 63 22 . . . cord-321913-zie2uv21 64 1 So so RB cord-321913-zie2uv21 64 2 , , , cord-321913-zie2uv21 64 3 we -PRON- PRP cord-321913-zie2uv21 64 4 think think VBP cord-321913-zie2uv21 64 5 that that IN cord-321913-zie2uv21 64 6 δ δ NN cord-321913-zie2uv21 64 7 also also RB cord-321913-zie2uv21 64 8 contains contain VBZ cord-321913-zie2uv21 64 9 some some DT cord-321913-zie2uv21 64 10 information information NN cord-321913-zie2uv21 64 11 about about IN cord-321913-zie2uv21 64 12 the the DT cord-321913-zie2uv21 64 13 percentage percentage NN cord-321913-zie2uv21 64 14 of of IN cord-321913-zie2uv21 64 15 the the DT cord-321913-zie2uv21 64 16 detected detect VBN cord-321913-zie2uv21 64 17 infective infective JJ cord-321913-zie2uv21 64 18 people people NNS cord-321913-zie2uv21 64 19 . . . cord-321913-zie2uv21 65 1 A a DT cord-321913-zie2uv21 65 2 study study NN cord-321913-zie2uv21 65 3 from from IN cord-321913-zie2uv21 65 4 Calafiore Calafiore NNP cord-321913-zie2uv21 65 5 et et NNP cord-321913-zie2uv21 65 6 al al NNP cord-321913-zie2uv21 65 7 . . . cord-321913-zie2uv21 66 1 ( ( -LRB- cord-321913-zie2uv21 66 2 2020 2020 CD cord-321913-zie2uv21 66 3 ) ) -RRB- cord-321913-zie2uv21 67 1 [ [ -LRB- cord-321913-zie2uv21 67 2 5 5 LS cord-321913-zie2uv21 67 3 ] ] -RRB- cord-321913-zie2uv21 67 4 proposed propose VBD cord-321913-zie2uv21 67 5 the the DT cord-321913-zie2uv21 67 6 introduction introduction NN cord-321913-zie2uv21 67 7 of of IN cord-321913-zie2uv21 67 8 an an DT cord-321913-zie2uv21 67 9 additional additional JJ cord-321913-zie2uv21 67 10 parameter parameter NN cord-321913-zie2uv21 67 11 to to TO cord-321913-zie2uv21 67 12 better better RB cord-321913-zie2uv21 67 13 understand understand VB cord-321913-zie2uv21 67 14 this this DT cord-321913-zie2uv21 67 15 issue issue NN cord-321913-zie2uv21 67 16 . . . cord-321913-zie2uv21 68 1 It -PRON- PRP cord-321913-zie2uv21 68 2 separates separate VBZ cord-321913-zie2uv21 68 3 the the DT cord-321913-zie2uv21 68 4 categories category NNS cord-321913-zie2uv21 68 5 of of IN cord-321913-zie2uv21 68 6 recovered recover VBN cord-321913-zie2uv21 68 7 ( ( -LRB- cord-321913-zie2uv21 68 8 R r NN cord-321913-zie2uv21 68 9 ) ) -RRB- cord-321913-zie2uv21 68 10 and and CC cord-321913-zie2uv21 68 11 dead dead JJ cord-321913-zie2uv21 68 12 ( ( -LRB- cord-321913-zie2uv21 68 13 D D NNP cord-321913-zie2uv21 68 14 ) ) -RRB- cord-321913-zie2uv21 68 15 people people NNS cord-321913-zie2uv21 68 16 , , , cord-321913-zie2uv21 68 17 linked link VBN cord-321913-zie2uv21 68 18 to to IN cord-321913-zie2uv21 68 19 the the DT cord-321913-zie2uv21 68 20 quarantined quarantine VBN cord-321913-zie2uv21 68 21 category category NN cord-321913-zie2uv21 68 22 through through IN cord-321913-zie2uv21 68 23 the the DT cord-321913-zie2uv21 68 24 λ λ NN cord-321913-zie2uv21 68 25 and and CC cord-321913-zie2uv21 68 26 κ κ NN cord-321913-zie2uv21 68 27 parameters parameter NNS cord-321913-zie2uv21 68 28 , , , cord-321913-zie2uv21 68 29 the the DT cord-321913-zie2uv21 68 30 cure cure NN cord-321913-zie2uv21 68 31 rate rate NN cord-321913-zie2uv21 68 32 , , , cord-321913-zie2uv21 68 33 and and CC cord-321913-zie2uv21 68 34 the the DT cord-321913-zie2uv21 68 35 mortality mortality NN cord-321913-zie2uv21 68 36 rate rate NN cord-321913-zie2uv21 68 37 respectively respectively RB cord-321913-zie2uv21 68 38 . . . cord-321913-zie2uv21 69 1 λ λ NNP cord-321913-zie2uv21 69 2 and and CC cord-321913-zie2uv21 69 3 κ κ NN cord-321913-zie2uv21 69 4 are be VBP cord-321913-zie2uv21 69 5 time time NN cord-321913-zie2uv21 69 6 - - HYPH cord-321913-zie2uv21 69 7 dependent dependent JJ cord-321913-zie2uv21 69 8 because because IN cord-321913-zie2uv21 69 9 the the DT cord-321913-zie2uv21 69 10 health health NN cord-321913-zie2uv21 69 11 system system NN cord-321913-zie2uv21 69 12 can can MD cord-321913-zie2uv21 69 13 improve improve VB cord-321913-zie2uv21 69 14 its -PRON- PRP$ cord-321913-zie2uv21 69 15 capability capability NN cord-321913-zie2uv21 69 16 to to TO cord-321913-zie2uv21 69 17 treat treat VB cord-321913-zie2uv21 69 18 people people NNS cord-321913-zie2uv21 69 19 over over IN cord-321913-zie2uv21 69 20 time time NN cord-321913-zie2uv21 69 21 , , , cord-321913-zie2uv21 69 22 e.g. e.g. RB cord-321913-zie2uv21 69 23 , , , cord-321913-zie2uv21 69 24 with with IN cord-321913-zie2uv21 69 25 the the DT cord-321913-zie2uv21 69 26 introduction introduction NN cord-321913-zie2uv21 69 27 of of IN cord-321913-zie2uv21 69 28 a a DT cord-321913-zie2uv21 69 29 new new JJ cord-321913-zie2uv21 69 30 therapy therapy NN cord-321913-zie2uv21 69 31 . . . cord-321913-zie2uv21 70 1 Based base VBN cord-321913-zie2uv21 70 2 on on IN cord-321913-zie2uv21 70 3 the the DT cord-321913-zie2uv21 70 4 data datum NNS cord-321913-zie2uv21 70 5 collected collect VBN cord-321913-zie2uv21 70 6 from from IN cord-321913-zie2uv21 70 7 Chinese chinese JJ cord-321913-zie2uv21 70 8 reports report NNS cord-321913-zie2uv21 70 9 in in IN cord-321913-zie2uv21 70 10 Peng Peng NNP cord-321913-zie2uv21 70 11 et et NNP cord-321913-zie2uv21 70 12 al al NNP cord-321913-zie2uv21 70 13 . . . cord-321913-zie2uv21 71 1 ( ( -LRB- cord-321913-zie2uv21 71 2 2020 2020 CD cord-321913-zie2uv21 71 3 ) ) -RRB- cord-321913-zie2uv21 71 4 [ [ -LRB- cord-321913-zie2uv21 71 5 3 3 CD cord-321913-zie2uv21 71 6 ] ] -RRB- cord-321913-zie2uv21 71 7 , , , cord-321913-zie2uv21 71 8 which which WDT cord-321913-zie2uv21 71 9 suggested suggest VBD cord-321913-zie2uv21 71 10 an an DT cord-321913-zie2uv21 71 11 exponential exponential JJ cord-321913-zie2uv21 71 12 evolution evolution NN cord-321913-zie2uv21 71 13 of of IN cord-321913-zie2uv21 71 14 the the DT cord-321913-zie2uv21 71 15 two two CD cord-321913-zie2uv21 71 16 parameters parameter NNS cord-321913-zie2uv21 71 17 , , , cord-321913-zie2uv21 71 18 we -PRON- PRP cord-321913-zie2uv21 71 19 constrained constrain VBD cord-321913-zie2uv21 71 20 λ λ NN cord-321913-zie2uv21 71 21 and and CC cord-321913-zie2uv21 71 22 κ κ NN cord-321913-zie2uv21 71 23 to to TO cord-321913-zie2uv21 71 24 fit fit VB cord-321913-zie2uv21 71 25 an an DT cord-321913-zie2uv21 71 26 exponential exponential JJ cord-321913-zie2uv21 71 27 trend trend NN cord-321913-zie2uv21 71 28 . . . cord-321913-zie2uv21 72 1 Similarly similarly RB cord-321913-zie2uv21 72 2 to to IN cord-321913-zie2uv21 72 3 Cheynet Cheynet NNP cord-321913-zie2uv21 72 4 ( ( -LRB- cord-321913-zie2uv21 72 5 2020 2020 CD cord-321913-zie2uv21 72 6 ) ) -RRB- cord-321913-zie2uv21 72 7 [ [ -LRB- cord-321913-zie2uv21 72 8 9 9 CD cord-321913-zie2uv21 72 9 ] ] -RRB- cord-321913-zie2uv21 72 10 , , , cord-321913-zie2uv21 72 11 the the DT cord-321913-zie2uv21 72 12 assumption assumption NN cord-321913-zie2uv21 72 13 is be VBZ cord-321913-zie2uv21 72 14 that that IN cord-321913-zie2uv21 72 15 the the DT cord-321913-zie2uv21 72 16 death death NN cord-321913-zie2uv21 72 17 rate rate NN cord-321913-zie2uv21 72 18 should should MD cord-321913-zie2uv21 72 19 become become VB cord-321913-zie2uv21 72 20 closer close JJR cord-321913-zie2uv21 72 21 to to IN cord-321913-zie2uv21 72 22 zero zero CD cord-321913-zie2uv21 72 23 as as IN cord-321913-zie2uv21 72 24 time time NN cord-321913-zie2uv21 72 25 increases increase NNS cord-321913-zie2uv21 72 26 , , , cord-321913-zie2uv21 72 27 while while IN cord-321913-zie2uv21 72 28 the the DT cord-321913-zie2uv21 72 29 recovery recovery NN cord-321913-zie2uv21 72 30 rate rate NN cord-321913-zie2uv21 72 31 converges converge VBZ cord-321913-zie2uv21 72 32 toward toward IN cord-321913-zie2uv21 72 33 a a DT cord-321913-zie2uv21 72 34 constant constant JJ cord-321913-zie2uv21 72 35 value value NN cord-321913-zie2uv21 72 36 : : : cord-321913-zie2uv21 72 37 The the DT cord-321913-zie2uv21 72 38 λ λ NN cord-321913-zie2uv21 72 39 0 0 NFP cord-321913-zie2uv21 72 40 represents represent VBZ cord-321913-zie2uv21 72 41 the the DT cord-321913-zie2uv21 72 42 final final JJ cord-321913-zie2uv21 72 43 asymptotic asymptotic JJ cord-321913-zie2uv21 72 44 value value NN cord-321913-zie2uv21 72 45 of of IN cord-321913-zie2uv21 72 46 the the DT cord-321913-zie2uv21 72 47 cure cure NN cord-321913-zie2uv21 72 48 rate rate NN cord-321913-zie2uv21 72 49 . . . cord-321913-zie2uv21 73 1 It -PRON- PRP cord-321913-zie2uv21 73 2 is be VBZ cord-321913-zie2uv21 73 3 related relate VBN cord-321913-zie2uv21 73 4 to to IN cord-321913-zie2uv21 73 5 the the DT cord-321913-zie2uv21 73 6 health health NN cord-321913-zie2uv21 73 7 system system NN cord-321913-zie2uv21 73 8 's 's POS cord-321913-zie2uv21 73 9 ability ability NN cord-321913-zie2uv21 73 10 to to TO cord-321913-zie2uv21 73 11 tackle tackle VB cord-321913-zie2uv21 73 12 the the DT cord-321913-zie2uv21 73 13 infection infection NN cord-321913-zie2uv21 73 14 after after IN cord-321913-zie2uv21 73 15 adapting adapt VBG cord-321913-zie2uv21 73 16 to to IN cord-321913-zie2uv21 73 17 the the DT cord-321913-zie2uv21 73 18 new new JJ cord-321913-zie2uv21 73 19 outbreak outbreak NN cord-321913-zie2uv21 73 20 and and CC cord-321913-zie2uv21 73 21 depends depend VBZ cord-321913-zie2uv21 73 22 also also RB cord-321913-zie2uv21 73 23 on on IN cord-321913-zie2uv21 73 24 other other JJ cord-321913-zie2uv21 73 25 factors factor NNS cord-321913-zie2uv21 73 26 like like IN cord-321913-zie2uv21 73 27 the the DT cord-321913-zie2uv21 73 28 good good JJ cord-321913-zie2uv21 73 29 health health NN cord-321913-zie2uv21 73 30 of of IN cord-321913-zie2uv21 73 31 the the DT cord-321913-zie2uv21 73 32 citizens citizen NNS cord-321913-zie2uv21 73 33 . . . cord-321913-zie2uv21 74 1 λ λ NN cord-321913-zie2uv21 74 2 1 1 CD cord-321913-zie2uv21 74 3 is be VBZ cord-321913-zie2uv21 74 4 related relate VBN cord-321913-zie2uv21 74 5 to to IN cord-321913-zie2uv21 74 6 how how WRB cord-321913-zie2uv21 74 7 fast fast RB cord-321913-zie2uv21 74 8 the the DT cord-321913-zie2uv21 74 9 adaptation adaptation NN cord-321913-zie2uv21 74 10 to to IN cord-321913-zie2uv21 74 11 the the DT cord-321913-zie2uv21 74 12 emergency emergency NN cord-321913-zie2uv21 74 13 was be VBD cord-321913-zie2uv21 74 14 . . . cord-321913-zie2uv21 75 1 At at IN cord-321913-zie2uv21 75 2 the the DT cord-321913-zie2uv21 75 3 beginning beginning NN cord-321913-zie2uv21 75 4 of of IN cord-321913-zie2uv21 75 5 April April NNP cord-321913-zie2uv21 75 6 , , , cord-321913-zie2uv21 75 7 South South NNP cord-321913-zie2uv21 75 8 Korea Korea NNP cord-321913-zie2uv21 75 9 was be VBD cord-321913-zie2uv21 75 10 already already RB cord-321913-zie2uv21 75 11 in in IN cord-321913-zie2uv21 75 12 a a DT cord-321913-zie2uv21 75 13 post post JJ cord-321913-zie2uv21 75 14 - - JJ cord-321913-zie2uv21 75 15 peak peak JJ cord-321913-zie2uv21 75 16 phase phase NN cord-321913-zie2uv21 75 17 of of IN cord-321913-zie2uv21 75 18 the the DT cord-321913-zie2uv21 75 19 disease disease NN cord-321913-zie2uv21 75 20 spread spread VBD cord-321913-zie2uv21 75 21 . . . cord-321913-zie2uv21 76 1 From from IN cord-321913-zie2uv21 76 2 our -PRON- PRP$ cord-321913-zie2uv21 76 3 initial initial JJ cord-321913-zie2uv21 76 4 tests test NNS cord-321913-zie2uv21 76 5 , , , cord-321913-zie2uv21 76 6 Equation equation NN cord-321913-zie2uv21 76 7 ( ( -LRB- cord-321913-zie2uv21 76 8 13 13 CD cord-321913-zie2uv21 76 9 ) ) -RRB- cord-321913-zie2uv21 76 10 did do VBD cord-321913-zie2uv21 76 11 not not RB cord-321913-zie2uv21 76 12 ideally ideally RB cord-321913-zie2uv21 76 13 match match VB cord-321913-zie2uv21 76 14 the the DT cord-321913-zie2uv21 76 15 data datum NNS cord-321913-zie2uv21 76 16 of of IN cord-321913-zie2uv21 76 17 South South NNP cord-321913-zie2uv21 76 18 Korea Korea NNP cord-321913-zie2uv21 76 19 , , , cord-321913-zie2uv21 76 20 probably probably RB cord-321913-zie2uv21 76 21 because because IN cord-321913-zie2uv21 76 22 of of IN cord-321913-zie2uv21 76 23 the the DT cord-321913-zie2uv21 76 24 more more RBR cord-321913-zie2uv21 76 25 complicated complicated JJ cord-321913-zie2uv21 76 26 trend trend NN cord-321913-zie2uv21 76 27 , , , cord-321913-zie2uv21 76 28 compared compare VBN cord-321913-zie2uv21 76 29 to to IN cord-321913-zie2uv21 76 30 other other JJ cord-321913-zie2uv21 76 31 countries country NNS cord-321913-zie2uv21 76 32 . . . cord-321913-zie2uv21 77 1 Therefore therefore RB cord-321913-zie2uv21 77 2 , , , cord-321913-zie2uv21 77 3 only only RB cord-321913-zie2uv21 77 4 for for IN cord-321913-zie2uv21 77 5 the the DT cord-321913-zie2uv21 77 6 South south JJ cord-321913-zie2uv21 77 7 Korean korean JJ cord-321913-zie2uv21 77 8 model model NN cord-321913-zie2uv21 77 9 , , , cord-321913-zie2uv21 77 10 the the DT cord-321913-zie2uv21 77 11 λ λ NNP cord-321913-zie2uv21 77 12 parameter parameter NN cord-321913-zie2uv21 77 13 was be VBD cord-321913-zie2uv21 77 14 not not RB cord-321913-zie2uv21 77 15 constrained constrain VBN cord-321913-zie2uv21 77 16 by by IN cord-321913-zie2uv21 77 17 an an DT cord-321913-zie2uv21 77 18 exponential exponential JJ cord-321913-zie2uv21 77 19 law law NN cord-321913-zie2uv21 77 20 . . . cord-321913-zie2uv21 78 1 We -PRON- PRP cord-321913-zie2uv21 78 2 increased increase VBD cord-321913-zie2uv21 78 3 the the DT cord-321913-zie2uv21 78 4 degrees degree NNS cord-321913-zie2uv21 78 5 of of IN cord-321913-zie2uv21 78 6 freedom freedom NN cord-321913-zie2uv21 78 7 of of IN cord-321913-zie2uv21 78 8 its -PRON- PRP$ cord-321913-zie2uv21 78 9 trend trend NN cord-321913-zie2uv21 78 10 by by IN cord-321913-zie2uv21 78 11 imposing impose VBG cord-321913-zie2uv21 78 12 a a DT cord-321913-zie2uv21 78 13 sinusoidal sinusoidal JJ cord-321913-zie2uv21 78 14 law law NN cord-321913-zie2uv21 78 15 : : : cord-321913-zie2uv21 78 16 The the DT cord-321913-zie2uv21 78 17 fitting fitting NN cord-321913-zie2uv21 78 18 of of IN cord-321913-zie2uv21 78 19 the the DT cord-321913-zie2uv21 78 20 six six CD cord-321913-zie2uv21 78 21 parameters parameter NNS cord-321913-zie2uv21 78 22 was be VBD cord-321913-zie2uv21 78 23 performed perform VBN cord-321913-zie2uv21 78 24 by by IN cord-321913-zie2uv21 78 25 rearranging rearrange VBG cord-321913-zie2uv21 78 26 Equation equation NN cord-321913-zie2uv21 78 27 ( ( -LRB- cord-321913-zie2uv21 78 28 11 11 CD cord-321913-zie2uv21 78 29 ) ) -RRB- cord-321913-zie2uv21 78 30 : : : cord-321913-zie2uv21 78 31 where where WRB cord-321913-zie2uv21 78 32 R r NN cord-321913-zie2uv21 78 33 and and CC cord-321913-zie2uv21 78 34 Q Q NNP cord-321913-zie2uv21 78 35 are be VBP cord-321913-zie2uv21 78 36 the the DT cord-321913-zie2uv21 78 37 data datum NNS cord-321913-zie2uv21 78 38 series series NN cord-321913-zie2uv21 78 39 of of IN cord-321913-zie2uv21 78 40 recovered recover VBN cord-321913-zie2uv21 78 41 and and CC cord-321913-zie2uv21 78 42 quarantined quarantine VBD cord-321913-zie2uv21 78 43 people people NNS cord-321913-zie2uv21 78 44 . . . cord-321913-zie2uv21 79 1 This this DT cord-321913-zie2uv21 79 2 approach approach NN cord-321913-zie2uv21 79 3 was be VBD cord-321913-zie2uv21 79 4 successful successful JJ cord-321913-zie2uv21 79 5 in in IN cord-321913-zie2uv21 79 6 providing provide VBG cord-321913-zie2uv21 79 7 a a DT cord-321913-zie2uv21 79 8 better well JJR cord-321913-zie2uv21 79 9 fitting fitting NN cord-321913-zie2uv21 79 10 of of IN cord-321913-zie2uv21 79 11 the the DT cord-321913-zie2uv21 79 12 model model NN cord-321913-zie2uv21 79 13 prediction prediction NN cord-321913-zie2uv21 79 14 to to IN cord-321913-zie2uv21 79 15 the the DT cord-321913-zie2uv21 79 16 data datum NNS cord-321913-zie2uv21 79 17 . . . cord-321913-zie2uv21 80 1 The the DT cord-321913-zie2uv21 80 2 parameter parameter NN cord-321913-zie2uv21 80 3 κ κ NN cord-321913-zie2uv21 80 4 0 0 NFP cord-321913-zie2uv21 80 5 represents represent VBZ cord-321913-zie2uv21 80 6 the the DT cord-321913-zie2uv21 80 7 initial initial JJ cord-321913-zie2uv21 80 8 value value NN cord-321913-zie2uv21 80 9 of of IN cord-321913-zie2uv21 80 10 the the DT cord-321913-zie2uv21 80 11 mortality mortality NN cord-321913-zie2uv21 80 12 rate rate NN cord-321913-zie2uv21 80 13 . . . cord-321913-zie2uv21 81 1 The the DT cord-321913-zie2uv21 81 2 κ κ NN cord-321913-zie2uv21 81 3 0 0 CD cord-321913-zie2uv21 81 4 value value NN cord-321913-zie2uv21 81 5 is be VBZ cord-321913-zie2uv21 81 6 related relate VBN cord-321913-zie2uv21 81 7 to to IN cord-321913-zie2uv21 81 8 the the DT cord-321913-zie2uv21 81 9 initial initial JJ cord-321913-zie2uv21 81 10 health health NN cord-321913-zie2uv21 81 11 system system NN cord-321913-zie2uv21 81 12 's 's POS cord-321913-zie2uv21 81 13 ability ability NN cord-321913-zie2uv21 81 14 to to TO cord-321913-zie2uv21 81 15 tackle tackle VB cord-321913-zie2uv21 81 16 the the DT cord-321913-zie2uv21 81 17 infection infection NN cord-321913-zie2uv21 81 18 and and CC cord-321913-zie2uv21 81 19 depends depend VBZ cord-321913-zie2uv21 81 20 on on IN cord-321913-zie2uv21 81 21 the the DT cord-321913-zie2uv21 81 22 good good JJ cord-321913-zie2uv21 81 23 health health NN cord-321913-zie2uv21 81 24 of of IN cord-321913-zie2uv21 81 25 the the DT cord-321913-zie2uv21 81 26 citizens citizen NNS cord-321913-zie2uv21 81 27 . . . cord-321913-zie2uv21 82 1 The the DT cord-321913-zie2uv21 82 2 κ κ NN cord-321913-zie2uv21 82 3 1 1 CD cord-321913-zie2uv21 82 4 value value NN cord-321913-zie2uv21 82 5 measures measure NNS cord-321913-zie2uv21 82 6 how how WRB cord-321913-zie2uv21 82 7 the the DT cord-321913-zie2uv21 82 8 rate rate NN cord-321913-zie2uv21 82 9 has have VBZ cord-321913-zie2uv21 82 10 changed change VBN cord-321913-zie2uv21 82 11 with with IN cord-321913-zie2uv21 82 12 time time NN cord-321913-zie2uv21 82 13 . . . cord-321913-zie2uv21 83 1 The the DT cord-321913-zie2uv21 83 2 mortality mortality NN cord-321913-zie2uv21 83 3 rate rate NN cord-321913-zie2uv21 83 4 is be VBZ cord-321913-zie2uv21 83 5 supposed suppose VBN cord-321913-zie2uv21 83 6 to to TO cord-321913-zie2uv21 83 7 decrease decrease VB cord-321913-zie2uv21 83 8 over over IN cord-321913-zie2uv21 83 9 time time NN cord-321913-zie2uv21 83 10 , , , cord-321913-zie2uv21 83 11 and and CC cord-321913-zie2uv21 83 12 the the DT cord-321913-zie2uv21 83 13 higher high JJR cord-321913-zie2uv21 83 14 κ κ NN cord-321913-zie2uv21 83 15 1 1 CD cord-321913-zie2uv21 83 16 is be VBZ cord-321913-zie2uv21 83 17 , , , cord-321913-zie2uv21 83 18 the the DT cord-321913-zie2uv21 83 19 faster fast RBR cord-321913-zie2uv21 83 20 this this DT cord-321913-zie2uv21 83 21 decrease decrease NN cord-321913-zie2uv21 83 22 . . . cord-321913-zie2uv21 84 1 We -PRON- PRP cord-321913-zie2uv21 84 2 introduced introduce VBD cord-321913-zie2uv21 84 3 an an DT cord-321913-zie2uv21 84 4 improvement improvement NN cord-321913-zie2uv21 84 5 to to IN cord-321913-zie2uv21 84 6 the the DT cord-321913-zie2uv21 84 7 β β NN cord-321913-zie2uv21 84 8 parameter parameter NN cord-321913-zie2uv21 84 9 , , , cord-321913-zie2uv21 84 10 compared compare VBN cord-321913-zie2uv21 84 11 to to IN cord-321913-zie2uv21 84 12 Peng Peng NNP cord-321913-zie2uv21 84 13 's 's POS cord-321913-zie2uv21 84 14 model model NN cord-321913-zie2uv21 84 15 , , , cord-321913-zie2uv21 84 16 that that RB cord-321913-zie2uv21 84 17 is is RB cord-321913-zie2uv21 84 18 , , , cord-321913-zie2uv21 84 19 its -PRON- PRP$ cord-321913-zie2uv21 84 20 time time NN cord-321913-zie2uv21 84 21 dependency dependency NN cord-321913-zie2uv21 84 22 . . . cord-321913-zie2uv21 85 1 Since since IN cord-321913-zie2uv21 85 2 the the DT cord-321913-zie2uv21 85 3 infection infection NN cord-321913-zie2uv21 85 4 rate rate NN cord-321913-zie2uv21 85 5 β β NN cord-321913-zie2uv21 85 6 is be VBZ cord-321913-zie2uv21 85 7 proportional proportional JJ cord-321913-zie2uv21 85 8 to to IN cord-321913-zie2uv21 85 9 the the DT cord-321913-zie2uv21 85 10 contact contact NN cord-321913-zie2uv21 85 11 rate rate NN cord-321913-zie2uv21 85 12 b b NN cord-321913-zie2uv21 85 13 , , , cord-321913-zie2uv21 85 14 as as IN cord-321913-zie2uv21 85 15 stated state VBN cord-321913-zie2uv21 85 16 before before RB cord-321913-zie2uv21 85 17 , , , cord-321913-zie2uv21 85 18 we -PRON- PRP cord-321913-zie2uv21 85 19 estimated estimate VBD cord-321913-zie2uv21 85 20 the the DT cord-321913-zie2uv21 85 21 variation variation NN cord-321913-zie2uv21 85 22 in in IN cord-321913-zie2uv21 85 23 the the DT cord-321913-zie2uv21 85 24 contact contact NN cord-321913-zie2uv21 85 25 rate rate NN cord-321913-zie2uv21 85 26 according accord VBG cord-321913-zie2uv21 85 27 to to IN cord-321913-zie2uv21 85 28 the the DT cord-321913-zie2uv21 85 29 recent recent JJ cord-321913-zie2uv21 85 30 publication publication NN cord-321913-zie2uv21 85 31 of of IN cord-321913-zie2uv21 85 32 Google Google NNP cord-321913-zie2uv21 85 33 's 's POS cord-321913-zie2uv21 85 34 COVID-19 COVID-19 NNP cord-321913-zie2uv21 85 35 Community Community NNP cord-321913-zie2uv21 85 36 Mobility Mobility NNP cord-321913-zie2uv21 85 37 Reports Reports NNPS cord-321913-zie2uv21 85 38 [ [ -LRB- cord-321913-zie2uv21 85 39 6 6 CD cord-321913-zie2uv21 85 40 ] ] -RRB- cord-321913-zie2uv21 85 41 , , , cord-321913-zie2uv21 85 42 a a DT cord-321913-zie2uv21 85 43 database database NN cord-321913-zie2uv21 85 44 built build VBN cord-321913-zie2uv21 85 45 on on IN cord-321913-zie2uv21 85 46 GPS GPS NNP cord-321913-zie2uv21 85 47 data datum NNS cord-321913-zie2uv21 85 48 collected collect VBN cord-321913-zie2uv21 85 49 from from IN cord-321913-zie2uv21 85 50 mobile mobile JJ cord-321913-zie2uv21 85 51 devices device NNS cord-321913-zie2uv21 85 52 with with IN cord-321913-zie2uv21 85 53 the the DT cord-321913-zie2uv21 85 54 " " `` cord-321913-zie2uv21 85 55 Location Location NNP cord-321913-zie2uv21 85 56 History history NN cord-321913-zie2uv21 85 57 " " '' cord-321913-zie2uv21 85 58 option option NN cord-321913-zie2uv21 85 59 turned turn VBD cord-321913-zie2uv21 85 60 on on RP cord-321913-zie2uv21 85 61 . . . cord-321913-zie2uv21 86 1 It -PRON- PRP cord-321913-zie2uv21 86 2 provides provide VBZ cord-321913-zie2uv21 86 3 data datum NNS cord-321913-zie2uv21 86 4 about about IN cord-321913-zie2uv21 86 5 the the DT cord-321913-zie2uv21 86 6 reduction reduction NN cord-321913-zie2uv21 86 7 in in IN cord-321913-zie2uv21 86 8 the the DT cord-321913-zie2uv21 86 9 mobility mobility NN cord-321913-zie2uv21 86 10 of of IN cord-321913-zie2uv21 86 11 people people NNS cord-321913-zie2uv21 86 12 over over IN cord-321913-zie2uv21 86 13 the the DT cord-321913-zie2uv21 86 14 recent recent JJ cord-321913-zie2uv21 86 15 few few JJ cord-321913-zie2uv21 86 16 months month NNS cord-321913-zie2uv21 86 17 . . . cord-321913-zie2uv21 87 1 For for IN cord-321913-zie2uv21 87 2 each each DT cord-321913-zie2uv21 87 3 investigated investigate VBN cord-321913-zie2uv21 87 4 region region NN cord-321913-zie2uv21 87 5 , , , cord-321913-zie2uv21 87 6 we -PRON- PRP cord-321913-zie2uv21 87 7 calculated calculate VBD cord-321913-zie2uv21 87 8 the the DT cord-321913-zie2uv21 87 9 average average JJ cord-321913-zie2uv21 87 10 mobility mobility NN cord-321913-zie2uv21 87 11 decrease decrease NN cord-321913-zie2uv21 87 12 over over IN cord-321913-zie2uv21 87 13 time time NN cord-321913-zie2uv21 87 14 , , , cord-321913-zie2uv21 87 15 and and CC cord-321913-zie2uv21 87 16 we -PRON- PRP cord-321913-zie2uv21 87 17 fitted fit VBD cord-321913-zie2uv21 87 18 the the DT cord-321913-zie2uv21 87 19 curve curve NN cord-321913-zie2uv21 87 20 with with IN cord-321913-zie2uv21 87 21 a a DT cord-321913-zie2uv21 87 22 second second JJ cord-321913-zie2uv21 87 23 - - HYPH cord-321913-zie2uv21 87 24 order order NN cord-321913-zie2uv21 87 25 polynomial polynomial JJ cord-321913-zie2uv21 87 26 trend trend NN cord-321913-zie2uv21 87 27 line line NN cord-321913-zie2uv21 87 28 . . . cord-321913-zie2uv21 88 1 Then then RB cord-321913-zie2uv21 88 2 , , , cord-321913-zie2uv21 88 3 we -PRON- PRP cord-321913-zie2uv21 88 4 constrained constrain VBD cord-321913-zie2uv21 88 5 β β NN cord-321913-zie2uv21 88 6 to to TO cord-321913-zie2uv21 88 7 be be VB cord-321913-zie2uv21 88 8 proportional proportional JJ cord-321913-zie2uv21 88 9 to to IN cord-321913-zie2uv21 88 10 that that DT cord-321913-zie2uv21 88 11 specific specific JJ cord-321913-zie2uv21 88 12 trend trend NN cord-321913-zie2uv21 88 13 line line NN cord-321913-zie2uv21 88 14 . . . cord-321913-zie2uv21 89 1 In in IN cord-321913-zie2uv21 89 2 a a DT cord-321913-zie2uv21 89 3 preliminary preliminary JJ cord-321913-zie2uv21 89 4 test test NN cord-321913-zie2uv21 89 5 on on IN cord-321913-zie2uv21 89 6 a a DT cord-321913-zie2uv21 89 7 simple simple JJ cord-321913-zie2uv21 89 8 data data NN cord-321913-zie2uv21 89 9 set set NN cord-321913-zie2uv21 89 10 , , , cord-321913-zie2uv21 89 11 we -PRON- PRP cord-321913-zie2uv21 89 12 noticed notice VBD cord-321913-zie2uv21 89 13 how how WRB cord-321913-zie2uv21 89 14 the the DT cord-321913-zie2uv21 89 15 introduction introduction NN cord-321913-zie2uv21 89 16 of of IN cord-321913-zie2uv21 89 17 this this DT cord-321913-zie2uv21 89 18 constraint constraint NN cord-321913-zie2uv21 89 19 allowed allow VBD cord-321913-zie2uv21 89 20 the the DT cord-321913-zie2uv21 89 21 model model NN cord-321913-zie2uv21 89 22 to to TO cord-321913-zie2uv21 89 23 obtain obtain VB cord-321913-zie2uv21 89 24 a a DT cord-321913-zie2uv21 89 25 better well JJR cord-321913-zie2uv21 89 26 data data NN cord-321913-zie2uv21 89 27 fitting fitting NN cord-321913-zie2uv21 89 28 . . . cord-321913-zie2uv21 90 1 Therefore therefore RB cord-321913-zie2uv21 90 2 , , , cord-321913-zie2uv21 90 3 we -PRON- PRP cord-321913-zie2uv21 90 4 applied apply VBD cord-321913-zie2uv21 90 5 this this DT cord-321913-zie2uv21 90 6 approach approach NN cord-321913-zie2uv21 90 7 to to IN cord-321913-zie2uv21 90 8 the the DT cord-321913-zie2uv21 90 9 SEIR SEIR NNP cord-321913-zie2uv21 90 10 model model NN cord-321913-zie2uv21 90 11 to to TO cord-321913-zie2uv21 90 12 ensure ensure VB cord-321913-zie2uv21 90 13 good good JJ cord-321913-zie2uv21 90 14 data datum NNS cord-321913-zie2uv21 90 15 fitting fitting NN cord-321913-zie2uv21 90 16 for for IN cord-321913-zie2uv21 90 17 all all PDT cord-321913-zie2uv21 90 18 the the DT cord-321913-zie2uv21 90 19 regions region NNS cord-321913-zie2uv21 90 20 and and CC cord-321913-zie2uv21 90 21 countries country NNS cord-321913-zie2uv21 90 22 investigated investigate VBN cord-321913-zie2uv21 90 23 . . . cord-321913-zie2uv21 91 1 We -PRON- PRP cord-321913-zie2uv21 91 2 noticed notice VBD cord-321913-zie2uv21 91 3 that that IN cord-321913-zie2uv21 91 4 the the DT cord-321913-zie2uv21 91 5 mobility mobility NN cord-321913-zie2uv21 91 6 data datum NNS cord-321913-zie2uv21 91 7 of of IN cord-321913-zie2uv21 91 8 South South NNP cord-321913-zie2uv21 91 9 Korea Korea NNP cord-321913-zie2uv21 91 10 did do VBD cord-321913-zie2uv21 91 11 not not RB cord-321913-zie2uv21 91 12 show show VB cord-321913-zie2uv21 91 13 a a DT cord-321913-zie2uv21 91 14 significant significant JJ cord-321913-zie2uv21 91 15 decrease decrease NN cord-321913-zie2uv21 91 16 in in IN cord-321913-zie2uv21 91 17 people people NNS cord-321913-zie2uv21 91 18 's 's POS cord-321913-zie2uv21 91 19 mobility mobility NN cord-321913-zie2uv21 91 20 , , , cord-321913-zie2uv21 91 21 because because IN cord-321913-zie2uv21 91 22 the the DT cord-321913-zie2uv21 91 23 Government Government NNP cord-321913-zie2uv21 91 24 adopted adopt VBD cord-321913-zie2uv21 91 25 a a DT cord-321913-zie2uv21 91 26 different different JJ cord-321913-zie2uv21 91 27 strong strong JJ cord-321913-zie2uv21 91 28 approach approach NN cord-321913-zie2uv21 91 29 in in IN cord-321913-zie2uv21 91 30 lockdown lockdown NN cord-321913-zie2uv21 91 31 policies policy NNS cord-321913-zie2uv21 91 32 compared compare VBN cord-321913-zie2uv21 91 33 to to IN cord-321913-zie2uv21 91 34 most most JJS cord-321913-zie2uv21 91 35 European european JJ cord-321913-zie2uv21 91 36 countries country NNS cord-321913-zie2uv21 91 37 . . . cord-321913-zie2uv21 92 1 Strict strict JJ cord-321913-zie2uv21 92 2 lockdowns lockdown NNS cord-321913-zie2uv21 92 3 were be VBD cord-321913-zie2uv21 92 4 not not RB cord-321913-zie2uv21 92 5 imposed impose VBN cord-321913-zie2uv21 92 6 , , , cord-321913-zie2uv21 92 7 but but CC cord-321913-zie2uv21 92 8 efforts effort NNS cord-321913-zie2uv21 92 9 were be VBD cord-321913-zie2uv21 92 10 addressed address VBN cord-321913-zie2uv21 92 11 to to TO cord-321913-zie2uv21 92 12 track track VB cord-321913-zie2uv21 92 13 the the DT cord-321913-zie2uv21 92 14 infection infection NN cord-321913-zie2uv21 92 15 spread spread VBD cord-321913-zie2uv21 92 16 at at IN cord-321913-zie2uv21 92 17 the the DT cord-321913-zie2uv21 92 18 early early JJ cord-321913-zie2uv21 92 19 stages stage NNS cord-321913-zie2uv21 92 20 , , , cord-321913-zie2uv21 92 21 with with IN cord-321913-zie2uv21 92 22 tight tight JJ cord-321913-zie2uv21 92 23 controls control NNS cord-321913-zie2uv21 92 24 and and CC cord-321913-zie2uv21 92 25 strict strict JJ cord-321913-zie2uv21 92 26 quarantine quarantine NN cord-321913-zie2uv21 92 27 protocols protocol NNS cord-321913-zie2uv21 92 28 for for IN cord-321913-zie2uv21 92 29 infected infected JJ cord-321913-zie2uv21 92 30 individuals individual NNS cord-321913-zie2uv21 92 31 . . . cord-321913-zie2uv21 93 1 For for IN cord-321913-zie2uv21 93 2 the the DT cord-321913-zie2uv21 93 3 30 30 CD cord-321913-zie2uv21 93 4 days day NNS cord-321913-zie2uv21 93 5 of of IN cord-321913-zie2uv21 93 6 model model NN cord-321913-zie2uv21 93 7 prediction prediction NN cord-321913-zie2uv21 93 8 , , , cord-321913-zie2uv21 93 9 the the DT cord-321913-zie2uv21 93 10 time time NN cord-321913-zie2uv21 93 11 - - HYPH cord-321913-zie2uv21 93 12 dependent dependent JJ cord-321913-zie2uv21 93 13 β β NN cord-321913-zie2uv21 93 14 parameter parameter NN cord-321913-zie2uv21 93 15 had have VBD cord-321913-zie2uv21 93 16 the the DT cord-321913-zie2uv21 93 17 same same JJ cord-321913-zie2uv21 93 18 value value NN cord-321913-zie2uv21 93 19 of of IN cord-321913-zie2uv21 93 20 the the DT cord-321913-zie2uv21 93 21 last last JJ cord-321913-zie2uv21 93 22 observed observed JJ cord-321913-zie2uv21 93 23 day day NN cord-321913-zie2uv21 93 24 ( ( -LRB- cord-321913-zie2uv21 93 25 i.e. i.e. FW cord-321913-zie2uv21 93 26 , , , cord-321913-zie2uv21 93 27 mid mid NNP cord-321913-zie2uv21 93 28 - - NNP cord-321913-zie2uv21 93 29 April April NNP cord-321913-zie2uv21 93 30 ) ) -RRB- cord-321913-zie2uv21 93 31 since since IN cord-321913-zie2uv21 93 32 we -PRON- PRP cord-321913-zie2uv21 93 33 did do VBD cord-321913-zie2uv21 93 34 not not RB cord-321913-zie2uv21 93 35 have have VB cord-321913-zie2uv21 93 36 reliable reliable JJ cord-321913-zie2uv21 93 37 predictions prediction NNS cord-321913-zie2uv21 93 38 about about IN cord-321913-zie2uv21 93 39 future future JJ cord-321913-zie2uv21 93 40 mobility mobility NN cord-321913-zie2uv21 93 41 . . . cord-321913-zie2uv21 94 1 This this DT cord-321913-zie2uv21 94 2 means mean VBZ cord-321913-zie2uv21 94 3 that that IN cord-321913-zie2uv21 94 4 the the DT cord-321913-zie2uv21 94 5 lockdown lockdown NN cord-321913-zie2uv21 94 6 policies policy NNS cord-321913-zie2uv21 94 7 will will MD cord-321913-zie2uv21 94 8 continue continue VB cord-321913-zie2uv21 94 9 , , , cord-321913-zie2uv21 94 10 or or CC cord-321913-zie2uv21 94 11 the the DT cord-321913-zie2uv21 94 12 reopening reopening NN cord-321913-zie2uv21 94 13 of of IN cord-321913-zie2uv21 94 14 business business NN cord-321913-zie2uv21 94 15 will will MD cord-321913-zie2uv21 94 16 be be VB cord-321913-zie2uv21 94 17 made make VBN cord-321913-zie2uv21 94 18 paying pay VBG cord-321913-zie2uv21 94 19 close close JJ cord-321913-zie2uv21 94 20 attention attention NN cord-321913-zie2uv21 94 21 to to IN cord-321913-zie2uv21 94 22 health health NN cord-321913-zie2uv21 94 23 protection protection NN cord-321913-zie2uv21 94 24 procedures procedure NNS cord-321913-zie2uv21 94 25 . . . cord-321913-zie2uv21 95 1 The the DT cord-321913-zie2uv21 95 2 generalized generalized JJ cord-321913-zie2uv21 95 3 SEIR seir NN cord-321913-zie2uv21 95 4 - - HYPH cord-321913-zie2uv21 95 5 model model NN cord-321913-zie2uv21 95 6 scheme scheme NN cord-321913-zie2uv21 95 7 is be VBZ cord-321913-zie2uv21 95 8 described describe VBN cord-321913-zie2uv21 95 9 in in IN cord-321913-zie2uv21 95 10 Figure figure NN cord-321913-zie2uv21 95 11 1 1 CD cord-321913-zie2uv21 95 12 . . . cord-321913-zie2uv21 96 1 The the DT cord-321913-zie2uv21 96 2 expected expected JJ cord-321913-zie2uv21 96 3 evolution evolution NN cord-321913-zie2uv21 96 4 of of IN cord-321913-zie2uv21 96 5 the the DT cord-321913-zie2uv21 96 6 equation equation NN cord-321913-zie2uv21 96 7 terms term NNS cord-321913-zie2uv21 96 8 is be VBZ cord-321913-zie2uv21 96 9 : : : cord-321913-zie2uv21 96 10 the the DT cord-321913-zie2uv21 96 11 susceptible susceptible JJ cord-321913-zie2uv21 96 12 category category NN cord-321913-zie2uv21 96 13 decreases decrease VBZ cord-321913-zie2uv21 96 14 over over IN cord-321913-zie2uv21 96 15 time time NN cord-321913-zie2uv21 96 16 , , , cord-321913-zie2uv21 96 17 feeding feed VBG cord-321913-zie2uv21 96 18 the the DT cord-321913-zie2uv21 96 19 exposed expose VBN cord-321913-zie2uv21 96 20 ( ( -LRB- cord-321913-zie2uv21 96 21 E e NN cord-321913-zie2uv21 96 22 ) ) -RRB- cord-321913-zie2uv21 96 23 category category NN cord-321913-zie2uv21 96 24 through through IN cord-321913-zie2uv21 96 25 the the DT cord-321913-zie2uv21 96 26 beta beta NN cord-321913-zie2uv21 96 27 parameter parameter NN cord-321913-zie2uv21 96 28 β β NN cord-321913-zie2uv21 96 29 and and CC cord-321913-zie2uv21 96 30 the the DT cord-321913-zie2uv21 96 31 protected protect VBN cord-321913-zie2uv21 96 32 ( ( -LRB- cord-321913-zie2uv21 96 33 P p NN cord-321913-zie2uv21 96 34 ) ) -RRB- cord-321913-zie2uv21 96 35 category category NN cord-321913-zie2uv21 96 36 through through IN cord-321913-zie2uv21 96 37 the the DT cord-321913-zie2uv21 96 38 α α NN cord-321913-zie2uv21 96 39 parameter parameter NN cord-321913-zie2uv21 96 40 ; ; : cord-321913-zie2uv21 96 41 the the DT cord-321913-zie2uv21 96 42 latter latter JJ cord-321913-zie2uv21 96 43 represents represent VBZ cord-321913-zie2uv21 96 44 the the DT cord-321913-zie2uv21 96 45 part part NN cord-321913-zie2uv21 96 46 of of IN cord-321913-zie2uv21 96 47 the the DT cord-321913-zie2uv21 96 48 population population NN cord-321913-zie2uv21 96 49 who who WP cord-321913-zie2uv21 96 50 for for IN cord-321913-zie2uv21 96 51 various various JJ cord-321913-zie2uv21 96 52 reasons reason NNS cord-321913-zie2uv21 96 53 becomes become VBZ cord-321913-zie2uv21 96 54 insusceptible insusceptible JJ cord-321913-zie2uv21 96 55 to to IN cord-321913-zie2uv21 96 56 the the DT cord-321913-zie2uv21 96 57 disease disease NN cord-321913-zie2uv21 96 58 . . . cord-321913-zie2uv21 97 1 The the DT cord-321913-zie2uv21 97 2 exposed expose VBN cord-321913-zie2uv21 97 3 ( ( -LRB- cord-321913-zie2uv21 97 4 E e NN cord-321913-zie2uv21 97 5 ) ) -RRB- cord-321913-zie2uv21 97 6 category category NN cord-321913-zie2uv21 97 7 is be VBZ cord-321913-zie2uv21 97 8 only only RB cord-321913-zie2uv21 97 9 a a DT cord-321913-zie2uv21 97 10 temporary temporary JJ cord-321913-zie2uv21 97 11 category category NN cord-321913-zie2uv21 97 12 : : : cord-321913-zie2uv21 97 13 its -PRON- PRP$ cord-321913-zie2uv21 97 14 individuals individual NNS cord-321913-zie2uv21 97 15 pass pass VBP cord-321913-zie2uv21 97 16 into into IN cord-321913-zie2uv21 97 17 the the DT cord-321913-zie2uv21 97 18 infective infective NN cord-321913-zie2uv21 97 19 ( ( -LRB- cord-321913-zie2uv21 97 20 I i NN cord-321913-zie2uv21 97 21 ) ) -RRB- cord-321913-zie2uv21 97 22 category category NN cord-321913-zie2uv21 97 23 after after IN cord-321913-zie2uv21 97 24 a a DT cord-321913-zie2uv21 97 25 latent latent JJ cord-321913-zie2uv21 97 26 time time NN cord-321913-zie2uv21 97 27 ( ( -LRB- cord-321913-zie2uv21 97 28 1 1 CD cord-321913-zie2uv21 97 29 / / SYM cord-321913-zie2uv21 97 30 γ γ NNP cord-321913-zie2uv21 97 31 ) ) -RRB- cord-321913-zie2uv21 97 32 , , , cord-321913-zie2uv21 97 33 on on IN cord-321913-zie2uv21 97 34 average average JJ cord-321913-zie2uv21 97 35 . . . cord-321913-zie2uv21 98 1 The the DT cord-321913-zie2uv21 98 2 infective infective JJ cord-321913-zie2uv21 98 3 category category NN cord-321913-zie2uv21 98 4 generates generate VBZ cord-321913-zie2uv21 98 5 newly newly RB cord-321913-zie2uv21 98 6 infected infect VBN cord-321913-zie2uv21 98 7 people people NNS cord-321913-zie2uv21 98 8 over over IN cord-321913-zie2uv21 98 9 time time NN cord-321913-zie2uv21 98 10 , , , cord-321913-zie2uv21 98 11 removing remove VBG cord-321913-zie2uv21 98 12 them -PRON- PRP cord-321913-zie2uv21 98 13 from from IN cord-321913-zie2uv21 98 14 the the DT cord-321913-zie2uv21 98 15 susceptible susceptible JJ cord-321913-zie2uv21 98 16 category category NN cord-321913-zie2uv21 98 17 . . . cord-321913-zie2uv21 99 1 The the DT cord-321913-zie2uv21 99 2 detected detect VBN cord-321913-zie2uv21 99 3 infected infected JJ cord-321913-zie2uv21 99 4 individuals individual NNS cord-321913-zie2uv21 99 5 are be VBP cord-321913-zie2uv21 99 6 quarantined quarantine VBN cord-321913-zie2uv21 99 7 ( ( -LRB- cord-321913-zie2uv21 99 8 Q Q NNP cord-321913-zie2uv21 99 9 ) ) -RRB- cord-321913-zie2uv21 99 10 to to TO cord-321913-zie2uv21 99 11 avoid avoid VB cord-321913-zie2uv21 99 12 spread spread VBN cord-321913-zie2uv21 99 13 . . . cord-321913-zie2uv21 100 1 Then then RB cord-321913-zie2uv21 100 2 , , , cord-321913-zie2uv21 100 3 they -PRON- PRP cord-321913-zie2uv21 100 4 evolve evolve VBP cord-321913-zie2uv21 100 5 into into IN cord-321913-zie2uv21 100 6 recovered recover VBN cord-321913-zie2uv21 100 7 ( ( -LRB- cord-321913-zie2uv21 100 8 R r NN cord-321913-zie2uv21 100 9 ) ) -RRB- cord-321913-zie2uv21 100 10 or or CC cord-321913-zie2uv21 100 11 death death NN cord-321913-zie2uv21 100 12 ( ( -LRB- cord-321913-zie2uv21 100 13 D d NN cord-321913-zie2uv21 100 14 ) ) -RRB- cord-321913-zie2uv21 100 15 cases case NNS cord-321913-zie2uv21 100 16 , , , cord-321913-zie2uv21 100 17 according accord VBG cord-321913-zie2uv21 100 18 to to IN cord-321913-zie2uv21 100 19 various various JJ cord-321913-zie2uv21 100 20 causes cause NNS cord-321913-zie2uv21 100 21 , , , cord-321913-zie2uv21 100 22 like like IN cord-321913-zie2uv21 100 23 health health NN cord-321913-zie2uv21 100 24 care care NN cord-321913-zie2uv21 100 25 system system NN cord-321913-zie2uv21 100 26 effectiveness effectiveness NN cord-321913-zie2uv21 100 27 , , , cord-321913-zie2uv21 100 28 age age NN cord-321913-zie2uv21 100 29 , , , cord-321913-zie2uv21 100 30 co co NN cord-321913-zie2uv21 100 31 - - NN cord-321913-zie2uv21 100 32 morbidity morbidity NN cord-321913-zie2uv21 100 33 of of IN cord-321913-zie2uv21 100 34 other other JJ cord-321913-zie2uv21 100 35 diseases disease NNS cord-321913-zie2uv21 100 36 . . . cord-321913-zie2uv21 101 1 It -PRON- PRP cord-321913-zie2uv21 101 2 is be VBZ cord-321913-zie2uv21 101 3 important important JJ cord-321913-zie2uv21 101 4 to to TO cord-321913-zie2uv21 101 5 note note VB cord-321913-zie2uv21 101 6 that that IN cord-321913-zie2uv21 101 7 the the DT cord-321913-zie2uv21 101 8 most most RBS cord-321913-zie2uv21 101 9 reliable reliable JJ cord-321913-zie2uv21 101 10 data datum NNS cord-321913-zie2uv21 101 11 series series NN cord-321913-zie2uv21 101 12 provided provide VBN cord-321913-zie2uv21 101 13 by by IN cord-321913-zie2uv21 101 14 national national JJ cord-321913-zie2uv21 101 15 agencies agency NNS cord-321913-zie2uv21 101 16 are be VBP cord-321913-zie2uv21 101 17 Q(t Q(t NNP cord-321913-zie2uv21 101 18 ) ) -RRB- cord-321913-zie2uv21 101 19 , , , cord-321913-zie2uv21 101 20 R(t R(t NNP cord-321913-zie2uv21 101 21 ) ) -RRB- cord-321913-zie2uv21 101 22 , , , cord-321913-zie2uv21 101 23 and and CC cord-321913-zie2uv21 101 24 D(t D(t NNP cord-321913-zie2uv21 101 25 ) ) -RRB- cord-321913-zie2uv21 101 26 . . . cord-321913-zie2uv21 102 1 The the DT cord-321913-zie2uv21 102 2 fitting fitting NN cord-321913-zie2uv21 102 3 of of IN cord-321913-zie2uv21 102 4 these these DT cord-321913-zie2uv21 102 5 data datum NNS cord-321913-zie2uv21 102 6 in in IN cord-321913-zie2uv21 102 7 the the DT cord-321913-zie2uv21 102 8 structure structure NN cord-321913-zie2uv21 102 9 of of IN cord-321913-zie2uv21 102 10 the the DT cord-321913-zie2uv21 102 11 generalized generalize VBN cord-321913-zie2uv21 102 12 SEIR SEIR NNP cord-321913-zie2uv21 102 13 model model NN cord-321913-zie2uv21 102 14 allows allow VBZ cord-321913-zie2uv21 102 15 the the DT cord-321913-zie2uv21 102 16 trend trend NN cord-321913-zie2uv21 102 17 of of IN cord-321913-zie2uv21 102 18 other other JJ cord-321913-zie2uv21 102 19 categories category NNS cord-321913-zie2uv21 102 20 to to TO cord-321913-zie2uv21 102 21 be be VB cord-321913-zie2uv21 102 22 estimated estimate VBN cord-321913-zie2uv21 102 23 with with IN cord-321913-zie2uv21 102 24 some some DT cord-321913-zie2uv21 102 25 degrees degree NNS cord-321913-zie2uv21 102 26 of of IN cord-321913-zie2uv21 102 27 uncertainty uncertainty NN cord-321913-zie2uv21 102 28 , , , cord-321913-zie2uv21 102 29 as as RB cord-321913-zie2uv21 102 30 well well RB cord-321913-zie2uv21 102 31 as as IN cord-321913-zie2uv21 102 32 their -PRON- PRP$ cord-321913-zie2uv21 102 33 prediction prediction NN cord-321913-zie2uv21 102 34 for for IN cord-321913-zie2uv21 102 35 the the DT cord-321913-zie2uv21 102 36 subsequent subsequent JJ cord-321913-zie2uv21 102 37 30 30 CD cord-321913-zie2uv21 102 38 days day NNS cord-321913-zie2uv21 102 39 . . . cord-321913-zie2uv21 103 1 The the DT cord-321913-zie2uv21 103 2 main main JJ cord-321913-zie2uv21 103 3 outputs output NNS cord-321913-zie2uv21 103 4 of of IN cord-321913-zie2uv21 103 5 the the DT cord-321913-zie2uv21 103 6 model model NN cord-321913-zie2uv21 103 7 are be VBP cord-321913-zie2uv21 103 8 the the DT cord-321913-zie2uv21 103 9 following follow VBG cord-321913-zie2uv21 103 10 data datum NNS cord-321913-zie2uv21 103 11 series series NN cord-321913-zie2uv21 103 12 : : : cord-321913-zie2uv21 104 1 • • NNP cord-321913-zie2uv21 104 2 S S NNP cord-321913-zie2uv21 104 3 , , , cord-321913-zie2uv21 104 4 target target VB cord-321913-zie2uv21 104 5 time time NN cord-321913-zie2uv21 104 6 - - HYPH cord-321913-zie2uv21 104 7 histories history NNS cord-321913-zie2uv21 104 8 of of IN cord-321913-zie2uv21 104 9 the the DT cord-321913-zie2uv21 104 10 susceptible susceptible JJ cord-321913-zie2uv21 104 11 cases case NNS cord-321913-zie2uv21 104 12 , , , cord-321913-zie2uv21 104 13 • • NNP cord-321913-zie2uv21 104 14 E E NNP cord-321913-zie2uv21 104 15 , , , cord-321913-zie2uv21 104 16 the the DT cord-321913-zie2uv21 104 17 target target NN cord-321913-zie2uv21 104 18 time time NN cord-321913-zie2uv21 104 19 - - HYPH cord-321913-zie2uv21 104 20 histories history NNS cord-321913-zie2uv21 104 21 of of IN cord-321913-zie2uv21 104 22 the the DT cord-321913-zie2uv21 104 23 exposed expose VBN cord-321913-zie2uv21 104 24 cases case NNS cord-321913-zie2uv21 104 25 , , , cord-321913-zie2uv21 104 26 • • XX cord-321913-zie2uv21 105 1 I -PRON- PRP cord-321913-zie2uv21 105 2 the the DT cord-321913-zie2uv21 105 3 target target NN cord-321913-zie2uv21 105 4 time time NN cord-321913-zie2uv21 105 5 - - HYPH cord-321913-zie2uv21 105 6 histories history NNS cord-321913-zie2uv21 105 7 of of IN cord-321913-zie2uv21 105 8 the the DT cord-321913-zie2uv21 105 9 infective infective JJ cord-321913-zie2uv21 105 10 cases case NNS cord-321913-zie2uv21 105 11 , , , cord-321913-zie2uv21 105 12 • • NNP cord-321913-zie2uv21 105 13 Q Q NNP cord-321913-zie2uv21 105 14 , , , cord-321913-zie2uv21 105 15 the the DT cord-321913-zie2uv21 105 16 target target NN cord-321913-zie2uv21 105 17 time time NN cord-321913-zie2uv21 105 18 - - HYPH cord-321913-zie2uv21 105 19 histories history NNS cord-321913-zie2uv21 105 20 of of IN cord-321913-zie2uv21 105 21 the the DT cord-321913-zie2uv21 105 22 quarantined quarantine VBN cord-321913-zie2uv21 105 23 cases case NNS cord-321913-zie2uv21 105 24 , , , cord-321913-zie2uv21 106 1 • • NNP cord-321913-zie2uv21 106 2 R r NN cord-321913-zie2uv21 106 3 , , , cord-321913-zie2uv21 106 4 the the DT cord-321913-zie2uv21 106 5 target target NN cord-321913-zie2uv21 106 6 time time NN cord-321913-zie2uv21 106 7 - - HYPH cord-321913-zie2uv21 106 8 histories history NNS cord-321913-zie2uv21 106 9 of of IN cord-321913-zie2uv21 106 10 the the DT cord-321913-zie2uv21 106 11 recovered recover VBN cord-321913-zie2uv21 106 12 cases case NNS cord-321913-zie2uv21 106 13 , , , cord-321913-zie2uv21 106 14 • • NNP cord-321913-zie2uv21 106 15 D D NNP cord-321913-zie2uv21 106 16 , , , cord-321913-zie2uv21 106 17 the the DT cord-321913-zie2uv21 106 18 target target NN cord-321913-zie2uv21 106 19 time time NN cord-321913-zie2uv21 106 20 - - HYPH cord-321913-zie2uv21 106 21 histories history NNS cord-321913-zie2uv21 106 22 of of IN cord-321913-zie2uv21 106 23 the the DT cord-321913-zie2uv21 106 24 death death NN cord-321913-zie2uv21 106 25 cases case NNS cord-321913-zie2uv21 106 26 , , , cord-321913-zie2uv21 107 1 • • NNP cord-321913-zie2uv21 107 2 P p NN cord-321913-zie2uv21 107 3 , , , cord-321913-zie2uv21 107 4 the the DT cord-321913-zie2uv21 107 5 target target NN cord-321913-zie2uv21 107 6 time time NN cord-321913-zie2uv21 107 7 - - HYPH cord-321913-zie2uv21 107 8 histories history NNS cord-321913-zie2uv21 107 9 of of IN cord-321913-zie2uv21 107 10 the the DT cord-321913-zie2uv21 107 11 insusceptible insusceptible JJ cord-321913-zie2uv21 107 12 cases case NNS cord-321913-zie2uv21 107 13 . . . cord-321913-zie2uv21 108 1 The the DT cord-321913-zie2uv21 108 2 α α NN cord-321913-zie2uv21 108 3 , , , cord-321913-zie2uv21 108 4 β β NN cord-321913-zie2uv21 108 5 , , , cord-321913-zie2uv21 108 6 γ γ NNP cord-321913-zie2uv21 108 7 , , , cord-321913-zie2uv21 108 8 δ δ NN cord-321913-zie2uv21 108 9 , , , cord-321913-zie2uv21 108 10 λ λ NN cord-321913-zie2uv21 108 11 and and CC cord-321913-zie2uv21 108 12 κ κ NN cord-321913-zie2uv21 108 13 parameters parameter NNS cord-321913-zie2uv21 108 14 can can MD cord-321913-zie2uv21 108 15 be be VB cord-321913-zie2uv21 108 16 considered consider VBN cord-321913-zie2uv21 108 17 a a DT cord-321913-zie2uv21 108 18 major major JJ cord-321913-zie2uv21 108 19 output output NN cord-321913-zie2uv21 108 20 of of IN cord-321913-zie2uv21 108 21 the the DT cord-321913-zie2uv21 108 22 model model NN cord-321913-zie2uv21 108 23 . . . cord-321913-zie2uv21 109 1 In in IN cord-321913-zie2uv21 109 2 particular particular JJ cord-321913-zie2uv21 109 3 , , , cord-321913-zie2uv21 109 4 the the DT cord-321913-zie2uv21 109 5 evolution evolution NN cord-321913-zie2uv21 109 6 over over IN cord-321913-zie2uv21 109 7 time time NN cord-321913-zie2uv21 109 8 of of IN cord-321913-zie2uv21 109 9 λ λ NN cord-321913-zie2uv21 109 10 and and CC cord-321913-zie2uv21 109 11 κ κ NN cord-321913-zie2uv21 109 12 could could MD cord-321913-zie2uv21 109 13 provide provide VB cord-321913-zie2uv21 109 14 information information NN cord-321913-zie2uv21 109 15 about about IN cord-321913-zie2uv21 109 16 the the DT cord-321913-zie2uv21 109 17 changes change NNS cord-321913-zie2uv21 109 18 in in IN cord-321913-zie2uv21 109 19 the the DT cord-321913-zie2uv21 109 20 health health NN cord-321913-zie2uv21 109 21 system system NN cord-321913-zie2uv21 109 22 response response NN cord-321913-zie2uv21 109 23 to to IN cord-321913-zie2uv21 109 24 the the DT cord-321913-zie2uv21 109 25 contagion contagion NN cord-321913-zie2uv21 109 26 . . . cord-321913-zie2uv21 110 1 β β NNP cord-321913-zie2uv21 110 2 is be VBZ cord-321913-zie2uv21 110 3 also also RB cord-321913-zie2uv21 110 4 time time NN cord-321913-zie2uv21 110 5 - - HYPH cord-321913-zie2uv21 110 6 dependent dependent JJ cord-321913-zie2uv21 110 7 , , , cord-321913-zie2uv21 110 8 and and CC cord-321913-zie2uv21 110 9 it -PRON- PRP cord-321913-zie2uv21 110 10 is be VBZ cord-321913-zie2uv21 110 11 constrained constrain VBN cord-321913-zie2uv21 110 12 to to TO cord-321913-zie2uv21 110 13 be be VB cord-321913-zie2uv21 110 14 proportional proportional JJ cord-321913-zie2uv21 110 15 to to IN cord-321913-zie2uv21 110 16 the the DT cord-321913-zie2uv21 110 17 people people NNS cord-321913-zie2uv21 110 18 's 's POS cord-321913-zie2uv21 110 19 mobility mobility NN cord-321913-zie2uv21 110 20 trend trend NN cord-321913-zie2uv21 110 21 extrapolated extrapolate VBN cord-321913-zie2uv21 110 22 from from IN cord-321913-zie2uv21 110 23 Google Google NNP cord-321913-zie2uv21 110 24 's 's POS cord-321913-zie2uv21 110 25 big big JJ cord-321913-zie2uv21 110 26 data datum NNS cord-321913-zie2uv21 110 27 . . . cord-321913-zie2uv21 111 1 The the DT cord-321913-zie2uv21 111 2 α α NN cord-321913-zie2uv21 111 3 - - HYPH cord-321913-zie2uv21 111 4 value value NN cord-321913-zie2uv21 111 5 is be VBZ cord-321913-zie2uv21 111 6 also also RB cord-321913-zie2uv21 111 7 related relate VBN cord-321913-zie2uv21 111 8 to to IN cord-321913-zie2uv21 111 9 policies policy NNS cord-321913-zie2uv21 111 10 , , , cord-321913-zie2uv21 111 11 although although IN cord-321913-zie2uv21 111 12 it -PRON- PRP cord-321913-zie2uv21 111 13 is be VBZ cord-321913-zie2uv21 111 14 not not RB cord-321913-zie2uv21 111 15 closely closely RB cord-321913-zie2uv21 111 16 related related JJ cord-321913-zie2uv21 111 17 to to IN cord-321913-zie2uv21 111 18 a a DT cord-321913-zie2uv21 111 19 precise precise JJ cord-321913-zie2uv21 111 20 aspect aspect NN cord-321913-zie2uv21 111 21 of of IN cord-321913-zie2uv21 111 22 the the DT cord-321913-zie2uv21 111 23 government government NN cord-321913-zie2uv21 111 24 strategies strategy NNS cord-321913-zie2uv21 111 25 , , , cord-321913-zie2uv21 111 26 as as IN cord-321913-zie2uv21 111 27 the the DT cord-321913-zie2uv21 111 28 β β NN cord-321913-zie2uv21 111 29 parameter parameter NN cord-321913-zie2uv21 111 30 . . . cord-321913-zie2uv21 112 1 The the DT cord-321913-zie2uv21 112 2 α α NN cord-321913-zie2uv21 112 3 - - HYPH cord-321913-zie2uv21 112 4 value value NN cord-321913-zie2uv21 112 5 was be VBD cord-321913-zie2uv21 112 6 not not RB cord-321913-zie2uv21 112 7 forced force VBN cord-321913-zie2uv21 112 8 to to TO cord-321913-zie2uv21 112 9 follow follow VB cord-321913-zie2uv21 112 10 any any DT cord-321913-zie2uv21 112 11 particular particular JJ cord-321913-zie2uv21 112 12 law law NN cord-321913-zie2uv21 112 13 during during IN cord-321913-zie2uv21 112 14 the the DT cord-321913-zie2uv21 112 15 modeling modeling NN cord-321913-zie2uv21 112 16 since since IN cord-321913-zie2uv21 112 17 we -PRON- PRP cord-321913-zie2uv21 112 18 tested test VBD cord-321913-zie2uv21 112 19 no no DT cord-321913-zie2uv21 112 20 significant significant JJ cord-321913-zie2uv21 112 21 improvement improvement NN cord-321913-zie2uv21 112 22 by by IN cord-321913-zie2uv21 112 23 modifying modify VBG cord-321913-zie2uv21 112 24 it -PRON- PRP cord-321913-zie2uv21 112 25 from from IN cord-321913-zie2uv21 112 26 a a DT cord-321913-zie2uv21 112 27 constant constant NN cord-321913-zie2uv21 112 28 to to IN cord-321913-zie2uv21 112 29 a a DT cord-321913-zie2uv21 112 30 time time NN cord-321913-zie2uv21 112 31 - - HYPH cord-321913-zie2uv21 112 32 dependent dependent JJ cord-321913-zie2uv21 112 33 parameter parameter NN cord-321913-zie2uv21 112 34 . . . cord-321913-zie2uv21 113 1 The the DT cord-321913-zie2uv21 113 2 α α NN cord-321913-zie2uv21 113 3 , , , cord-321913-zie2uv21 113 4 β β NN cord-321913-zie2uv21 113 5 , , , cord-321913-zie2uv21 113 6 γ γ NNP cord-321913-zie2uv21 113 7 , , , cord-321913-zie2uv21 113 8 δ δ NN cord-321913-zie2uv21 113 9 , , , cord-321913-zie2uv21 113 10 λ λ NN cord-321913-zie2uv21 113 11 and and CC cord-321913-zie2uv21 113 12 κ κ NN cord-321913-zie2uv21 113 13 parameters parameter NNS cord-321913-zie2uv21 113 14 can can MD cord-321913-zie2uv21 113 15 be be VB cord-321913-zie2uv21 113 16 considered consider VBN cord-321913-zie2uv21 113 17 a a DT cord-321913-zie2uv21 113 18 major major JJ cord-321913-zie2uv21 113 19 output output NN cord-321913-zie2uv21 113 20 of of IN cord-321913-zie2uv21 113 21 the the DT cord-321913-zie2uv21 113 22 model model NN cord-321913-zie2uv21 113 23 . . . cord-321913-zie2uv21 114 1 In in IN cord-321913-zie2uv21 114 2 particular particular JJ cord-321913-zie2uv21 114 3 , , , cord-321913-zie2uv21 114 4 the the DT cord-321913-zie2uv21 114 5 evolution evolution NN cord-321913-zie2uv21 114 6 over over IN cord-321913-zie2uv21 114 7 time time NN cord-321913-zie2uv21 114 8 of of IN cord-321913-zie2uv21 114 9 λ λ NN cord-321913-zie2uv21 114 10 and and CC cord-321913-zie2uv21 114 11 κ κ NN cord-321913-zie2uv21 114 12 could could MD cord-321913-zie2uv21 114 13 provide provide VB cord-321913-zie2uv21 114 14 information information NN cord-321913-zie2uv21 114 15 about about IN cord-321913-zie2uv21 114 16 the the DT cord-321913-zie2uv21 114 17 changes change NNS cord-321913-zie2uv21 114 18 in in IN cord-321913-zie2uv21 114 19 the the DT cord-321913-zie2uv21 114 20 health health NN cord-321913-zie2uv21 114 21 system system NN cord-321913-zie2uv21 114 22 response response NN cord-321913-zie2uv21 114 23 to to IN cord-321913-zie2uv21 114 24 the the DT cord-321913-zie2uv21 114 25 contagion contagion NN cord-321913-zie2uv21 114 26 . . . cord-321913-zie2uv21 115 1   VB cord-321913-zie2uv21 115 2 is be VBZ cord-321913-zie2uv21 115 3 also also RB cord-321913-zie2uv21 115 4 time time NN cord-321913-zie2uv21 115 5 - - HYPH cord-321913-zie2uv21 115 6 dependent dependent JJ cord-321913-zie2uv21 115 7 , , , cord-321913-zie2uv21 115 8 and and CC cord-321913-zie2uv21 115 9 it -PRON- PRP cord-321913-zie2uv21 115 10 is be VBZ cord-321913-zie2uv21 115 11 constrained constrain VBN cord-321913-zie2uv21 115 12 to to TO cord-321913-zie2uv21 115 13 be be VB cord-321913-zie2uv21 115 14 proportional proportional JJ cord-321913-zie2uv21 115 15 to to IN cord-321913-zie2uv21 115 16 the the DT cord-321913-zie2uv21 115 17 people people NNS cord-321913-zie2uv21 115 18 's 's POS cord-321913-zie2uv21 115 19 mobility mobility NN cord-321913-zie2uv21 115 20 trend trend NN cord-321913-zie2uv21 115 21 extrapolated extrapolate VBN cord-321913-zie2uv21 115 22 from from IN cord-321913-zie2uv21 115 23 Google Google NNP cord-321913-zie2uv21 115 24 's 's POS cord-321913-zie2uv21 115 25 big big JJ cord-321913-zie2uv21 115 26 data datum NNS cord-321913-zie2uv21 115 27 . . . cord-321913-zie2uv21 116 1 The the DT cord-321913-zie2uv21 116 2 -value -value NNP cord-321913-zie2uv21 116 3 is be VBZ cord-321913-zie2uv21 116 4 also also RB cord-321913-zie2uv21 116 5 related relate VBN cord-321913-zie2uv21 116 6 to to IN cord-321913-zie2uv21 116 7 policies policy NNS cord-321913-zie2uv21 116 8 , , , cord-321913-zie2uv21 116 9 although although IN cord-321913-zie2uv21 116 10 it -PRON- PRP cord-321913-zie2uv21 116 11 is be VBZ cord-321913-zie2uv21 116 12 not not RB cord-321913-zie2uv21 116 13 closely closely RB cord-321913-zie2uv21 116 14 related related JJ cord-321913-zie2uv21 116 15 to to IN cord-321913-zie2uv21 116 16 a a DT cord-321913-zie2uv21 116 17 precise precise JJ cord-321913-zie2uv21 116 18 aspect aspect NN cord-321913-zie2uv21 116 19 of of IN cord-321913-zie2uv21 116 20 the the DT cord-321913-zie2uv21 116 21 government government NN cord-321913-zie2uv21 116 22 strategies strategy NNS cord-321913-zie2uv21 116 23 , , , cord-321913-zie2uv21 116 24 as as IN cord-321913-zie2uv21 116 25 the the DT cord-321913-zie2uv21 116 26   NNP cord-321913-zie2uv21 116 27 parameter parameter NN cord-321913-zie2uv21 116 28 . . . cord-321913-zie2uv21 117 1 The the DT cord-321913-zie2uv21 117 2 -value -value NNP cord-321913-zie2uv21 117 3 was be VBD cord-321913-zie2uv21 117 4 not not RB cord-321913-zie2uv21 117 5 forced force VBN cord-321913-zie2uv21 117 6 to to TO cord-321913-zie2uv21 117 7 follow follow VB cord-321913-zie2uv21 117 8 any any DT cord-321913-zie2uv21 117 9 particular particular JJ cord-321913-zie2uv21 117 10 law law NN cord-321913-zie2uv21 117 11 during during IN cord-321913-zie2uv21 117 12 the the DT cord-321913-zie2uv21 117 13 modeling modeling NN cord-321913-zie2uv21 117 14 since since IN cord-321913-zie2uv21 117 15 we -PRON- PRP cord-321913-zie2uv21 117 16 tested test VBD cord-321913-zie2uv21 117 17 no no DT cord-321913-zie2uv21 117 18 significant significant JJ cord-321913-zie2uv21 117 19 improvement improvement NN cord-321913-zie2uv21 117 20 by by IN cord-321913-zie2uv21 117 21 modifying modify VBG cord-321913-zie2uv21 117 22 it -PRON- PRP cord-321913-zie2uv21 117 23 from from IN cord-321913-zie2uv21 117 24 a a DT cord-321913-zie2uv21 117 25 constant constant NN cord-321913-zie2uv21 117 26 to to IN cord-321913-zie2uv21 117 27 a a DT cord-321913-zie2uv21 117 28 time time NN cord-321913-zie2uv21 117 29 - - HYPH cord-321913-zie2uv21 117 30 dependent dependent JJ cord-321913-zie2uv21 117 31 parameter parameter NN cord-321913-zie2uv21 117 32 . . . cord-321913-zie2uv21 118 1 The the DT cord-321913-zie2uv21 118 2 various various JJ cord-321913-zie2uv21 118 3 researches research NNS cord-321913-zie2uv21 118 4 about about IN cord-321913-zie2uv21 118 5 SEIR seir NN cord-321913-zie2uv21 118 6 - - HYPH cord-321913-zie2uv21 118 7 like like JJ cord-321913-zie2uv21 118 8 models model NNS cord-321913-zie2uv21 118 9 applied apply VBN cord-321913-zie2uv21 118 10 to to IN cord-321913-zie2uv21 118 11 the the DT cord-321913-zie2uv21 118 12 current current JJ cord-321913-zie2uv21 118 13 SARS SARS NNP cord-321913-zie2uv21 118 14 - - HYPH cord-321913-zie2uv21 118 15 CoV-2 CoV-2 NNP cord-321913-zie2uv21 118 16 epidemic epidemic NN cord-321913-zie2uv21 118 17 have have VBP cord-321913-zie2uv21 118 18 introduced introduce VBN cord-321913-zie2uv21 118 19 minor minor JJ cord-321913-zie2uv21 118 20 or or CC cord-321913-zie2uv21 118 21 major major JJ cord-321913-zie2uv21 118 22 changes change NNS cord-321913-zie2uv21 118 23 to to IN cord-321913-zie2uv21 118 24 the the DT cord-321913-zie2uv21 118 25 classical classical JJ cord-321913-zie2uv21 118 26 SEIR SEIR NNP cord-321913-zie2uv21 118 27 model model NN cord-321913-zie2uv21 118 28 . . . cord-321913-zie2uv21 119 1 It -PRON- PRP cord-321913-zie2uv21 119 2 can can MD cord-321913-zie2uv21 119 3 be be VB cord-321913-zie2uv21 119 4 useful useful JJ cord-321913-zie2uv21 119 5 to to TO cord-321913-zie2uv21 119 6 overview overview VB cord-321913-zie2uv21 119 7 the the DT cord-321913-zie2uv21 119 8 values value NNS cord-321913-zie2uv21 119 9 of of IN cord-321913-zie2uv21 119 10 the the DT cord-321913-zie2uv21 119 11 main main JJ cord-321913-zie2uv21 119 12 parameters parameter NNS cord-321913-zie2uv21 119 13 , , , cord-321913-zie2uv21 119 14 to to TO cord-321913-zie2uv21 119 15 define define VB cord-321913-zie2uv21 119 16 a a DT cord-321913-zie2uv21 119 17 realistic realistic JJ cord-321913-zie2uv21 119 18 range range NN cord-321913-zie2uv21 119 19 of of IN cord-321913-zie2uv21 119 20 values value NNS cord-321913-zie2uv21 119 21 , , , cord-321913-zie2uv21 119 22 and and CC cord-321913-zie2uv21 119 23 to to TO cord-321913-zie2uv21 119 24 understand understand VB cord-321913-zie2uv21 119 25 their -PRON- PRP$ cord-321913-zie2uv21 119 26 meaning meaning NN cord-321913-zie2uv21 119 27 . . . cord-321913-zie2uv21 120 1 We -PRON- PRP cord-321913-zie2uv21 120 2 used use VBD cord-321913-zie2uv21 120 3 the the DT cord-321913-zie2uv21 120 4 coefficient coefficient NN cord-321913-zie2uv21 120 5 values value NNS cord-321913-zie2uv21 120 6 found find VBN cord-321913-zie2uv21 120 7 in in IN cord-321913-zie2uv21 120 8 literature literature NN cord-321913-zie2uv21 120 9 to to TO cord-321913-zie2uv21 120 10 set set VB cord-321913-zie2uv21 120 11 the the DT cord-321913-zie2uv21 120 12 lower low JJR cord-321913-zie2uv21 120 13 and and CC cord-321913-zie2uv21 120 14 upper upper JJ cord-321913-zie2uv21 120 15 boundaries boundary NNS cord-321913-zie2uv21 120 16 of of IN cord-321913-zie2uv21 120 17 the the DT cord-321913-zie2uv21 120 18 parameters parameter NNS cord-321913-zie2uv21 120 19 in in IN cord-321913-zie2uv21 120 20 our -PRON- PRP$ cord-321913-zie2uv21 120 21 modeling modeling NN cord-321913-zie2uv21 120 22 . . . cord-321913-zie2uv21 121 1 The the DT cord-321913-zie2uv21 121 2 values value NNS cord-321913-zie2uv21 121 3 of of IN cord-321913-zie2uv21 121 4 these these DT cord-321913-zie2uv21 121 5 parameters parameter NNS cord-321913-zie2uv21 121 6 are be VBP cord-321913-zie2uv21 121 7 related relate VBN cord-321913-zie2uv21 121 8 to to IN cord-321913-zie2uv21 121 9 different different JJ cord-321913-zie2uv21 121 10 methods method NNS cord-321913-zie2uv21 121 11 . . . cord-321913-zie2uv21 122 1 Therefore therefore RB cord-321913-zie2uv21 122 2 , , , cord-321913-zie2uv21 122 3 the the DT cord-321913-zie2uv21 122 4 bibliographic bibliographic JJ cord-321913-zie2uv21 122 5 research research NN cord-321913-zie2uv21 122 6 summarized summarize VBN cord-321913-zie2uv21 122 7 in in IN cord-321913-zie2uv21 122 8 Table Table NNP cord-321913-zie2uv21 122 9 2 2 CD cord-321913-zie2uv21 122 10 should should MD cord-321913-zie2uv21 122 11 be be VB cord-321913-zie2uv21 122 12 only only RB cord-321913-zie2uv21 122 13 considered consider VBN cord-321913-zie2uv21 122 14 as as IN cord-321913-zie2uv21 122 15 a a DT cord-321913-zie2uv21 122 16 qualitative qualitative JJ cord-321913-zie2uv21 122 17 benchmark benchmark NN cord-321913-zie2uv21 122 18 . . . cord-321913-zie2uv21 123 1 We -PRON- PRP cord-321913-zie2uv21 123 2 highlight highlight VBP cord-321913-zie2uv21 123 3 some some DT cord-321913-zie2uv21 123 4 peculiarities peculiarity NNS cord-321913-zie2uv21 123 5 of of IN cord-321913-zie2uv21 123 6 the the DT cord-321913-zie2uv21 123 7 various various JJ cord-321913-zie2uv21 123 8 studies study NNS cord-321913-zie2uv21 123 9 . . . cord-321913-zie2uv21 124 1 The the DT cord-321913-zie2uv21 124 2 various various JJ cord-321913-zie2uv21 124 3 researches research NNS cord-321913-zie2uv21 124 4 about about IN cord-321913-zie2uv21 124 5 SEIR seir NN cord-321913-zie2uv21 124 6 - - HYPH cord-321913-zie2uv21 124 7 like like JJ cord-321913-zie2uv21 124 8 models model NNS cord-321913-zie2uv21 124 9 applied apply VBN cord-321913-zie2uv21 124 10 to to IN cord-321913-zie2uv21 124 11 the the DT cord-321913-zie2uv21 124 12 current current JJ cord-321913-zie2uv21 124 13 SARS SARS NNP cord-321913-zie2uv21 124 14 - - HYPH cord-321913-zie2uv21 124 15 CoV-2 CoV-2 NNP cord-321913-zie2uv21 124 16 epidemic epidemic NN cord-321913-zie2uv21 124 17 have have VBP cord-321913-zie2uv21 124 18 introduced introduce VBN cord-321913-zie2uv21 124 19 minor minor JJ cord-321913-zie2uv21 124 20 or or CC cord-321913-zie2uv21 124 21 major major JJ cord-321913-zie2uv21 124 22 changes change NNS cord-321913-zie2uv21 124 23 to to IN cord-321913-zie2uv21 124 24 the the DT cord-321913-zie2uv21 124 25 classical classical JJ cord-321913-zie2uv21 124 26 SEIR SEIR NNP cord-321913-zie2uv21 124 27 model model NN cord-321913-zie2uv21 124 28 . . . cord-321913-zie2uv21 125 1 It -PRON- PRP cord-321913-zie2uv21 125 2 can can MD cord-321913-zie2uv21 125 3 be be VB cord-321913-zie2uv21 125 4 useful useful JJ cord-321913-zie2uv21 125 5 to to TO cord-321913-zie2uv21 125 6 overview overview VB cord-321913-zie2uv21 125 7 the the DT cord-321913-zie2uv21 125 8 values value NNS cord-321913-zie2uv21 125 9 of of IN cord-321913-zie2uv21 125 10 the the DT cord-321913-zie2uv21 125 11 main main JJ cord-321913-zie2uv21 125 12 parameters parameter NNS cord-321913-zie2uv21 125 13 , , , cord-321913-zie2uv21 125 14 to to TO cord-321913-zie2uv21 125 15 define define VB cord-321913-zie2uv21 125 16 a a DT cord-321913-zie2uv21 125 17 realistic realistic JJ cord-321913-zie2uv21 125 18 range range NN cord-321913-zie2uv21 125 19 of of IN cord-321913-zie2uv21 125 20 values value NNS cord-321913-zie2uv21 125 21 , , , cord-321913-zie2uv21 125 22 and and CC cord-321913-zie2uv21 125 23 to to TO cord-321913-zie2uv21 125 24 understand understand VB cord-321913-zie2uv21 125 25 their -PRON- PRP$ cord-321913-zie2uv21 125 26 meaning meaning NN cord-321913-zie2uv21 125 27 . . . cord-321913-zie2uv21 126 1 We -PRON- PRP cord-321913-zie2uv21 126 2 used use VBD cord-321913-zie2uv21 126 3 the the DT cord-321913-zie2uv21 126 4 coefficient coefficient NN cord-321913-zie2uv21 126 5 values value NNS cord-321913-zie2uv21 126 6 found find VBN cord-321913-zie2uv21 126 7 in in IN cord-321913-zie2uv21 126 8 literature literature NN cord-321913-zie2uv21 126 9 to to TO cord-321913-zie2uv21 126 10 set set VB cord-321913-zie2uv21 126 11 the the DT cord-321913-zie2uv21 126 12 lower low JJR cord-321913-zie2uv21 126 13 and and CC cord-321913-zie2uv21 126 14 upper upper JJ cord-321913-zie2uv21 126 15 boundaries boundary NNS cord-321913-zie2uv21 126 16 of of IN cord-321913-zie2uv21 126 17 the the DT cord-321913-zie2uv21 126 18 parameters parameter NNS cord-321913-zie2uv21 126 19 in in IN cord-321913-zie2uv21 126 20 our -PRON- PRP$ cord-321913-zie2uv21 126 21 modeling modeling NN cord-321913-zie2uv21 126 22 . . . cord-321913-zie2uv21 127 1 The the DT cord-321913-zie2uv21 127 2 values value NNS cord-321913-zie2uv21 127 3 of of IN cord-321913-zie2uv21 127 4 these these DT cord-321913-zie2uv21 127 5 parameters parameter NNS cord-321913-zie2uv21 127 6 are be VBP cord-321913-zie2uv21 127 7 related relate VBN cord-321913-zie2uv21 127 8 to to IN cord-321913-zie2uv21 127 9 different different JJ cord-321913-zie2uv21 127 10 methods method NNS cord-321913-zie2uv21 127 11 . . . cord-321913-zie2uv21 128 1 Therefore therefore RB cord-321913-zie2uv21 128 2 , , , cord-321913-zie2uv21 128 3 the the DT cord-321913-zie2uv21 128 4 bibliographic bibliographic JJ cord-321913-zie2uv21 128 5 research research NN cord-321913-zie2uv21 128 6 summarized summarize VBN cord-321913-zie2uv21 128 7 in in IN cord-321913-zie2uv21 128 8 Table Table NNP cord-321913-zie2uv21 128 9 2 2 CD cord-321913-zie2uv21 128 10 should should MD cord-321913-zie2uv21 128 11 be be VB cord-321913-zie2uv21 128 12 only only RB cord-321913-zie2uv21 128 13 considered consider VBN cord-321913-zie2uv21 128 14 as as IN cord-321913-zie2uv21 128 15 a a DT cord-321913-zie2uv21 128 16 qualitative qualitative JJ cord-321913-zie2uv21 128 17 benchmark benchmark NN cord-321913-zie2uv21 128 18 . . . cord-321913-zie2uv21 129 1 We -PRON- PRP cord-321913-zie2uv21 129 2 highlight highlight VBP cord-321913-zie2uv21 129 3 some some DT cord-321913-zie2uv21 129 4 peculiarities peculiarity NNS cord-321913-zie2uv21 129 5 of of IN cord-321913-zie2uv21 129 6 the the DT cord-321913-zie2uv21 129 7 various various JJ cord-321913-zie2uv21 129 8 studies study NNS cord-321913-zie2uv21 129 9 . . . cord-321913-zie2uv21 130 1 Table table NN cord-321913-zie2uv21 130 2 2 2 CD cord-321913-zie2uv21 130 3 . . . cord-321913-zie2uv21 131 1 Values value NNS cord-321913-zie2uv21 131 2 of of IN cord-321913-zie2uv21 131 3 α α NN cord-321913-zie2uv21 131 4 , , , cord-321913-zie2uv21 131 5 β β NN cord-321913-zie2uv21 131 6 , , , cord-321913-zie2uv21 131 7 γ γ NNP cord-321913-zie2uv21 131 8 , , , cord-321913-zie2uv21 131 9 δ δ NN cord-321913-zie2uv21 131 10 , , , cord-321913-zie2uv21 131 11 λ λ NN cord-321913-zie2uv21 131 12 , , , cord-321913-zie2uv21 131 13 and and CC cord-321913-zie2uv21 131 14 κ κ LS cord-321913-zie2uv21 131 15 describing describe VBG cord-321913-zie2uv21 131 16 SARS SARS NNP cord-321913-zie2uv21 131 17 - - HYPH cord-321913-zie2uv21 131 18 CoV-2 CoV-2 NNP cord-321913-zie2uv21 131 19 outbreak outbreak NN cord-321913-zie2uv21 131 20 in in IN cord-321913-zie2uv21 131 21 the the DT cord-321913-zie2uv21 131 22 recent recent JJ cord-321913-zie2uv21 131 23 literature literature NN cord-321913-zie2uv21 131 24 . . . cord-321913-zie2uv21 132 1 The the DT cord-321913-zie2uv21 132 2 study study NN cord-321913-zie2uv21 132 3 by by IN cord-321913-zie2uv21 132 4 Calafiore Calafiore NNP cord-321913-zie2uv21 132 5 et et NNP cord-321913-zie2uv21 132 6 al al NNP cord-321913-zie2uv21 132 7 . . . cord-321913-zie2uv21 133 1 [ [ -LRB- cord-321913-zie2uv21 133 2 5 5 LS cord-321913-zie2uv21 133 3 ] ] -RRB- cord-321913-zie2uv21 133 4 presents present VBZ cord-321913-zie2uv21 133 5 the the DT cord-321913-zie2uv21 133 6 values value NNS cord-321913-zie2uv21 133 7 of of IN cord-321913-zie2uv21 133 8 the the DT cord-321913-zie2uv21 133 9 parameters parameter NNS cord-321913-zie2uv21 133 10 also also RB cord-321913-zie2uv21 133 11 for for IN cord-321913-zie2uv21 133 12 each each DT cord-321913-zie2uv21 133 13 Italian italian JJ cord-321913-zie2uv21 133 14 region region NN cord-321913-zie2uv21 133 15 . . . cord-321913-zie2uv21 134 1 The the DT cord-321913-zie2uv21 134 2 peculiar peculiar JJ cord-321913-zie2uv21 134 3 SEIR seir NN cord-321913-zie2uv21 134 4 model model NN cord-321913-zie2uv21 134 5 used use VBN cord-321913-zie2uv21 134 6 here here RB cord-321913-zie2uv21 134 7 introduces introduce VBZ cord-321913-zie2uv21 134 8 two two CD cord-321913-zie2uv21 134 9 new new JJ cord-321913-zie2uv21 134 10 parameters parameter NNS cord-321913-zie2uv21 134 11 : : : cord-321913-zie2uv21 134 12 α α NN cord-321913-zie2uv21 134 13 ( ( -LRB- cord-321913-zie2uv21 134 14 with with IN cord-321913-zie2uv21 134 15 a a DT cord-321913-zie2uv21 134 16 meaning meaning NN cord-321913-zie2uv21 134 17 different different JJ cord-321913-zie2uv21 134 18 from from IN cord-321913-zie2uv21 134 19 ours ours JJ cord-321913-zie2uv21 134 20 ) ) -RRB- cord-321913-zie2uv21 134 21 and and CC cord-321913-zie2uv21 134 22 ω ω NN cord-321913-zie2uv21 134 23 . . . cord-321913-zie2uv21 135 1 α α NNP cord-321913-zie2uv21 135 2 represents represent VBZ cord-321913-zie2uv21 135 3 how how WRB cord-321913-zie2uv21 135 4 many many JJ cord-321913-zie2uv21 135 5 times time NNS cord-321913-zie2uv21 135 6 the the DT cord-321913-zie2uv21 135 7 real real JJ cord-321913-zie2uv21 135 8 number number NN cord-321913-zie2uv21 135 9 of of IN cord-321913-zie2uv21 135 10 infected infected JJ cord-321913-zie2uv21 135 11 people people NNS cord-321913-zie2uv21 135 12 is be VBZ cord-321913-zie2uv21 135 13 higher high JJR cord-321913-zie2uv21 135 14 than than IN cord-321913-zie2uv21 135 15 the the DT cord-321913-zie2uv21 135 16 number number NN cord-321913-zie2uv21 135 17 of of IN cord-321913-zie2uv21 135 18 detected detect VBN cord-321913-zie2uv21 135 19 infected infected JJ cord-321913-zie2uv21 135 20 people people NNS cord-321913-zie2uv21 135 21 , , , cord-321913-zie2uv21 135 22 and and CC cord-321913-zie2uv21 135 23 it -PRON- PRP cord-321913-zie2uv21 135 24 is be VBZ cord-321913-zie2uv21 135 25 estimated estimate VBN cord-321913-zie2uv21 135 26 to to TO cord-321913-zie2uv21 135 27 be be VB cord-321913-zie2uv21 135 28 about about RB cord-321913-zie2uv21 135 29 63 63 CD cord-321913-zie2uv21 135 30 . . . cord-321913-zie2uv21 136 1 The the DT cord-321913-zie2uv21 136 2 ω ω CD cord-321913-zie2uv21 136 3 parameter parameter NN cord-321913-zie2uv21 136 4 defines define VBZ cord-321913-zie2uv21 136 5 a a DT cord-321913-zie2uv21 136 6 fixed fixed JJ cord-321913-zie2uv21 136 7 percentage percentage NN cord-321913-zie2uv21 136 8 of of IN cord-321913-zie2uv21 136 9 total total JJ cord-321913-zie2uv21 136 10 people people NNS cord-321913-zie2uv21 136 11 susceptible susceptible JJ cord-321913-zie2uv21 136 12 to to IN cord-321913-zie2uv21 136 13 the the DT cord-321913-zie2uv21 136 14 disease disease NN cord-321913-zie2uv21 136 15 , , , cord-321913-zie2uv21 136 16 and and CC cord-321913-zie2uv21 136 17 according accord VBG cord-321913-zie2uv21 136 18 to to IN cord-321913-zie2uv21 136 19 this this DT cord-321913-zie2uv21 136 20 model model NN cord-321913-zie2uv21 136 21 , , , cord-321913-zie2uv21 136 22 it -PRON- PRP cord-321913-zie2uv21 136 23 is be VBZ cord-321913-zie2uv21 136 24 about about RB cord-321913-zie2uv21 136 25 0.124 0.124 CD cord-321913-zie2uv21 136 26 ( ( -LRB- cord-321913-zie2uv21 136 27 12 12 CD cord-321913-zie2uv21 136 28 % % NN cord-321913-zie2uv21 136 29 ) ) -RRB- cord-321913-zie2uv21 136 30 . . . cord-321913-zie2uv21 137 1 One one CD cord-321913-zie2uv21 137 2 of of IN cord-321913-zie2uv21 137 3 the the DT cord-321913-zie2uv21 137 4 WHO WHO NNP cord-321913-zie2uv21 137 5 reports report VBZ cord-321913-zie2uv21 137 6 [ [ -LRB- cord-321913-zie2uv21 137 7 10 10 CD cord-321913-zie2uv21 137 8 ] ] -RRB- cord-321913-zie2uv21 137 9 shows show VBZ cord-321913-zie2uv21 137 10 a a DT cord-321913-zie2uv21 137 11 list list NN cord-321913-zie2uv21 137 12 of of IN cord-321913-zie2uv21 137 13 estimates estimate NNS cord-321913-zie2uv21 137 14 of of IN cord-321913-zie2uv21 137 15 Serial Serial NNP cord-321913-zie2uv21 137 16 Interval Interval NNP cord-321913-zie2uv21 137 17 , , , cord-321913-zie2uv21 137 18 which which WDT cord-321913-zie2uv21 137 19 is be VBZ cord-321913-zie2uv21 137 20 the the DT cord-321913-zie2uv21 137 21 average average JJ cord-321913-zie2uv21 137 22 time time NN cord-321913-zie2uv21 137 23 between between IN cord-321913-zie2uv21 137 24 infection infection NN cord-321913-zie2uv21 137 25 and and CC cord-321913-zie2uv21 137 26 subsequent subsequent JJ cord-321913-zie2uv21 137 27 transmission transmission NN cord-321913-zie2uv21 137 28 . . . cord-321913-zie2uv21 138 1 We -PRON- PRP cord-321913-zie2uv21 138 2 reported report VBD cord-321913-zie2uv21 138 3 the the DT cord-321913-zie2uv21 138 4 latter latter JJ cord-321913-zie2uv21 138 5 since since IN cord-321913-zie2uv21 138 6 it -PRON- PRP cord-321913-zie2uv21 138 7 is be VBZ cord-321913-zie2uv21 138 8 closely closely RB cord-321913-zie2uv21 138 9 related related JJ cord-321913-zie2uv21 138 10 to to IN cord-321913-zie2uv21 138 11 the the DT cord-321913-zie2uv21 138 12 inverse inverse NN cord-321913-zie2uv21 138 13 of of IN cord-321913-zie2uv21 138 14 β β NN cord-321913-zie2uv21 138 15 . . . cord-321913-zie2uv21 139 1 It -PRON- PRP cord-321913-zie2uv21 139 2 ranges range VBZ cord-321913-zie2uv21 139 3 from from IN cord-321913-zie2uv21 139 4 5 5 CD cord-321913-zie2uv21 139 5 to to TO cord-321913-zie2uv21 139 6 9 9 CD cord-321913-zie2uv21 139 7 days day NNS cord-321913-zie2uv21 139 8 , , , cord-321913-zie2uv21 139 9 according accord VBG cord-321913-zie2uv21 139 10 to to IN cord-321913-zie2uv21 139 11 the the DT cord-321913-zie2uv21 139 12 various various JJ cord-321913-zie2uv21 139 13 studies study NNS cord-321913-zie2uv21 139 14 considered consider VBN cord-321913-zie2uv21 139 15 . . . cord-321913-zie2uv21 140 1 Dandekar Dandekar NNP cord-321913-zie2uv21 140 2 et et FW cord-321913-zie2uv21 140 3 al al NNP cord-321913-zie2uv21 140 4 . . . cord-321913-zie2uv21 141 1 [ [ -LRB- cord-321913-zie2uv21 141 2 11 11 CD cord-321913-zie2uv21 141 3 ] ] -RRB- cord-321913-zie2uv21 141 4 calculates calculate VBZ cord-321913-zie2uv21 141 5 the the DT cord-321913-zie2uv21 141 6 change change NN cord-321913-zie2uv21 141 7 over over IN cord-321913-zie2uv21 141 8 time time NN cord-321913-zie2uv21 141 9 of of IN cord-321913-zie2uv21 141 10 a a DT cord-321913-zie2uv21 141 11 term term NN cord-321913-zie2uv21 141 12 , , , cord-321913-zie2uv21 141 13 called call VBN cord-321913-zie2uv21 141 14 quarantine quarantine NN cord-321913-zie2uv21 141 15 strength strength NN cord-321913-zie2uv21 141 16 ( ( -LRB- cord-321913-zie2uv21 141 17 Q(t Q(t NNP cord-321913-zie2uv21 141 18 ) ) -RRB- cord-321913-zie2uv21 141 19 ) ) -RRB- cord-321913-zie2uv21 141 20 , , , cord-321913-zie2uv21 141 21 fitted fit VBD cord-321913-zie2uv21 141 22 thanks thank NNS cord-321913-zie2uv21 141 23 to to IN cord-321913-zie2uv21 141 24 a a DT cord-321913-zie2uv21 141 25 neural neural JJ cord-321913-zie2uv21 141 26 network network NN cord-321913-zie2uv21 141 27 - - HYPH cord-321913-zie2uv21 141 28 based base VBN cord-321913-zie2uv21 141 29 approach approach NN cord-321913-zie2uv21 141 30 . . . cord-321913-zie2uv21 142 1 Shaikh Shaikh NNP cord-321913-zie2uv21 142 2 et et NNP cord-321913-zie2uv21 142 3 al al NNP cord-321913-zie2uv21 142 4 . . . cord-321913-zie2uv21 143 1 [ [ -LRB- cord-321913-zie2uv21 143 2 12 12 CD cord-321913-zie2uv21 143 3 ] ] -RRB- cord-321913-zie2uv21 143 4 considers consider VBZ cord-321913-zie2uv21 143 5 as as IN cord-321913-zie2uv21 143 6 separated separate VBN cord-321913-zie2uv21 143 7 the the DT cord-321913-zie2uv21 143 8 asymptomatic asymptomatic JJ cord-321913-zie2uv21 143 9 and and CC cord-321913-zie2uv21 143 10 symptomatic symptomatic JJ cord-321913-zie2uv21 143 11 categories category NNS cord-321913-zie2uv21 143 12 . . . cord-321913-zie2uv21 144 1 The the DT cord-321913-zie2uv21 144 2 most most RBS cord-321913-zie2uv21 144 3 interesting interesting JJ cord-321913-zie2uv21 144 4 feature feature NN cord-321913-zie2uv21 144 5 of of IN cord-321913-zie2uv21 144 6 the the DT cord-321913-zie2uv21 144 7 model model NN cord-321913-zie2uv21 144 8 proposed propose VBN cord-321913-zie2uv21 144 9 by by IN cord-321913-zie2uv21 144 10 Lin Lin NNP cord-321913-zie2uv21 144 11 et et NNP cord-321913-zie2uv21 144 12 al al NNP cord-321913-zie2uv21 144 13 . . . cord-321913-zie2uv21 145 1 [ [ -LRB- cord-321913-zie2uv21 145 2 13 13 CD cord-321913-zie2uv21 145 3 ] ] -RRB- cord-321913-zie2uv21 145 4 is be VBZ cord-321913-zie2uv21 145 5 the the DT cord-321913-zie2uv21 145 6 time time NN cord-321913-zie2uv21 145 7 - - HYPH cord-321913-zie2uv21 145 8 dependent dependent JJ cord-321913-zie2uv21 145 9 β β NN cord-321913-zie2uv21 145 10 , , , cord-321913-zie2uv21 145 11 implemented implement VBN cord-321913-zie2uv21 145 12 with with IN cord-321913-zie2uv21 145 13 a a DT cord-321913-zie2uv21 145 14 different different JJ cord-321913-zie2uv21 145 15 design design NN cord-321913-zie2uv21 145 16 compared compare VBN cord-321913-zie2uv21 145 17 to to IN cord-321913-zie2uv21 145 18 our -PRON- PRP$ cord-321913-zie2uv21 145 19 model model NN cord-321913-zie2uv21 145 20 : : : cord-321913-zie2uv21 145 21 where where WRB cord-321913-zie2uv21 145 22 α α NNP cord-321913-zie2uv21 145 23 is be VBZ cord-321913-zie2uv21 145 24 a a DT cord-321913-zie2uv21 145 25 stepwise stepwise JJ cord-321913-zie2uv21 145 26 function function NN cord-321913-zie2uv21 145 27 that that WDT cord-321913-zie2uv21 145 28 represents represent VBZ cord-321913-zie2uv21 145 29 the the DT cord-321913-zie2uv21 145 30 governmental governmental JJ cord-321913-zie2uv21 145 31 action action NN cord-321913-zie2uv21 145 32 , , , cord-321913-zie2uv21 145 33 estimated estimate VBN cord-321913-zie2uv21 145 34 to to TO cord-321913-zie2uv21 145 35 range range VB cord-321913-zie2uv21 145 36 from from IN cord-321913-zie2uv21 145 37 0 0 CD cord-321913-zie2uv21 145 38 to to IN cord-321913-zie2uv21 145 39 0.85 0.85 CD cord-321913-zie2uv21 145 40 according accord VBG cord-321913-zie2uv21 145 41 to to IN cord-321913-zie2uv21 145 42 the the DT cord-321913-zie2uv21 145 43 strength strength NN cord-321913-zie2uv21 145 44 of of IN cord-321913-zie2uv21 145 45 lockdown lockdown NN cord-321913-zie2uv21 145 46 policies policy NNS cord-321913-zie2uv21 145 47 . . . cord-321913-zie2uv21 146 1 while while IN cord-321913-zie2uv21 146 2 k k NNP cord-321913-zie2uv21 146 3 is be VBZ cord-321913-zie2uv21 146 4 the the DT cord-321913-zie2uv21 146 5 citizen citizen NN cord-321913-zie2uv21 146 6 response response NN cord-321913-zie2uv21 146 7 , , , cord-321913-zie2uv21 146 8 estimated estimate VBN cord-321913-zie2uv21 146 9 to to TO cord-321913-zie2uv21 146 10 be be VB cord-321913-zie2uv21 146 11 about about IN cord-321913-zie2uv21 146 12 1100 1100 CD cord-321913-zie2uv21 146 13 . . . cord-321913-zie2uv21 147 1 Iwata Iwata NNP cord-321913-zie2uv21 147 2 et et NNP cord-321913-zie2uv21 147 3 al al NNP cord-321913-zie2uv21 147 4 . . . cord-321913-zie2uv21 148 1 [ [ -LRB- cord-321913-zie2uv21 148 2 14 14 CD cord-321913-zie2uv21 148 3 ] ] -RRB- cord-321913-zie2uv21 148 4 proposes propose VBZ cord-321913-zie2uv21 148 5 a a DT cord-321913-zie2uv21 148 6 model model NN cord-321913-zie2uv21 148 7 which which WDT cord-321913-zie2uv21 148 8 does do VBZ cord-321913-zie2uv21 148 9 not not RB cord-321913-zie2uv21 148 10 fit fit VB cord-321913-zie2uv21 148 11 real real JJ cord-321913-zie2uv21 148 12 data datum NNS cord-321913-zie2uv21 148 13 but but CC cord-321913-zie2uv21 148 14 investigates investigate VBZ cord-321913-zie2uv21 148 15 possible possible JJ cord-321913-zie2uv21 148 16 scenarios scenario NNS cord-321913-zie2uv21 148 17 deriving derive VBG cord-321913-zie2uv21 148 18 from from IN cord-321913-zie2uv21 148 19 a a DT cord-321913-zie2uv21 148 20 different different JJ cord-321913-zie2uv21 148 21 combination combination NN cord-321913-zie2uv21 148 22 of of IN cord-321913-zie2uv21 148 23 parameters parameter NNS cord-321913-zie2uv21 148 24 . . . cord-321913-zie2uv21 149 1 Their -PRON- PRP$ cord-321913-zie2uv21 149 2 range range NN cord-321913-zie2uv21 149 3 is be VBZ cord-321913-zie2uv21 149 4 reported report VBN cord-321913-zie2uv21 149 5 as as IN cord-321913-zie2uv21 149 6 a a DT cord-321913-zie2uv21 149 7 credible credible JJ cord-321913-zie2uv21 149 8 range range NN cord-321913-zie2uv21 149 9 reference reference NN cord-321913-zie2uv21 149 10 . . . cord-321913-zie2uv21 150 1 The the DT cord-321913-zie2uv21 150 2 model model NN cord-321913-zie2uv21 150 3 equations equation NNS cord-321913-zie2uv21 150 4 were be VBD cord-321913-zie2uv21 150 5 implemented implement VBN cord-321913-zie2uv21 150 6 on on IN cord-321913-zie2uv21 150 7 the the DT cord-321913-zie2uv21 150 8 basis basis NN cord-321913-zie2uv21 150 9 of of IN cord-321913-zie2uv21 150 10 the the DT cord-321913-zie2uv21 150 11 MATLAB MATLAB NNP cord-321913-zie2uv21 150 12 code code NN cord-321913-zie2uv21 150 13 provided provide VBN cord-321913-zie2uv21 150 14 by by IN cord-321913-zie2uv21 150 15 [ [ -LRB- cord-321913-zie2uv21 150 16 9 9 CD cord-321913-zie2uv21 150 17 ] ] -RRB- cord-321913-zie2uv21 150 18 , , , cord-321913-zie2uv21 150 19 available available JJ cord-321913-zie2uv21 150 20 in in IN cord-321913-zie2uv21 150 21 Matlab Matlab NNP cord-321913-zie2uv21 150 22 File File NNP cord-321913-zie2uv21 150 23 Exchange Exchange NNP cord-321913-zie2uv21 150 24 . . . cord-321913-zie2uv21 151 1 The the DT cord-321913-zie2uv21 151 2 data datum NNS cord-321913-zie2uv21 151 3 are be VBP cord-321913-zie2uv21 151 4 extracted extract VBN cord-321913-zie2uv21 151 5 from from IN cord-321913-zie2uv21 151 6 the the DT cord-321913-zie2uv21 151 7 official official JJ cord-321913-zie2uv21 151 8 repository repository NN cord-321913-zie2uv21 151 9 and and CC cord-321913-zie2uv21 151 10 are be VBP cord-321913-zie2uv21 151 11 composed compose VBN cord-321913-zie2uv21 151 12 of of IN cord-321913-zie2uv21 151 13 : : : cord-321913-zie2uv21 151 14 confirmed confirm VBN cord-321913-zie2uv21 151 15 , , , cord-321913-zie2uv21 151 16 recovered recover VBN cord-321913-zie2uv21 151 17 , , , cord-321913-zie2uv21 151 18 and and CC cord-321913-zie2uv21 151 19 death death NN cord-321913-zie2uv21 151 20 cases case NNS cord-321913-zie2uv21 151 21 ( ( -LRB- cord-321913-zie2uv21 151 22 Q Q NNP cord-321913-zie2uv21 151 23 , , , cord-321913-zie2uv21 151 24 R r NN cord-321913-zie2uv21 151 25 , , , cord-321913-zie2uv21 151 26 and and CC cord-321913-zie2uv21 151 27 D D NNP cord-321913-zie2uv21 151 28 , , , cord-321913-zie2uv21 151 29 respectively respectively RB cord-321913-zie2uv21 151 30 ) ) -RRB- cord-321913-zie2uv21 151 31 . . . cord-321913-zie2uv21 152 1 These these DT cord-321913-zie2uv21 152 2 values value NNS cord-321913-zie2uv21 152 3 represent represent VBP cord-321913-zie2uv21 152 4 the the DT cord-321913-zie2uv21 152 5 initial initial JJ cord-321913-zie2uv21 152 6 assumptions assumption NNS cord-321913-zie2uv21 152 7 , , , cord-321913-zie2uv21 152 8 while while IN cord-321913-zie2uv21 152 9 the the DT cord-321913-zie2uv21 152 10 parameters parameter NNS cord-321913-zie2uv21 152 11 α α NNP cord-321913-zie2uv21 152 12 , , , cord-321913-zie2uv21 152 13 β β NN cord-321913-zie2uv21 152 14 , , , cord-321913-zie2uv21 152 15 γ γ NNP cord-321913-zie2uv21 152 16 , , , cord-321913-zie2uv21 152 17 δ δ NN cord-321913-zie2uv21 152 18 , , , cord-321913-zie2uv21 152 19 λ λ NN cord-321913-zie2uv21 152 20 , , , cord-321913-zie2uv21 152 21 and and CC cord-321913-zie2uv21 152 22 κ κ NN cord-321913-zie2uv21 152 23 are be VBP cord-321913-zie2uv21 152 24 the the DT cord-321913-zie2uv21 152 25 problem problem NN cord-321913-zie2uv21 152 26 unknowns unknown NNS cord-321913-zie2uv21 152 27 . . . cord-321913-zie2uv21 153 1 The the DT cord-321913-zie2uv21 153 2 differential differential JJ cord-321913-zie2uv21 153 3 equations equation NNS cord-321913-zie2uv21 153 4 are be VBP cord-321913-zie2uv21 153 5 numerically numerically RB cord-321913-zie2uv21 153 6 solved solve VBN cord-321913-zie2uv21 153 7 by by IN cord-321913-zie2uv21 153 8 means mean NNS cord-321913-zie2uv21 153 9 of of IN cord-321913-zie2uv21 153 10 the the DT cord-321913-zie2uv21 153 11 Runge Runge NNP cord-321913-zie2uv21 153 12 - - HYPH cord-321913-zie2uv21 153 13 Kutta Kutta NNP cord-321913-zie2uv21 153 14 method method NN cord-321913-zie2uv21 153 15 . . . cord-321913-zie2uv21 154 1 The the DT cord-321913-zie2uv21 154 2 standard standard JJ cord-321913-zie2uv21 154 3 approach approach NN cord-321913-zie2uv21 154 4 of of IN cord-321913-zie2uv21 154 5 the the DT cord-321913-zie2uv21 154 6 source source NN cord-321913-zie2uv21 154 7 code code NN cord-321913-zie2uv21 154 8 uses use VBZ cord-321913-zie2uv21 154 9 as as IN cord-321913-zie2uv21 154 10 default default NN cord-321913-zie2uv21 154 11 a a DT cord-321913-zie2uv21 154 12 least least RBS cord-321913-zie2uv21 154 13 - - HYPH cord-321913-zie2uv21 154 14 square square JJ cord-321913-zie2uv21 154 15 fitting fitting JJ cord-321913-zie2uv21 154 16 solver solver NN cord-321913-zie2uv21 154 17 to to TO cord-321913-zie2uv21 154 18 match match VB cord-321913-zie2uv21 154 19 the the DT cord-321913-zie2uv21 154 20 observed observed JJ cord-321913-zie2uv21 154 21 data datum NNS cord-321913-zie2uv21 154 22 and and CC cord-321913-zie2uv21 154 23 the the DT cord-321913-zie2uv21 154 24 calculated calculated JJ cord-321913-zie2uv21 154 25 response response NN cord-321913-zie2uv21 154 26 ( ( -LRB- cord-321913-zie2uv21 154 27 of of IN cord-321913-zie2uv21 154 28 Q Q NNP cord-321913-zie2uv21 154 29 , , , cord-321913-zie2uv21 154 30 R r NN cord-321913-zie2uv21 154 31 , , , cord-321913-zie2uv21 154 32 and and CC cord-321913-zie2uv21 154 33 D D NNP cord-321913-zie2uv21 154 34 ) ) -RRB- cord-321913-zie2uv21 154 35 . . . cord-321913-zie2uv21 155 1 At at IN cord-321913-zie2uv21 155 2 the the DT cord-321913-zie2uv21 155 3 beginning beginning NN cord-321913-zie2uv21 155 4 of of IN cord-321913-zie2uv21 155 5 modeling modeling NN cord-321913-zie2uv21 155 6 , , , cord-321913-zie2uv21 155 7 the the DT cord-321913-zie2uv21 155 8 initial initial JJ cord-321913-zie2uv21 155 9 values value NNS cord-321913-zie2uv21 155 10 of of IN cord-321913-zie2uv21 155 11 the the DT cord-321913-zie2uv21 155 12 six six CD cord-321913-zie2uv21 155 13 parameters parameter NNS cord-321913-zie2uv21 155 14 are be VBP cord-321913-zie2uv21 155 15 given give VBN cord-321913-zie2uv21 155 16 as as IN cord-321913-zie2uv21 155 17 first first JJ cord-321913-zie2uv21 155 18 esteem esteem NN cord-321913-zie2uv21 155 19 . . . cord-321913-zie2uv21 156 1 Then then RB cord-321913-zie2uv21 156 2 , , , cord-321913-zie2uv21 156 3 their -PRON- PRP$ cord-321913-zie2uv21 156 4 values value NNS cord-321913-zie2uv21 156 5 are be VBP cord-321913-zie2uv21 156 6 calculated calculate VBN cord-321913-zie2uv21 156 7 following follow VBG cord-321913-zie2uv21 156 8 a a DT cord-321913-zie2uv21 156 9 least least JJS cord-321913-zie2uv21 156 10 - - HYPH cord-321913-zie2uv21 156 11 square square JJ cord-321913-zie2uv21 156 12 solver solver NN cord-321913-zie2uv21 156 13 that that WDT cord-321913-zie2uv21 156 14 considers consider VBZ cord-321913-zie2uv21 156 15 the the DT cord-321913-zie2uv21 156 16 observed observed JJ cord-321913-zie2uv21 156 17 data datum NNS cord-321913-zie2uv21 156 18 ( ( -LRB- cord-321913-zie2uv21 156 19 Q Q NNP cord-321913-zie2uv21 156 20 , , , cord-321913-zie2uv21 156 21 R r NN cord-321913-zie2uv21 156 22 , , , cord-321913-zie2uv21 156 23 D D NNP cord-321913-zie2uv21 156 24 ) ) -RRB- cord-321913-zie2uv21 156 25 with with IN cord-321913-zie2uv21 156 26 time time NN cord-321913-zie2uv21 156 27 . . . cord-321913-zie2uv21 157 1 We -PRON- PRP cord-321913-zie2uv21 157 2 modified modify VBD cord-321913-zie2uv21 157 3 the the DT cord-321913-zie2uv21 157 4 standard standard JJ cord-321913-zie2uv21 157 5 release release NN cord-321913-zie2uv21 157 6 of of IN cord-321913-zie2uv21 157 7 the the DT cord-321913-zie2uv21 157 8 code code NN cord-321913-zie2uv21 157 9 by by IN cord-321913-zie2uv21 157 10 introducing introduce VBG cord-321913-zie2uv21 157 11 a a DT cord-321913-zie2uv21 157 12 new new JJ cord-321913-zie2uv21 157 13 solver solver NN cord-321913-zie2uv21 157 14 , , , cord-321913-zie2uv21 157 15 the the DT cord-321913-zie2uv21 157 16 PSO PSO NNP cord-321913-zie2uv21 157 17 algorithm algorithm NN cord-321913-zie2uv21 157 18 , , , cord-321913-zie2uv21 157 19 belonging belong VBG cord-321913-zie2uv21 157 20 to to IN cord-321913-zie2uv21 157 21 the the DT cord-321913-zie2uv21 157 22 family family NN cord-321913-zie2uv21 157 23 of of IN cord-321913-zie2uv21 157 24 computational computational JJ cord-321913-zie2uv21 157 25 swarm swarm NN cord-321913-zie2uv21 157 26 intelligence intelligence NN cord-321913-zie2uv21 157 27 ( ( -LRB- cord-321913-zie2uv21 157 28 population population NN cord-321913-zie2uv21 157 29 - - HYPH cord-321913-zie2uv21 157 30 based base VBN cord-321913-zie2uv21 157 31 nature nature NN cord-321913-zie2uv21 157 32 - - HYPH cord-321913-zie2uv21 157 33 inspired inspire VBN cord-321913-zie2uv21 157 34 metaheuristics metaheuristic NNS cord-321913-zie2uv21 157 35 ) ) -RRB- cord-321913-zie2uv21 157 36 [ [ -LRB- cord-321913-zie2uv21 157 37 15 15 CD cord-321913-zie2uv21 157 38 , , , cord-321913-zie2uv21 157 39 16 16 CD cord-321913-zie2uv21 157 40 ] ] -RRB- cord-321913-zie2uv21 157 41 . . . cord-321913-zie2uv21 158 1 This this DT cord-321913-zie2uv21 158 2 optimization optimization NN cord-321913-zie2uv21 158 3 solver solver NN cord-321913-zie2uv21 158 4 minimizes minimize VBZ cord-321913-zie2uv21 158 5 an an DT cord-321913-zie2uv21 158 6 objective objective JJ cord-321913-zie2uv21 158 7 function function NN cord-321913-zie2uv21 158 8 , , , cord-321913-zie2uv21 158 9 which which WDT cord-321913-zie2uv21 158 10 is be VBZ cord-321913-zie2uv21 158 11 set set VBN cord-321913-zie2uv21 158 12 to to TO cord-321913-zie2uv21 158 13 decrease decrease VB cord-321913-zie2uv21 158 14 the the DT cord-321913-zie2uv21 158 15 misfit misfit NN cord-321913-zie2uv21 158 16 between between IN cord-321913-zie2uv21 158 17 observed observed JJ cord-321913-zie2uv21 158 18 data datum NNS cord-321913-zie2uv21 158 19 and and CC cord-321913-zie2uv21 158 20 calculated calculate VBN cord-321913-zie2uv21 158 21 responses response NNS cord-321913-zie2uv21 158 22 of of IN cord-321913-zie2uv21 158 23 Q Q NNP cord-321913-zie2uv21 158 24 , , , cord-321913-zie2uv21 158 25 R r NN cord-321913-zie2uv21 158 26 , , , cord-321913-zie2uv21 158 27 and and CC cord-321913-zie2uv21 158 28 D d NN cord-321913-zie2uv21 158 29 by by IN cord-321913-zie2uv21 158 30 varying vary VBG cord-321913-zie2uv21 158 31 the the DT cord-321913-zie2uv21 158 32 six six CD cord-321913-zie2uv21 158 33 parameters parameter NNS cord-321913-zie2uv21 158 34 , , , cord-321913-zie2uv21 158 35 i.e. i.e. FW cord-321913-zie2uv21 158 36 , , , cord-321913-zie2uv21 158 37 the the DT cord-321913-zie2uv21 158 38 problem problem NN cord-321913-zie2uv21 158 39 unknowns unknown NNS cord-321913-zie2uv21 158 40 . . . cord-321913-zie2uv21 159 1 The the DT cord-321913-zie2uv21 159 2 main main JJ cord-321913-zie2uv21 159 3 advantages advantage NNS cord-321913-zie2uv21 159 4 of of IN cord-321913-zie2uv21 159 5 the the DT cord-321913-zie2uv21 159 6 stochastic stochastic JJ cord-321913-zie2uv21 159 7 approach approach NN cord-321913-zie2uv21 159 8 over over IN cord-321913-zie2uv21 159 9 the the DT cord-321913-zie2uv21 159 10 deterministic deterministic JJ cord-321913-zie2uv21 159 11 method method NN cord-321913-zie2uv21 159 12 to to TO cord-321913-zie2uv21 159 13 solve solve VB cord-321913-zie2uv21 159 14 the the DT cord-321913-zie2uv21 159 15 SEIR SEIR NNP cord-321913-zie2uv21 159 16 model model NN cord-321913-zie2uv21 159 17 are be VBP cord-321913-zie2uv21 159 18 briefly briefly RB cord-321913-zie2uv21 159 19 discussed discuss VBN cord-321913-zie2uv21 159 20 . . . cord-321913-zie2uv21 160 1 The the DT cord-321913-zie2uv21 160 2 adaptive adaptive JJ cord-321913-zie2uv21 160 3 exploration exploration NN cord-321913-zie2uv21 160 4 and and CC cord-321913-zie2uv21 160 5 exploitation exploitation NN cord-321913-zie2uv21 160 6 of of IN cord-321913-zie2uv21 160 7 the the DT cord-321913-zie2uv21 160 8 search search NN cord-321913-zie2uv21 160 9 space space NN cord-321913-zie2uv21 160 10 of of IN cord-321913-zie2uv21 160 11 the the DT cord-321913-zie2uv21 160 12 model model NN cord-321913-zie2uv21 160 13 solutions solution NNS cord-321913-zie2uv21 160 14 avoids avoid VBZ cord-321913-zie2uv21 160 15 the the DT cord-321913-zie2uv21 160 16 risk risk NN cord-321913-zie2uv21 160 17 of of IN cord-321913-zie2uv21 160 18 being be VBG cord-321913-zie2uv21 160 19 trapped trap VBN cord-321913-zie2uv21 160 20 in in IN cord-321913-zie2uv21 160 21 some some DT cord-321913-zie2uv21 160 22 local local JJ cord-321913-zie2uv21 160 23 - - HYPH cord-321913-zie2uv21 160 24 minima minima NN cord-321913-zie2uv21 160 25 solutions solution NNS cord-321913-zie2uv21 160 26 and and CC cord-321913-zie2uv21 160 27 also also RB cord-321913-zie2uv21 160 28 enhances enhance VBZ cord-321913-zie2uv21 160 29 the the DT cord-321913-zie2uv21 160 30 independence independence NN cord-321913-zie2uv21 160 31 from from IN cord-321913-zie2uv21 160 32 the the DT cord-321913-zie2uv21 160 33 initial initial JJ cord-321913-zie2uv21 160 34 assumption assumption NN cord-321913-zie2uv21 160 35 of of IN cord-321913-zie2uv21 160 36 the the DT cord-321913-zie2uv21 160 37 six six CD cord-321913-zie2uv21 160 38 parameters parameter NNS cord-321913-zie2uv21 160 39 which which WDT cord-321913-zie2uv21 160 40 could could MD cord-321913-zie2uv21 160 41 bias bias VB cord-321913-zie2uv21 160 42 the the DT cord-321913-zie2uv21 160 43 final final JJ cord-321913-zie2uv21 160 44 solution solution NN cord-321913-zie2uv21 160 45 . . . cord-321913-zie2uv21 161 1 The the DT cord-321913-zie2uv21 161 2 solution solution NN cord-321913-zie2uv21 161 3 search search NN cord-321913-zie2uv21 161 4 - - HYPH cord-321913-zie2uv21 161 5 space space NN cord-321913-zie2uv21 161 6 is be VBZ cord-321913-zie2uv21 161 7 sampled sample VBN cord-321913-zie2uv21 161 8 by by IN cord-321913-zie2uv21 161 9 a a DT cord-321913-zie2uv21 161 10 set set NN cord-321913-zie2uv21 161 11 of of IN cord-321913-zie2uv21 161 12 200 200 CD cord-321913-zie2uv21 161 13 particles particle NNS cord-321913-zie2uv21 161 14 , , , cord-321913-zie2uv21 161 15 representing represent VBG cord-321913-zie2uv21 161 16 the the DT cord-321913-zie2uv21 161 17 possible possible JJ cord-321913-zie2uv21 161 18 solutions solution NNS cord-321913-zie2uv21 161 19 , , , cord-321913-zie2uv21 161 20 which which WDT cord-321913-zie2uv21 161 21 are be VBP cord-321913-zie2uv21 161 22 randomly randomly RB cord-321913-zie2uv21 161 23 initialized initialize VBN cord-321913-zie2uv21 161 24 . . . cord-321913-zie2uv21 162 1 The the DT cord-321913-zie2uv21 162 2 adaptive adaptive JJ cord-321913-zie2uv21 162 3 behavior behavior NN cord-321913-zie2uv21 162 4 and and CC cord-321913-zie2uv21 162 5 the the DT cord-321913-zie2uv21 162 6 convergence convergence NN cord-321913-zie2uv21 162 7 and and CC cord-321913-zie2uv21 162 8 stability stability NN cord-321913-zie2uv21 162 9 of of IN cord-321913-zie2uv21 162 10 the the DT cord-321913-zie2uv21 162 11 final final JJ cord-321913-zie2uv21 162 12 solution solution NN cord-321913-zie2uv21 162 13 are be VBP cord-321913-zie2uv21 162 14 ensured ensure VBN cord-321913-zie2uv21 162 15 by by IN cord-321913-zie2uv21 162 16 using use VBG cord-321913-zie2uv21 162 17 a a DT cord-321913-zie2uv21 162 18 PSO PSO NNP cord-321913-zie2uv21 162 19 variant variant NN cord-321913-zie2uv21 162 20 , , , cord-321913-zie2uv21 162 21 the the DT cord-321913-zie2uv21 162 22 hierarchical hierarchical JJ cord-321913-zie2uv21 162 23 PSO PSO NNP cord-321913-zie2uv21 162 24 with with IN cord-321913-zie2uv21 162 25 time time NN cord-321913-zie2uv21 162 26 - - HYPH cord-321913-zie2uv21 162 27 varying vary VBG cord-321913-zie2uv21 162 28 acceleration acceleration NN cord-321913-zie2uv21 162 29 coefficients coefficient NNS cord-321913-zie2uv21 162 30 ( ( -LRB- cord-321913-zie2uv21 162 31 HPSO HPSO NNP cord-321913-zie2uv21 162 32 - - HYPH cord-321913-zie2uv21 162 33 TVAC TVAC NNP cord-321913-zie2uv21 162 34 ) ) -RRB- cord-321913-zie2uv21 163 1 [ [ -LRB- cord-321913-zie2uv21 163 2 17 17 CD cord-321913-zie2uv21 163 3 ] ] -RRB- cord-321913-zie2uv21 163 4 . . . cord-321913-zie2uv21 164 1 Convergence Convergence NNP cord-321913-zie2uv21 164 2 was be VBD cord-321913-zie2uv21 164 3 achieved achieve VBN cord-321913-zie2uv21 164 4 in in IN cord-321913-zie2uv21 164 5 150 150 CD cord-321913-zie2uv21 164 6 iterations iteration NNS cord-321913-zie2uv21 164 7 . . . cord-321913-zie2uv21 165 1 Each each DT cord-321913-zie2uv21 165 2 run run NN cord-321913-zie2uv21 165 3 of of IN cord-321913-zie2uv21 165 4 150 150 CD cord-321913-zie2uv21 165 5 iterations iteration NNS cord-321913-zie2uv21 165 6 was be VBD cord-321913-zie2uv21 165 7 repeated repeat VBN cord-321913-zie2uv21 165 8 for for IN cord-321913-zie2uv21 165 9 50 50 CD cord-321913-zie2uv21 165 10 trials trial NNS cord-321913-zie2uv21 165 11 to to TO cord-321913-zie2uv21 165 12 test test VB cord-321913-zie2uv21 165 13 the the DT cord-321913-zie2uv21 165 14 variability variability NN cord-321913-zie2uv21 165 15 of of IN cord-321913-zie2uv21 165 16 the the DT cord-321913-zie2uv21 165 17 solutions solution NNS cord-321913-zie2uv21 165 18 due due IN cord-321913-zie2uv21 165 19 to to IN cord-321913-zie2uv21 165 20 the the DT cord-321913-zie2uv21 165 21 random random JJ cord-321913-zie2uv21 165 22 initialization initialization NN cord-321913-zie2uv21 165 23 of of IN cord-321913-zie2uv21 165 24 the the DT cord-321913-zie2uv21 165 25 parameters parameter NNS cord-321913-zie2uv21 165 26 . . . cord-321913-zie2uv21 166 1 Finally finally RB cord-321913-zie2uv21 166 2 , , , cord-321913-zie2uv21 166 3 the the DT cord-321913-zie2uv21 166 4 trial trial NN cord-321913-zie2uv21 166 5 showing show VBG cord-321913-zie2uv21 166 6 the the DT cord-321913-zie2uv21 166 7 minimum minimum JJ cord-321913-zie2uv21 166 8 normalized normalize VBN cord-321913-zie2uv21 166 9 root root NN cord-321913-zie2uv21 166 10 mean mean VBP cord-321913-zie2uv21 166 11 square square JJ cord-321913-zie2uv21 166 12 error error NN cord-321913-zie2uv21 166 13 ( ( -LRB- cord-321913-zie2uv21 166 14 NRMSE NRMSE NNP cord-321913-zie2uv21 166 15 ) ) -RRB- cord-321913-zie2uv21 166 16 was be VBD cord-321913-zie2uv21 166 17 selected select VBN cord-321913-zie2uv21 166 18 as as IN cord-321913-zie2uv21 166 19 the the DT cord-321913-zie2uv21 166 20 best good JJS cord-321913-zie2uv21 166 21 solution solution NN cord-321913-zie2uv21 166 22 . . . cord-321913-zie2uv21 167 1 The the DT cord-321913-zie2uv21 167 2 solutions solution NNS cord-321913-zie2uv21 167 3 from from IN cord-321913-zie2uv21 167 4 the the DT cord-321913-zie2uv21 167 5 remaining remain VBG cord-321913-zie2uv21 167 6 trials trial NNS cord-321913-zie2uv21 167 7 were be VBD cord-321913-zie2uv21 167 8 a a DT cord-321913-zie2uv21 167 9 - - HYPH cord-321913-zie2uv21 167 10 posteriori posteriori NN cord-321913-zie2uv21 167 11 evaluated evaluate VBN cord-321913-zie2uv21 167 12 with with IN cord-321913-zie2uv21 167 13 their -PRON- PRP$ cord-321913-zie2uv21 167 14 probability probability NN cord-321913-zie2uv21 167 15 density density NN cord-321913-zie2uv21 167 16 distribution distribution NN cord-321913-zie2uv21 167 17 . . . cord-321913-zie2uv21 168 1 The the DT cord-321913-zie2uv21 168 2 solutions solution NNS cord-321913-zie2uv21 168 3 within within IN cord-321913-zie2uv21 168 4 5 5 CD cord-321913-zie2uv21 168 5 % % NN cord-321913-zie2uv21 168 6 of of IN cord-321913-zie2uv21 168 7 the the DT cord-321913-zie2uv21 168 8 minimum minimum JJ cord-321913-zie2uv21 168 9 NRMSE NRMSE NNP cord-321913-zie2uv21 168 10 were be VBD cord-321913-zie2uv21 168 11 chosen choose VBN cord-321913-zie2uv21 168 12 as as IN cord-321913-zie2uv21 168 13 representative representative NN cord-321913-zie2uv21 168 14 of of IN cord-321913-zie2uv21 168 15 other other JJ cord-321913-zie2uv21 168 16 probable probable JJ cord-321913-zie2uv21 168 17 scenarios scenario NNS cord-321913-zie2uv21 168 18 . . . cord-321913-zie2uv21 169 1 Deploying deploy VBG cord-321913-zie2uv21 169 2 a a DT cord-321913-zie2uv21 169 3 stochastic stochastic JJ cord-321913-zie2uv21 169 4 approach approach NN cord-321913-zie2uv21 169 5 increased increase VBD cord-321913-zie2uv21 169 6 the the DT cord-321913-zie2uv21 169 7 computational computational JJ cord-321913-zie2uv21 169 8 cost cost NN cord-321913-zie2uv21 169 9 of of IN cord-321913-zie2uv21 169 10 the the DT cord-321913-zie2uv21 169 11 modeling modeling NN cord-321913-zie2uv21 169 12 . . . cord-321913-zie2uv21 170 1 Therefore therefore RB cord-321913-zie2uv21 170 2 , , , cord-321913-zie2uv21 170 3 the the DT cord-321913-zie2uv21 170 4 code code NN cord-321913-zie2uv21 170 5 was be VBD cord-321913-zie2uv21 170 6 parallelized parallelize VBN cord-321913-zie2uv21 170 7 to to TO cord-321913-zie2uv21 170 8 be be VB cord-321913-zie2uv21 170 9 run run VBN cord-321913-zie2uv21 170 10 on on IN cord-321913-zie2uv21 170 11 multiple multiple JJ cord-321913-zie2uv21 170 12 cores core NNS cord-321913-zie2uv21 170 13 . . . cord-321913-zie2uv21 171 1 The the DT cord-321913-zie2uv21 171 2 simulations simulation NNS cord-321913-zie2uv21 171 3 ran run VBD cord-321913-zie2uv21 171 4 on on IN cord-321913-zie2uv21 171 5 the the DT cord-321913-zie2uv21 171 6 academic academic JJ cord-321913-zie2uv21 171 7 High High NNP cord-321913-zie2uv21 171 8 Performance Performance NNP cord-321913-zie2uv21 171 9 Computing Computing NNP cord-321913-zie2uv21 171 10 ( ( -LRB- cord-321913-zie2uv21 171 11 HPC HPC NNP cord-321913-zie2uv21 171 12 ) ) -RRB- cord-321913-zie2uv21 171 13 cluster cluster NN cord-321913-zie2uv21 171 14 of of IN cord-321913-zie2uv21 171 15 Politecnico Politecnico NNP cord-321913-zie2uv21 171 16 di di NNP cord-321913-zie2uv21 171 17 Torino Torino NNP cord-321913-zie2uv21 171 18 . . . cord-321913-zie2uv21 172 1 The the DT cord-321913-zie2uv21 172 2 sustained sustained JJ cord-321913-zie2uv21 172 3 performance performance NN cord-321913-zie2uv21 172 4 of of IN cord-321913-zie2uv21 172 5 the the DT cord-321913-zie2uv21 172 6 cluster cluster NN cord-321913-zie2uv21 172 7 is be VBZ cord-321913-zie2uv21 172 8 globally globally RB cord-321913-zie2uv21 172 9 20.13 20.13 CD cord-321913-zie2uv21 172 10 TFLOPS TFLOPS NNP cord-321913-zie2uv21 172 11 and and CC cord-321913-zie2uv21 172 12 the the DT cord-321913-zie2uv21 172 13 CPU CPU NNP cord-321913-zie2uv21 172 14 model model NN cord-321913-zie2uv21 172 15 of of IN cord-321913-zie2uv21 172 16 one one CD cord-321913-zie2uv21 172 17 node node NN cord-321913-zie2uv21 172 18 is be VBZ cord-321913-zie2uv21 172 19 2x 2x CD cord-321913-zie2uv21 172 20 Intel Intel NNP cord-321913-zie2uv21 172 21 Xeon Xeon NNP cord-321913-zie2uv21 172 22 E5 E5 NNP cord-321913-zie2uv21 172 23 - - HYPH cord-321913-zie2uv21 172 24 2680 2680 CD cord-321913-zie2uv21 172 25 v3 v3 NN cord-321913-zie2uv21 172 26 2.50 2.50 CD cord-321913-zie2uv21 172 27 GHz GHz NNS cord-321913-zie2uv21 172 28 12 12 CD cord-321913-zie2uv21 172 29 cores core NNS cord-321913-zie2uv21 172 30 . . . cord-321913-zie2uv21 173 1 We -PRON- PRP cord-321913-zie2uv21 173 2 adopted adopt VBD cord-321913-zie2uv21 173 3 24 24 CD cord-321913-zie2uv21 173 4 cores core NNS cord-321913-zie2uv21 173 5 of of IN cord-321913-zie2uv21 173 6 a a DT cord-321913-zie2uv21 173 7 single single JJ cord-321913-zie2uv21 173 8 node node NN cord-321913-zie2uv21 173 9 . . . cord-321913-zie2uv21 174 1 Here here RB cord-321913-zie2uv21 174 2 we -PRON- PRP cord-321913-zie2uv21 174 3 present present VBP cord-321913-zie2uv21 174 4 the the DT cord-321913-zie2uv21 174 5 time time NN cord-321913-zie2uv21 174 6 series series NN cord-321913-zie2uv21 174 7 obtained obtain VBN cord-321913-zie2uv21 174 8 by by IN cord-321913-zie2uv21 174 9 the the DT cord-321913-zie2uv21 174 10 standard standard JJ cord-321913-zie2uv21 174 11 deterministic deterministic JJ cord-321913-zie2uv21 174 12 approach approach NN cord-321913-zie2uv21 174 13 and and CC cord-321913-zie2uv21 174 14 the the DT cord-321913-zie2uv21 174 15 data data NN cord-321913-zie2uv21 174 16 series series NN cord-321913-zie2uv21 174 17 obtained obtain VBN cord-321913-zie2uv21 174 18 by by IN cord-321913-zie2uv21 174 19 the the DT cord-321913-zie2uv21 174 20 stochastic stochastic JJ cord-321913-zie2uv21 174 21 approach approach NN cord-321913-zie2uv21 174 22 , , , cord-321913-zie2uv21 174 23 based base VBN cord-321913-zie2uv21 174 24 on on IN cord-321913-zie2uv21 174 25 the the DT cord-321913-zie2uv21 174 26 Particle Particle NNP cord-321913-zie2uv21 174 27 Swarm Swarm NNP cord-321913-zie2uv21 174 28 Optimization Optimization NNP cord-321913-zie2uv21 174 29 ( ( -LRB- cord-321913-zie2uv21 174 30 PSO PSO NNP cord-321913-zie2uv21 174 31 ) ) -RRB- cord-321913-zie2uv21 174 32 algorithm algorithm NN cord-321913-zie2uv21 174 33 . . . cord-321913-zie2uv21 175 1 First first RB cord-321913-zie2uv21 175 2 , , , cord-321913-zie2uv21 175 3 we -PRON- PRP cord-321913-zie2uv21 175 4 analyze analyze VBP cord-321913-zie2uv21 175 5 the the DT cord-321913-zie2uv21 175 6 Italian italian JJ cord-321913-zie2uv21 175 7 framework framework NN cord-321913-zie2uv21 175 8 at at IN cord-321913-zie2uv21 175 9 a a DT cord-321913-zie2uv21 175 10 national national JJ cord-321913-zie2uv21 175 11 and and CC cord-321913-zie2uv21 175 12 regional regional JJ cord-321913-zie2uv21 175 13 scale scale NN cord-321913-zie2uv21 175 14 . . . cord-321913-zie2uv21 176 1 Then then RB cord-321913-zie2uv21 176 2 , , , cord-321913-zie2uv21 176 3 we -PRON- PRP cord-321913-zie2uv21 176 4 provide provide VBP cord-321913-zie2uv21 176 5 the the DT cord-321913-zie2uv21 176 6 results result NNS cord-321913-zie2uv21 176 7 of of IN cord-321913-zie2uv21 176 8 SEIR seir NN cord-321913-zie2uv21 176 9 modeling modeling NN cord-321913-zie2uv21 176 10 for for IN cord-321913-zie2uv21 176 11 two two CD cord-321913-zie2uv21 176 12 other other JJ cord-321913-zie2uv21 176 13 countries country NNS cord-321913-zie2uv21 176 14 : : : cord-321913-zie2uv21 176 15 Spain Spain NNP cord-321913-zie2uv21 176 16 and and CC cord-321913-zie2uv21 176 17 South South NNP cord-321913-zie2uv21 176 18 Korea Korea NNP cord-321913-zie2uv21 176 19 . . . cord-321913-zie2uv21 177 1 Spain Spain NNP cord-321913-zie2uv21 177 2 was be VBD cord-321913-zie2uv21 177 3 chosen choose VBN cord-321913-zie2uv21 177 4 because because IN cord-321913-zie2uv21 177 5 the the DT cord-321913-zie2uv21 177 6 epidemic epidemic NN cord-321913-zie2uv21 177 7 spread spread NN cord-321913-zie2uv21 177 8 is be VBZ cord-321913-zie2uv21 177 9 similar similar JJ cord-321913-zie2uv21 177 10 to to IN cord-321913-zie2uv21 177 11 the the DT cord-321913-zie2uv21 177 12 Italian italian JJ cord-321913-zie2uv21 177 13 one one NN cord-321913-zie2uv21 177 14 , , , cord-321913-zie2uv21 177 15 while while IN cord-321913-zie2uv21 177 16 South South NNP cord-321913-zie2uv21 177 17 Korea Korea NNP cord-321913-zie2uv21 177 18 represented represent VBD cord-321913-zie2uv21 177 19 a a DT cord-321913-zie2uv21 177 20 testing testing NN cord-321913-zie2uv21 177 21 data datum NNS cord-321913-zie2uv21 177 22 set set VBN cord-321913-zie2uv21 177 23 as as IN cord-321913-zie2uv21 177 24 the the DT cord-321913-zie2uv21 177 25 epidemic epidemic NN cord-321913-zie2uv21 177 26 peak peak NN cord-321913-zie2uv21 177 27 had have VBD cord-321913-zie2uv21 177 28 already already RB cord-321913-zie2uv21 177 29 been be VBN cord-321913-zie2uv21 177 30 overcome overcome VBN cord-321913-zie2uv21 177 31 . . . cord-321913-zie2uv21 178 1 The the DT cord-321913-zie2uv21 178 2 final final JJ cord-321913-zie2uv21 178 3 NMRSE NMRSE NNP cord-321913-zie2uv21 178 4 of of IN cord-321913-zie2uv21 178 5 the the DT cord-321913-zie2uv21 178 6 modeling modeling NN cord-321913-zie2uv21 178 7 and and CC cord-321913-zie2uv21 178 8 the the DT cord-321913-zie2uv21 178 9 values value NNS cord-321913-zie2uv21 178 10 of of IN cord-321913-zie2uv21 178 11 the the DT cord-321913-zie2uv21 178 12 SEIR SEIR NNP cord-321913-zie2uv21 178 13 coefficients coefficient NNS cord-321913-zie2uv21 178 14 are be VBP cord-321913-zie2uv21 178 15 supplied supply VBN cord-321913-zie2uv21 178 16 in in IN cord-321913-zie2uv21 178 17 Table Table NNP cord-321913-zie2uv21 178 18 3 3 CD cord-321913-zie2uv21 178 19 . . . cord-321913-zie2uv21 179 1 The the DT cord-321913-zie2uv21 179 2 prediction prediction NN cord-321913-zie2uv21 179 3 of of IN cord-321913-zie2uv21 179 4 the the DT cord-321913-zie2uv21 179 5 Italian italian JJ cord-321913-zie2uv21 179 6 situation situation NN cord-321913-zie2uv21 179 7 according accord VBG cord-321913-zie2uv21 179 8 to to IN cord-321913-zie2uv21 179 9 the the DT cord-321913-zie2uv21 179 10 deterministic deterministic JJ cord-321913-zie2uv21 179 11 solver solver NN cord-321913-zie2uv21 179 12 shows show VBZ cord-321913-zie2uv21 179 13 the the DT cord-321913-zie2uv21 179 14 trends trend NNS cord-321913-zie2uv21 179 15 given give VBN cord-321913-zie2uv21 179 16 in in IN cord-321913-zie2uv21 179 17 Figure figure NN cord-321913-zie2uv21 179 18 2 2 CD cord-321913-zie2uv21 179 19 . . . cord-321913-zie2uv21 180 1 The the DT cord-321913-zie2uv21 180 2 result result NN cord-321913-zie2uv21 180 3 of of IN cord-321913-zie2uv21 180 4 the the DT cord-321913-zie2uv21 180 5 PSO PSO NNP cord-321913-zie2uv21 180 6 approach approach NN cord-321913-zie2uv21 180 7 is be VBZ cord-321913-zie2uv21 180 8 shown show VBN cord-321913-zie2uv21 180 9 in in IN cord-321913-zie2uv21 180 10 Figure Figure NNP cord-321913-zie2uv21 180 11 3 3 CD cord-321913-zie2uv21 180 12 . . . cord-321913-zie2uv21 181 1 Observed observed JJ cord-321913-zie2uv21 181 2 data datum NNS cord-321913-zie2uv21 181 3 of of IN cord-321913-zie2uv21 181 4 quarantined quarantine VBN cord-321913-zie2uv21 181 5 , , , cord-321913-zie2uv21 181 6 recovered recover VBN cord-321913-zie2uv21 181 7 , , , cord-321913-zie2uv21 181 8 and and CC cord-321913-zie2uv21 181 9 death death NN cord-321913-zie2uv21 181 10 cases case NNS cord-321913-zie2uv21 181 11 are be VBP cord-321913-zie2uv21 181 12 marked mark VBN cord-321913-zie2uv21 181 13 in in IN cord-321913-zie2uv21 181 14 red red JJ cord-321913-zie2uv21 181 15 , , , cord-321913-zie2uv21 181 16 green green JJ cord-321913-zie2uv21 181 17 , , , cord-321913-zie2uv21 181 18 and and CC cord-321913-zie2uv21 181 19 black black JJ cord-321913-zie2uv21 181 20 circles circle NNS cord-321913-zie2uv21 181 21 , , , cord-321913-zie2uv21 181 22 respectively respectively RB cord-321913-zie2uv21 181 23 . . . cord-321913-zie2uv21 182 1 The the DT cord-321913-zie2uv21 182 2 individuals individual NNS cord-321913-zie2uv21 182 3 tested test VBD cord-321913-zie2uv21 182 4 positive positive JJ cord-321913-zie2uv21 182 5 and and CC cord-321913-zie2uv21 182 6 placed place VBN cord-321913-zie2uv21 182 7 in in IN cord-321913-zie2uv21 182 8 quarantine quarantine NN cord-321913-zie2uv21 182 9 ( ( -LRB- cord-321913-zie2uv21 182 10 at at IN cord-321913-zie2uv21 182 11 home home NN cord-321913-zie2uv21 182 12 , , , cord-321913-zie2uv21 182 13 or or CC cord-321913-zie2uv21 182 14 hospitalized hospitalize VBN cord-321913-zie2uv21 182 15 , , , cord-321913-zie2uv21 182 16 or or CC cord-321913-zie2uv21 182 17 in in IN cord-321913-zie2uv21 182 18 intensive intensive JJ cord-321913-zie2uv21 182 19 care care NN cord-321913-zie2uv21 182 20 ) ) -RRB- cord-321913-zie2uv21 182 21 are be VBP cord-321913-zie2uv21 182 22 plotted plot VBN cord-321913-zie2uv21 182 23 in in IN cord-321913-zie2uv21 182 24 red red JJ cord-321913-zie2uv21 182 25 color color NN cord-321913-zie2uv21 182 26 . . . cord-321913-zie2uv21 183 1 The the DT cord-321913-zie2uv21 183 2 sum sum NN cord-321913-zie2uv21 183 3 of of IN cord-321913-zie2uv21 183 4 quarantined quarantine VBN cord-321913-zie2uv21 183 5 , , , cord-321913-zie2uv21 183 6 recovered recover VBN cord-321913-zie2uv21 183 7 , , , cord-321913-zie2uv21 183 8 and and CC cord-321913-zie2uv21 183 9 deaths death NNS cord-321913-zie2uv21 183 10 , , , cord-321913-zie2uv21 183 11 at at IN cord-321913-zie2uv21 183 12 a a DT cord-321913-zie2uv21 183 13 certain certain JJ cord-321913-zie2uv21 183 14 date date NN cord-321913-zie2uv21 183 15 , , , cord-321913-zie2uv21 183 16 represents represent VBZ cord-321913-zie2uv21 183 17 the the DT cord-321913-zie2uv21 183 18 total total NN cord-321913-zie2uv21 183 19 confirmed confirm VBN cord-321913-zie2uv21 183 20 cases case NNS cord-321913-zie2uv21 183 21 at at IN cord-321913-zie2uv21 183 22 that that DT cord-321913-zie2uv21 183 23 moment moment NN cord-321913-zie2uv21 183 24 . . . cord-321913-zie2uv21 184 1 The the DT cord-321913-zie2uv21 184 2 Italian italian JJ cord-321913-zie2uv21 184 3 data data NN cord-321913-zie2uv21 184 4 set set NN cord-321913-zie2uv21 184 5 starts start NNS cord-321913-zie2uv21 184 6 from from IN cord-321913-zie2uv21 184 7 1st 1st JJ cord-321913-zie2uv21 184 8 March March NNP cord-321913-zie2uv21 184 9 , , , cord-321913-zie2uv21 184 10 because because IN cord-321913-zie2uv21 184 11 we -PRON- PRP cord-321913-zie2uv21 184 12 start start VBP cord-321913-zie2uv21 184 13 to to TO cord-321913-zie2uv21 184 14 model model VB cord-321913-zie2uv21 184 15 from from IN cord-321913-zie2uv21 184 16 the the DT cord-321913-zie2uv21 184 17 day day NN cord-321913-zie2uv21 184 18 when when WRB cord-321913-zie2uv21 184 19 the the DT cord-321913-zie2uv21 184 20 confirmed confirm VBN cord-321913-zie2uv21 184 21 cases case NNS cord-321913-zie2uv21 184 22 were be VBD cord-321913-zie2uv21 184 23 1 1 CD cord-321913-zie2uv21 184 24 % % NN cord-321913-zie2uv21 184 25 of of IN cord-321913-zie2uv21 184 26 the the DT cord-321913-zie2uv21 184 27 maximum maximum JJ cord-321913-zie2uv21 184 28 counted count VBN cord-321913-zie2uv21 184 29 cases case NNS cord-321913-zie2uv21 184 30 . . . cord-321913-zie2uv21 185 1 The the DT cord-321913-zie2uv21 185 2 predicted predict VBN cord-321913-zie2uv21 185 3 curves curve NNS cord-321913-zie2uv21 185 4 are be VBP cord-321913-zie2uv21 185 5 plotted plot VBN cord-321913-zie2uv21 185 6 with with IN cord-321913-zie2uv21 185 7 solid solid JJ cord-321913-zie2uv21 185 8 lines line NNS cord-321913-zie2uv21 185 9 in in IN cord-321913-zie2uv21 185 10 Figures figure NNS cord-321913-zie2uv21 185 11 2 2 CD cord-321913-zie2uv21 185 12 and and CC cord-321913-zie2uv21 185 13 3 3 CD cord-321913-zie2uv21 185 14 . . . cord-321913-zie2uv21 186 1 The the DT cord-321913-zie2uv21 186 2 set set NN cord-321913-zie2uv21 186 3 of of IN cord-321913-zie2uv21 186 4 most most RBS cord-321913-zie2uv21 186 5 probable probable JJ cord-321913-zie2uv21 186 6 PSO PSO NNP cord-321913-zie2uv21 186 7 solutions solution NNS cord-321913-zie2uv21 186 8 ( ( -LRB- cord-321913-zie2uv21 186 9 within within IN cord-321913-zie2uv21 186 10 5 5 CD cord-321913-zie2uv21 186 11 % % NN cord-321913-zie2uv21 186 12 of of IN cord-321913-zie2uv21 186 13 the the DT cord-321913-zie2uv21 186 14 minimum minimum NN cord-321913-zie2uv21 186 15 NMRSE NMRSE NNP cord-321913-zie2uv21 186 16 ) ) -RRB- cord-321913-zie2uv21 186 17 is be VBZ cord-321913-zie2uv21 186 18 plotted plot VBN cord-321913-zie2uv21 186 19 with with IN cord-321913-zie2uv21 186 20 dashed dash VBN cord-321913-zie2uv21 186 21 lines line NNS cord-321913-zie2uv21 186 22 in in IN cord-321913-zie2uv21 186 23 Figure figure NN cord-321913-zie2uv21 186 24 3 3 CD cord-321913-zie2uv21 186 25 . . . cord-321913-zie2uv21 187 1 The the DT cord-321913-zie2uv21 187 2 predicted predict VBN cord-321913-zie2uv21 187 3 peak peak NN cord-321913-zie2uv21 187 4 in in IN cord-321913-zie2uv21 187 5 the the DT cord-321913-zie2uv21 187 6 red red JJ cord-321913-zie2uv21 187 7 curve curve NN cord-321913-zie2uv21 187 8 represents represent VBZ cord-321913-zie2uv21 187 9 the the DT cord-321913-zie2uv21 187 10 status status NN cord-321913-zie2uv21 187 11 in in IN cord-321913-zie2uv21 187 12 which which WDT cord-321913-zie2uv21 187 13 the the DT cord-321913-zie2uv21 187 14 rate rate NN cord-321913-zie2uv21 187 15 of of IN cord-321913-zie2uv21 187 16 recoveries recovery NNS cord-321913-zie2uv21 187 17 becomes become VBZ cord-321913-zie2uv21 187 18 greater great JJR cord-321913-zie2uv21 187 19 than than IN cord-321913-zie2uv21 187 20 the the DT cord-321913-zie2uv21 187 21 rate rate NN cord-321913-zie2uv21 187 22 of of IN cord-321913-zie2uv21 187 23 infection infection NN cord-321913-zie2uv21 187 24 . . . cord-321913-zie2uv21 188 1 It -PRON- PRP cord-321913-zie2uv21 188 2 reflects reflect VBZ cord-321913-zie2uv21 188 3 the the DT cord-321913-zie2uv21 188 4 most most RBS cord-321913-zie2uv21 188 5 relevant relevant JJ cord-321913-zie2uv21 188 6 impact impact NN cord-321913-zie2uv21 188 7 on on IN cord-321913-zie2uv21 188 8 the the DT cord-321913-zie2uv21 188 9 health health NN cord-321913-zie2uv21 188 10 system system NN cord-321913-zie2uv21 188 11 , , , cord-321913-zie2uv21 188 12 because because IN cord-321913-zie2uv21 188 13 the the DT cord-321913-zie2uv21 188 14 numbers number NNS cord-321913-zie2uv21 188 15 of of IN cord-321913-zie2uv21 188 16 quarantined quarantine VBN cord-321913-zie2uv21 188 17 people people NNS cord-321913-zie2uv21 188 18 , , , cord-321913-zie2uv21 188 19 both both CC cord-321913-zie2uv21 188 20 at at IN cord-321913-zie2uv21 188 21 home home NN cord-321913-zie2uv21 188 22 and and CC cord-321913-zie2uv21 188 23 in in IN cord-321913-zie2uv21 188 24 the the DT cord-321913-zie2uv21 188 25 hospitals hospital NNS cord-321913-zie2uv21 188 26 , , , cord-321913-zie2uv21 188 27 are be VBP cord-321913-zie2uv21 188 28 at at IN cord-321913-zie2uv21 188 29 their -PRON- PRP$ cord-321913-zie2uv21 188 30 maximum maximum NN cord-321913-zie2uv21 188 31 . . . cord-321913-zie2uv21 189 1 For for IN cord-321913-zie2uv21 189 2 the the DT cord-321913-zie2uv21 189 3 Italian italian JJ cord-321913-zie2uv21 189 4 situation situation NN cord-321913-zie2uv21 189 5 , , , cord-321913-zie2uv21 189 6 the the DT cord-321913-zie2uv21 189 7 maximum maximum JJ cord-321913-zie2uv21 189 8 number number NN cord-321913-zie2uv21 189 9 of of IN cord-321913-zie2uv21 189 10 the the DT cord-321913-zie2uv21 189 11 predicted predict VBN cord-321913-zie2uv21 189 12 quarantined quarantine VBN cord-321913-zie2uv21 189 13 cases case NNS cord-321913-zie2uv21 189 14 is be VBZ cord-321913-zie2uv21 189 15 expected expect VBN cord-321913-zie2uv21 189 16 after after IN cord-321913-zie2uv21 189 17 27th 27th JJ cord-321913-zie2uv21 189 18 April April NNP cord-321913-zie2uv21 189 19 according accord VBG cord-321913-zie2uv21 189 20 to to IN cord-321913-zie2uv21 189 21 the the DT cord-321913-zie2uv21 189 22 deterministic deterministic JJ cord-321913-zie2uv21 189 23 approach approach NN cord-321913-zie2uv21 189 24 and and CC cord-321913-zie2uv21 189 25 some some DT cord-321913-zie2uv21 189 26 days day NNS cord-321913-zie2uv21 189 27 before before IN cord-321913-zie2uv21 189 28 the the DT cord-321913-zie2uv21 189 29 day day NN cord-321913-zie2uv21 189 30 according accord VBG cord-321913-zie2uv21 189 31 to to IN cord-321913-zie2uv21 189 32 the the DT cord-321913-zie2uv21 189 33 best good JJS cord-321913-zie2uv21 189 34 solution solution NN cord-321913-zie2uv21 189 35 of of IN cord-321913-zie2uv21 189 36 the the DT cord-321913-zie2uv21 189 37 PSO PSO NNP cord-321913-zie2uv21 189 38 approach approach NN cord-321913-zie2uv21 189 39 . . . cord-321913-zie2uv21 190 1 The the DT cord-321913-zie2uv21 190 2 curves curve NNS cord-321913-zie2uv21 190 3 of of IN cord-321913-zie2uv21 190 4 recovered recover VBN cord-321913-zie2uv21 190 5 and and CC cord-321913-zie2uv21 190 6 deceased deceased JJ cord-321913-zie2uv21 190 7 cases case NNS cord-321913-zie2uv21 190 8 in in IN cord-321913-zie2uv21 190 9 Figures figure NNS cord-321913-zie2uv21 190 10 2 2 CD cord-321913-zie2uv21 190 11 and and CC cord-321913-zie2uv21 190 12 3 3 CD cord-321913-zie2uv21 190 13 are be VBP cord-321913-zie2uv21 190 14 similar similar JJ cord-321913-zie2uv21 190 15 . . . cord-321913-zie2uv21 191 1 The the DT cord-321913-zie2uv21 191 2 final final JJ cord-321913-zie2uv21 191 3 NRMSE nrmse NN cord-321913-zie2uv21 191 4 was be VBD cord-321913-zie2uv21 191 5 0.035 0.035 CD cord-321913-zie2uv21 191 6 and and CC cord-321913-zie2uv21 191 7 0.043 0.043 CD cord-321913-zie2uv21 191 8 for for IN cord-321913-zie2uv21 191 9 PSO PSO NNP cord-321913-zie2uv21 191 10 and and CC cord-321913-zie2uv21 191 11 deterministic deterministic JJ cord-321913-zie2uv21 191 12 modeling modeling NN cord-321913-zie2uv21 191 13 , , , cord-321913-zie2uv21 191 14 respectively respectively RB cord-321913-zie2uv21 191 15 ( ( -LRB- cord-321913-zie2uv21 191 16 Table table NN cord-321913-zie2uv21 191 17 3 3 CD cord-321913-zie2uv21 191 18 ) ) -RRB- cord-321913-zie2uv21 191 19 . . . cord-321913-zie2uv21 192 1 confirmed confirm VBN cord-321913-zie2uv21 192 2 cases case NNS cord-321913-zie2uv21 192 3 were be VBD cord-321913-zie2uv21 192 4 1 1 CD cord-321913-zie2uv21 192 5 % % NN cord-321913-zie2uv21 192 6 of of IN cord-321913-zie2uv21 192 7 the the DT cord-321913-zie2uv21 192 8 maximum maximum JJ cord-321913-zie2uv21 192 9 counted count VBN cord-321913-zie2uv21 192 10 cases case NNS cord-321913-zie2uv21 192 11 . . . cord-321913-zie2uv21 193 1 The the DT cord-321913-zie2uv21 193 2 predicted predict VBN cord-321913-zie2uv21 193 3 curves curve NNS cord-321913-zie2uv21 193 4 are be VBP cord-321913-zie2uv21 193 5 plotted plot VBN cord-321913-zie2uv21 193 6 with with IN cord-321913-zie2uv21 193 7 solid solid JJ cord-321913-zie2uv21 193 8 lines line NNS cord-321913-zie2uv21 193 9 in in IN cord-321913-zie2uv21 193 10 Figures figure NNS cord-321913-zie2uv21 193 11 2 2 CD cord-321913-zie2uv21 193 12 and and CC cord-321913-zie2uv21 193 13 3 3 CD cord-321913-zie2uv21 193 14 . . . cord-321913-zie2uv21 194 1 The the DT cord-321913-zie2uv21 194 2 set set NN cord-321913-zie2uv21 194 3 of of IN cord-321913-zie2uv21 194 4 most most RBS cord-321913-zie2uv21 194 5 probable probable JJ cord-321913-zie2uv21 194 6 PSO PSO NNP cord-321913-zie2uv21 194 7 solutions solution NNS cord-321913-zie2uv21 194 8 ( ( -LRB- cord-321913-zie2uv21 194 9 within within IN cord-321913-zie2uv21 194 10 5 5 CD cord-321913-zie2uv21 194 11 % % NN cord-321913-zie2uv21 194 12 of of IN cord-321913-zie2uv21 194 13 the the DT cord-321913-zie2uv21 194 14 minimum minimum NN cord-321913-zie2uv21 194 15 NMRSE NMRSE NNP cord-321913-zie2uv21 194 16 ) ) -RRB- cord-321913-zie2uv21 194 17 is be VBZ cord-321913-zie2uv21 194 18 plotted plot VBN cord-321913-zie2uv21 194 19 with with IN cord-321913-zie2uv21 194 20 dashed dash VBN cord-321913-zie2uv21 194 21 lines line NNS cord-321913-zie2uv21 194 22 in in IN cord-321913-zie2uv21 194 23 Figure figure NN cord-321913-zie2uv21 194 24 3 3 CD cord-321913-zie2uv21 194 25 . . . cord-321913-zie2uv21 195 1 The the DT cord-321913-zie2uv21 195 2 predicted predict VBN cord-321913-zie2uv21 195 3 peak peak NN cord-321913-zie2uv21 195 4 in in IN cord-321913-zie2uv21 195 5 the the DT cord-321913-zie2uv21 195 6 red red JJ cord-321913-zie2uv21 195 7 curve curve NN cord-321913-zie2uv21 195 8 represents represent VBZ cord-321913-zie2uv21 195 9 the the DT cord-321913-zie2uv21 195 10 status status NN cord-321913-zie2uv21 195 11 in in IN cord-321913-zie2uv21 195 12 which which WDT cord-321913-zie2uv21 195 13 the the DT cord-321913-zie2uv21 195 14 rate rate NN cord-321913-zie2uv21 195 15 of of IN cord-321913-zie2uv21 195 16 recoveries recovery NNS cord-321913-zie2uv21 195 17 becomes become VBZ cord-321913-zie2uv21 195 18 greater great JJR cord-321913-zie2uv21 195 19 than than IN cord-321913-zie2uv21 195 20 the the DT cord-321913-zie2uv21 195 21 rate rate NN cord-321913-zie2uv21 195 22 of of IN cord-321913-zie2uv21 195 23 infection infection NN cord-321913-zie2uv21 195 24 . . . cord-321913-zie2uv21 196 1 It -PRON- PRP cord-321913-zie2uv21 196 2 reflects reflect VBZ cord-321913-zie2uv21 196 3 the the DT cord-321913-zie2uv21 196 4 most most RBS cord-321913-zie2uv21 196 5 relevant relevant JJ cord-321913-zie2uv21 196 6 impact impact NN cord-321913-zie2uv21 196 7 on on IN cord-321913-zie2uv21 196 8 the the DT cord-321913-zie2uv21 196 9 health health NN cord-321913-zie2uv21 196 10 system system NN cord-321913-zie2uv21 196 11 , , , cord-321913-zie2uv21 196 12 because because IN cord-321913-zie2uv21 196 13 the the DT cord-321913-zie2uv21 196 14 numbers number NNS cord-321913-zie2uv21 196 15 of of IN cord-321913-zie2uv21 196 16 quarantined quarantine VBN cord-321913-zie2uv21 196 17 people people NNS cord-321913-zie2uv21 196 18 , , , cord-321913-zie2uv21 196 19 both both CC cord-321913-zie2uv21 196 20 at at IN cord-321913-zie2uv21 196 21 home home NN cord-321913-zie2uv21 196 22 and and CC cord-321913-zie2uv21 196 23 in in IN cord-321913-zie2uv21 196 24 the the DT cord-321913-zie2uv21 196 25 hospitals hospital NNS cord-321913-zie2uv21 196 26 , , , cord-321913-zie2uv21 196 27 are be VBP cord-321913-zie2uv21 196 28 at at IN cord-321913-zie2uv21 196 29 their -PRON- PRP$ cord-321913-zie2uv21 196 30 maximum maximum NN cord-321913-zie2uv21 196 31 . . . cord-321913-zie2uv21 197 1 For for IN cord-321913-zie2uv21 197 2 the the DT cord-321913-zie2uv21 197 3 Italian italian JJ cord-321913-zie2uv21 197 4 situation situation NN cord-321913-zie2uv21 197 5 , , , cord-321913-zie2uv21 197 6 the the DT cord-321913-zie2uv21 197 7 maximum maximum JJ cord-321913-zie2uv21 197 8 number number NN cord-321913-zie2uv21 197 9 of of IN cord-321913-zie2uv21 197 10 the the DT cord-321913-zie2uv21 197 11 predicted predict VBN cord-321913-zie2uv21 197 12 quarantined quarantine VBN cord-321913-zie2uv21 197 13 cases case NNS cord-321913-zie2uv21 197 14 is be VBZ cord-321913-zie2uv21 197 15 expected expect VBN cord-321913-zie2uv21 197 16 after after IN cord-321913-zie2uv21 197 17 27th 27th JJ cord-321913-zie2uv21 197 18 April April NNP cord-321913-zie2uv21 197 19 according accord VBG cord-321913-zie2uv21 197 20 to to IN cord-321913-zie2uv21 197 21 the the DT cord-321913-zie2uv21 197 22 deterministic deterministic JJ cord-321913-zie2uv21 197 23 approach approach NN cord-321913-zie2uv21 197 24 and and CC cord-321913-zie2uv21 197 25 some some DT cord-321913-zie2uv21 197 26 days day NNS cord-321913-zie2uv21 197 27 before before IN cord-321913-zie2uv21 197 28 the the DT cord-321913-zie2uv21 197 29 day day NN cord-321913-zie2uv21 197 30 according accord VBG cord-321913-zie2uv21 197 31 to to IN cord-321913-zie2uv21 197 32 the the DT cord-321913-zie2uv21 197 33 best good JJS cord-321913-zie2uv21 197 34 solution solution NN cord-321913-zie2uv21 197 35 of of IN cord-321913-zie2uv21 197 36 the the DT cord-321913-zie2uv21 197 37 PSO PSO NNP cord-321913-zie2uv21 197 38 approach approach NN cord-321913-zie2uv21 197 39 . . . cord-321913-zie2uv21 198 1 The the DT cord-321913-zie2uv21 198 2 curves curve NNS cord-321913-zie2uv21 198 3 of of IN cord-321913-zie2uv21 198 4 recovered recover VBN cord-321913-zie2uv21 198 5 and and CC cord-321913-zie2uv21 198 6 deceased deceased JJ cord-321913-zie2uv21 198 7 cases case NNS cord-321913-zie2uv21 198 8 in in IN cord-321913-zie2uv21 198 9 Figures figure NNS cord-321913-zie2uv21 198 10 2 2 CD cord-321913-zie2uv21 198 11 and and CC cord-321913-zie2uv21 198 12 3 3 CD cord-321913-zie2uv21 198 13 are be VBP cord-321913-zie2uv21 198 14 similar similar JJ cord-321913-zie2uv21 198 15 . . . cord-321913-zie2uv21 199 1 The the DT cord-321913-zie2uv21 199 2 final final JJ cord-321913-zie2uv21 199 3 NRMSE nrmse NN cord-321913-zie2uv21 199 4 was be VBD cord-321913-zie2uv21 199 5 0.035 0.035 CD cord-321913-zie2uv21 199 6 and and CC cord-321913-zie2uv21 199 7 0.043 0.043 CD cord-321913-zie2uv21 199 8 for for IN cord-321913-zie2uv21 199 9 PSO PSO NNP cord-321913-zie2uv21 199 10 and and CC cord-321913-zie2uv21 199 11 deterministic deterministic JJ cord-321913-zie2uv21 199 12 modeling modeling NN cord-321913-zie2uv21 199 13 , , , cord-321913-zie2uv21 199 14 respectively respectively RB cord-321913-zie2uv21 199 15 ( ( -LRB- cord-321913-zie2uv21 199 16 Table table NN cord-321913-zie2uv21 199 17 3 3 CD cord-321913-zie2uv21 199 18 ) ) -RRB- cord-321913-zie2uv21 199 19 . . . cord-321913-zie2uv21 200 1 The the DT cord-321913-zie2uv21 200 2 Italian italian JJ cord-321913-zie2uv21 200 3 data data NN cord-321913-zie2uv21 200 4 set set NN cord-321913-zie2uv21 200 5 starts start NNS cord-321913-zie2uv21 200 6 from from IN cord-321913-zie2uv21 200 7 1st 1st JJ cord-321913-zie2uv21 200 8 March March NNP cord-321913-zie2uv21 200 9 , , , cord-321913-zie2uv21 200 10 because because IN cord-321913-zie2uv21 200 11 we -PRON- PRP cord-321913-zie2uv21 200 12 start start VBP cord-321913-zie2uv21 200 13 to to TO cord-321913-zie2uv21 200 14 model model VB cord-321913-zie2uv21 200 15 from from IN cord-321913-zie2uv21 200 16 the the DT cord-321913-zie2uv21 200 17 day day NN cord-321913-zie2uv21 200 18 when when WRB cord-321913-zie2uv21 200 19 the the DT cord-321913-zie2uv21 200 20 confirmed confirm VBN cord-321913-zie2uv21 200 21 cases case NNS cord-321913-zie2uv21 200 22 were be VBD cord-321913-zie2uv21 200 23 1 1 CD cord-321913-zie2uv21 200 24 % % NN cord-321913-zie2uv21 200 25 of of IN cord-321913-zie2uv21 200 26 the the DT cord-321913-zie2uv21 200 27 maximum maximum JJ cord-321913-zie2uv21 200 28 counted count VBN cord-321913-zie2uv21 200 29 cases case NNS cord-321913-zie2uv21 200 30 . . . cord-321913-zie2uv21 201 1 The the DT cord-321913-zie2uv21 201 2 predicted predict VBN cord-321913-zie2uv21 201 3 curves curve NNS cord-321913-zie2uv21 201 4 are be VBP cord-321913-zie2uv21 201 5 plotted plot VBN cord-321913-zie2uv21 201 6 with with IN cord-321913-zie2uv21 201 7 solid solid JJ cord-321913-zie2uv21 201 8 lines line NNS cord-321913-zie2uv21 201 9 in in IN cord-321913-zie2uv21 201 10 Figures figure NNS cord-321913-zie2uv21 201 11 2 2 CD cord-321913-zie2uv21 201 12 and and CC cord-321913-zie2uv21 201 13 3 3 CD cord-321913-zie2uv21 201 14 . . . cord-321913-zie2uv21 202 1 The the DT cord-321913-zie2uv21 202 2 set set NN cord-321913-zie2uv21 202 3 of of IN cord-321913-zie2uv21 202 4 most most RBS cord-321913-zie2uv21 202 5 probable probable JJ cord-321913-zie2uv21 202 6 PSO PSO NNP cord-321913-zie2uv21 202 7 solutions solution NNS cord-321913-zie2uv21 202 8 ( ( -LRB- cord-321913-zie2uv21 202 9 within within IN cord-321913-zie2uv21 202 10 5 5 CD cord-321913-zie2uv21 202 11 % % NN cord-321913-zie2uv21 202 12 of of IN cord-321913-zie2uv21 202 13 the the DT cord-321913-zie2uv21 202 14 minimum minimum NN cord-321913-zie2uv21 202 15 NMRSE NMRSE NNP cord-321913-zie2uv21 202 16 ) ) -RRB- cord-321913-zie2uv21 202 17 is be VBZ cord-321913-zie2uv21 202 18 plotted plot VBN cord-321913-zie2uv21 202 19 with with IN cord-321913-zie2uv21 202 20 dashed dash VBN cord-321913-zie2uv21 202 21 lines line NNS cord-321913-zie2uv21 202 22 in in IN cord-321913-zie2uv21 202 23 Figure figure NN cord-321913-zie2uv21 202 24 3 3 CD cord-321913-zie2uv21 202 25 . . . cord-321913-zie2uv21 203 1 The the DT cord-321913-zie2uv21 203 2 predicted predict VBN cord-321913-zie2uv21 203 3 peak peak NN cord-321913-zie2uv21 203 4 in in IN cord-321913-zie2uv21 203 5 the the DT cord-321913-zie2uv21 203 6 red red JJ cord-321913-zie2uv21 203 7 curve curve NN cord-321913-zie2uv21 203 8 represents represent VBZ cord-321913-zie2uv21 203 9 the the DT cord-321913-zie2uv21 203 10 status status NN cord-321913-zie2uv21 203 11 in in IN cord-321913-zie2uv21 203 12 which which WDT cord-321913-zie2uv21 203 13 the the DT cord-321913-zie2uv21 203 14 rate rate NN cord-321913-zie2uv21 203 15 of of IN cord-321913-zie2uv21 203 16 recoveries recovery NNS cord-321913-zie2uv21 203 17 becomes become VBZ cord-321913-zie2uv21 203 18 greater great JJR cord-321913-zie2uv21 203 19 than than IN cord-321913-zie2uv21 203 20 the the DT cord-321913-zie2uv21 203 21 rate rate NN cord-321913-zie2uv21 203 22 of of IN cord-321913-zie2uv21 203 23 infection infection NN cord-321913-zie2uv21 203 24 . . . cord-321913-zie2uv21 204 1 It -PRON- PRP cord-321913-zie2uv21 204 2 reflects reflect VBZ cord-321913-zie2uv21 204 3 the the DT cord-321913-zie2uv21 204 4 most most RBS cord-321913-zie2uv21 204 5 relevant relevant JJ cord-321913-zie2uv21 204 6 impact impact NN cord-321913-zie2uv21 204 7 on on IN cord-321913-zie2uv21 204 8 the the DT cord-321913-zie2uv21 204 9 health health NN cord-321913-zie2uv21 204 10 system system NN cord-321913-zie2uv21 204 11 , , , cord-321913-zie2uv21 204 12 because because IN cord-321913-zie2uv21 204 13 the the DT cord-321913-zie2uv21 204 14 numbers number NNS cord-321913-zie2uv21 204 15 of of IN cord-321913-zie2uv21 204 16 quarantined quarantine VBN cord-321913-zie2uv21 204 17 people people NNS cord-321913-zie2uv21 204 18 , , , cord-321913-zie2uv21 204 19 both both CC cord-321913-zie2uv21 204 20 at at IN cord-321913-zie2uv21 204 21 home home NN cord-321913-zie2uv21 204 22 and and CC cord-321913-zie2uv21 204 23 in in IN cord-321913-zie2uv21 204 24 the the DT cord-321913-zie2uv21 204 25 hospitals hospital NNS cord-321913-zie2uv21 204 26 , , , cord-321913-zie2uv21 204 27 are be VBP cord-321913-zie2uv21 204 28 at at IN cord-321913-zie2uv21 204 29 their -PRON- PRP$ cord-321913-zie2uv21 204 30 maximum maximum NN cord-321913-zie2uv21 204 31 . . . cord-321913-zie2uv21 205 1 For for IN cord-321913-zie2uv21 205 2 the the DT cord-321913-zie2uv21 205 3 Italian italian JJ cord-321913-zie2uv21 205 4 situation situation NN cord-321913-zie2uv21 205 5 , , , cord-321913-zie2uv21 205 6 the the DT cord-321913-zie2uv21 205 7 maximum maximum JJ cord-321913-zie2uv21 205 8 number number NN cord-321913-zie2uv21 205 9 of of IN cord-321913-zie2uv21 205 10 the the DT cord-321913-zie2uv21 205 11 predicted predict VBN cord-321913-zie2uv21 205 12 quarantined quarantine VBN cord-321913-zie2uv21 205 13 cases case NNS cord-321913-zie2uv21 205 14 is be VBZ cord-321913-zie2uv21 205 15 expected expect VBN cord-321913-zie2uv21 205 16 after after IN cord-321913-zie2uv21 205 17 27th 27th JJ cord-321913-zie2uv21 205 18 April April NNP cord-321913-zie2uv21 205 19 according accord VBG cord-321913-zie2uv21 205 20 to to IN cord-321913-zie2uv21 205 21 the the DT cord-321913-zie2uv21 205 22 deterministic deterministic JJ cord-321913-zie2uv21 205 23 approach approach NN cord-321913-zie2uv21 205 24 and and CC cord-321913-zie2uv21 205 25 some some DT cord-321913-zie2uv21 205 26 days day NNS cord-321913-zie2uv21 205 27 before before IN cord-321913-zie2uv21 205 28 the the DT cord-321913-zie2uv21 205 29 day day NN cord-321913-zie2uv21 205 30 according accord VBG cord-321913-zie2uv21 205 31 to to IN cord-321913-zie2uv21 205 32 the the DT cord-321913-zie2uv21 205 33 best good JJS cord-321913-zie2uv21 205 34 solution solution NN cord-321913-zie2uv21 205 35 of of IN cord-321913-zie2uv21 205 36 the the DT cord-321913-zie2uv21 205 37 PSO PSO NNP cord-321913-zie2uv21 205 38 approach approach NN cord-321913-zie2uv21 205 39 . . . cord-321913-zie2uv21 206 1 The the DT cord-321913-zie2uv21 206 2 curves curve NNS cord-321913-zie2uv21 206 3 of of IN cord-321913-zie2uv21 206 4 recovered recover VBN cord-321913-zie2uv21 206 5 and and CC cord-321913-zie2uv21 206 6 deceased deceased JJ cord-321913-zie2uv21 206 7 cases case NNS cord-321913-zie2uv21 206 8 in in IN cord-321913-zie2uv21 206 9 Figures figure NNS cord-321913-zie2uv21 206 10 2 2 CD cord-321913-zie2uv21 206 11 and and CC cord-321913-zie2uv21 206 12 3 3 CD cord-321913-zie2uv21 206 13 are be VBP cord-321913-zie2uv21 206 14 similar similar JJ cord-321913-zie2uv21 206 15 . . . cord-321913-zie2uv21 207 1 The the DT cord-321913-zie2uv21 207 2 final final JJ cord-321913-zie2uv21 207 3 NRMSE nrmse NN cord-321913-zie2uv21 207 4 was be VBD cord-321913-zie2uv21 207 5 0.035 0.035 CD cord-321913-zie2uv21 207 6 and and CC cord-321913-zie2uv21 207 7 0.043 0.043 CD cord-321913-zie2uv21 207 8 for for IN cord-321913-zie2uv21 207 9 PSO PSO NNP cord-321913-zie2uv21 207 10 and and CC cord-321913-zie2uv21 207 11 deterministic deterministic JJ cord-321913-zie2uv21 207 12 modeling modeling NN cord-321913-zie2uv21 207 13 , , , cord-321913-zie2uv21 207 14 respectively respectively RB cord-321913-zie2uv21 207 15 ( ( -LRB- cord-321913-zie2uv21 207 16 Table table NN cord-321913-zie2uv21 207 17 3 3 CD cord-321913-zie2uv21 207 18 ) ) -RRB- cord-321913-zie2uv21 207 19 . . . cord-321913-zie2uv21 208 1 The the DT cord-321913-zie2uv21 208 2 analysis analysis NN cord-321913-zie2uv21 208 3 of of IN cord-321913-zie2uv21 208 4 the the DT cord-321913-zie2uv21 208 5 situation situation NN cord-321913-zie2uv21 208 6 of of IN cord-321913-zie2uv21 208 7 Lombardy Lombardy NNP cord-321913-zie2uv21 208 8 , , , cord-321913-zie2uv21 208 9 Veneto Veneto NNP cord-321913-zie2uv21 208 10 , , , cord-321913-zie2uv21 208 11 and and CC cord-321913-zie2uv21 208 12 Piedmont Piedmont NNP cord-321913-zie2uv21 208 13 regions region NNS cord-321913-zie2uv21 208 14 is be VBZ cord-321913-zie2uv21 208 15 depicted depict VBN cord-321913-zie2uv21 208 16 in in IN cord-321913-zie2uv21 208 17 Figures figure NNS cord-321913-zie2uv21 208 18 4 4 CD cord-321913-zie2uv21 208 19 - - SYM cord-321913-zie2uv21 208 20 6 6 CD cord-321913-zie2uv21 208 21 , , , cord-321913-zie2uv21 208 22 respectively respectively RB cord-321913-zie2uv21 208 23 . . . cord-321913-zie2uv21 209 1 Lombardy Lombardy NNP cord-321913-zie2uv21 209 2 was be VBD cord-321913-zie2uv21 209 3 strongly strongly RB cord-321913-zie2uv21 209 4 impacted impact VBN cord-321913-zie2uv21 209 5 by by IN cord-321913-zie2uv21 209 6 SARS SARS NNP cord-321913-zie2uv21 209 7 - - HYPH cord-321913-zie2uv21 209 8 CoV-2 CoV-2 NNP cord-321913-zie2uv21 209 9 , , , cord-321913-zie2uv21 209 10 as as IN cord-321913-zie2uv21 209 11 at at IN cord-321913-zie2uv21 209 12 the the DT cord-321913-zie2uv21 209 13 end end NN cord-321913-zie2uv21 209 14 of of IN cord-321913-zie2uv21 209 15 March March NNP cord-321913-zie2uv21 209 16 , , , cord-321913-zie2uv21 209 17 nearly nearly RB cord-321913-zie2uv21 209 18 40,000 40,000 CD cord-321913-zie2uv21 209 19 novel novel NN cord-321913-zie2uv21 209 20 infected infect VBN cord-321913-zie2uv21 209 21 cases case NNS cord-321913-zie2uv21 209 22 and and CC cord-321913-zie2uv21 209 23 more more JJR cord-321913-zie2uv21 209 24 than than IN cord-321913-zie2uv21 209 25 5000 5000 CD cord-321913-zie2uv21 209 26 deaths death NNS cord-321913-zie2uv21 209 27 were be VBD cord-321913-zie2uv21 209 28 recorded record VBN cord-321913-zie2uv21 209 29 in in IN cord-321913-zie2uv21 209 30 a a DT cord-321913-zie2uv21 209 31 population population NN cord-321913-zie2uv21 209 32 of of IN cord-321913-zie2uv21 209 33 10 10 CD cord-321913-zie2uv21 209 34 million million CD cord-321913-zie2uv21 209 35 . . . cord-321913-zie2uv21 210 1 On on IN cord-321913-zie2uv21 210 2 the the DT cord-321913-zie2uv21 210 3 contrary contrary NN cord-321913-zie2uv21 210 4 , , , cord-321913-zie2uv21 210 5 the the DT cord-321913-zie2uv21 210 6 Veneto Veneto NNP cord-321913-zie2uv21 210 7 region region NN cord-321913-zie2uv21 210 8 evidenced evidence VBD cord-321913-zie2uv21 210 9 7000 7000 CD cord-321913-zie2uv21 210 10 cases case NNS cord-321913-zie2uv21 210 11 and and CC cord-321913-zie2uv21 210 12 about about RB cord-321913-zie2uv21 210 13 300 300 CD cord-321913-zie2uv21 210 14 deaths death NNS cord-321913-zie2uv21 210 15 in in IN cord-321913-zie2uv21 210 16 a a DT cord-321913-zie2uv21 210 17 population population NN cord-321913-zie2uv21 210 18 of of IN cord-321913-zie2uv21 210 19 5 5 CD cord-321913-zie2uv21 210 20 million million CD cord-321913-zie2uv21 210 21 people people NNS cord-321913-zie2uv21 210 22 . . . cord-321913-zie2uv21 211 1 The the DT cord-321913-zie2uv21 211 2 analysis analysis NN cord-321913-zie2uv21 211 3 of of IN cord-321913-zie2uv21 211 4 the the DT cord-321913-zie2uv21 211 5 situation situation NN cord-321913-zie2uv21 211 6 of of IN cord-321913-zie2uv21 211 7 Lombardy Lombardy NNP cord-321913-zie2uv21 211 8 , , , cord-321913-zie2uv21 211 9 Veneto Veneto NNP cord-321913-zie2uv21 211 10 , , , cord-321913-zie2uv21 211 11 and and CC cord-321913-zie2uv21 211 12 Piedmont Piedmont NNP cord-321913-zie2uv21 211 13 regions region NNS cord-321913-zie2uv21 211 14 is be VBZ cord-321913-zie2uv21 211 15 depicted depict VBN cord-321913-zie2uv21 211 16 in in IN cord-321913-zie2uv21 211 17 Figures figure NNS cord-321913-zie2uv21 211 18 _SP cord-321913-zie2uv21 211 19 4 4 CD cord-321913-zie2uv21 211 20 - - SYM cord-321913-zie2uv21 211 21 6 6 CD cord-321913-zie2uv21 211 22 , , , cord-321913-zie2uv21 211 23 respectively respectively RB cord-321913-zie2uv21 211 24 . . . cord-321913-zie2uv21 212 1 Lombardy Lombardy NNP cord-321913-zie2uv21 212 2 was be VBD cord-321913-zie2uv21 212 3 strongly strongly RB cord-321913-zie2uv21 212 4 impacted impact VBN cord-321913-zie2uv21 212 5 by by IN cord-321913-zie2uv21 212 6 SARS SARS NNP cord-321913-zie2uv21 212 7 - - HYPH cord-321913-zie2uv21 212 8 CoV-2 CoV-2 NNP cord-321913-zie2uv21 212 9 , , , cord-321913-zie2uv21 212 10 as as IN cord-321913-zie2uv21 212 11 at at IN cord-321913-zie2uv21 212 12 the the DT cord-321913-zie2uv21 212 13 end end NN cord-321913-zie2uv21 212 14 of of IN cord-321913-zie2uv21 212 15 March March NNP cord-321913-zie2uv21 212 16 , , , cord-321913-zie2uv21 212 17 nearly nearly RB cord-321913-zie2uv21 212 18 40000 40000 CD cord-321913-zie2uv21 212 19 novel novel NN cord-321913-zie2uv21 212 20 infected infect VBN cord-321913-zie2uv21 212 21 cases case NNS cord-321913-zie2uv21 212 22 and and CC cord-321913-zie2uv21 212 23 more more JJR cord-321913-zie2uv21 212 24 than than IN cord-321913-zie2uv21 212 25 5000 5000 CD cord-321913-zie2uv21 212 26 deaths death NNS cord-321913-zie2uv21 212 27 were be VBD cord-321913-zie2uv21 212 28 recorded record VBN cord-321913-zie2uv21 212 29 in in IN cord-321913-zie2uv21 212 30 a a DT cord-321913-zie2uv21 212 31 population population NN cord-321913-zie2uv21 212 32 of of IN cord-321913-zie2uv21 212 33 10 10 CD cord-321913-zie2uv21 212 34 million million CD cord-321913-zie2uv21 212 35 . . . cord-321913-zie2uv21 213 1 On on IN cord-321913-zie2uv21 213 2 the the DT cord-321913-zie2uv21 213 3 contrary contrary NN cord-321913-zie2uv21 213 4 , , , cord-321913-zie2uv21 213 5 the the DT cord-321913-zie2uv21 213 6 Veneto Veneto NNP cord-321913-zie2uv21 213 7 region region NN cord-321913-zie2uv21 213 8 evidenced evidence VBD cord-321913-zie2uv21 213 9 7000 7000 CD cord-321913-zie2uv21 213 10 cases case NNS cord-321913-zie2uv21 213 11 and and CC cord-321913-zie2uv21 213 12 about about RB cord-321913-zie2uv21 213 13 300 300 CD cord-321913-zie2uv21 213 14 deaths death NNS cord-321913-zie2uv21 213 15 in in IN cord-321913-zie2uv21 213 16 a a DT cord-321913-zie2uv21 213 17 population population NN cord-321913-zie2uv21 213 18 of of IN cord-321913-zie2uv21 213 19 5 5 CD cord-321913-zie2uv21 213 20 million million CD cord-321913-zie2uv21 213 21 people people NNS cord-321913-zie2uv21 213 22 . . . cord-321913-zie2uv21 214 1 The the DT cord-321913-zie2uv21 214 2 prediction prediction NN cord-321913-zie2uv21 214 3 of of IN cord-321913-zie2uv21 214 4 the the DT cord-321913-zie2uv21 214 5 situation situation NN cord-321913-zie2uv21 214 6 in in IN cord-321913-zie2uv21 214 7 Lombardy Lombardy NNP cord-321913-zie2uv21 214 8 , , , cord-321913-zie2uv21 214 9 according accord VBG cord-321913-zie2uv21 214 10 to to IN cord-321913-zie2uv21 214 11 the the DT cord-321913-zie2uv21 214 12 deterministic deterministic JJ cord-321913-zie2uv21 214 13 approach approach NN cord-321913-zie2uv21 214 14 ( ( -LRB- cord-321913-zie2uv21 214 15 Figure figure NN cord-321913-zie2uv21 214 16 _SP cord-321913-zie2uv21 214 17 4a 4a CD cord-321913-zie2uv21 214 18 ) ) -RRB- cord-321913-zie2uv21 214 19 , , , cord-321913-zie2uv21 214 20 appears appear VBZ cord-321913-zie2uv21 214 21 rather rather RB cord-321913-zie2uv21 214 22 optimistic optimistic JJ cord-321913-zie2uv21 214 23 , , , cord-321913-zie2uv21 214 24 as as IN cord-321913-zie2uv21 214 25 the the DT cord-321913-zie2uv21 214 26 trend trend NN cord-321913-zie2uv21 214 27 of of IN cord-321913-zie2uv21 214 28 the the DT cord-321913-zie2uv21 214 29 quarantined quarantine VBN cord-321913-zie2uv21 214 30 should should MD cord-321913-zie2uv21 214 31 start start VB cord-321913-zie2uv21 214 32 to to TO cord-321913-zie2uv21 214 33 decrease decrease VB cord-321913-zie2uv21 214 34 in in IN cord-321913-zie2uv21 214 35 a a DT cord-321913-zie2uv21 214 36 few few JJ cord-321913-zie2uv21 214 37 days day NNS cord-321913-zie2uv21 214 38 ( ( -LRB- cord-321913-zie2uv21 214 39 red red JJ cord-321913-zie2uv21 214 40 solid solid JJ cord-321913-zie2uv21 214 41 line line NN cord-321913-zie2uv21 214 42 ) ) -RRB- cord-321913-zie2uv21 214 43 . . . cord-321913-zie2uv21 215 1 This this DT cord-321913-zie2uv21 215 2 probably probably RB cord-321913-zie2uv21 215 3 does do VBZ cord-321913-zie2uv21 215 4 not not RB cord-321913-zie2uv21 215 5 reflect reflect VB cord-321913-zie2uv21 215 6 the the DT cord-321913-zie2uv21 215 7 evolution evolution NN cord-321913-zie2uv21 215 8 of of IN cord-321913-zie2uv21 215 9 the the DT cord-321913-zie2uv21 215 10 true true JJ cord-321913-zie2uv21 215 11 situation situation NN cord-321913-zie2uv21 215 12 in in IN cord-321913-zie2uv21 215 13 that that DT cord-321913-zie2uv21 215 14 region region NN cord-321913-zie2uv21 215 15 , , , cord-321913-zie2uv21 215 16 even even RB cord-321913-zie2uv21 215 17 if if IN cord-321913-zie2uv21 215 18 the the DT cord-321913-zie2uv21 215 19 rate rate NN cord-321913-zie2uv21 215 20 of of IN cord-321913-zie2uv21 215 21 the the DT cord-321913-zie2uv21 215 22 recovered recover VBN cord-321913-zie2uv21 215 23 generates generate VBZ cord-321913-zie2uv21 215 24 positive positive JJ cord-321913-zie2uv21 215 25 feelings feeling NNS cord-321913-zie2uv21 215 26 . . . cord-321913-zie2uv21 216 1 If if IN cord-321913-zie2uv21 216 2 we -PRON- PRP cord-321913-zie2uv21 216 3 look look VBP cord-321913-zie2uv21 216 4 at at IN cord-321913-zie2uv21 216 5 the the DT cord-321913-zie2uv21 216 6 most most RBS cord-321913-zie2uv21 216 7 probable probable JJ cord-321913-zie2uv21 216 8 scenarios scenario NNS cord-321913-zie2uv21 216 9 predicted predict VBD cord-321913-zie2uv21 216 10 according accord VBG cord-321913-zie2uv21 216 11 to to IN cord-321913-zie2uv21 216 12 the the DT cord-321913-zie2uv21 216 13 PSO PSO NNP cord-321913-zie2uv21 216 14 analysis analysis NN cord-321913-zie2uv21 216 15 ( ( -LRB- cord-321913-zie2uv21 216 16 dashed dash VBN cord-321913-zie2uv21 216 17 lines line NNS cord-321913-zie2uv21 216 18 in in IN cord-321913-zie2uv21 216 19 Figure figure NN cord-321913-zie2uv21 216 20 4b 4b CD cord-321913-zie2uv21 216 21 ) ) -RRB- cord-321913-zie2uv21 216 22 , , , cord-321913-zie2uv21 216 23 the the DT cord-321913-zie2uv21 216 24 wide wide JJ cord-321913-zie2uv21 216 25 spreading spreading NN cord-321913-zie2uv21 216 26 of of IN cord-321913-zie2uv21 216 27 the the DT cord-321913-zie2uv21 216 28 trend trend NN cord-321913-zie2uv21 216 29 of of IN cord-321913-zie2uv21 216 30 the the DT cord-321913-zie2uv21 216 31 quarantined quarantine VBN cord-321913-zie2uv21 216 32 indicates indicate VBZ cord-321913-zie2uv21 216 33 how how WRB cord-321913-zie2uv21 216 34 any any DT cord-321913-zie2uv21 216 35 eventual eventual JJ cord-321913-zie2uv21 216 36 less less RBR cord-321913-zie2uv21 216 37 - - HYPH cord-321913-zie2uv21 216 38 restrictive restrictive JJ cord-321913-zie2uv21 216 39 policy policy NN cord-321913-zie2uv21 216 40 must must MD cord-321913-zie2uv21 216 41 be be VB cord-321913-zie2uv21 216 42 evaluated evaluate VBN cord-321913-zie2uv21 216 43 with with IN cord-321913-zie2uv21 216 44 great great JJ cord-321913-zie2uv21 216 45 care care NN cord-321913-zie2uv21 216 46 in in IN cord-321913-zie2uv21 216 47 the the DT cord-321913-zie2uv21 216 48 next next JJ cord-321913-zie2uv21 216 49 days day NNS cord-321913-zie2uv21 216 50 . . . cord-321913-zie2uv21 217 1 The the DT cord-321913-zie2uv21 217 2 set set NN cord-321913-zie2uv21 217 3 of of IN cord-321913-zie2uv21 217 4 most most JJS cord-321913-zie2uv21 217 5 probable probable JJ cord-321913-zie2uv21 217 6 solutions solution NNS cord-321913-zie2uv21 217 7 from from IN cord-321913-zie2uv21 217 8 PSO PSO NNP cord-321913-zie2uv21 217 9 presents present VBZ cord-321913-zie2uv21 217 10 a a DT cord-321913-zie2uv21 217 11 wide wide JJ cord-321913-zie2uv21 217 12 range range NN cord-321913-zie2uv21 217 13 of of IN cord-321913-zie2uv21 217 14 solutions solution NNS cord-321913-zie2uv21 217 15 , , , cord-321913-zie2uv21 217 16 wider wide JJR cord-321913-zie2uv21 217 17 than than IN cord-321913-zie2uv21 217 18 that that DT cord-321913-zie2uv21 217 19 for for IN cord-321913-zie2uv21 217 20 Italy Italy NNP cord-321913-zie2uv21 217 21 ( ( -LRB- cord-321913-zie2uv21 217 22 Figure Figure NNP cord-321913-zie2uv21 217 23 3 3 CD cord-321913-zie2uv21 217 24 ) ) -RRB- cord-321913-zie2uv21 217 25 . . . cord-321913-zie2uv21 218 1 The the DT cord-321913-zie2uv21 218 2 final final JJ cord-321913-zie2uv21 218 3 NRMSE nrmse NN cord-321913-zie2uv21 218 4 was be VBD cord-321913-zie2uv21 218 5 0.062 0.062 CD cord-321913-zie2uv21 218 6 and and CC cord-321913-zie2uv21 218 7 0.061 0.061 CD cord-321913-zie2uv21 218 8 for for IN cord-321913-zie2uv21 218 9 PSO PSO NNP cord-321913-zie2uv21 218 10 and and CC cord-321913-zie2uv21 218 11 deterministic deterministic JJ cord-321913-zie2uv21 218 12 modeling modeling NN cord-321913-zie2uv21 218 13 , , , cord-321913-zie2uv21 218 14 respectively respectively RB cord-321913-zie2uv21 218 15 ( ( -LRB- cord-321913-zie2uv21 218 16 Table table NN cord-321913-zie2uv21 218 17 3 3 CD cord-321913-zie2uv21 218 18 ) ) -RRB- cord-321913-zie2uv21 218 19 . . . cord-321913-zie2uv21 219 1 The the DT cord-321913-zie2uv21 219 2 prediction prediction NN cord-321913-zie2uv21 219 3 of of IN cord-321913-zie2uv21 219 4 the the DT cord-321913-zie2uv21 219 5 situation situation NN cord-321913-zie2uv21 219 6 in in IN cord-321913-zie2uv21 219 7 Lombardy Lombardy NNP cord-321913-zie2uv21 219 8 , , , cord-321913-zie2uv21 219 9 according accord VBG cord-321913-zie2uv21 219 10 to to IN cord-321913-zie2uv21 219 11 the the DT cord-321913-zie2uv21 219 12 deterministic deterministic JJ cord-321913-zie2uv21 219 13 approach approach NN cord-321913-zie2uv21 219 14 ( ( -LRB- cord-321913-zie2uv21 219 15 Figure figure NN cord-321913-zie2uv21 219 16 4a 4a CD cord-321913-zie2uv21 219 17 ) ) -RRB- cord-321913-zie2uv21 219 18 , , , cord-321913-zie2uv21 219 19 appears appear VBZ cord-321913-zie2uv21 219 20 rather rather RB cord-321913-zie2uv21 219 21 optimistic optimistic JJ cord-321913-zie2uv21 219 22 , , , cord-321913-zie2uv21 219 23 as as IN cord-321913-zie2uv21 219 24 the the DT cord-321913-zie2uv21 219 25 trend trend NN cord-321913-zie2uv21 219 26 of of IN cord-321913-zie2uv21 219 27 the the DT cord-321913-zie2uv21 219 28 quarantined quarantine VBN cord-321913-zie2uv21 219 29 should should MD cord-321913-zie2uv21 219 30 start start VB cord-321913-zie2uv21 219 31 to to TO cord-321913-zie2uv21 219 32 decrease decrease VB cord-321913-zie2uv21 219 33 in in IN cord-321913-zie2uv21 219 34 a a DT cord-321913-zie2uv21 219 35 few few JJ cord-321913-zie2uv21 219 36 days day NNS cord-321913-zie2uv21 219 37 ( ( -LRB- cord-321913-zie2uv21 219 38 red red JJ cord-321913-zie2uv21 219 39 solid solid JJ cord-321913-zie2uv21 219 40 line line NN cord-321913-zie2uv21 219 41 ) ) -RRB- cord-321913-zie2uv21 219 42 . . . cord-321913-zie2uv21 220 1 This this DT cord-321913-zie2uv21 220 2 probably probably RB cord-321913-zie2uv21 220 3 does do VBZ cord-321913-zie2uv21 220 4 not not RB cord-321913-zie2uv21 220 5 reflect reflect VB cord-321913-zie2uv21 220 6 the the DT cord-321913-zie2uv21 220 7 evolution evolution NN cord-321913-zie2uv21 220 8 of of IN cord-321913-zie2uv21 220 9 the the DT cord-321913-zie2uv21 220 10 true true JJ cord-321913-zie2uv21 220 11 situation situation NN cord-321913-zie2uv21 220 12 in in IN cord-321913-zie2uv21 220 13 that that DT cord-321913-zie2uv21 220 14 region region NN cord-321913-zie2uv21 220 15 , , , cord-321913-zie2uv21 220 16 even even RB cord-321913-zie2uv21 220 17 if if IN cord-321913-zie2uv21 220 18 the the DT cord-321913-zie2uv21 220 19 rate rate NN cord-321913-zie2uv21 220 20 of of IN cord-321913-zie2uv21 220 21 the the DT cord-321913-zie2uv21 220 22 recovered recover VBN cord-321913-zie2uv21 220 23 generates generate VBZ cord-321913-zie2uv21 220 24 positive positive JJ cord-321913-zie2uv21 220 25 feelings feeling NNS cord-321913-zie2uv21 220 26 . . . cord-321913-zie2uv21 221 1 If if IN cord-321913-zie2uv21 221 2 we -PRON- PRP cord-321913-zie2uv21 221 3 look look VBP cord-321913-zie2uv21 221 4 at at IN cord-321913-zie2uv21 221 5 the the DT cord-321913-zie2uv21 221 6 most most RBS cord-321913-zie2uv21 221 7 probable probable JJ cord-321913-zie2uv21 221 8 scenarios scenario NNS cord-321913-zie2uv21 221 9 predicted predict VBD cord-321913-zie2uv21 221 10 according accord VBG cord-321913-zie2uv21 221 11 to to IN cord-321913-zie2uv21 221 12 the the DT cord-321913-zie2uv21 221 13 PSO PSO NNP cord-321913-zie2uv21 221 14 analysis analysis NN cord-321913-zie2uv21 221 15 ( ( -LRB- cord-321913-zie2uv21 221 16 dashed dash VBN cord-321913-zie2uv21 221 17 lines line NNS cord-321913-zie2uv21 221 18 in in IN cord-321913-zie2uv21 221 19 Figure figure NN cord-321913-zie2uv21 221 20 4b 4b CD cord-321913-zie2uv21 221 21 ) ) -RRB- cord-321913-zie2uv21 221 22 , , , cord-321913-zie2uv21 221 23 the the DT cord-321913-zie2uv21 221 24 wide wide JJ cord-321913-zie2uv21 221 25 spreading spreading NN cord-321913-zie2uv21 221 26 of of IN cord-321913-zie2uv21 221 27 the the DT cord-321913-zie2uv21 221 28 trend trend NN cord-321913-zie2uv21 221 29 of of IN cord-321913-zie2uv21 221 30 the the DT cord-321913-zie2uv21 221 31 quarantined quarantine VBN cord-321913-zie2uv21 221 32 indicates indicate VBZ cord-321913-zie2uv21 221 33 how how WRB cord-321913-zie2uv21 221 34 any any DT cord-321913-zie2uv21 221 35 eventual eventual JJ cord-321913-zie2uv21 221 36 less less RBR cord-321913-zie2uv21 221 37 - - HYPH cord-321913-zie2uv21 221 38 restrictive restrictive JJ cord-321913-zie2uv21 221 39 policy policy NN cord-321913-zie2uv21 221 40 must must MD cord-321913-zie2uv21 221 41 be be VB cord-321913-zie2uv21 221 42 evaluated evaluate VBN cord-321913-zie2uv21 221 43 with with IN cord-321913-zie2uv21 221 44 great great JJ cord-321913-zie2uv21 221 45 care care NN cord-321913-zie2uv21 221 46 in in IN cord-321913-zie2uv21 221 47 the the DT cord-321913-zie2uv21 221 48 next next JJ cord-321913-zie2uv21 221 49 days day NNS cord-321913-zie2uv21 221 50 . . . cord-321913-zie2uv21 222 1 The the DT cord-321913-zie2uv21 222 2 set set NN cord-321913-zie2uv21 222 3 of of IN cord-321913-zie2uv21 222 4 most most JJS cord-321913-zie2uv21 222 5 probable probable JJ cord-321913-zie2uv21 222 6 solutions solution NNS cord-321913-zie2uv21 222 7 from from IN cord-321913-zie2uv21 222 8 PSO PSO NNP cord-321913-zie2uv21 222 9 presents present VBZ cord-321913-zie2uv21 222 10 a a DT cord-321913-zie2uv21 222 11 wide wide JJ cord-321913-zie2uv21 222 12 range range NN cord-321913-zie2uv21 222 13 of of IN cord-321913-zie2uv21 222 14 solutions solution NNS cord-321913-zie2uv21 222 15 , , , cord-321913-zie2uv21 222 16 wider wide JJR cord-321913-zie2uv21 222 17 than than IN cord-321913-zie2uv21 222 18 that that DT cord-321913-zie2uv21 222 19 for for IN cord-321913-zie2uv21 222 20 Italy Italy NNP cord-321913-zie2uv21 222 21 ( ( -LRB- cord-321913-zie2uv21 222 22 Figure Figure NNP cord-321913-zie2uv21 222 23 3 3 CD cord-321913-zie2uv21 222 24 ) ) -RRB- cord-321913-zie2uv21 222 25 . . . cord-321913-zie2uv21 223 1 The the DT cord-321913-zie2uv21 223 2 final final JJ cord-321913-zie2uv21 223 3 NRMSE nrmse NN cord-321913-zie2uv21 223 4 was be VBD cord-321913-zie2uv21 223 5 0.062 0.062 CD cord-321913-zie2uv21 223 6 and and CC cord-321913-zie2uv21 223 7 0.061 0.061 CD cord-321913-zie2uv21 223 8 for for IN cord-321913-zie2uv21 223 9 PSO PSO NNP cord-321913-zie2uv21 223 10 and and CC cord-321913-zie2uv21 223 11 deterministic deterministic JJ cord-321913-zie2uv21 223 12 modeling modeling NN cord-321913-zie2uv21 223 13 , , , cord-321913-zie2uv21 223 14 respectively respectively RB cord-321913-zie2uv21 223 15 ( ( -LRB- cord-321913-zie2uv21 223 16 Table table NN cord-321913-zie2uv21 223 17 3 3 CD cord-321913-zie2uv21 223 18 ) ) -RRB- cord-321913-zie2uv21 223 19 . . . cord-321913-zie2uv21 224 1 approach approach NNP cord-321913-zie2uv21 224 2 . . . cord-321913-zie2uv21 225 1 In in IN cord-321913-zie2uv21 225 2 ( ( -LRB- cord-321913-zie2uv21 225 3 b b NN cord-321913-zie2uv21 225 4 ) ) -RRB- cord-321913-zie2uv21 225 5 the the DT cord-321913-zie2uv21 225 6 solid solid JJ cord-321913-zie2uv21 225 7 line line NN cord-321913-zie2uv21 225 8 refers refer VBZ cord-321913-zie2uv21 225 9 to to IN cord-321913-zie2uv21 225 10 the the DT cord-321913-zie2uv21 225 11 best good JJS cord-321913-zie2uv21 225 12 PSO pso NN cord-321913-zie2uv21 225 13 solution solution NN cord-321913-zie2uv21 225 14 , , , cord-321913-zie2uv21 225 15 the the DT cord-321913-zie2uv21 225 16 dashed dash VBN cord-321913-zie2uv21 225 17 lines line NNS cord-321913-zie2uv21 225 18 refer refer VBP cord-321913-zie2uv21 225 19 to to IN cord-321913-zie2uv21 225 20 the the DT cord-321913-zie2uv21 225 21 most most RBS cord-321913-zie2uv21 225 22 probable probable JJ cord-321913-zie2uv21 225 23 solutions solution NNS cord-321913-zie2uv21 225 24 ( ( -LRB- cord-321913-zie2uv21 225 25 i.e. i.e. FW cord-321913-zie2uv21 225 26 , , , cord-321913-zie2uv21 225 27 the the DT cord-321913-zie2uv21 225 28 solutions solution NNS cord-321913-zie2uv21 225 29 within within IN cord-321913-zie2uv21 225 30 5 5 CD cord-321913-zie2uv21 225 31 % % NN cord-321913-zie2uv21 225 32 of of IN cord-321913-zie2uv21 225 33 the the DT cord-321913-zie2uv21 225 34 minimum minimum JJ cord-321913-zie2uv21 225 35 NRMSE NRMSE NNP cord-321913-zie2uv21 225 36 ) ) -RRB- cord-321913-zie2uv21 225 37 . . . cord-321913-zie2uv21 226 1 Figure figure NN cord-321913-zie2uv21 226 2 5a 5a CD cord-321913-zie2uv21 226 3 , , , cord-321913-zie2uv21 226 4 b b NN cord-321913-zie2uv21 226 5 shows show VBZ cord-321913-zie2uv21 226 6 the the DT cord-321913-zie2uv21 226 7 SEIR SEIR NNP cord-321913-zie2uv21 226 8 model model NN cord-321913-zie2uv21 226 9 prediction prediction NN cord-321913-zie2uv21 226 10 for for IN cord-321913-zie2uv21 226 11 the the DT cord-321913-zie2uv21 226 12 Veneto Veneto NNP cord-321913-zie2uv21 226 13 region region NN cord-321913-zie2uv21 226 14 , , , cord-321913-zie2uv21 226 15 according accord VBG cord-321913-zie2uv21 226 16 to to IN cord-321913-zie2uv21 226 17 the the DT cord-321913-zie2uv21 226 18 deterministic deterministic JJ cord-321913-zie2uv21 226 19 and and CC cord-321913-zie2uv21 226 20 PSO PSO NNP cord-321913-zie2uv21 226 21 approaches approach NNS cord-321913-zie2uv21 226 22 , , , cord-321913-zie2uv21 226 23 respectively respectively RB cord-321913-zie2uv21 226 24 . . . cord-321913-zie2uv21 227 1 While while IN cord-321913-zie2uv21 227 2 the the DT cord-321913-zie2uv21 227 3 predicted predict VBN cord-321913-zie2uv21 227 4 recovered recover VBN cord-321913-zie2uv21 227 5 and and CC cord-321913-zie2uv21 227 6 death death NN cord-321913-zie2uv21 227 7 cases case NNS cord-321913-zie2uv21 227 8 are be VBP cord-321913-zie2uv21 227 9 in in IN cord-321913-zie2uv21 227 10 accordance accordance NN cord-321913-zie2uv21 227 11 , , , cord-321913-zie2uv21 227 12 the the DT cord-321913-zie2uv21 227 13 curves curve NNS cord-321913-zie2uv21 227 14 of of IN cord-321913-zie2uv21 227 15 quarantined quarantine VBN cord-321913-zie2uv21 227 16 cases case NNS cord-321913-zie2uv21 227 17 present present VBP cord-321913-zie2uv21 227 18 a a DT cord-321913-zie2uv21 227 19 slightly slightly RB cord-321913-zie2uv21 227 20 different different JJ cord-321913-zie2uv21 227 21 estimate estimate NN cord-321913-zie2uv21 227 22 of of IN cord-321913-zie2uv21 227 23 the the DT cord-321913-zie2uv21 227 24 predicted predict VBN cord-321913-zie2uv21 227 25 peak peak NN cord-321913-zie2uv21 227 26 , , , cord-321913-zie2uv21 227 27 which which WDT cord-321913-zie2uv21 227 28 is be VBZ cord-321913-zie2uv21 227 29 comprised comprise VBN cord-321913-zie2uv21 227 30 between between IN cord-321913-zie2uv21 227 31 11th 11th JJ cord-321913-zie2uv21 227 32 and and CC cord-321913-zie2uv21 227 33 25th 25th JJ cord-321913-zie2uv21 227 34 April April NNP cord-321913-zie2uv21 227 35 . . . cord-321913-zie2uv21 228 1 The the DT cord-321913-zie2uv21 228 2 final final JJ cord-321913-zie2uv21 228 3 NRMSE nrmse NN cord-321913-zie2uv21 228 4 was be VBD cord-321913-zie2uv21 228 5 0.035 0.035 CD cord-321913-zie2uv21 228 6 and and CC cord-321913-zie2uv21 228 7 0.04 0.04 CD cord-321913-zie2uv21 228 8 for for IN cord-321913-zie2uv21 228 9 PSO PSO NNP cord-321913-zie2uv21 228 10 and and CC cord-321913-zie2uv21 228 11 deterministic deterministic JJ cord-321913-zie2uv21 228 12 modeling modeling NN cord-321913-zie2uv21 228 13 , , , cord-321913-zie2uv21 228 14 respectively respectively RB cord-321913-zie2uv21 228 15 ( ( -LRB- cord-321913-zie2uv21 228 16 Table table NN cord-321913-zie2uv21 228 17 3 3 CD cord-321913-zie2uv21 228 18 ) ) -RRB- cord-321913-zie2uv21 228 19 . . . cord-321913-zie2uv21 229 1 The the DT cord-321913-zie2uv21 229 2 SEIR seir NN cord-321913-zie2uv21 229 3 modeling modeling NN cord-321913-zie2uv21 229 4 for for IN cord-321913-zie2uv21 229 5 the the DT cord-321913-zie2uv21 229 6 Piedmont Piedmont NNP cord-321913-zie2uv21 229 7 region region NN cord-321913-zie2uv21 229 8 is be VBZ cord-321913-zie2uv21 229 9 shown show VBN cord-321913-zie2uv21 229 10 in in IN cord-321913-zie2uv21 229 11 Figure figure NN cord-321913-zie2uv21 229 12 6a 6a CD cord-321913-zie2uv21 229 13 , , , cord-321913-zie2uv21 229 14 b b NN cord-321913-zie2uv21 229 15 , , , cord-321913-zie2uv21 229 16 where where WRB cord-321913-zie2uv21 229 17 the the DT cord-321913-zie2uv21 229 18 solution solution NN cord-321913-zie2uv21 229 19 using use VBG cord-321913-zie2uv21 229 20 the the DT cord-321913-zie2uv21 229 21 deterministic deterministic JJ cord-321913-zie2uv21 229 22 and and CC cord-321913-zie2uv21 229 23 PSO PSO NNP cord-321913-zie2uv21 229 24 prediction prediction NN cord-321913-zie2uv21 229 25 are be VBP cord-321913-zie2uv21 229 26 reported report VBN cord-321913-zie2uv21 229 27 , , , cord-321913-zie2uv21 229 28 respectively respectively RB cord-321913-zie2uv21 229 29 . . . cord-321913-zie2uv21 230 1 The the DT cord-321913-zie2uv21 230 2 scenarios scenario NNS cord-321913-zie2uv21 230 3 predicted predict VBD cord-321913-zie2uv21 230 4 from from IN cord-321913-zie2uv21 230 5 PSO PSO NNP cord-321913-zie2uv21 230 6 are be VBP cord-321913-zie2uv21 230 7 a a DT cord-321913-zie2uv21 230 8 little little JJ cord-321913-zie2uv21 230 9 worse bad JJR cord-321913-zie2uv21 230 10 than than IN cord-321913-zie2uv21 230 11 those those DT cord-321913-zie2uv21 230 12 of of IN cord-321913-zie2uv21 230 13 the the DT cord-321913-zie2uv21 230 14 deterministic deterministic JJ cord-321913-zie2uv21 230 15 solutions solution NNS cord-321913-zie2uv21 230 16 . . . cord-321913-zie2uv21 231 1 However however RB cord-321913-zie2uv21 231 2 , , , cord-321913-zie2uv21 231 3 the the DT cord-321913-zie2uv21 231 4 observed observed JJ cord-321913-zie2uv21 231 5 data datum NNS cord-321913-zie2uv21 231 6 of of IN cord-321913-zie2uv21 231 7 Piedmont Piedmont NNP cord-321913-zie2uv21 231 8 yield yield VBP cord-321913-zie2uv21 231 9 a a DT cord-321913-zie2uv21 231 10 wide wide JJ cord-321913-zie2uv21 231 11 range range NN cord-321913-zie2uv21 231 12 of of IN cord-321913-zie2uv21 231 13 probable probable JJ cord-321913-zie2uv21 231 14 solutions solution NNS cord-321913-zie2uv21 231 15 ( ( -LRB- cord-321913-zie2uv21 231 16 dashed dash VBN cord-321913-zie2uv21 231 17 lines line NNS cord-321913-zie2uv21 231 18 ) ) -RRB- cord-321913-zie2uv21 231 19 , , , cord-321913-zie2uv21 231 20 which which WDT cord-321913-zie2uv21 231 21 can can MD cord-321913-zie2uv21 231 22 be be VB cord-321913-zie2uv21 231 23 overlapped overlap VBN cord-321913-zie2uv21 231 24 to to IN cord-321913-zie2uv21 231 25 the the DT cord-321913-zie2uv21 231 26 deterministic deterministic JJ cord-321913-zie2uv21 231 27 solution solution NN cord-321913-zie2uv21 231 28 in in IN cord-321913-zie2uv21 231 29 some some DT cord-321913-zie2uv21 231 30 cases case NNS cord-321913-zie2uv21 231 31 . . . cord-321913-zie2uv21 232 1 The the DT cord-321913-zie2uv21 232 2 final final JJ cord-321913-zie2uv21 232 3 NRMSE nrmse NN cord-321913-zie2uv21 232 4 was be VBD cord-321913-zie2uv21 232 5 0.056 0.056 CD cord-321913-zie2uv21 232 6 and and CC cord-321913-zie2uv21 232 7 0.05 0.05 CD cord-321913-zie2uv21 232 8 for for IN cord-321913-zie2uv21 232 9 PSO PSO NNP cord-321913-zie2uv21 232 10 and and CC cord-321913-zie2uv21 232 11 deterministic deterministic JJ cord-321913-zie2uv21 232 12 modeling modeling NN cord-321913-zie2uv21 232 13 , , , cord-321913-zie2uv21 232 14 respectively respectively RB cord-321913-zie2uv21 232 15 ( ( -LRB- cord-321913-zie2uv21 232 16 Table table NN cord-321913-zie2uv21 232 17 3 3 CD cord-321913-zie2uv21 232 18 ) ) -RRB- cord-321913-zie2uv21 232 19 . . . cord-321913-zie2uv21 233 1 Figure figure NN cord-321913-zie2uv21 233 2 5a 5a CD cord-321913-zie2uv21 233 3 , , , cord-321913-zie2uv21 233 4 b b NN cord-321913-zie2uv21 233 5 shows show VBZ cord-321913-zie2uv21 233 6 the the DT cord-321913-zie2uv21 233 7 SEIR SEIR NNP cord-321913-zie2uv21 233 8 model model NN cord-321913-zie2uv21 233 9 prediction prediction NN cord-321913-zie2uv21 233 10 for for IN cord-321913-zie2uv21 233 11 the the DT cord-321913-zie2uv21 233 12 Veneto Veneto NNP cord-321913-zie2uv21 233 13 region region NN cord-321913-zie2uv21 233 14 , , , cord-321913-zie2uv21 233 15 according accord VBG cord-321913-zie2uv21 233 16 to to IN cord-321913-zie2uv21 233 17 the the DT cord-321913-zie2uv21 233 18 deterministic deterministic JJ cord-321913-zie2uv21 233 19 and and CC cord-321913-zie2uv21 233 20 PSO PSO NNP cord-321913-zie2uv21 233 21 approaches approach NNS cord-321913-zie2uv21 233 22 , , , cord-321913-zie2uv21 233 23 respectively respectively RB cord-321913-zie2uv21 233 24 . . . cord-321913-zie2uv21 234 1 While while IN cord-321913-zie2uv21 234 2 the the DT cord-321913-zie2uv21 234 3 predicted predict VBN cord-321913-zie2uv21 234 4 recovered recover VBN cord-321913-zie2uv21 234 5 and and CC cord-321913-zie2uv21 234 6 death death NN cord-321913-zie2uv21 234 7 cases case NNS cord-321913-zie2uv21 234 8 are be VBP cord-321913-zie2uv21 234 9 in in IN cord-321913-zie2uv21 234 10 accordance accordance NN cord-321913-zie2uv21 234 11 , , , cord-321913-zie2uv21 234 12 the the DT cord-321913-zie2uv21 234 13 curves curve NNS cord-321913-zie2uv21 234 14 of of IN cord-321913-zie2uv21 234 15 quarantined quarantine VBN cord-321913-zie2uv21 234 16 cases case NNS cord-321913-zie2uv21 234 17 present present VBP cord-321913-zie2uv21 234 18 a a DT cord-321913-zie2uv21 234 19 slightly slightly RB cord-321913-zie2uv21 234 20 different different JJ cord-321913-zie2uv21 234 21 estimate estimate NN cord-321913-zie2uv21 234 22 of of IN cord-321913-zie2uv21 234 23 the the DT cord-321913-zie2uv21 234 24 predicted predict VBN cord-321913-zie2uv21 234 25 peak peak NN cord-321913-zie2uv21 234 26 , , , cord-321913-zie2uv21 234 27 which which WDT cord-321913-zie2uv21 234 28 is be VBZ cord-321913-zie2uv21 234 29 comprised comprise VBN cord-321913-zie2uv21 234 30 between between IN cord-321913-zie2uv21 234 31 11th 11th JJ cord-321913-zie2uv21 234 32 and and CC cord-321913-zie2uv21 234 33 25th 25th JJ cord-321913-zie2uv21 234 34 April April NNP cord-321913-zie2uv21 234 35 . . . cord-321913-zie2uv21 235 1 The the DT cord-321913-zie2uv21 235 2 final final JJ cord-321913-zie2uv21 235 3 NRMSE nrmse NN cord-321913-zie2uv21 235 4 was be VBD cord-321913-zie2uv21 235 5 0.035 0.035 CD cord-321913-zie2uv21 235 6 and and CC cord-321913-zie2uv21 235 7 0.04 0.04 CD cord-321913-zie2uv21 235 8 for for IN cord-321913-zie2uv21 235 9 PSO PSO NNP cord-321913-zie2uv21 235 10 and and CC cord-321913-zie2uv21 235 11 deterministic deterministic JJ cord-321913-zie2uv21 235 12 modeling modeling NN cord-321913-zie2uv21 235 13 , , , cord-321913-zie2uv21 235 14 respectively respectively RB cord-321913-zie2uv21 235 15 ( ( -LRB- cord-321913-zie2uv21 235 16 Table table NN cord-321913-zie2uv21 235 17 3 3 CD cord-321913-zie2uv21 235 18 ) ) -RRB- cord-321913-zie2uv21 235 19 . . . cord-321913-zie2uv21 236 1 The the DT cord-321913-zie2uv21 236 2 SEIR seir NN cord-321913-zie2uv21 236 3 modeling modeling NN cord-321913-zie2uv21 236 4 for for IN cord-321913-zie2uv21 236 5 the the DT cord-321913-zie2uv21 236 6 Piedmont Piedmont NNP cord-321913-zie2uv21 236 7 region region NN cord-321913-zie2uv21 236 8 is be VBZ cord-321913-zie2uv21 236 9 shown show VBN cord-321913-zie2uv21 236 10 in in IN cord-321913-zie2uv21 236 11 Figure figure NN cord-321913-zie2uv21 236 12 6a 6a CD cord-321913-zie2uv21 236 13 , , , cord-321913-zie2uv21 236 14 b b NN cord-321913-zie2uv21 236 15 , , , cord-321913-zie2uv21 236 16 where where WRB cord-321913-zie2uv21 236 17 the the DT cord-321913-zie2uv21 236 18 solution solution NN cord-321913-zie2uv21 236 19 using use VBG cord-321913-zie2uv21 236 20 the the DT cord-321913-zie2uv21 236 21 deterministic deterministic JJ cord-321913-zie2uv21 236 22 and and CC cord-321913-zie2uv21 236 23 PSO PSO NNP cord-321913-zie2uv21 236 24 prediction prediction NN cord-321913-zie2uv21 236 25 are be VBP cord-321913-zie2uv21 236 26 reported report VBN cord-321913-zie2uv21 236 27 , , , cord-321913-zie2uv21 236 28 respectively respectively RB cord-321913-zie2uv21 236 29 . . . cord-321913-zie2uv21 237 1 The the DT cord-321913-zie2uv21 237 2 scenarios scenario NNS cord-321913-zie2uv21 237 3 predicted predict VBD cord-321913-zie2uv21 237 4 from from IN cord-321913-zie2uv21 237 5 PSO PSO NNP cord-321913-zie2uv21 237 6 are be VBP cord-321913-zie2uv21 237 7 a a DT cord-321913-zie2uv21 237 8 little little JJ cord-321913-zie2uv21 237 9 worse bad JJR cord-321913-zie2uv21 237 10 than than IN cord-321913-zie2uv21 237 11 those those DT cord-321913-zie2uv21 237 12 of of IN cord-321913-zie2uv21 237 13 the the DT cord-321913-zie2uv21 237 14 deterministic deterministic JJ cord-321913-zie2uv21 237 15 solutions solution NNS cord-321913-zie2uv21 237 16 . . . cord-321913-zie2uv21 238 1 However however RB cord-321913-zie2uv21 238 2 , , , cord-321913-zie2uv21 238 3 the the DT cord-321913-zie2uv21 238 4 observed observed JJ cord-321913-zie2uv21 238 5 data datum NNS cord-321913-zie2uv21 238 6 of of IN cord-321913-zie2uv21 238 7 Piedmont Piedmont NNP cord-321913-zie2uv21 238 8 yield yield VBP cord-321913-zie2uv21 238 9 a a DT cord-321913-zie2uv21 238 10 wide wide JJ cord-321913-zie2uv21 238 11 range range NN cord-321913-zie2uv21 238 12 of of IN cord-321913-zie2uv21 238 13 probable probable JJ cord-321913-zie2uv21 238 14 solutions solution NNS cord-321913-zie2uv21 238 15 ( ( -LRB- cord-321913-zie2uv21 238 16 dashed dash VBN cord-321913-zie2uv21 238 17 lines line NNS cord-321913-zie2uv21 238 18 ) ) -RRB- cord-321913-zie2uv21 238 19 , , , cord-321913-zie2uv21 238 20 which which WDT cord-321913-zie2uv21 238 21 can can MD cord-321913-zie2uv21 238 22 be be VB cord-321913-zie2uv21 238 23 overlapped overlap VBN cord-321913-zie2uv21 238 24 to to IN cord-321913-zie2uv21 238 25 the the DT cord-321913-zie2uv21 238 26 deterministic deterministic JJ cord-321913-zie2uv21 238 27 solution solution NN cord-321913-zie2uv21 238 28 in in IN cord-321913-zie2uv21 238 29 some some DT cord-321913-zie2uv21 238 30 cases case NNS cord-321913-zie2uv21 238 31 . . . cord-321913-zie2uv21 239 1 The the DT cord-321913-zie2uv21 239 2 final final JJ cord-321913-zie2uv21 239 3 NRMSE nrmse NN cord-321913-zie2uv21 239 4 was be VBD cord-321913-zie2uv21 239 5 0.056 0.056 CD cord-321913-zie2uv21 239 6 and and CC cord-321913-zie2uv21 239 7 0.05 0.05 CD cord-321913-zie2uv21 239 8 for for IN cord-321913-zie2uv21 239 9 PSO PSO NNP cord-321913-zie2uv21 239 10 and and CC cord-321913-zie2uv21 239 11 deterministic deterministic JJ cord-321913-zie2uv21 239 12 modeling modeling NN cord-321913-zie2uv21 239 13 , , , cord-321913-zie2uv21 239 14 respectively respectively RB cord-321913-zie2uv21 239 15 ( ( -LRB- cord-321913-zie2uv21 239 16 Table table NN cord-321913-zie2uv21 239 17 3 3 CD cord-321913-zie2uv21 239 18 ) ) -RRB- cord-321913-zie2uv21 239 19 . . . cord-321913-zie2uv21 240 1 The the DT cord-321913-zie2uv21 240 2 epidemic epidemic NN cord-321913-zie2uv21 240 3 situation situation NN cord-321913-zie2uv21 240 4 in in IN cord-321913-zie2uv21 240 5 Spain Spain NNP cord-321913-zie2uv21 240 6 is be VBZ cord-321913-zie2uv21 240 7 shown show VBN cord-321913-zie2uv21 240 8 in in IN cord-321913-zie2uv21 240 9 Figure Figure NNP cord-321913-zie2uv21 240 10 7 7 CD cord-321913-zie2uv21 240 11 . . . cord-321913-zie2uv21 241 1 The the DT cord-321913-zie2uv21 241 2 crisis crisis NN cord-321913-zie2uv21 241 3 exploded explode VBD cord-321913-zie2uv21 241 4 in in IN cord-321913-zie2uv21 241 5 a a DT cord-321913-zie2uv21 241 6 few few JJ cord-321913-zie2uv21 241 7 days day NNS cord-321913-zie2uv21 241 8 after after IN cord-321913-zie2uv21 241 9 the the DT cord-321913-zie2uv21 241 10 Italian italian JJ cord-321913-zie2uv21 241 11 collapse collapse NN cord-321913-zie2uv21 241 12 , , , cord-321913-zie2uv21 241 13 as as IN cord-321913-zie2uv21 241 14 the the DT cord-321913-zie2uv21 241 15 direct direct JJ cord-321913-zie2uv21 241 16 consequence consequence NN cord-321913-zie2uv21 241 17 of of IN cord-321913-zie2uv21 241 18 the the DT cord-321913-zie2uv21 241 19 delay delay NN cord-321913-zie2uv21 241 20 in in IN cord-321913-zie2uv21 241 21 undertaking undertaking JJ cord-321913-zie2uv21 241 22 restrictions restriction NNS cord-321913-zie2uv21 241 23 in in IN cord-321913-zie2uv21 241 24 business business NN cord-321913-zie2uv21 241 25 and and CC cord-321913-zie2uv21 241 26 social social JJ cord-321913-zie2uv21 241 27 activities activity NNS cord-321913-zie2uv21 241 28 to to TO cord-321913-zie2uv21 241 29 limit limit VB cord-321913-zie2uv21 241 30 the the DT cord-321913-zie2uv21 241 31 spreading spreading NN cord-321913-zie2uv21 241 32 of of IN cord-321913-zie2uv21 241 33 the the DT cord-321913-zie2uv21 241 34 infection infection NN cord-321913-zie2uv21 241 35 . . . cord-321913-zie2uv21 242 1 At at IN cord-321913-zie2uv21 242 2 this this DT cord-321913-zie2uv21 242 3 stage stage NN cord-321913-zie2uv21 242 4 of of IN cord-321913-zie2uv21 242 5 the the DT cord-321913-zie2uv21 242 6 evolution evolution NN cord-321913-zie2uv21 242 7 of of IN cord-321913-zie2uv21 242 8 the the DT cord-321913-zie2uv21 242 9 phenomenon phenomenon NN cord-321913-zie2uv21 242 10 in in IN cord-321913-zie2uv21 242 11 Spain Spain NNP cord-321913-zie2uv21 242 12 , , , cord-321913-zie2uv21 242 13 after after IN cord-321913-zie2uv21 242 14 one one CD cord-321913-zie2uv21 242 15 month month NN cord-321913-zie2uv21 242 16 , , , cord-321913-zie2uv21 242 17 the the DT cord-321913-zie2uv21 242 18 results result NNS cord-321913-zie2uv21 242 19 obtained obtain VBN cord-321913-zie2uv21 242 20 by by IN cord-321913-zie2uv21 242 21 the the DT cord-321913-zie2uv21 242 22 deterministic deterministic JJ cord-321913-zie2uv21 242 23 approach approach NN cord-321913-zie2uv21 242 24 forecast forecast VBD cord-321913-zie2uv21 242 25 a a DT cord-321913-zie2uv21 242 26 trend trend NN cord-321913-zie2uv21 242 27 of of IN cord-321913-zie2uv21 242 28 the the DT cord-321913-zie2uv21 242 29 recovered recover VBN cord-321913-zie2uv21 242 30 that that WDT cord-321913-zie2uv21 242 31 seems seem VBZ cord-321913-zie2uv21 242 32 very very RB cord-321913-zie2uv21 242 33 optimistic optimistic JJ cord-321913-zie2uv21 242 34 if if IN cord-321913-zie2uv21 242 35 compared compare VBN cord-321913-zie2uv21 242 36 with with IN cord-321913-zie2uv21 242 37 the the DT cord-321913-zie2uv21 242 38 Italian italian JJ cord-321913-zie2uv21 242 39 situation situation NN cord-321913-zie2uv21 242 40 . . . cord-321913-zie2uv21 243 1 We -PRON- PRP cord-321913-zie2uv21 243 2 can can MD cord-321913-zie2uv21 243 3 assume assume VB cord-321913-zie2uv21 243 4 that that IN cord-321913-zie2uv21 243 5 the the DT cord-321913-zie2uv21 243 6 Spanish spanish JJ cord-321913-zie2uv21 243 7 health health NN cord-321913-zie2uv21 243 8 system system NN cord-321913-zie2uv21 243 9 will will MD cord-321913-zie2uv21 243 10 react react VB cord-321913-zie2uv21 243 11 promptly promptly RB cord-321913-zie2uv21 243 12 to to IN cord-321913-zie2uv21 243 13 the the DT cord-321913-zie2uv21 243 14 last last JJ cord-321913-zie2uv21 243 15 round round NN cord-321913-zie2uv21 243 16 of of IN cord-321913-zie2uv21 243 17 the the DT cord-321913-zie2uv21 243 18 infectious infectious JJ cord-321913-zie2uv21 243 19 . . . cord-321913-zie2uv21 244 1 The the DT cord-321913-zie2uv21 244 2 result result NN cord-321913-zie2uv21 244 3 of of IN cord-321913-zie2uv21 244 4 PSO pso NN cord-321913-zie2uv21 244 5 modeling modeling NN cord-321913-zie2uv21 244 6 is be VBZ cord-321913-zie2uv21 244 7 shown show VBN cord-321913-zie2uv21 244 8 in in IN cord-321913-zie2uv21 244 9 Figure figure NN cord-321913-zie2uv21 244 10 7b 7b NN cord-321913-zie2uv21 244 11 . . . cord-321913-zie2uv21 245 1 The the DT cord-321913-zie2uv21 245 2 final final JJ cord-321913-zie2uv21 245 3 NRMSE nrmse NN cord-321913-zie2uv21 245 4 was be VBD cord-321913-zie2uv21 245 5 0.046 0.046 CD cord-321913-zie2uv21 245 6 and and CC cord-321913-zie2uv21 245 7 0.052 0.052 CD cord-321913-zie2uv21 245 8 for for IN cord-321913-zie2uv21 245 9 PSO PSO NNP cord-321913-zie2uv21 245 10 and and CC cord-321913-zie2uv21 245 11 deterministic deterministic JJ cord-321913-zie2uv21 245 12 modeling modeling NN cord-321913-zie2uv21 245 13 , , , cord-321913-zie2uv21 245 14 respectively respectively RB cord-321913-zie2uv21 245 15 ( ( -LRB- cord-321913-zie2uv21 245 16 Table table NN cord-321913-zie2uv21 245 17 3 3 CD cord-321913-zie2uv21 245 18 ) ) -RRB- cord-321913-zie2uv21 245 19 . . . cord-321913-zie2uv21 246 1 The the DT cord-321913-zie2uv21 246 2 epidemic epidemic NN cord-321913-zie2uv21 246 3 situation situation NN cord-321913-zie2uv21 246 4 in in IN cord-321913-zie2uv21 246 5 Spain Spain NNP cord-321913-zie2uv21 246 6 is be VBZ cord-321913-zie2uv21 246 7 shown show VBN cord-321913-zie2uv21 246 8 in in IN cord-321913-zie2uv21 246 9 Figure Figure NNP cord-321913-zie2uv21 246 10 7 7 CD cord-321913-zie2uv21 246 11 . . . cord-321913-zie2uv21 247 1 The the DT cord-321913-zie2uv21 247 2 crisis crisis NN cord-321913-zie2uv21 247 3 exploded explode VBD cord-321913-zie2uv21 247 4 in in IN cord-321913-zie2uv21 247 5 a a DT cord-321913-zie2uv21 247 6 few few JJ cord-321913-zie2uv21 247 7 days day NNS cord-321913-zie2uv21 247 8 after after IN cord-321913-zie2uv21 247 9 the the DT cord-321913-zie2uv21 247 10 Italian italian JJ cord-321913-zie2uv21 247 11 collapse collapse NN cord-321913-zie2uv21 247 12 , , , cord-321913-zie2uv21 247 13 as as IN cord-321913-zie2uv21 247 14 the the DT cord-321913-zie2uv21 247 15 direct direct JJ cord-321913-zie2uv21 247 16 consequence consequence NN cord-321913-zie2uv21 247 17 of of IN cord-321913-zie2uv21 247 18 the the DT cord-321913-zie2uv21 247 19 delay delay NN cord-321913-zie2uv21 247 20 in in IN cord-321913-zie2uv21 247 21 undertaking undertaking JJ cord-321913-zie2uv21 247 22 restrictions restriction NNS cord-321913-zie2uv21 247 23 in in IN cord-321913-zie2uv21 247 24 business business NN cord-321913-zie2uv21 247 25 and and CC cord-321913-zie2uv21 247 26 social social JJ cord-321913-zie2uv21 247 27 activities activity NNS cord-321913-zie2uv21 247 28 to to TO cord-321913-zie2uv21 247 29 limit limit VB cord-321913-zie2uv21 247 30 the the DT cord-321913-zie2uv21 247 31 spreading spreading NN cord-321913-zie2uv21 247 32 of of IN cord-321913-zie2uv21 247 33 the the DT cord-321913-zie2uv21 247 34 infection infection NN cord-321913-zie2uv21 247 35 . . . cord-321913-zie2uv21 248 1 At at IN cord-321913-zie2uv21 248 2 this this DT cord-321913-zie2uv21 248 3 stage stage NN cord-321913-zie2uv21 248 4 of of IN cord-321913-zie2uv21 248 5 the the DT cord-321913-zie2uv21 248 6 evolution evolution NN cord-321913-zie2uv21 248 7 of of IN cord-321913-zie2uv21 248 8 the the DT cord-321913-zie2uv21 248 9 phenomenon phenomenon NN cord-321913-zie2uv21 248 10 in in IN cord-321913-zie2uv21 248 11 Spain Spain NNP cord-321913-zie2uv21 248 12 , , , cord-321913-zie2uv21 248 13 after after IN cord-321913-zie2uv21 248 14 one one CD cord-321913-zie2uv21 248 15 month month NN cord-321913-zie2uv21 248 16 , , , cord-321913-zie2uv21 248 17 the the DT cord-321913-zie2uv21 248 18 results result NNS cord-321913-zie2uv21 248 19 obtained obtain VBN cord-321913-zie2uv21 248 20 by by IN cord-321913-zie2uv21 248 21 the the DT cord-321913-zie2uv21 248 22 deterministic deterministic JJ cord-321913-zie2uv21 248 23 approach approach NN cord-321913-zie2uv21 248 24 forecast forecast VBD cord-321913-zie2uv21 248 25 a a DT cord-321913-zie2uv21 248 26 trend trend NN cord-321913-zie2uv21 248 27 of of IN cord-321913-zie2uv21 248 28 the the DT cord-321913-zie2uv21 248 29 recovered recover VBN cord-321913-zie2uv21 248 30 that that WDT cord-321913-zie2uv21 248 31 seems seem VBZ cord-321913-zie2uv21 248 32 very very RB cord-321913-zie2uv21 248 33 optimistic optimistic JJ cord-321913-zie2uv21 248 34 if if IN cord-321913-zie2uv21 248 35 compared compare VBN cord-321913-zie2uv21 248 36 with with IN cord-321913-zie2uv21 248 37 the the DT cord-321913-zie2uv21 248 38 Italian italian JJ cord-321913-zie2uv21 248 39 situation situation NN cord-321913-zie2uv21 248 40 . . . cord-321913-zie2uv21 249 1 We -PRON- PRP cord-321913-zie2uv21 249 2 can can MD cord-321913-zie2uv21 249 3 assume assume VB cord-321913-zie2uv21 249 4 that that IN cord-321913-zie2uv21 249 5 the the DT cord-321913-zie2uv21 249 6 Spanish spanish JJ cord-321913-zie2uv21 249 7 health health NN cord-321913-zie2uv21 249 8 system system NN cord-321913-zie2uv21 249 9 will will MD cord-321913-zie2uv21 249 10 react react VB cord-321913-zie2uv21 249 11 promptly promptly RB cord-321913-zie2uv21 249 12 to to IN cord-321913-zie2uv21 249 13 the the DT cord-321913-zie2uv21 249 14 last last JJ cord-321913-zie2uv21 249 15 round round NN cord-321913-zie2uv21 249 16 of of IN cord-321913-zie2uv21 249 17 the the DT cord-321913-zie2uv21 249 18 infectious infectious JJ cord-321913-zie2uv21 249 19 . . . cord-321913-zie2uv21 250 1 The the DT cord-321913-zie2uv21 250 2 result result NN cord-321913-zie2uv21 250 3 of of IN cord-321913-zie2uv21 250 4 PSO pso NN cord-321913-zie2uv21 250 5 modeling modeling NN cord-321913-zie2uv21 250 6 is be VBZ cord-321913-zie2uv21 250 7 shown show VBN cord-321913-zie2uv21 250 8 in in IN cord-321913-zie2uv21 250 9 Figure figure NN cord-321913-zie2uv21 250 10 7b 7b NN cord-321913-zie2uv21 250 11 . . . cord-321913-zie2uv21 251 1 The the DT cord-321913-zie2uv21 251 2 final final JJ cord-321913-zie2uv21 251 3 NRMSE nrmse NN cord-321913-zie2uv21 251 4 was be VBD cord-321913-zie2uv21 251 5 0.046 0.046 CD cord-321913-zie2uv21 251 6 and and CC cord-321913-zie2uv21 251 7 0.052 0.052 CD cord-321913-zie2uv21 251 8 for for IN cord-321913-zie2uv21 251 9 PSO PSO NNP cord-321913-zie2uv21 251 10 and and CC cord-321913-zie2uv21 251 11 deterministic deterministic JJ cord-321913-zie2uv21 251 12 modeling modeling NN cord-321913-zie2uv21 251 13 , , , cord-321913-zie2uv21 251 14 respectively respectively RB cord-321913-zie2uv21 251 15 ( ( -LRB- cord-321913-zie2uv21 251 16 Table table NN cord-321913-zie2uv21 251 17 3 3 CD cord-321913-zie2uv21 251 18 ) ) -RRB- cord-321913-zie2uv21 251 19 . . . cord-321913-zie2uv21 252 1 The the DT cord-321913-zie2uv21 252 2 trend trend NN cord-321913-zie2uv21 252 3 of of IN cord-321913-zie2uv21 252 4 the the DT cord-321913-zie2uv21 252 5 cases case NNS cord-321913-zie2uv21 252 6 and and CC cord-321913-zie2uv21 252 7 the the DT cord-321913-zie2uv21 252 8 predicted predict VBN cord-321913-zie2uv21 252 9 response response NN cord-321913-zie2uv21 252 10 of of IN cord-321913-zie2uv21 252 11 South South NNP cord-321913-zie2uv21 252 12 Korea Korea NNP cord-321913-zie2uv21 252 13 's 's POS cord-321913-zie2uv21 252 14 situation situation NN cord-321913-zie2uv21 252 15 is be VBZ cord-321913-zie2uv21 252 16 presented present VBN cord-321913-zie2uv21 252 17 in in IN cord-321913-zie2uv21 252 18 Figure Figure NNP cord-321913-zie2uv21 252 19 8 8 CD cord-321913-zie2uv21 252 20 . . . cord-321913-zie2uv21 253 1 The the DT cord-321913-zie2uv21 253 2 analysis analysis NN cord-321913-zie2uv21 253 3 of of IN cord-321913-zie2uv21 253 4 the the DT cord-321913-zie2uv21 253 5 data datum NNS cord-321913-zie2uv21 253 6 about about IN cord-321913-zie2uv21 253 7 South South NNP cord-321913-zie2uv21 253 8 Korea Korea NNP cord-321913-zie2uv21 253 9 is be VBZ cord-321913-zie2uv21 253 10 useful useful JJ cord-321913-zie2uv21 253 11 to to TO cord-321913-zie2uv21 253 12 look look VB cord-321913-zie2uv21 253 13 at at IN cord-321913-zie2uv21 253 14 the the DT cord-321913-zie2uv21 253 15 Italian italian JJ cord-321913-zie2uv21 253 16 situation situation NN cord-321913-zie2uv21 253 17 with with IN cord-321913-zie2uv21 253 18 respect respect NN cord-321913-zie2uv21 253 19 to to IN cord-321913-zie2uv21 253 20 a a DT cord-321913-zie2uv21 253 21 country country NN cord-321913-zie2uv21 253 22 where where WRB cord-321913-zie2uv21 253 23 , , , cord-321913-zie2uv21 253 24 for for IN cord-321913-zie2uv21 253 25 many many JJ cord-321913-zie2uv21 253 26 reasons reason NNS cord-321913-zie2uv21 253 27 , , , cord-321913-zie2uv21 253 28 the the DT cord-321913-zie2uv21 253 29 infection infection NN cord-321913-zie2uv21 253 30 was be VBD cord-321913-zie2uv21 253 31 limited limit VBN cord-321913-zie2uv21 253 32 , , , cord-321913-zie2uv21 253 33 even even RB cord-321913-zie2uv21 253 34 if if IN cord-321913-zie2uv21 253 35 the the DT cord-321913-zie2uv21 253 36 crisis crisis NN cord-321913-zie2uv21 253 37 seemed seem VBD cord-321913-zie2uv21 253 38 very very RB cord-321913-zie2uv21 253 39 dramatic dramatic JJ cord-321913-zie2uv21 253 40 at at IN cord-321913-zie2uv21 253 41 the the DT cord-321913-zie2uv21 253 42 early early JJ cord-321913-zie2uv21 253 43 stage stage NN cord-321913-zie2uv21 253 44 . . . cord-321913-zie2uv21 254 1 The the DT cord-321913-zie2uv21 254 2 abrupt abrupt JJ cord-321913-zie2uv21 254 3 changes change NNS cord-321913-zie2uv21 254 4 of of IN cord-321913-zie2uv21 254 5 the the DT cord-321913-zie2uv21 254 6 recovered recover VBN cord-321913-zie2uv21 254 7 and and CC cord-321913-zie2uv21 254 8 quarantined quarantine VBN cord-321913-zie2uv21 254 9 trend trend NN cord-321913-zie2uv21 254 10 required require VBD cord-321913-zie2uv21 254 11 a a DT cord-321913-zie2uv21 254 12 careful careful JJ cord-321913-zie2uv21 254 13 analysis analysis NN cord-321913-zie2uv21 254 14 of of IN cord-321913-zie2uv21 254 15 the the DT cord-321913-zie2uv21 254 16 SEIR SEIR NNP cord-321913-zie2uv21 254 17 coefficients coefficient NNS cord-321913-zie2uv21 254 18 and and CC cord-321913-zie2uv21 254 19 their -PRON- PRP$ cord-321913-zie2uv21 254 20 temporal temporal JJ cord-321913-zie2uv21 254 21 variation variation NN cord-321913-zie2uv21 254 22 . . . cord-321913-zie2uv21 255 1 The the DT cord-321913-zie2uv21 255 2 final final JJ cord-321913-zie2uv21 255 3 data datum NNS cord-321913-zie2uv21 255 4 fitting fitting NN cord-321913-zie2uv21 255 5 was be VBD cord-321913-zie2uv21 255 6 indeed indeed RB cord-321913-zie2uv21 255 7 not not RB cord-321913-zie2uv21 255 8 ideal ideal JJ cord-321913-zie2uv21 255 9 because because IN cord-321913-zie2uv21 255 10 of of IN cord-321913-zie2uv21 255 11 the the DT cord-321913-zie2uv21 255 12 marked marked JJ cord-321913-zie2uv21 255 13 oscillations oscillation NNS cord-321913-zie2uv21 255 14 in in IN cord-321913-zie2uv21 255 15 both both CC cord-321913-zie2uv21 255 16 the the DT cord-321913-zie2uv21 255 17 time time NN cord-321913-zie2uv21 255 18 - - HYPH cord-321913-zie2uv21 255 19 series series NN cord-321913-zie2uv21 255 20 of of IN cord-321913-zie2uv21 255 21 quarantined quarantine VBN cord-321913-zie2uv21 255 22 and and CC cord-321913-zie2uv21 255 23 recovered recover VBN cord-321913-zie2uv21 255 24 cases case NNS cord-321913-zie2uv21 255 25 . . . cord-321913-zie2uv21 256 1 The the DT cord-321913-zie2uv21 256 2 final final JJ cord-321913-zie2uv21 256 3 NRMSE nrmse NN cord-321913-zie2uv21 256 4 was be VBD cord-321913-zie2uv21 256 5 0.074 0.074 CD cord-321913-zie2uv21 256 6 and and CC cord-321913-zie2uv21 256 7 0.078 0.078 CD cord-321913-zie2uv21 256 8 for for IN cord-321913-zie2uv21 256 9 PSO PSO NNP cord-321913-zie2uv21 256 10 and and CC cord-321913-zie2uv21 256 11 deterministic deterministic JJ cord-321913-zie2uv21 256 12 modeling modeling NN cord-321913-zie2uv21 256 13 , , , cord-321913-zie2uv21 256 14 respectively respectively RB cord-321913-zie2uv21 256 15 ( ( -LRB- cord-321913-zie2uv21 256 16 Table table NN cord-321913-zie2uv21 256 17 _SP cord-321913-zie2uv21 256 18 3 3 CD cord-321913-zie2uv21 256 19 ) ) -RRB- cord-321913-zie2uv21 256 20 . . . cord-321913-zie2uv21 257 1 The the DT cord-321913-zie2uv21 257 2 trend trend NN cord-321913-zie2uv21 257 3 of of IN cord-321913-zie2uv21 257 4 the the DT cord-321913-zie2uv21 257 5 cases case NNS cord-321913-zie2uv21 257 6 and and CC cord-321913-zie2uv21 257 7 the the DT cord-321913-zie2uv21 257 8 predicted predict VBN cord-321913-zie2uv21 257 9 response response NN cord-321913-zie2uv21 257 10 of of IN cord-321913-zie2uv21 257 11 South South NNP cord-321913-zie2uv21 257 12 Korea Korea NNP cord-321913-zie2uv21 257 13 's 's POS cord-321913-zie2uv21 257 14 situation situation NN cord-321913-zie2uv21 257 15 is be VBZ cord-321913-zie2uv21 257 16 presented present VBN cord-321913-zie2uv21 257 17 in in IN cord-321913-zie2uv21 257 18 Figure Figure NNP cord-321913-zie2uv21 257 19 8 8 CD cord-321913-zie2uv21 257 20 . . . cord-321913-zie2uv21 258 1 The the DT cord-321913-zie2uv21 258 2 analysis analysis NN cord-321913-zie2uv21 258 3 of of IN cord-321913-zie2uv21 258 4 the the DT cord-321913-zie2uv21 258 5 data datum NNS cord-321913-zie2uv21 258 6 about about IN cord-321913-zie2uv21 258 7 South South NNP cord-321913-zie2uv21 258 8 Korea Korea NNP cord-321913-zie2uv21 258 9 is be VBZ cord-321913-zie2uv21 258 10 useful useful JJ cord-321913-zie2uv21 258 11 to to TO cord-321913-zie2uv21 258 12 look look VB cord-321913-zie2uv21 258 13 at at IN cord-321913-zie2uv21 258 14 the the DT cord-321913-zie2uv21 258 15 Italian italian JJ cord-321913-zie2uv21 258 16 situation situation NN cord-321913-zie2uv21 258 17 with with IN cord-321913-zie2uv21 258 18 respect respect NN cord-321913-zie2uv21 258 19 to to IN cord-321913-zie2uv21 258 20 a a DT cord-321913-zie2uv21 258 21 country country NN cord-321913-zie2uv21 258 22 where where WRB cord-321913-zie2uv21 258 23 , , , cord-321913-zie2uv21 258 24 for for IN cord-321913-zie2uv21 258 25 many many JJ cord-321913-zie2uv21 258 26 reasons reason NNS cord-321913-zie2uv21 258 27 , , , cord-321913-zie2uv21 258 28 the the DT cord-321913-zie2uv21 258 29 infection infection NN cord-321913-zie2uv21 258 30 was be VBD cord-321913-zie2uv21 258 31 limited limit VBN cord-321913-zie2uv21 258 32 , , , cord-321913-zie2uv21 258 33 even even RB cord-321913-zie2uv21 258 34 if if IN cord-321913-zie2uv21 258 35 the the DT cord-321913-zie2uv21 258 36 crisis crisis NN cord-321913-zie2uv21 258 37 seemed seem VBD cord-321913-zie2uv21 258 38 very very RB cord-321913-zie2uv21 258 39 dramatic dramatic JJ cord-321913-zie2uv21 258 40 at at IN cord-321913-zie2uv21 258 41 the the DT cord-321913-zie2uv21 258 42 early early JJ cord-321913-zie2uv21 258 43 stage stage NN cord-321913-zie2uv21 258 44 . . . cord-321913-zie2uv21 259 1 The the DT cord-321913-zie2uv21 259 2 abrupt abrupt JJ cord-321913-zie2uv21 259 3 changes change NNS cord-321913-zie2uv21 259 4 of of IN cord-321913-zie2uv21 259 5 the the DT cord-321913-zie2uv21 259 6 recovered recover VBN cord-321913-zie2uv21 259 7 and and CC cord-321913-zie2uv21 259 8 quarantined quarantine VBN cord-321913-zie2uv21 259 9 trend trend NN cord-321913-zie2uv21 259 10 required require VBD cord-321913-zie2uv21 259 11 a a DT cord-321913-zie2uv21 259 12 careful careful JJ cord-321913-zie2uv21 259 13 analysis analysis NN cord-321913-zie2uv21 259 14 of of IN cord-321913-zie2uv21 259 15 the the DT cord-321913-zie2uv21 259 16 SEIR SEIR NNP cord-321913-zie2uv21 259 17 coefficients coefficient NNS cord-321913-zie2uv21 259 18 and and CC cord-321913-zie2uv21 259 19 their -PRON- PRP$ cord-321913-zie2uv21 259 20 temporal temporal JJ cord-321913-zie2uv21 259 21 variation variation NN cord-321913-zie2uv21 259 22 . . . cord-321913-zie2uv21 260 1 The the DT cord-321913-zie2uv21 260 2 final final JJ cord-321913-zie2uv21 260 3 data datum NNS cord-321913-zie2uv21 260 4 fitting fitting NN cord-321913-zie2uv21 260 5 was be VBD cord-321913-zie2uv21 260 6 indeed indeed RB cord-321913-zie2uv21 260 7 not not RB cord-321913-zie2uv21 260 8 ideal ideal JJ cord-321913-zie2uv21 260 9 because because IN cord-321913-zie2uv21 260 10 of of IN cord-321913-zie2uv21 260 11 the the DT cord-321913-zie2uv21 260 12 marked marked JJ cord-321913-zie2uv21 260 13 oscillations oscillation NNS cord-321913-zie2uv21 260 14 in in IN cord-321913-zie2uv21 260 15 both both CC cord-321913-zie2uv21 260 16 the the DT cord-321913-zie2uv21 260 17 time time NN cord-321913-zie2uv21 260 18 - - HYPH cord-321913-zie2uv21 260 19 series series NN cord-321913-zie2uv21 260 20 of of IN cord-321913-zie2uv21 260 21 quarantined quarantine VBN cord-321913-zie2uv21 260 22 and and CC cord-321913-zie2uv21 260 23 recovered recover VBN cord-321913-zie2uv21 260 24 cases case NNS cord-321913-zie2uv21 260 25 . . . cord-321913-zie2uv21 261 1 The the DT cord-321913-zie2uv21 261 2 final final JJ cord-321913-zie2uv21 261 3 NRMSE nrmse NN cord-321913-zie2uv21 261 4 was be VBD cord-321913-zie2uv21 261 5 0.074 0.074 CD cord-321913-zie2uv21 261 6 and and CC cord-321913-zie2uv21 261 7 0.078 0.078 CD cord-321913-zie2uv21 261 8 for for IN cord-321913-zie2uv21 261 9 PSO PSO NNP cord-321913-zie2uv21 261 10 and and CC cord-321913-zie2uv21 261 11 deterministic deterministic JJ cord-321913-zie2uv21 261 12 modeling modeling NN cord-321913-zie2uv21 261 13 , , , cord-321913-zie2uv21 261 14 respectively respectively RB cord-321913-zie2uv21 261 15 ( ( -LRB- cord-321913-zie2uv21 261 16 Table table NN cord-321913-zie2uv21 261 17 3 3 CD cord-321913-zie2uv21 261 18 ) ) -RRB- cord-321913-zie2uv21 261 19 . . . cord-321913-zie2uv21 261 20 _SP cord-321913-zie2uv21 262 1 We -PRON- PRP cord-321913-zie2uv21 262 2 adopted adopt VBD cord-321913-zie2uv21 262 3 a a DT cord-321913-zie2uv21 262 4 generalized generalize VBN cord-321913-zie2uv21 262 5 SEIR SEIR NNP cord-321913-zie2uv21 262 6 model model NN cord-321913-zie2uv21 262 7 to to TO cord-321913-zie2uv21 262 8 offer offer VB cord-321913-zie2uv21 262 9 a a DT cord-321913-zie2uv21 262 10 quantitative quantitative JJ cord-321913-zie2uv21 262 11 overview overview NN cord-321913-zie2uv21 262 12 of of IN cord-321913-zie2uv21 262 13 the the DT cord-321913-zie2uv21 262 14 complex complex JJ cord-321913-zie2uv21 262 15 analysis analysis NN cord-321913-zie2uv21 262 16 of of IN cord-321913-zie2uv21 262 17 the the DT cord-321913-zie2uv21 262 18 SARS SARS NNP cord-321913-zie2uv21 262 19 - - HYPH cord-321913-zie2uv21 262 20 CoV-2 CoV-2 NNP cord-321913-zie2uv21 262 21 epidemic epidemic NN cord-321913-zie2uv21 262 22 , , , cord-321913-zie2uv21 262 23 meanwhile meanwhile RB cord-321913-zie2uv21 262 24 the the DT cord-321913-zie2uv21 262 25 disease disease NN cord-321913-zie2uv21 262 26 is be VBZ cord-321913-zie2uv21 262 27 still still RB cord-321913-zie2uv21 262 28 running run VBG cord-321913-zie2uv21 262 29 . . . cord-321913-zie2uv21 263 1 The the DT cord-321913-zie2uv21 263 2 parameters parameter NNS cord-321913-zie2uv21 263 3 were be VBD cord-321913-zie2uv21 263 4 fitted fit VBN cord-321913-zie2uv21 263 5 in in IN cord-321913-zie2uv21 263 6 a a DT cord-321913-zie2uv21 263 7 least least JJS cord-321913-zie2uv21 263 8 - - HYPH cord-321913-zie2uv21 263 9 square square JJ cord-321913-zie2uv21 263 10 sense sense NN cord-321913-zie2uv21 263 11 with with IN cord-321913-zie2uv21 263 12 a a DT cord-321913-zie2uv21 263 13 deterministic deterministic JJ cord-321913-zie2uv21 263 14 approach approach NN cord-321913-zie2uv21 263 15 , , , cord-321913-zie2uv21 263 16 and and CC cord-321913-zie2uv21 263 17 then then RB cord-321913-zie2uv21 263 18 with with IN cord-321913-zie2uv21 263 19 a a DT cord-321913-zie2uv21 263 20 stochastic stochastic JJ cord-321913-zie2uv21 263 21 approach approach NN cord-321913-zie2uv21 263 22 , , , cord-321913-zie2uv21 263 23 using use VBG cord-321913-zie2uv21 263 24 a a DT cord-321913-zie2uv21 263 25 Particle Particle NNP cord-321913-zie2uv21 263 26 Swarm Swarm NNP cord-321913-zie2uv21 263 27 Optimization Optimization NNP cord-321913-zie2uv21 263 28 ( ( -LRB- cord-321913-zie2uv21 263 29 PSO PSO NNP cord-321913-zie2uv21 263 30 ) ) -RRB- cord-321913-zie2uv21 263 31 algorithm algorithm NN cord-321913-zie2uv21 263 32 , , , cord-321913-zie2uv21 263 33 a a DT cord-321913-zie2uv21 263 34 novelty novelty NN cord-321913-zie2uv21 263 35 in in IN cord-321913-zie2uv21 263 36 the the DT cord-321913-zie2uv21 263 37 field field NN cord-321913-zie2uv21 263 38 of of IN cord-321913-zie2uv21 263 39 epidemiological epidemiological JJ cord-321913-zie2uv21 263 40 studies study NNS cord-321913-zie2uv21 263 41 . . . cord-321913-zie2uv21 264 1 The the DT cord-321913-zie2uv21 264 2 analysis analysis NN cord-321913-zie2uv21 264 3 of of IN cord-321913-zie2uv21 264 4 the the DT cord-321913-zie2uv21 264 5 results result NNS cord-321913-zie2uv21 264 6 from from IN cord-321913-zie2uv21 264 7 the the DT cord-321913-zie2uv21 264 8 stochastic stochastic JJ cord-321913-zie2uv21 264 9 approach approach NN cord-321913-zie2uv21 264 10 gives give VBZ cord-321913-zie2uv21 264 11 an an DT cord-321913-zie2uv21 264 12 overview overview NN cord-321913-zie2uv21 264 13 of of IN cord-321913-zie2uv21 264 14 the the DT cord-321913-zie2uv21 264 15 most most RBS cord-321913-zie2uv21 264 16 probable probable JJ cord-321913-zie2uv21 264 17 scenarios scenario NNS cord-321913-zie2uv21 264 18 selected select VBN cord-321913-zie2uv21 264 19 among among IN cord-321913-zie2uv21 264 20 the the DT cord-321913-zie2uv21 264 21 solutions solution NNS cord-321913-zie2uv21 264 22 within within IN cord-321913-zie2uv21 264 23 5 5 CD cord-321913-zie2uv21 264 24 % % NN cord-321913-zie2uv21 264 25 of of IN cord-321913-zie2uv21 264 26 the the DT cord-321913-zie2uv21 264 27 normalized normalize VBN cord-321913-zie2uv21 264 28 root root NN cord-321913-zie2uv21 265 1 mean mean VB cord-321913-zie2uv21 265 2 square square NNP cord-321913-zie2uv21 265 3 ( ( -LRB- cord-321913-zie2uv21 265 4 NRMSE NRMSE NNP cord-321913-zie2uv21 265 5 ) ) -RRB- cord-321913-zie2uv21 265 6 of of IN cord-321913-zie2uv21 265 7 the the DT cord-321913-zie2uv21 265 8 best good JJS cord-321913-zie2uv21 265 9 solution solution NN cord-321913-zie2uv21 265 10 . . . cord-321913-zie2uv21 266 1 For for IN cord-321913-zie2uv21 266 2 each each DT cord-321913-zie2uv21 266 3 investigated investigate VBN cord-321913-zie2uv21 266 4 area area NN cord-321913-zie2uv21 266 5 , , , cord-321913-zie2uv21 266 6 we -PRON- PRP cord-321913-zie2uv21 266 7 performed perform VBD cord-321913-zie2uv21 266 8 50 50 CD cord-321913-zie2uv21 266 9 trials trial NNS cord-321913-zie2uv21 266 10 of of IN cord-321913-zie2uv21 266 11 PSO PSO NNP cord-321913-zie2uv21 266 12 simulations simulation NNS cord-321913-zie2uv21 266 13 and and CC cord-321913-zie2uv21 266 14 from from IN cord-321913-zie2uv21 266 15 5 5 CD cord-321913-zie2uv21 266 16 to to TO cord-321913-zie2uv21 266 17 15 15 CD cord-321913-zie2uv21 266 18 trials trial NNS cord-321913-zie2uv21 266 19 belonged belong VBD cord-321913-zie2uv21 266 20 to to IN cord-321913-zie2uv21 266 21 the the DT cord-321913-zie2uv21 266 22 most most RBS cord-321913-zie2uv21 266 23 probable probable JJ cord-321913-zie2uv21 266 24 set set NN cord-321913-zie2uv21 266 25 . . . cord-321913-zie2uv21 267 1 It -PRON- PRP cord-321913-zie2uv21 267 2 is be VBZ cord-321913-zie2uv21 267 3 noticeable noticeable JJ cord-321913-zie2uv21 267 4 that that IN cord-321913-zie2uv21 267 5 the the DT cord-321913-zie2uv21 267 6 predicted predict VBN cord-321913-zie2uv21 267 7 model model NN cord-321913-zie2uv21 267 8 responses response NNS cord-321913-zie2uv21 267 9 led lead VBD cord-321913-zie2uv21 267 10 to to IN cord-321913-zie2uv21 267 11 an an DT cord-321913-zie2uv21 267 12 approximately approximately RB cord-321913-zie2uv21 267 13 equivalent equivalent JJ cord-321913-zie2uv21 267 14 the the DT cord-321913-zie2uv21 267 15 data datum NNS cord-321913-zie2uv21 267 16 fitting fitting NN cord-321913-zie2uv21 267 17 ( ( -LRB- cord-321913-zie2uv21 267 18 normalized normalize VBN cord-321913-zie2uv21 267 19 with with IN cord-321913-zie2uv21 267 20 respect respect NN cord-321913-zie2uv21 267 21 to to IN cord-321913-zie2uv21 267 22 the the DT cord-321913-zie2uv21 267 23 mean mean JJ cord-321913-zie2uv21 267 24 value value NN cord-321913-zie2uv21 267 25 within within IN cord-321913-zie2uv21 267 26 an an DT cord-321913-zie2uv21 267 27 L2-norm l2-norm NN cord-321913-zie2uv21 267 28 < < XX cord-321913-zie2uv21 267 29 0.05 0.05 CD cord-321913-zie2uv21 267 30 ) ) -RRB- cord-321913-zie2uv21 267 31 . . . cord-321913-zie2uv21 268 1 The the DT cord-321913-zie2uv21 268 2 probable probable JJ cord-321913-zie2uv21 268 3 scenarios scenario NNS cord-321913-zie2uv21 268 4 sometimes sometimes RB cord-321913-zie2uv21 268 5 presented present VBD cord-321913-zie2uv21 268 6 a a DT cord-321913-zie2uv21 268 7 wide wide JJ cord-321913-zie2uv21 268 8 range range NN cord-321913-zie2uv21 268 9 of of IN cord-321913-zie2uv21 268 10 possible possible JJ cord-321913-zie2uv21 268 11 solutions solution NNS cord-321913-zie2uv21 268 12 because because IN cord-321913-zie2uv21 268 13 of of IN cord-321913-zie2uv21 268 14 the the DT cord-321913-zie2uv21 268 15 intrinsic intrinsic JJ cord-321913-zie2uv21 268 16 setting setting NN cord-321913-zie2uv21 268 17 of of IN cord-321913-zie2uv21 268 18 the the DT cord-321913-zie2uv21 268 19 stochastic stochastic JJ cord-321913-zie2uv21 268 20 approach approach NN cord-321913-zie2uv21 268 21 . . . cord-321913-zie2uv21 269 1 The the DT cord-321913-zie2uv21 269 2 different different JJ cord-321913-zie2uv21 269 3 scenarios scenario NNS cord-321913-zie2uv21 269 4 were be VBD cord-321913-zie2uv21 269 5 achieved achieve VBN cord-321913-zie2uv21 269 6 thanks thank NNS cord-321913-zie2uv21 269 7 to to IN cord-321913-zie2uv21 269 8 a a DT cord-321913-zie2uv21 269 9 deeper deep JJR cord-321913-zie2uv21 269 10 investigation investigation NN cord-321913-zie2uv21 269 11 of of IN cord-321913-zie2uv21 269 12 the the DT cord-321913-zie2uv21 269 13 model model JJ cord-321913-zie2uv21 269 14 - - HYPH cord-321913-zie2uv21 269 15 space space NN cord-321913-zie2uv21 269 16 domain domain NN cord-321913-zie2uv21 269 17 where where WRB cord-321913-zie2uv21 269 18 the the DT cord-321913-zie2uv21 269 19 solutions solution NNS cord-321913-zie2uv21 269 20 are be VBP cord-321913-zie2uv21 269 21 not not RB cord-321913-zie2uv21 269 22 driven drive VBN cord-321913-zie2uv21 269 23 and and CC cord-321913-zie2uv21 269 24 influenced influence VBN cord-321913-zie2uv21 269 25 by by IN cord-321913-zie2uv21 269 26 the the DT cord-321913-zie2uv21 269 27 initial initial JJ cord-321913-zie2uv21 269 28 guess guess NN cord-321913-zie2uv21 269 29 of of IN cord-321913-zie2uv21 269 30 the the DT cord-321913-zie2uv21 269 31 SEIR SEIR NNP cord-321913-zie2uv21 269 32 model model NN cord-321913-zie2uv21 269 33 coefficients coefficient NNS cord-321913-zie2uv21 269 34 . . . cord-321913-zie2uv21 270 1 One one CD cord-321913-zie2uv21 270 2 of of IN cord-321913-zie2uv21 270 3 the the DT cord-321913-zie2uv21 270 4 main main JJ cord-321913-zie2uv21 270 5 limits limit NNS cord-321913-zie2uv21 270 6 of of IN cord-321913-zie2uv21 270 7 the the DT cord-321913-zie2uv21 270 8 _SP cord-321913-zie2uv21 270 9 We -PRON- PRP cord-321913-zie2uv21 270 10 adopted adopt VBD cord-321913-zie2uv21 270 11 a a DT cord-321913-zie2uv21 270 12 generalized generalize VBN cord-321913-zie2uv21 270 13 SEIR SEIR NNP cord-321913-zie2uv21 270 14 model model NN cord-321913-zie2uv21 270 15 to to TO cord-321913-zie2uv21 270 16 offer offer VB cord-321913-zie2uv21 270 17 a a DT cord-321913-zie2uv21 270 18 quantitative quantitative JJ cord-321913-zie2uv21 270 19 overview overview NN cord-321913-zie2uv21 270 20 of of IN cord-321913-zie2uv21 270 21 the the DT cord-321913-zie2uv21 270 22 complex complex JJ cord-321913-zie2uv21 270 23 analysis analysis NN cord-321913-zie2uv21 270 24 of of IN cord-321913-zie2uv21 270 25 the the DT cord-321913-zie2uv21 270 26 SARS SARS NNP cord-321913-zie2uv21 270 27 - - HYPH cord-321913-zie2uv21 270 28 CoV-2 CoV-2 NNP cord-321913-zie2uv21 270 29 epidemic epidemic NN cord-321913-zie2uv21 270 30 , , , cord-321913-zie2uv21 270 31 meanwhile meanwhile RB cord-321913-zie2uv21 270 32 the the DT cord-321913-zie2uv21 270 33 disease disease NN cord-321913-zie2uv21 270 34 is be VBZ cord-321913-zie2uv21 270 35 still still RB cord-321913-zie2uv21 270 36 running run VBG cord-321913-zie2uv21 270 37 . . . cord-321913-zie2uv21 271 1 The the DT cord-321913-zie2uv21 271 2 parameters parameter NNS cord-321913-zie2uv21 271 3 were be VBD cord-321913-zie2uv21 271 4 fitted fit VBN cord-321913-zie2uv21 271 5 in in IN cord-321913-zie2uv21 271 6 a a DT cord-321913-zie2uv21 271 7 least least JJS cord-321913-zie2uv21 271 8 - - HYPH cord-321913-zie2uv21 271 9 square square JJ cord-321913-zie2uv21 271 10 sense sense NN cord-321913-zie2uv21 271 11 with with IN cord-321913-zie2uv21 271 12 a a DT cord-321913-zie2uv21 271 13 deterministic deterministic JJ cord-321913-zie2uv21 271 14 approach approach NN cord-321913-zie2uv21 271 15 , , , cord-321913-zie2uv21 271 16 and and CC cord-321913-zie2uv21 271 17 then then RB cord-321913-zie2uv21 271 18 with with IN cord-321913-zie2uv21 271 19 a a DT cord-321913-zie2uv21 271 20 stochastic stochastic JJ cord-321913-zie2uv21 271 21 approach approach NN cord-321913-zie2uv21 271 22 , , , cord-321913-zie2uv21 271 23 using use VBG cord-321913-zie2uv21 271 24 a a DT cord-321913-zie2uv21 271 25 Particle Particle NNP cord-321913-zie2uv21 271 26 Swarm Swarm NNP cord-321913-zie2uv21 271 27 Optimization Optimization NNP cord-321913-zie2uv21 271 28 ( ( -LRB- cord-321913-zie2uv21 271 29 PSO PSO NNP cord-321913-zie2uv21 271 30 ) ) -RRB- cord-321913-zie2uv21 271 31 algorithm algorithm NN cord-321913-zie2uv21 271 32 , , , cord-321913-zie2uv21 271 33 a a DT cord-321913-zie2uv21 271 34 novelty novelty NN cord-321913-zie2uv21 271 35 in in IN cord-321913-zie2uv21 271 36 the the DT cord-321913-zie2uv21 271 37 field field NN cord-321913-zie2uv21 271 38 of of IN cord-321913-zie2uv21 271 39 epidemiological epidemiological JJ cord-321913-zie2uv21 271 40 studies study NNS cord-321913-zie2uv21 271 41 . . . cord-321913-zie2uv21 272 1 The the DT cord-321913-zie2uv21 272 2 analysis analysis NN cord-321913-zie2uv21 272 3 of of IN cord-321913-zie2uv21 272 4 the the DT cord-321913-zie2uv21 272 5 results result NNS cord-321913-zie2uv21 272 6 from from IN cord-321913-zie2uv21 272 7 the the DT cord-321913-zie2uv21 272 8 stochastic stochastic JJ cord-321913-zie2uv21 272 9 approach approach NN cord-321913-zie2uv21 272 10 gives give VBZ cord-321913-zie2uv21 272 11 an an DT cord-321913-zie2uv21 272 12 overview overview NN cord-321913-zie2uv21 272 13 of of IN cord-321913-zie2uv21 272 14 the the DT cord-321913-zie2uv21 272 15 most most RBS cord-321913-zie2uv21 272 16 probable probable JJ cord-321913-zie2uv21 272 17 scenarios scenario NNS cord-321913-zie2uv21 272 18 selected select VBN cord-321913-zie2uv21 272 19 among among IN cord-321913-zie2uv21 272 20 the the DT cord-321913-zie2uv21 272 21 solutions solution NNS cord-321913-zie2uv21 272 22 within within IN cord-321913-zie2uv21 272 23 5 5 CD cord-321913-zie2uv21 272 24 % % NN cord-321913-zie2uv21 272 25 of of IN cord-321913-zie2uv21 272 26 the the DT cord-321913-zie2uv21 272 27 normalized normalize VBN cord-321913-zie2uv21 272 28 root root NN cord-321913-zie2uv21 273 1 mean mean VB cord-321913-zie2uv21 273 2 square square NNP cord-321913-zie2uv21 273 3 ( ( -LRB- cord-321913-zie2uv21 273 4 NRMSE NRMSE NNP cord-321913-zie2uv21 273 5 ) ) -RRB- cord-321913-zie2uv21 273 6 of of IN cord-321913-zie2uv21 273 7 the the DT cord-321913-zie2uv21 273 8 best good JJS cord-321913-zie2uv21 273 9 solution solution NN cord-321913-zie2uv21 273 10 . . . cord-321913-zie2uv21 274 1 For for IN cord-321913-zie2uv21 274 2 each each DT cord-321913-zie2uv21 274 3 investigated investigate VBN cord-321913-zie2uv21 274 4 area area NN cord-321913-zie2uv21 274 5 , , , cord-321913-zie2uv21 274 6 we -PRON- PRP cord-321913-zie2uv21 274 7 performed perform VBD cord-321913-zie2uv21 274 8 50 50 CD cord-321913-zie2uv21 274 9 trials trial NNS cord-321913-zie2uv21 274 10 of of IN cord-321913-zie2uv21 274 11 PSO PSO NNP cord-321913-zie2uv21 274 12 simulations simulation NNS cord-321913-zie2uv21 274 13 and and CC cord-321913-zie2uv21 274 14 from from IN cord-321913-zie2uv21 274 15 5 5 CD cord-321913-zie2uv21 274 16 to to TO cord-321913-zie2uv21 274 17 15 15 CD cord-321913-zie2uv21 274 18 trials trial NNS cord-321913-zie2uv21 274 19 belonged belong VBD cord-321913-zie2uv21 274 20 to to IN cord-321913-zie2uv21 274 21 the the DT cord-321913-zie2uv21 274 22 most most RBS cord-321913-zie2uv21 274 23 probable probable JJ cord-321913-zie2uv21 274 24 set set NN cord-321913-zie2uv21 274 25 . . . cord-321913-zie2uv21 275 1 It -PRON- PRP cord-321913-zie2uv21 275 2 is be VBZ cord-321913-zie2uv21 275 3 noticeable noticeable JJ cord-321913-zie2uv21 275 4 that that IN cord-321913-zie2uv21 275 5 the the DT cord-321913-zie2uv21 275 6 predicted predict VBN cord-321913-zie2uv21 275 7 model model NN cord-321913-zie2uv21 275 8 responses response NNS cord-321913-zie2uv21 275 9 led lead VBD cord-321913-zie2uv21 275 10 to to IN cord-321913-zie2uv21 275 11 an an DT cord-321913-zie2uv21 275 12 approximately approximately RB cord-321913-zie2uv21 275 13 equivalent equivalent JJ cord-321913-zie2uv21 275 14 the the DT cord-321913-zie2uv21 275 15 data datum NNS cord-321913-zie2uv21 275 16 fitting fitting NN cord-321913-zie2uv21 275 17 ( ( -LRB- cord-321913-zie2uv21 275 18 normalized normalize VBN cord-321913-zie2uv21 275 19 with with IN cord-321913-zie2uv21 275 20 respect respect NN cord-321913-zie2uv21 275 21 to to IN cord-321913-zie2uv21 275 22 the the DT cord-321913-zie2uv21 275 23 mean mean JJ cord-321913-zie2uv21 275 24 value value NN cord-321913-zie2uv21 275 25 within within IN cord-321913-zie2uv21 275 26 an an DT cord-321913-zie2uv21 275 27 L l NN cord-321913-zie2uv21 275 28 2 2 CD cord-321913-zie2uv21 275 29 -norm -norm HYPH cord-321913-zie2uv21 275 30 < < XX cord-321913-zie2uv21 275 31 0.05 0.05 CD cord-321913-zie2uv21 275 32 ) ) -RRB- cord-321913-zie2uv21 275 33 . . . cord-321913-zie2uv21 276 1 The the DT cord-321913-zie2uv21 276 2 probable probable JJ cord-321913-zie2uv21 276 3 scenarios scenario NNS cord-321913-zie2uv21 276 4 sometimes sometimes RB cord-321913-zie2uv21 276 5 presented present VBD cord-321913-zie2uv21 276 6 a a DT cord-321913-zie2uv21 276 7 wide wide JJ cord-321913-zie2uv21 276 8 range range NN cord-321913-zie2uv21 276 9 of of IN cord-321913-zie2uv21 276 10 possible possible JJ cord-321913-zie2uv21 276 11 solutions solution NNS cord-321913-zie2uv21 276 12 because because IN cord-321913-zie2uv21 276 13 of of IN cord-321913-zie2uv21 276 14 the the DT cord-321913-zie2uv21 276 15 intrinsic intrinsic JJ cord-321913-zie2uv21 276 16 setting setting NN cord-321913-zie2uv21 276 17 of of IN cord-321913-zie2uv21 276 18 the the DT cord-321913-zie2uv21 276 19 stochastic stochastic JJ cord-321913-zie2uv21 276 20 approach approach NN cord-321913-zie2uv21 276 21 . . . cord-321913-zie2uv21 277 1 The the DT cord-321913-zie2uv21 277 2 different different JJ cord-321913-zie2uv21 277 3 scenarios scenario NNS cord-321913-zie2uv21 277 4 were be VBD cord-321913-zie2uv21 277 5 achieved achieve VBN cord-321913-zie2uv21 277 6 thanks thank NNS cord-321913-zie2uv21 277 7 to to IN cord-321913-zie2uv21 277 8 a a DT cord-321913-zie2uv21 277 9 deeper deep JJR cord-321913-zie2uv21 277 10 investigation investigation NN cord-321913-zie2uv21 277 11 of of IN cord-321913-zie2uv21 277 12 the the DT cord-321913-zie2uv21 277 13 model model JJ cord-321913-zie2uv21 277 14 - - HYPH cord-321913-zie2uv21 277 15 space space NN cord-321913-zie2uv21 277 16 domain domain NN cord-321913-zie2uv21 277 17 where where WRB cord-321913-zie2uv21 277 18 the the DT cord-321913-zie2uv21 277 19 solutions solution NNS cord-321913-zie2uv21 277 20 are be VBP cord-321913-zie2uv21 277 21 not not RB cord-321913-zie2uv21 277 22 driven drive VBN cord-321913-zie2uv21 277 23 and and CC cord-321913-zie2uv21 277 24 influenced influence VBN cord-321913-zie2uv21 277 25 by by IN cord-321913-zie2uv21 277 26 the the DT cord-321913-zie2uv21 277 27 initial initial JJ cord-321913-zie2uv21 277 28 guess guess NN cord-321913-zie2uv21 277 29 of of IN cord-321913-zie2uv21 277 30 the the DT cord-321913-zie2uv21 277 31 SEIR SEIR NNP cord-321913-zie2uv21 277 32 model model NN cord-321913-zie2uv21 277 33 coefficients coefficient NNS cord-321913-zie2uv21 277 34 . . . cord-321913-zie2uv21 278 1 One one CD cord-321913-zie2uv21 278 2 of of IN cord-321913-zie2uv21 278 3 the the DT cord-321913-zie2uv21 278 4 main main JJ cord-321913-zie2uv21 278 5 limits limit NNS cord-321913-zie2uv21 278 6 of of IN cord-321913-zie2uv21 278 7 the the DT cord-321913-zie2uv21 278 8 deterministic deterministic JJ cord-321913-zie2uv21 278 9 approach approach NN cord-321913-zie2uv21 278 10 , , , cord-321913-zie2uv21 278 11 instead instead RB cord-321913-zie2uv21 278 12 , , , cord-321913-zie2uv21 278 13 is be VBZ cord-321913-zie2uv21 278 14 that that IN cord-321913-zie2uv21 278 15 the the DT cord-321913-zie2uv21 278 16 results result NNS cord-321913-zie2uv21 278 17 are be VBP cord-321913-zie2uv21 278 18 biased bias VBN cord-321913-zie2uv21 278 19 by by IN cord-321913-zie2uv21 278 20 the the DT cord-321913-zie2uv21 278 21 selection selection NN cord-321913-zie2uv21 278 22 of of IN cord-321913-zie2uv21 278 23 the the DT cord-321913-zie2uv21 278 24 starting starting NN cord-321913-zie2uv21 278 25 point point NN cord-321913-zie2uv21 278 26 of of IN cord-321913-zie2uv21 278 27 model model NN cord-321913-zie2uv21 278 28 parameters parameter NNS cord-321913-zie2uv21 278 29 . . . cord-321913-zie2uv21 279 1 The the DT cord-321913-zie2uv21 279 2 data datum NNS cord-321913-zie2uv21 279 3 seem seem VBP cord-321913-zie2uv21 279 4 to to TO cord-321913-zie2uv21 279 5 confirm confirm VB cord-321913-zie2uv21 279 6 that that IN cord-321913-zie2uv21 279 7 while while IN cord-321913-zie2uv21 279 8 Lombardy Lombardy NNP cord-321913-zie2uv21 279 9 and and CC cord-321913-zie2uv21 279 10 Piedmont Piedmont NNP cord-321913-zie2uv21 279 11 applied apply VBD cord-321913-zie2uv21 279 12 similar similar JJ cord-321913-zie2uv21 279 13 approaches approach NNS cord-321913-zie2uv21 279 14 to to IN cord-321913-zie2uv21 279 15 social social JJ cord-321913-zie2uv21 279 16 distancing distancing NN cord-321913-zie2uv21 279 17 and and CC cord-321913-zie2uv21 279 18 retail retail JJ cord-321913-zie2uv21 279 19 closures closure NNS cord-321913-zie2uv21 279 20 , , , cord-321913-zie2uv21 279 21 Veneto Veneto NNP cord-321913-zie2uv21 279 22 's 's POS cord-321913-zie2uv21 279 23 strategy strategy NN cord-321913-zie2uv21 279 24 applied apply VBD cord-321913-zie2uv21 279 25 a a DT cord-321913-zie2uv21 279 26 much much RB cord-321913-zie2uv21 279 27 more more RBR cord-321913-zie2uv21 279 28 proactive proactive JJ cord-321913-zie2uv21 279 29 effort effort NN cord-321913-zie2uv21 279 30 to to TO cord-321913-zie2uv21 279 31 limit limit VB cord-321913-zie2uv21 279 32 the the DT cord-321913-zie2uv21 279 33 contagion contagion NN cord-321913-zie2uv21 279 34 , , , cord-321913-zie2uv21 279 35 by by IN cord-321913-zie2uv21 279 36 means mean NNS cord-321913-zie2uv21 279 37 of of IN cord-321913-zie2uv21 279 38 extensive extensive JJ cord-321913-zie2uv21 279 39 testing testing NN cord-321913-zie2uv21 279 40 of of IN cord-321913-zie2uv21 279 41 symptomatic symptomatic JJ cord-321913-zie2uv21 279 42 and and CC cord-321913-zie2uv21 279 43 asymptomatic asymptomatic JJ cord-321913-zie2uv21 279 44 cases case NNS cord-321913-zie2uv21 279 45 early early RB cord-321913-zie2uv21 279 46 on on RB cord-321913-zie2uv21 279 47 , , , cord-321913-zie2uv21 279 48 jointly jointly RB cord-321913-zie2uv21 279 49 with with IN cord-321913-zie2uv21 279 50 an an DT cord-321913-zie2uv21 279 51 effective effective JJ cord-321913-zie2uv21 279 52 tracing tracing NN cord-321913-zie2uv21 279 53 of of IN cord-321913-zie2uv21 279 54 potential potential JJ cord-321913-zie2uv21 279 55 positives positive NNS cord-321913-zie2uv21 279 56 . . . cord-321913-zie2uv21 280 1 The the DT cord-321913-zie2uv21 280 2 different different JJ cord-321913-zie2uv21 280 3 actions action NNS cord-321913-zie2uv21 280 4 undertaken undertake VBN cord-321913-zie2uv21 280 5 by by IN cord-321913-zie2uv21 280 6 the the DT cord-321913-zie2uv21 280 7 Regions region NNS cord-321913-zie2uv21 280 8 are be VBP cord-321913-zie2uv21 280 9 well well RB cord-321913-zie2uv21 280 10 depicted depict VBN cord-321913-zie2uv21 280 11 in in IN cord-321913-zie2uv21 280 12 the the DT cord-321913-zie2uv21 280 13 future future JJ cord-321913-zie2uv21 280 14 trend trend NN cord-321913-zie2uv21 280 15 of of IN cord-321913-zie2uv21 280 16 the the DT cord-321913-zie2uv21 280 17 model model NN cord-321913-zie2uv21 280 18 , , , cord-321913-zie2uv21 280 19 with with IN cord-321913-zie2uv21 280 20 evident evident JJ cord-321913-zie2uv21 280 21 advantages advantage NNS cord-321913-zie2uv21 280 22 in in IN cord-321913-zie2uv21 280 23 an an DT cord-321913-zie2uv21 280 24 earlier early JJR cord-321913-zie2uv21 280 25 end end NN cord-321913-zie2uv21 280 26 of of IN cord-321913-zie2uv21 280 27 the the DT cord-321913-zie2uv21 280 28 infection infection NN cord-321913-zie2uv21 280 29 spreading spread VBG cord-321913-zie2uv21 280 30 in in IN cord-321913-zie2uv21 280 31 Veneto Veneto NNP cord-321913-zie2uv21 280 32 ( ( -LRB- cord-321913-zie2uv21 280 33 compare compare VB cord-321913-zie2uv21 280 34 Figures figure NNS cord-321913-zie2uv21 280 35 4 4 CD cord-321913-zie2uv21 280 36 and and CC cord-321913-zie2uv21 280 37 6 6 CD cord-321913-zie2uv21 280 38 with with IN cord-321913-zie2uv21 280 39 Figure figure NN cord-321913-zie2uv21 280 40 5 5 CD cord-321913-zie2uv21 280 41 ) ) -RRB- cord-321913-zie2uv21 280 42 . . . cord-321913-zie2uv21 281 1 In in IN cord-321913-zie2uv21 281 2 fact fact NN cord-321913-zie2uv21 281 3 , , , cord-321913-zie2uv21 281 4 the the DT cord-321913-zie2uv21 281 5 peak peak NN cord-321913-zie2uv21 281 6 of of IN cord-321913-zie2uv21 281 7 quarantined quarantine VBN cord-321913-zie2uv21 281 8 in in IN cord-321913-zie2uv21 281 9 Veneto Veneto NNP cord-321913-zie2uv21 281 10 lies lie VBZ cord-321913-zie2uv21 281 11 before before IN cord-321913-zie2uv21 281 12 those those DT cord-321913-zie2uv21 281 13 of of IN cord-321913-zie2uv21 281 14 Lombardy Lombardy NNP cord-321913-zie2uv21 281 15 and and CC cord-321913-zie2uv21 281 16 Piedmont Piedmont NNP cord-321913-zie2uv21 281 17 . . . cord-321913-zie2uv21 282 1 The the DT cord-321913-zie2uv21 282 2 descending descend VBG cord-321913-zie2uv21 282 3 curve curve NN cord-321913-zie2uv21 282 4 in in IN cord-321913-zie2uv21 282 5 Veneto Veneto NNP cord-321913-zie2uv21 282 6 has have VBZ cord-321913-zie2uv21 282 7 a a DT cord-321913-zie2uv21 282 8 sharper sharp JJR cord-321913-zie2uv21 282 9 trend trend NN cord-321913-zie2uv21 282 10 than than IN cord-321913-zie2uv21 282 11 that that DT cord-321913-zie2uv21 282 12 of of IN cord-321913-zie2uv21 282 13 the the DT cord-321913-zie2uv21 282 14 other other JJ cord-321913-zie2uv21 282 15 two two CD cord-321913-zie2uv21 282 16 regions region NNS cord-321913-zie2uv21 282 17 . . . cord-321913-zie2uv21 283 1 Moreover moreover RB cord-321913-zie2uv21 283 2 , , , cord-321913-zie2uv21 283 3 in in IN cord-321913-zie2uv21 283 4 Veneto Veneto NNP cord-321913-zie2uv21 283 5 , , , cord-321913-zie2uv21 283 6 the the DT cord-321913-zie2uv21 283 7 predicted predict VBN cord-321913-zie2uv21 283 8 fatalities fatality NNS cord-321913-zie2uv21 283 9 are be VBP cord-321913-zie2uv21 283 10 ten ten CD cord-321913-zie2uv21 283 11 times time NNS cord-321913-zie2uv21 283 12 lower low JJR cord-321913-zie2uv21 283 13 and and CC cord-321913-zie2uv21 283 14 the the DT cord-321913-zie2uv21 283 15 recovered recover VBN cord-321913-zie2uv21 283 16 are be VBP cord-321913-zie2uv21 283 17 five five CD cord-321913-zie2uv21 283 18 times time NNS cord-321913-zie2uv21 283 19 lower low JJR cord-321913-zie2uv21 283 20 than than IN cord-321913-zie2uv21 283 21 those those DT cord-321913-zie2uv21 283 22 in in IN cord-321913-zie2uv21 283 23 Lombardy Lombardy NNP cord-321913-zie2uv21 283 24 . . . cord-321913-zie2uv21 284 1 The the DT cord-321913-zie2uv21 284 2 behavior behavior NN cord-321913-zie2uv21 284 3 of of IN cord-321913-zie2uv21 284 4 Piedmont Piedmont NNP cord-321913-zie2uv21 284 5 ( ( -LRB- cord-321913-zie2uv21 284 6 Figure Figure NNP cord-321913-zie2uv21 284 7 6 6 CD cord-321913-zie2uv21 284 8 ) ) -RRB- cord-321913-zie2uv21 284 9 deals deal VBZ cord-321913-zie2uv21 284 10 with with IN cord-321913-zie2uv21 284 11 a a DT cord-321913-zie2uv21 284 12 peculiar peculiar JJ cord-321913-zie2uv21 284 13 trend trend NN cord-321913-zie2uv21 284 14 , , , cord-321913-zie2uv21 284 15 introducing introduce VBG cord-321913-zie2uv21 284 16 a a DT cord-321913-zie2uv21 284 17 time time NN cord-321913-zie2uv21 284 18 - - HYPH cord-321913-zie2uv21 284 19 delay delay NN cord-321913-zie2uv21 284 20 of of IN cord-321913-zie2uv21 284 21 the the DT cord-321913-zie2uv21 284 22 recovered recovered JJ cord-321913-zie2uv21 284 23 ( ( -LRB- cord-321913-zie2uv21 284 24 green green JJ cord-321913-zie2uv21 284 25 curve curve NN cord-321913-zie2uv21 284 26 ) ) -RRB- cord-321913-zie2uv21 284 27 with with IN cord-321913-zie2uv21 284 28 respect respect NN cord-321913-zie2uv21 284 29 to to IN cord-321913-zie2uv21 284 30 the the DT cord-321913-zie2uv21 284 31 death death NN cord-321913-zie2uv21 284 32 cases case NNS cord-321913-zie2uv21 284 33 ( ( -LRB- cord-321913-zie2uv21 284 34 black black JJ cord-321913-zie2uv21 284 35 curve curve NN cord-321913-zie2uv21 284 36 ) ) -RRB- cord-321913-zie2uv21 284 37 , , , cord-321913-zie2uv21 284 38 since since IN cord-321913-zie2uv21 284 39 the the DT cord-321913-zie2uv21 284 40 number number NN cord-321913-zie2uv21 284 41 of of IN cord-321913-zie2uv21 284 42 the the DT cord-321913-zie2uv21 284 43 recovered recover VBN cord-321913-zie2uv21 284 44 in in IN cord-321913-zie2uv21 284 45 the the DT cord-321913-zie2uv21 284 46 month month NN cord-321913-zie2uv21 284 47 of of IN cord-321913-zie2uv21 284 48 March March NNP cord-321913-zie2uv21 284 49 is be VBZ cord-321913-zie2uv21 284 50 always always RB cord-321913-zie2uv21 284 51 lower low JJR cord-321913-zie2uv21 284 52 than than IN cord-321913-zie2uv21 284 53 the the DT cord-321913-zie2uv21 284 54 deaths death NNS cord-321913-zie2uv21 284 55 . . . cord-321913-zie2uv21 285 1 This this DT cord-321913-zie2uv21 285 2 is be VBZ cord-321913-zie2uv21 285 3 because because IN cord-321913-zie2uv21 285 4 the the DT cord-321913-zie2uv21 285 5 intersection intersection NN cord-321913-zie2uv21 285 6 of of IN cord-321913-zie2uv21 285 7 the the DT cord-321913-zie2uv21 285 8 trends trend NNS cord-321913-zie2uv21 285 9 of of IN cord-321913-zie2uv21 285 10 recovered recover VBN cord-321913-zie2uv21 285 11 and and CC cord-321913-zie2uv21 285 12 death death NN cord-321913-zie2uv21 285 13 cases case NNS cord-321913-zie2uv21 285 14 is be VBZ cord-321913-zie2uv21 285 15 reached reach VBN cord-321913-zie2uv21 285 16 later later RB cord-321913-zie2uv21 285 17 than than IN cord-321913-zie2uv21 285 18 the the DT cord-321913-zie2uv21 285 19 other other JJ cord-321913-zie2uv21 285 20 regions region NNS cord-321913-zie2uv21 285 21 herein herein RB cord-321913-zie2uv21 285 22 analyzed analyze VBD cord-321913-zie2uv21 285 23 , , , cord-321913-zie2uv21 285 24 i.e. i.e. FW cord-321913-zie2uv21 285 25 , , , cord-321913-zie2uv21 285 26 7th 7th JJ cord-321913-zie2uv21 285 27 April April NNP cord-321913-zie2uv21 285 28 . . . cord-321913-zie2uv21 286 1 This this DT cord-321913-zie2uv21 286 2 probably probably RB cord-321913-zie2uv21 286 3 resulted result VBD cord-321913-zie2uv21 286 4 from from IN cord-321913-zie2uv21 286 5 the the DT cord-321913-zie2uv21 286 6 regional regional JJ cord-321913-zie2uv21 286 7 testing testing NN cord-321913-zie2uv21 286 8 policy policy NN cord-321913-zie2uv21 286 9 that that WDT cord-321913-zie2uv21 286 10 tested test VBD cord-321913-zie2uv21 286 11 ( ( -LRB- cord-321913-zie2uv21 286 12 and and CC cord-321913-zie2uv21 286 13 counted count VBD cord-321913-zie2uv21 286 14 as as IN cord-321913-zie2uv21 286 15 confirmed confirm VBN cord-321913-zie2uv21 286 16 ) ) -RRB- cord-321913-zie2uv21 286 17 only only RB cord-321913-zie2uv21 286 18 patients patient NNS cord-321913-zie2uv21 286 19 with with IN cord-321913-zie2uv21 286 20 severe severe JJ cord-321913-zie2uv21 286 21 symptoms symptom NNS cord-321913-zie2uv21 286 22 or or CC cord-321913-zie2uv21 286 23 at at IN cord-321913-zie2uv21 286 24 high high JJ cord-321913-zie2uv21 286 25 risk risk NN cord-321913-zie2uv21 286 26 . . . cord-321913-zie2uv21 287 1 The the DT cord-321913-zie2uv21 287 2 high high JJ cord-321913-zie2uv21 287 3 rate rate NN cord-321913-zie2uv21 287 4 of of IN cord-321913-zie2uv21 287 5 fatalities fatality NNS cord-321913-zie2uv21 287 6 that that WDT cord-321913-zie2uv21 287 7 occurred occur VBD cord-321913-zie2uv21 287 8 in in IN cord-321913-zie2uv21 287 9 March March NNP cord-321913-zie2uv21 287 10 was be VBD cord-321913-zie2uv21 287 11 also also RB cord-321913-zie2uv21 287 12 due due JJ cord-321913-zie2uv21 287 13 to to IN cord-321913-zie2uv21 287 14 the the DT cord-321913-zie2uv21 287 15 unexpected unexpected JJ cord-321913-zie2uv21 287 16 stress stress NN cord-321913-zie2uv21 287 17 on on IN cord-321913-zie2uv21 287 18 the the DT cord-321913-zie2uv21 287 19 health health NN cord-321913-zie2uv21 287 20 system system NN cord-321913-zie2uv21 287 21 and and CC cord-321913-zie2uv21 287 22 the the DT cord-321913-zie2uv21 287 23 scarcity scarcity NN cord-321913-zie2uv21 287 24 of of IN cord-321913-zie2uv21 287 25 intensive intensive JJ cord-321913-zie2uv21 287 26 - - HYPH cord-321913-zie2uv21 287 27 care care NN cord-321913-zie2uv21 287 28 units unit NNS cord-321913-zie2uv21 287 29 . . . cord-321913-zie2uv21 288 1 Differently differently RB cord-321913-zie2uv21 288 2 , , , cord-321913-zie2uv21 288 3 Lombardy Lombardy NNP cord-321913-zie2uv21 288 4 and and CC cord-321913-zie2uv21 288 5 Veneto Veneto NNP cord-321913-zie2uv21 288 6 experienced experience VBD cord-321913-zie2uv21 288 7 a a DT cord-321913-zie2uv21 288 8 higher high JJR cord-321913-zie2uv21 288 9 rate rate NN cord-321913-zie2uv21 288 10 of of IN cord-321913-zie2uv21 288 11 recovered recover VBN cord-321913-zie2uv21 288 12 patients patient NNS cord-321913-zie2uv21 288 13 at at IN cord-321913-zie2uv21 288 14 the the DT cord-321913-zie2uv21 288 15 early early JJ cord-321913-zie2uv21 288 16 stage stage NN cord-321913-zie2uv21 288 17 of of IN cord-321913-zie2uv21 288 18 the the DT cord-321913-zie2uv21 288 19 epidemic epidemic NN cord-321913-zie2uv21 288 20 outbreak outbreak NN cord-321913-zie2uv21 288 21 . . . cord-321913-zie2uv21 289 1 A a DT cord-321913-zie2uv21 289 2 recent recent JJ cord-321913-zie2uv21 289 3 analysis analysis NN cord-321913-zie2uv21 289 4 [ [ -LRB- cord-321913-zie2uv21 289 5 18 18 CD cord-321913-zie2uv21 289 6 ] ] -RRB- cord-321913-zie2uv21 289 7 has have VBZ cord-321913-zie2uv21 289 8 pointed point VBN cord-321913-zie2uv21 289 9 out out RP cord-321913-zie2uv21 289 10 how how WRB cord-321913-zie2uv21 289 11 , , , cord-321913-zie2uv21 289 12 according accord VBG cord-321913-zie2uv21 289 13 to to IN cord-321913-zie2uv21 289 14 the the DT cord-321913-zie2uv21 289 15 guidance guidance NN cord-321913-zie2uv21 289 16 from from IN cord-321913-zie2uv21 289 17 public public JJ cord-321913-zie2uv21 289 18 health health NN cord-321913-zie2uv21 289 19 authorities authority NNS cord-321913-zie2uv21 289 20 in in IN cord-321913-zie2uv21 289 21 the the DT cord-321913-zie2uv21 289 22 central central JJ cord-321913-zie2uv21 289 23 government government NN cord-321913-zie2uv21 289 24 , , , cord-321913-zie2uv21 289 25 Lombardy Lombardy NNP cord-321913-zie2uv21 289 26 's 's POS cord-321913-zie2uv21 289 27 actions action NNS cord-321913-zie2uv21 289 28 involved involve VBD cord-321913-zie2uv21 289 29 a a DT cord-321913-zie2uv21 289 30 more more RBR cord-321913-zie2uv21 289 31 conservative conservative JJ cord-321913-zie2uv21 289 32 approach approach NN cord-321913-zie2uv21 289 33 mainly mainly RB cord-321913-zie2uv21 289 34 focusing focus VBG cord-321913-zie2uv21 289 35 on on IN cord-321913-zie2uv21 289 36 the the DT cord-321913-zie2uv21 289 37 symptomatic symptomatic JJ cord-321913-zie2uv21 289 38 cases case NNS cord-321913-zie2uv21 289 39 . . . cord-321913-zie2uv21 290 1 They -PRON- PRP cord-321913-zie2uv21 290 2 also also RB cord-321913-zie2uv21 290 3 suppose suppose VBP cord-321913-zie2uv21 290 4 that that IN cord-321913-zie2uv21 290 5 the the DT cord-321913-zie2uv21 290 6 set set NN cord-321913-zie2uv21 290 7 of of IN cord-321913-zie2uv21 290 8 policies policy NNS cord-321913-zie2uv21 290 9 enacted enact VBN cord-321913-zie2uv21 290 10 in in IN cord-321913-zie2uv21 290 11 Veneto Veneto NNP cord-321913-zie2uv21 290 12 minimized minimize VBD cord-321913-zie2uv21 290 13 the the DT cord-321913-zie2uv21 290 14 burden burden NN cord-321913-zie2uv21 290 15 on on IN cord-321913-zie2uv21 290 16 hospitals hospital NNS cord-321913-zie2uv21 290 17 and and CC cord-321913-zie2uv21 290 18 minimized minimize VBD cord-321913-zie2uv21 290 19 the the DT cord-321913-zie2uv21 290 20 risk risk NN cord-321913-zie2uv21 290 21 of of IN cord-321913-zie2uv21 290 22 spreading spread VBG cord-321913-zie2uv21 290 23 in in IN cord-321913-zie2uv21 290 24 medical medical JJ cord-321913-zie2uv21 290 25 facilities facility NNS cord-321913-zie2uv21 290 26 . . . cord-321913-zie2uv21 291 1 Veneto Veneto NNP cord-321913-zie2uv21 291 2 's 's POS cord-321913-zie2uv21 291 3 strategy strategy NN cord-321913-zie2uv21 291 4 tried try VBD cord-321913-zie2uv21 291 5 to to TO cord-321913-zie2uv21 291 6 prevent prevent VB cord-321913-zie2uv21 291 7 the the DT cord-321913-zie2uv21 291 8 diffusion diffusion NN cord-321913-zie2uv21 291 9 by by IN cord-321913-zie2uv21 291 10 capillary capillary JJ cord-321913-zie2uv21 291 11 actions action NNS cord-321913-zie2uv21 291 12 at at IN cord-321913-zie2uv21 291 13 the the DT cord-321913-zie2uv21 291 14 local local JJ cord-321913-zie2uv21 291 15 scale scale NN cord-321913-zie2uv21 291 16 , , , cord-321913-zie2uv21 291 17 to to TO cord-321913-zie2uv21 291 18 limit limit VB cord-321913-zie2uv21 291 19 the the DT cord-321913-zie2uv21 291 20 contagious contagious JJ cord-321913-zie2uv21 291 21 with with IN cord-321913-zie2uv21 291 22 additional additional JJ cord-321913-zie2uv21 291 23 measures measure NNS cord-321913-zie2uv21 291 24 in in IN cord-321913-zie2uv21 291 25 the the DT cord-321913-zie2uv21 291 26 hot hot JJ cord-321913-zie2uv21 291 27 spots spot NNS cord-321913-zie2uv21 291 28 of of IN cord-321913-zie2uv21 291 29 the the DT cord-321913-zie2uv21 291 30 infection infection NN cord-321913-zie2uv21 291 31 at at IN cord-321913-zie2uv21 291 32 the the DT cord-321913-zie2uv21 291 33 early early JJ cord-321913-zie2uv21 291 34 stage stage NN cord-321913-zie2uv21 291 35 of of IN cord-321913-zie2uv21 291 36 the the DT cord-321913-zie2uv21 291 37 epidemic epidemic NN cord-321913-zie2uv21 291 38 . . . cord-321913-zie2uv21 292 1 The the DT cord-321913-zie2uv21 292 2 expected expect VBN cord-321913-zie2uv21 292 3 trend trend NN cord-321913-zie2uv21 292 4 of of IN cord-321913-zie2uv21 292 5 these these DT cord-321913-zie2uv21 292 6 regions region NNS cord-321913-zie2uv21 292 7 was be VBD cord-321913-zie2uv21 292 8 controlled control VBN cord-321913-zie2uv21 292 9 by by IN cord-321913-zie2uv21 292 10 many many JJ cord-321913-zie2uv21 292 11 factors factor NNS cord-321913-zie2uv21 292 12 outside outside IN cord-321913-zie2uv21 292 13 the the DT cord-321913-zie2uv21 292 14 control control NN cord-321913-zie2uv21 292 15 of of IN cord-321913-zie2uv21 292 16 policymakers policymaker NNS cord-321913-zie2uv21 292 17 , , , cord-321913-zie2uv21 292 18 including include VBG cord-321913-zie2uv21 292 19 Lombardy Lombardy NNP cord-321913-zie2uv21 292 20 's 's POS cord-321913-zie2uv21 292 21 greater great JJR cord-321913-zie2uv21 292 22 population population NN cord-321913-zie2uv21 292 23 density density NN cord-321913-zie2uv21 292 24 and and CC cord-321913-zie2uv21 292 25 a a DT cord-321913-zie2uv21 292 26 higher high JJR cord-321913-zie2uv21 292 27 number number NN cord-321913-zie2uv21 292 28 of of IN cord-321913-zie2uv21 292 29 cases case NNS cord-321913-zie2uv21 292 30 at at IN cord-321913-zie2uv21 292 31 the the DT cord-321913-zie2uv21 292 32 explosion explosion NN cord-321913-zie2uv21 292 33 of of IN cord-321913-zie2uv21 292 34 the the DT cord-321913-zie2uv21 292 35 crisis crisis NN cord-321913-zie2uv21 292 36 . . . cord-321913-zie2uv21 293 1 Nevertheless nevertheless RB cord-321913-zie2uv21 293 2 , , , cord-321913-zie2uv21 293 3 the the DT cord-321913-zie2uv21 293 4 different different JJ cord-321913-zie2uv21 293 5 public public JJ cord-321913-zie2uv21 293 6 health health NN cord-321913-zie2uv21 293 7 policies policy NNS cord-321913-zie2uv21 293 8 at at IN cord-321913-zie2uv21 293 9 the the DT cord-321913-zie2uv21 293 10 early early JJ cord-321913-zie2uv21 293 11 stage stage NN cord-321913-zie2uv21 293 12 of of IN cord-321913-zie2uv21 293 13 the the DT cord-321913-zie2uv21 293 14 epidemic epidemic NN cord-321913-zie2uv21 293 15 phenomena phenomenon NNS cord-321913-zie2uv21 293 16 also also RB cord-321913-zie2uv21 293 17 had have VBD cord-321913-zie2uv21 293 18 an an DT cord-321913-zie2uv21 293 19 impact impact NN cord-321913-zie2uv21 293 20 , , , cord-321913-zie2uv21 293 21 and and CC cord-321913-zie2uv21 293 22 it -PRON- PRP cord-321913-zie2uv21 293 23 seems seem VBZ cord-321913-zie2uv21 293 24 that that IN cord-321913-zie2uv21 293 25 tailored tailor VBN cord-321913-zie2uv21 293 26 capillary capillary JJ cord-321913-zie2uv21 293 27 actions action NNS cord-321913-zie2uv21 293 28 , , , cord-321913-zie2uv21 293 29 as as IN cord-321913-zie2uv21 293 30 in in IN cord-321913-zie2uv21 293 31 the the DT cord-321913-zie2uv21 293 32 example example NN cord-321913-zie2uv21 293 33 of of IN cord-321913-zie2uv21 293 34 Veneto Veneto NNP cord-321913-zie2uv21 293 35 , , , cord-321913-zie2uv21 293 36 obtained obtain VBD cord-321913-zie2uv21 293 37 better well JJR cord-321913-zie2uv21 293 38 results result NNS cord-321913-zie2uv21 293 39 than than IN cord-321913-zie2uv21 293 40 applying apply VBG cord-321913-zie2uv21 293 41 only only RB cord-321913-zie2uv21 293 42 a a DT cord-321913-zie2uv21 293 43 regional regional JJ cord-321913-zie2uv21 293 44 lockdown lockdown NN cord-321913-zie2uv21 293 45 . . . cord-321913-zie2uv21 294 1 The the DT cord-321913-zie2uv21 294 2 difference difference NN cord-321913-zie2uv21 294 3 in in IN cord-321913-zie2uv21 294 4 the the DT cord-321913-zie2uv21 294 5 approaches approach NNS cord-321913-zie2uv21 294 6 can can MD cord-321913-zie2uv21 294 7 be be VB cord-321913-zie2uv21 294 8 underlined underline VBN cord-321913-zie2uv21 294 9 by by IN cord-321913-zie2uv21 294 10 observing observe VBG cord-321913-zie2uv21 294 11 that that IN cord-321913-zie2uv21 294 12 many many JJ cord-321913-zie2uv21 294 13 municipalities municipality NNS cord-321913-zie2uv21 294 14 or or CC cord-321913-zie2uv21 294 15 provinces province NNS cord-321913-zie2uv21 294 16 declared declare VBD cord-321913-zie2uv21 294 17 " " `` cord-321913-zie2uv21 294 18 red red JJ cord-321913-zie2uv21 294 19 zones zone NNS cord-321913-zie2uv21 294 20 " " '' cord-321913-zie2uv21 294 21 , , , cord-321913-zie2uv21 294 22 where where WRB cord-321913-zie2uv21 294 23 , , , cord-321913-zie2uv21 294 24 due due IN cord-321913-zie2uv21 294 25 to to IN cord-321913-zie2uv21 294 26 high high JJ cord-321913-zie2uv21 294 27 transmission transmission NN cord-321913-zie2uv21 294 28 of of IN cord-321913-zie2uv21 294 29 the the DT cord-321913-zie2uv21 294 30 infection infection NN cord-321913-zie2uv21 294 31 , , , cord-321913-zie2uv21 294 32 additional additional JJ cord-321913-zie2uv21 294 33 restrictive restrictive JJ cord-321913-zie2uv21 294 34 measures measure NNS cord-321913-zie2uv21 294 35 were be VBD cord-321913-zie2uv21 294 36 introduced introduce VBN cord-321913-zie2uv21 294 37 , , , cord-321913-zie2uv21 294 38 compared compare VBN cord-321913-zie2uv21 294 39 to to IN cord-321913-zie2uv21 294 40 the the DT cord-321913-zie2uv21 294 41 rest rest NN cord-321913-zie2uv21 294 42 of of IN cord-321913-zie2uv21 294 43 the the DT cord-321913-zie2uv21 294 44 regional regional JJ cord-321913-zie2uv21 294 45 territory territory NN cord-321913-zie2uv21 294 46 . . . cord-321913-zie2uv21 295 1 In in IN cord-321913-zie2uv21 295 2 the the DT cord-321913-zie2uv21 295 3 red red JJ cord-321913-zie2uv21 295 4 zones zone NNS cord-321913-zie2uv21 295 5 , , , cord-321913-zie2uv21 295 6 the the DT cord-321913-zie2uv21 295 7 different different JJ cord-321913-zie2uv21 295 8 policies policy NNS cord-321913-zie2uv21 295 9 acted act VBD cord-321913-zie2uv21 295 10 in in IN cord-321913-zie2uv21 295 11 response response NN cord-321913-zie2uv21 295 12 to to IN cord-321913-zie2uv21 295 13 local local JJ cord-321913-zie2uv21 295 14 epidemiological epidemiological JJ cord-321913-zie2uv21 295 15 situations situation NNS cord-321913-zie2uv21 295 16 . . . cord-321913-zie2uv21 296 1 Instead instead RB cord-321913-zie2uv21 296 2 , , , cord-321913-zie2uv21 296 3 in in IN cord-321913-zie2uv21 296 4 Piedmont Piedmont NNP cord-321913-zie2uv21 296 5 and and CC cord-321913-zie2uv21 296 6 Lombardy Lombardy NNP cord-321913-zie2uv21 296 7 , , , cord-321913-zie2uv21 296 8 no no DT cord-321913-zie2uv21 296 9 red red JJ cord-321913-zie2uv21 296 10 zone zone NN cord-321913-zie2uv21 296 11 was be VBD cord-321913-zie2uv21 296 12 established establish VBN cord-321913-zie2uv21 296 13 , , , cord-321913-zie2uv21 296 14 but but CC cord-321913-zie2uv21 296 15 restrictive restrictive JJ cord-321913-zie2uv21 296 16 individual individual JJ cord-321913-zie2uv21 296 17 distancing distance VBG cord-321913-zie2uv21 296 18 measures measure NNS cord-321913-zie2uv21 296 19 were be VBD cord-321913-zie2uv21 296 20 regulated regulate VBN cord-321913-zie2uv21 296 21 on on IN cord-321913-zie2uv21 296 22 a a DT cord-321913-zie2uv21 296 23 regional regional JJ cord-321913-zie2uv21 296 24 scale scale NN cord-321913-zie2uv21 296 25 . . . cord-321913-zie2uv21 297 1 According accord VBG cord-321913-zie2uv21 297 2 to to IN cord-321913-zie2uv21 297 3 the the DT cord-321913-zie2uv21 297 4 evidenced evidenced JJ cord-321913-zie2uv21 297 5 results result NNS cord-321913-zie2uv21 297 6 of of IN cord-321913-zie2uv21 297 7 different different JJ cord-321913-zie2uv21 297 8 policies policy NNS cord-321913-zie2uv21 297 9 , , , cord-321913-zie2uv21 297 10 in in IN cord-321913-zie2uv21 297 11 the the DT cord-321913-zie2uv21 297 12 next next JJ cord-321913-zie2uv21 297 13 phase phase NN cord-321913-zie2uv21 297 14 of of IN cord-321913-zie2uv21 297 15 governmental governmental JJ cord-321913-zie2uv21 297 16 policies policy NNS cord-321913-zie2uv21 297 17 , , , cord-321913-zie2uv21 297 18 the the DT cord-321913-zie2uv21 297 19 reopening reopening NN cord-321913-zie2uv21 297 20 of of IN cord-321913-zie2uv21 297 21 business business NN cord-321913-zie2uv21 297 22 and and CC cord-321913-zie2uv21 297 23 activities activity NNS cord-321913-zie2uv21 297 24 should should MD cord-321913-zie2uv21 297 25 be be VB cord-321913-zie2uv21 297 26 tailored tailor VBN cord-321913-zie2uv21 297 27 to to IN cord-321913-zie2uv21 297 28 the the DT cord-321913-zie2uv21 297 29 local local JJ cord-321913-zie2uv21 297 30 situations situation NNS cord-321913-zie2uv21 297 31 , , , cord-321913-zie2uv21 297 32 focusing focus VBG cord-321913-zie2uv21 297 33 on on IN cord-321913-zie2uv21 297 34 the the DT cord-321913-zie2uv21 297 35 organization organization NN cord-321913-zie2uv21 297 36 and and CC cord-321913-zie2uv21 297 37 integration integration NN cord-321913-zie2uv21 297 38 of of IN cord-321913-zie2uv21 297 39 all all DT cord-321913-zie2uv21 297 40 figures figure NNS cord-321913-zie2uv21 297 41 of of IN cord-321913-zie2uv21 297 42 the the DT cord-321913-zie2uv21 297 43 health health NN cord-321913-zie2uv21 297 44 system system NN cord-321913-zie2uv21 297 45 . . . cord-321913-zie2uv21 298 1 In in IN cord-321913-zie2uv21 298 2 particular particular JJ cord-321913-zie2uv21 298 3 , , , cord-321913-zie2uv21 298 4 the the DT cord-321913-zie2uv21 298 5 central central JJ cord-321913-zie2uv21 298 6 government government NN cord-321913-zie2uv21 298 7 should should MD cord-321913-zie2uv21 298 8 require require VB cord-321913-zie2uv21 298 9 from from IN cord-321913-zie2uv21 298 10 the the DT cord-321913-zie2uv21 298 11 regions region NNS cord-321913-zie2uv21 298 12 an an DT cord-321913-zie2uv21 298 13 effort effort NN cord-321913-zie2uv21 298 14 to to TO cord-321913-zie2uv21 298 15 provide provide VB cord-321913-zie2uv21 298 16 local local JJ cord-321913-zie2uv21 298 17 epidemiological epidemiological JJ cord-321913-zie2uv21 298 18 data datum NNS cord-321913-zie2uv21 298 19 in in IN cord-321913-zie2uv21 298 20 real real JJ cord-321913-zie2uv21 298 21 - - HYPH cord-321913-zie2uv21 298 22 time time NN cord-321913-zie2uv21 298 23 , , , cord-321913-zie2uv21 298 24 to to IN cord-321913-zie2uv21 298 25 lockdown lockdown NN cord-321913-zie2uv21 298 26 only only RB cord-321913-zie2uv21 298 27 limited limited JJ cord-321913-zie2uv21 298 28 areas area NNS cord-321913-zie2uv21 298 29 , , , cord-321913-zie2uv21 298 30 while while IN cord-321913-zie2uv21 298 31 the the DT cord-321913-zie2uv21 298 32 reopening reopening NN cord-321913-zie2uv21 298 33 of of IN cord-321913-zie2uv21 298 34 regional regional JJ cord-321913-zie2uv21 298 35 - - HYPH cord-321913-zie2uv21 298 36 scale scale NN cord-321913-zie2uv21 298 37 business business NN cord-321913-zie2uv21 298 38 can can MD cord-321913-zie2uv21 298 39 be be VB cord-321913-zie2uv21 298 40 eased ease VBN cord-321913-zie2uv21 298 41 . . . cord-321913-zie2uv21 299 1 The the DT cord-321913-zie2uv21 299 2 estimated estimate VBN cord-321913-zie2uv21 299 3 parameters parameter NNS cord-321913-zie2uv21 299 4 that that WDT cord-321913-zie2uv21 299 5 regulate regulate VBP cord-321913-zie2uv21 299 6 the the DT cord-321913-zie2uv21 299 7 equations equation NNS cord-321913-zie2uv21 299 8 of of IN cord-321913-zie2uv21 299 9 the the DT cord-321913-zie2uv21 299 10 SEIR SEIR NNP cord-321913-zie2uv21 299 11 model model NN cord-321913-zie2uv21 299 12 are be VBP cord-321913-zie2uv21 299 13 reported report VBN cord-321913-zie2uv21 299 14 in in IN cord-321913-zie2uv21 299 15 Table Table NNP cord-321913-zie2uv21 299 16 3 3 CD cord-321913-zie2uv21 299 17 . . . cord-321913-zie2uv21 300 1 For for IN cord-321913-zie2uv21 300 2 the the DT cord-321913-zie2uv21 300 3 parameters parameter NNS cord-321913-zie2uv21 300 4 obtained obtain VBN cord-321913-zie2uv21 300 5 with with IN cord-321913-zie2uv21 300 6 stochastic stochastic JJ cord-321913-zie2uv21 300 7 approach approach NN cord-321913-zie2uv21 300 8 , , , cord-321913-zie2uv21 300 9 the the DT cord-321913-zie2uv21 300 10 best good JJS cord-321913-zie2uv21 300 11 - - HYPH cord-321913-zie2uv21 300 12 solution solution NN cord-321913-zie2uv21 300 13 is be VBZ cord-321913-zie2uv21 300 14 shown show VBN cord-321913-zie2uv21 300 15 in in IN cord-321913-zie2uv21 300 16 bold bold JJ cord-321913-zie2uv21 300 17 , , , cord-321913-zie2uv21 300 18 while while IN cord-321913-zie2uv21 300 19 in in IN cord-321913-zie2uv21 300 20 brackets bracket NNS cord-321913-zie2uv21 300 21 the the DT cord-321913-zie2uv21 300 22 mean mean NN cord-321913-zie2uv21 300 23 and and CC cord-321913-zie2uv21 300 24 the the DT cord-321913-zie2uv21 300 25 variance variance NN cord-321913-zie2uv21 300 26 of of IN cord-321913-zie2uv21 300 27 the the DT cord-321913-zie2uv21 300 28 solutions solution NNS cord-321913-zie2uv21 300 29 within within IN cord-321913-zie2uv21 300 30 5 5 CD cord-321913-zie2uv21 300 31 % % NN cord-321913-zie2uv21 300 32 of of IN cord-321913-zie2uv21 300 33 the the DT cord-321913-zie2uv21 300 34 minimum minimum JJ cord-321913-zie2uv21 300 35 NRMSE NRMSE NNP cord-321913-zie2uv21 300 36 in in IN cord-321913-zie2uv21 300 37 brackets bracket NNS cord-321913-zie2uv21 300 38 . . . cord-321913-zie2uv21 301 1 In in IN cord-321913-zie2uv21 301 2 Table table NN cord-321913-zie2uv21 301 3 3 3 CD cord-321913-zie2uv21 301 4 we -PRON- PRP cord-321913-zie2uv21 301 5 compare compare VBP cord-321913-zie2uv21 301 6 the the DT cord-321913-zie2uv21 301 7 parameters parameter NNS cord-321913-zie2uv21 301 8 among among IN cord-321913-zie2uv21 301 9 different different JJ cord-321913-zie2uv21 301 10 regions region NNS cord-321913-zie2uv21 301 11 , , , cord-321913-zie2uv21 301 12 and and CC cord-321913-zie2uv21 301 13 between between IN cord-321913-zie2uv21 301 14 the the DT cord-321913-zie2uv21 301 15 stochastic stochastic JJ cord-321913-zie2uv21 301 16 and and CC cord-321913-zie2uv21 301 17 deterministic deterministic JJ cord-321913-zie2uv21 301 18 approach approach NN cord-321913-zie2uv21 301 19 . . . cord-321913-zie2uv21 302 1 Both both DT cord-321913-zie2uv21 302 2 approaches approach NNS cord-321913-zie2uv21 302 3 provided provide VBD cord-321913-zie2uv21 302 4 models model NNS cord-321913-zie2uv21 302 5 that that WDT cord-321913-zie2uv21 302 6 fitted fit VBD cord-321913-zie2uv21 302 7 the the DT cord-321913-zie2uv21 302 8 observed observed JJ cord-321913-zie2uv21 302 9 data datum NNS cord-321913-zie2uv21 302 10 with with IN cord-321913-zie2uv21 302 11 good good JJ cord-321913-zie2uv21 302 12 accuracy accuracy NN cord-321913-zie2uv21 302 13 , , , cord-321913-zie2uv21 302 14 although although IN cord-321913-zie2uv21 302 15 the the DT cord-321913-zie2uv21 302 16 stochastic stochastic JJ cord-321913-zie2uv21 302 17 approach approach NN cord-321913-zie2uv21 302 18 has have VBZ cord-321913-zie2uv21 302 19 , , , cord-321913-zie2uv21 302 20 in in IN cord-321913-zie2uv21 302 21 general general JJ cord-321913-zie2uv21 302 22 , , , cord-321913-zie2uv21 302 23 a a DT cord-321913-zie2uv21 302 24 slightly slightly RB cord-321913-zie2uv21 302 25 lower low JJR cord-321913-zie2uv21 302 26 NRMSE NRMSE NNP cord-321913-zie2uv21 302 27 . . . cord-321913-zie2uv21 303 1 The the DT cord-321913-zie2uv21 303 2 parameters parameter NNS cord-321913-zie2uv21 303 3 calculated calculate VBN cord-321913-zie2uv21 303 4 with with IN cord-321913-zie2uv21 303 5 PSO PSO NNP cord-321913-zie2uv21 303 6 are be VBP cord-321913-zie2uv21 303 7 reported report VBN cord-321913-zie2uv21 303 8 with with IN cord-321913-zie2uv21 303 9 the the DT cord-321913-zie2uv21 303 10 best good JJS cord-321913-zie2uv21 303 11 - - HYPH cord-321913-zie2uv21 303 12 solution solution NN cord-321913-zie2uv21 303 13 value value NN cord-321913-zie2uv21 303 14 , , , cord-321913-zie2uv21 303 15 mean mean JJ cord-321913-zie2uv21 303 16 , , , cord-321913-zie2uv21 303 17 and and CC cord-321913-zie2uv21 303 18 variance variance NN cord-321913-zie2uv21 303 19 . . . cord-321913-zie2uv21 304 1 We -PRON- PRP cord-321913-zie2uv21 304 2 can can MD cord-321913-zie2uv21 304 3 observe observe VB cord-321913-zie2uv21 304 4 that that IN cord-321913-zie2uv21 304 5 α α NN cord-321913-zie2uv21 304 6 , , , cord-321913-zie2uv21 304 7 β β NN cord-321913-zie2uv21 304 8 , , , cord-321913-zie2uv21 304 9 γ γ NNP cord-321913-zie2uv21 304 10 and and CC cord-321913-zie2uv21 304 11 δ δ NNP cord-321913-zie2uv21 304 12 had have VBD cord-321913-zie2uv21 304 13 a a DT cord-321913-zie2uv21 304 14 high high JJ cord-321913-zie2uv21 304 15 variance variance NN cord-321913-zie2uv21 304 16 due due IN cord-321913-zie2uv21 304 17 to to IN cord-321913-zie2uv21 304 18 the the DT cord-321913-zie2uv21 304 19 intrinsic intrinsic JJ cord-321913-zie2uv21 304 20 variability variability NN cord-321913-zie2uv21 304 21 due due IN cord-321913-zie2uv21 304 22 to to IN cord-321913-zie2uv21 304 23 the the DT cord-321913-zie2uv21 304 24 stochastic stochastic JJ cord-321913-zie2uv21 304 25 approach approach NN cord-321913-zie2uv21 304 26 . . . cord-321913-zie2uv21 305 1 Sometimes sometimes RB cord-321913-zie2uv21 305 2 the the DT cord-321913-zie2uv21 305 3 best good JJS cord-321913-zie2uv21 305 4 solution solution NN cord-321913-zie2uv21 305 5 is be VBZ cord-321913-zie2uv21 305 6 not not RB cord-321913-zie2uv21 305 7 aligned align VBN cord-321913-zie2uv21 305 8 with with IN cord-321913-zie2uv21 305 9 the the DT cord-321913-zie2uv21 305 10 mean mean JJ cord-321913-zie2uv21 305 11 value value NN cord-321913-zie2uv21 305 12 . . . cord-321913-zie2uv21 306 1 λ λ NNP cord-321913-zie2uv21 306 2 and and CC cord-321913-zie2uv21 306 3 κ κ NN cord-321913-zie2uv21 306 4 values value NNS cord-321913-zie2uv21 306 5 , , , cord-321913-zie2uv21 306 6 instead instead RB cord-321913-zie2uv21 306 7 , , , cord-321913-zie2uv21 306 8 are be VBP cord-321913-zie2uv21 306 9 strictly strictly RB cord-321913-zie2uv21 306 10 gathered gather VBN cord-321913-zie2uv21 306 11 around around IN cord-321913-zie2uv21 306 12 the the DT cord-321913-zie2uv21 306 13 mean mean NN cord-321913-zie2uv21 306 14 in in IN cord-321913-zie2uv21 306 15 almost almost RB cord-321913-zie2uv21 306 16 all all DT cord-321913-zie2uv21 306 17 PSO PSO NNP cord-321913-zie2uv21 306 18 solutions solution NNS cord-321913-zie2uv21 306 19 , , , cord-321913-zie2uv21 306 20 hence hence RB cord-321913-zie2uv21 306 21 the the DT cord-321913-zie2uv21 306 22 low low JJ cord-321913-zie2uv21 306 23 variance variance NN cord-321913-zie2uv21 306 24 . . . cord-321913-zie2uv21 307 1 This this DT cord-321913-zie2uv21 307 2 is be VBZ cord-321913-zie2uv21 307 3 explained explain VBN cord-321913-zie2uv21 307 4 by by IN cord-321913-zie2uv21 307 5 considering consider VBG cord-321913-zie2uv21 307 6 that that IN cord-321913-zie2uv21 307 7 , , , cord-321913-zie2uv21 307 8 since since IN cord-321913-zie2uv21 307 9 the the DT cord-321913-zie2uv21 307 10 number number NN cord-321913-zie2uv21 307 11 of of IN cord-321913-zie2uv21 307 12 parameters parameter NNS cord-321913-zie2uv21 307 13 is be VBZ cord-321913-zie2uv21 307 14 higher high JJR cord-321913-zie2uv21 307 15 than than IN cord-321913-zie2uv21 307 16 the the DT cord-321913-zie2uv21 307 17 available available JJ cord-321913-zie2uv21 307 18 data datum NNS cord-321913-zie2uv21 307 19 series series NN cord-321913-zie2uv21 307 20 ( ( -LRB- cord-321913-zie2uv21 307 21 Q Q NNP cord-321913-zie2uv21 307 22 , , , cord-321913-zie2uv21 307 23 R r NN cord-321913-zie2uv21 307 24 , , , cord-321913-zie2uv21 307 25 and and CC cord-321913-zie2uv21 307 26 D D NNP cord-321913-zie2uv21 307 27 ) ) -RRB- cord-321913-zie2uv21 307 28 , , , cord-321913-zie2uv21 307 29 the the DT cord-321913-zie2uv21 307 30 problem problem NN cord-321913-zie2uv21 307 31 is be VBZ cord-321913-zie2uv21 307 32 underdetermined underdetermined JJ cord-321913-zie2uv21 307 33 , , , cord-321913-zie2uv21 307 34 so so IN cord-321913-zie2uv21 307 35 that that IN cord-321913-zie2uv21 307 36 the the DT cord-321913-zie2uv21 307 37 stochastic stochastic JJ cord-321913-zie2uv21 307 38 approach approach NN cord-321913-zie2uv21 307 39 can can MD cord-321913-zie2uv21 307 40 find find VB cord-321913-zie2uv21 307 41 more more JJR cord-321913-zie2uv21 307 42 than than IN cord-321913-zie2uv21 307 43 one one CD cord-321913-zie2uv21 307 44 series series NN cord-321913-zie2uv21 307 45 of of IN cord-321913-zie2uv21 307 46 parameters parameter NNS cord-321913-zie2uv21 307 47 which which WDT cord-321913-zie2uv21 307 48 fits fit VBZ cord-321913-zie2uv21 307 49 the the DT cord-321913-zie2uv21 307 50 data datum NNS cord-321913-zie2uv21 307 51 within within IN cord-321913-zie2uv21 307 52 an an DT cord-321913-zie2uv21 307 53 acceptable acceptable JJ cord-321913-zie2uv21 307 54 misfit misfit NN cord-321913-zie2uv21 307 55 . . . cord-321913-zie2uv21 308 1 Then then RB cord-321913-zie2uv21 308 2 , , , cord-321913-zie2uv21 308 3 λ λ NN cord-321913-zie2uv21 308 4 and and CC cord-321913-zie2uv21 308 5 κ κ NNP cord-321913-zie2uv21 308 6 do do VBP cord-321913-zie2uv21 308 7 not not RB cord-321913-zie2uv21 308 8 show show VB cord-321913-zie2uv21 308 9 large large JJ cord-321913-zie2uv21 308 10 variability variability NN cord-321913-zie2uv21 308 11 among among IN cord-321913-zie2uv21 308 12 the the DT cord-321913-zie2uv21 308 13 most most RBS cord-321913-zie2uv21 308 14 - - HYPH cord-321913-zie2uv21 308 15 probable probable JJ cord-321913-zie2uv21 308 16 scenarios scenario NNS cord-321913-zie2uv21 308 17 because because IN cord-321913-zie2uv21 308 18 they -PRON- PRP cord-321913-zie2uv21 308 19 govern govern VBP cord-321913-zie2uv21 308 20 the the DT cord-321913-zie2uv21 308 21 equations equation NNS cord-321913-zie2uv21 308 22 that that WDT cord-321913-zie2uv21 308 23 correlate correlate VBP cord-321913-zie2uv21 308 24 Q Q NNP cord-321913-zie2uv21 308 25 with with IN cord-321913-zie2uv21 308 26 R r NN cord-321913-zie2uv21 308 27 and and CC cord-321913-zie2uv21 308 28 D d NN cord-321913-zie2uv21 308 29 , , , cord-321913-zie2uv21 308 30 that that WDT cord-321913-zie2uv21 308 31 is be VBZ cord-321913-zie2uv21 308 32 the the DT cord-321913-zie2uv21 308 33 official official JJ cord-321913-zie2uv21 308 34 data datum NNS cord-321913-zie2uv21 308 35 series series NN cord-321913-zie2uv21 308 36 . . . cord-321913-zie2uv21 309 1 Therefore therefore RB cord-321913-zie2uv21 309 2 , , , cord-321913-zie2uv21 309 3 the the DT cord-321913-zie2uv21 309 4 estimated estimate VBN cord-321913-zie2uv21 309 5 λ λ NN cord-321913-zie2uv21 309 6 and and CC cord-321913-zie2uv21 309 7 κ κ NNP cord-321913-zie2uv21 309 8 were be VBD cord-321913-zie2uv21 309 9 always always RB cord-321913-zie2uv21 309 10 found find VBN cord-321913-zie2uv21 309 11 in in IN cord-321913-zie2uv21 309 12 the the DT cord-321913-zie2uv21 309 13 same same JJ cord-321913-zie2uv21 309 14 region region NN cord-321913-zie2uv21 309 15 of of IN cord-321913-zie2uv21 309 16 the the DT cord-321913-zie2uv21 309 17 search search NN cord-321913-zie2uv21 309 18 space space NN cord-321913-zie2uv21 309 19 of of IN cord-321913-zie2uv21 309 20 solutions solution NNS cord-321913-zie2uv21 309 21 . . . cord-321913-zie2uv21 310 1 South South NNP cord-321913-zie2uv21 310 2 Korea Korea NNP cord-321913-zie2uv21 310 3 and and CC cord-321913-zie2uv21 310 4 Veneto Veneto NNP cord-321913-zie2uv21 310 5 show show VBP cord-321913-zie2uv21 310 6 the the DT cord-321913-zie2uv21 310 7 highest high JJS cord-321913-zie2uv21 310 8 recovery recovery NN cord-321913-zie2uv21 310 9 rates rate NNS cord-321913-zie2uv21 310 10 ( ( -LRB- cord-321913-zie2uv21 310 11 λ λ NN cord-321913-zie2uv21 310 12 1 1 CD cord-321913-zie2uv21 310 13 ) ) -RRB- cord-321913-zie2uv21 310 14 with with IN cord-321913-zie2uv21 310 15 values value NNS cord-321913-zie2uv21 310 16 around around IN cord-321913-zie2uv21 310 17 0.05 0.05 CD cord-321913-zie2uv21 310 18 , , , cord-321913-zie2uv21 310 19 followed follow VBN cord-321913-zie2uv21 310 20 by by IN cord-321913-zie2uv21 310 21 Spain Spain NNP cord-321913-zie2uv21 310 22 ( ( -LRB- cord-321913-zie2uv21 310 23 0.044 0.044 CD cord-321913-zie2uv21 310 24 ) ) -RRB- cord-321913-zie2uv21 310 25 . . . cord-321913-zie2uv21 311 1 This this DT cord-321913-zie2uv21 311 2 confirms confirm VBZ cord-321913-zie2uv21 311 3 the the DT cord-321913-zie2uv21 311 4 reports report NNS cord-321913-zie2uv21 311 5 which which WDT cord-321913-zie2uv21 311 6 praise praise VBP cord-321913-zie2uv21 311 7 the the DT cord-321913-zie2uv21 311 8 Veneto Veneto NNP cord-321913-zie2uv21 311 9 model model NN cord-321913-zie2uv21 311 10 , , , cord-321913-zie2uv21 311 11 because because IN cord-321913-zie2uv21 311 12 its -PRON- PRP$ cord-321913-zie2uv21 311 13 administration administration NN cord-321913-zie2uv21 311 14 had have VBD cord-321913-zie2uv21 311 15 the the DT cord-321913-zie2uv21 311 16 capabilities capability NNS cord-321913-zie2uv21 311 17 of of IN cord-321913-zie2uv21 311 18 testing test VBG cord-321913-zie2uv21 311 19 more more RBR cord-321913-zie2uv21 311 20 quickly quickly RB cord-321913-zie2uv21 311 21 than than IN cord-321913-zie2uv21 311 22 other other JJ cord-321913-zie2uv21 311 23 Italian italian JJ cord-321913-zie2uv21 311 24 regions region NNS cord-321913-zie2uv21 311 25 , , , cord-321913-zie2uv21 311 26 and and CC cord-321913-zie2uv21 311 27 the the DT cord-321913-zie2uv21 311 28 family family NN cord-321913-zie2uv21 311 29 doctors doctor NNS cord-321913-zie2uv21 311 30 worked work VBD cord-321913-zie2uv21 311 31 in in IN cord-321913-zie2uv21 311 32 a a DT cord-321913-zie2uv21 311 33 stronger strong JJR cord-321913-zie2uv21 311 34 synergy synergy NN cord-321913-zie2uv21 311 35 with with IN cord-321913-zie2uv21 311 36 the the DT cord-321913-zie2uv21 311 37 health health NN cord-321913-zie2uv21 311 38 structures structure NNS cord-321913-zie2uv21 311 39 . . . cord-321913-zie2uv21 312 1 It -PRON- PRP cord-321913-zie2uv21 312 2 also also RB cord-321913-zie2uv21 312 3 evidences evidence VBZ cord-321913-zie2uv21 312 4 a a DT cord-321913-zie2uv21 312 5 lower low JJR cord-321913-zie2uv21 312 6 death death NN cord-321913-zie2uv21 312 7 rate rate NN cord-321913-zie2uv21 312 8 ( ( -LRB- cord-321913-zie2uv21 312 9 κ κ NN cord-321913-zie2uv21 312 10 0 0 CD cord-321913-zie2uv21 312 11 ) ) -RRB- cord-321913-zie2uv21 312 12 , , , cord-321913-zie2uv21 312 13 probably probably RB cord-321913-zie2uv21 312 14 due due IN cord-321913-zie2uv21 312 15 to to IN cord-321913-zie2uv21 312 16 the the DT cord-321913-zie2uv21 312 17 better well JJR cord-321913-zie2uv21 312 18 health health NN cord-321913-zie2uv21 312 19 system system NN cord-321913-zie2uv21 312 20 efficiency efficiency NN cord-321913-zie2uv21 312 21 to to TO cord-321913-zie2uv21 312 22 treat treat VB cord-321913-zie2uv21 312 23 patients patient NNS cord-321913-zie2uv21 312 24 , , , cord-321913-zie2uv21 312 25 but but CC cord-321913-zie2uv21 312 26 also also RB cord-321913-zie2uv21 312 27 to to IN cord-321913-zie2uv21 312 28 the the DT cord-321913-zie2uv21 312 29 greater great JJR cord-321913-zie2uv21 312 30 number number NN cord-321913-zie2uv21 312 31 of of IN cord-321913-zie2uv21 312 32 tests test NNS cord-321913-zie2uv21 312 33 . . . cord-321913-zie2uv21 313 1 In in IN cord-321913-zie2uv21 313 2 both both DT cord-321913-zie2uv21 313 3 data datum NNS cord-321913-zie2uv21 313 4 and and CC cord-321913-zie2uv21 313 5 policies policy NNS cord-321913-zie2uv21 313 6 , , , cord-321913-zie2uv21 313 7 the the DT cord-321913-zie2uv21 313 8 Veneto Veneto NNP cord-321913-zie2uv21 313 9 region region NN cord-321913-zie2uv21 313 10 is be VBZ cord-321913-zie2uv21 313 11 more more JJR cord-321913-zie2uv21 313 12 like like IN cord-321913-zie2uv21 313 13 South South NNP cord-321913-zie2uv21 313 14 Korea Korea NNP cord-321913-zie2uv21 313 15 than than IN cord-321913-zie2uv21 313 16 other other JJ cord-321913-zie2uv21 313 17 parts part NNS cord-321913-zie2uv21 313 18 of of IN cord-321913-zie2uv21 313 19 Italy Italy NNP cord-321913-zie2uv21 313 20 . . . cord-321913-zie2uv21 314 1 These these DT cord-321913-zie2uv21 314 2 aspects aspect NNS cord-321913-zie2uv21 314 3 had have VBD cord-321913-zie2uv21 314 4 an an DT cord-321913-zie2uv21 314 5 impact impact NN cord-321913-zie2uv21 314 6 on on IN cord-321913-zie2uv21 314 7 the the DT cord-321913-zie2uv21 314 8 outbreak outbreak NN cord-321913-zie2uv21 314 9 of of IN cord-321913-zie2uv21 314 10 the the DT cord-321913-zie2uv21 314 11 epidemic epidemic NN cord-321913-zie2uv21 314 12 , , , cord-321913-zie2uv21 314 13 as as IN cord-321913-zie2uv21 314 14 can can MD cord-321913-zie2uv21 314 15 be be VB cord-321913-zie2uv21 314 16 seen see VBN cord-321913-zie2uv21 314 17 comparing compare VBG cord-321913-zie2uv21 314 18 Figures figure NNS cord-321913-zie2uv21 314 19 4 4 CD cord-321913-zie2uv21 314 20 - - SYM cord-321913-zie2uv21 314 21 6 6 CD cord-321913-zie2uv21 314 22 : : : cord-321913-zie2uv21 314 23 The the DT cord-321913-zie2uv21 314 24 Veneto Veneto NNP cord-321913-zie2uv21 314 25 region region NN cord-321913-zie2uv21 314 26 is be VBZ cord-321913-zie2uv21 314 27 more more RBR cord-321913-zie2uv21 314 28 likely likely JJ cord-321913-zie2uv21 314 29 to to TO cord-321913-zie2uv21 314 30 reach reach VB cord-321913-zie2uv21 314 31 the the DT cord-321913-zie2uv21 314 32 peak peak NN cord-321913-zie2uv21 314 33 of of IN cord-321913-zie2uv21 314 34 active active JJ cord-321913-zie2uv21 314 35 cases case NNS cord-321913-zie2uv21 314 36 ( ( -LRB- cord-321913-zie2uv21 314 37 Q Q NNP cord-321913-zie2uv21 314 38 ) ) -RRB- cord-321913-zie2uv21 314 39 before before IN cord-321913-zie2uv21 314 40 the the DT cord-321913-zie2uv21 314 41 other other JJ cord-321913-zie2uv21 314 42 regions region NNS cord-321913-zie2uv21 314 43 . . . cord-321913-zie2uv21 315 1 Even even RB cord-321913-zie2uv21 315 2 though though IN cord-321913-zie2uv21 315 3 the the DT cord-321913-zie2uv21 315 4 PSO PSO NNP cord-321913-zie2uv21 315 5 results result NNS cord-321913-zie2uv21 315 6 may may MD cord-321913-zie2uv21 315 7 seem seem VB cord-321913-zie2uv21 315 8 to to TO cord-321913-zie2uv21 315 9 provide provide VB cord-321913-zie2uv21 315 10 a a DT cord-321913-zie2uv21 315 11 wide wide JJ cord-321913-zie2uv21 315 12 range range NN cord-321913-zie2uv21 315 13 for for IN cord-321913-zie2uv21 315 14 the the DT cord-321913-zie2uv21 315 15 SEIR SEIR NNP cord-321913-zie2uv21 315 16 parameters parameter NNS cord-321913-zie2uv21 315 17 , , , cord-321913-zie2uv21 315 18 we -PRON- PRP cord-321913-zie2uv21 315 19 stress stress VBP cord-321913-zie2uv21 315 20 two two CD cord-321913-zie2uv21 315 21 important important JJ cord-321913-zie2uv21 315 22 aspects aspect NNS cord-321913-zie2uv21 315 23 : : : cord-321913-zie2uv21 316 1 • • NNP cord-321913-zie2uv21 316 2 as as IN cord-321913-zie2uv21 316 3 we -PRON- PRP cord-321913-zie2uv21 316 4 already already RB cord-321913-zie2uv21 316 5 stated state VBD cord-321913-zie2uv21 316 6 , , , cord-321913-zie2uv21 316 7 the the DT cord-321913-zie2uv21 316 8 problem problem NN cord-321913-zie2uv21 316 9 is be VBZ cord-321913-zie2uv21 316 10 underdetermined underdetermined JJ cord-321913-zie2uv21 316 11 , , , cord-321913-zie2uv21 316 12 so so CC cord-321913-zie2uv21 316 13 it -PRON- PRP cord-321913-zie2uv21 316 14 is be VBZ cord-321913-zie2uv21 316 15 preferable preferable JJ cord-321913-zie2uv21 316 16 to to TO cord-321913-zie2uv21 316 17 have have VB cord-321913-zie2uv21 316 18 an an DT cord-321913-zie2uv21 316 19 acceptable acceptable JJ cord-321913-zie2uv21 316 20 range range NN cord-321913-zie2uv21 316 21 of of IN cord-321913-zie2uv21 316 22 values value NNS cord-321913-zie2uv21 316 23 than than IN cord-321913-zie2uv21 316 24 a a DT cord-321913-zie2uv21 316 25 unique unique JJ cord-321913-zie2uv21 316 26 point point NN cord-321913-zie2uv21 316 27 value value NN cord-321913-zie2uv21 316 28 , , , cord-321913-zie2uv21 316 29 that that WDT cord-321913-zie2uv21 316 30 could could MD cord-321913-zie2uv21 316 31 result result VB cord-321913-zie2uv21 316 32 in in IN cord-321913-zie2uv21 316 33 being be VBG cord-321913-zie2uv21 316 34 uncertain uncertain JJ cord-321913-zie2uv21 316 35 , , , cord-321913-zie2uv21 316 36 as as IN cord-321913-zie2uv21 316 37 could could MD cord-321913-zie2uv21 316 38 happen happen VB cord-321913-zie2uv21 316 39 considering consider VBG cord-321913-zie2uv21 316 40 only only RB cord-321913-zie2uv21 316 41 a a DT cord-321913-zie2uv21 316 42 deterministic deterministic JJ cord-321913-zie2uv21 316 43 approach approach NN cord-321913-zie2uv21 316 44 solution solution NN cord-321913-zie2uv21 316 45 ; ; : cord-321913-zie2uv21 316 46 • • XX cord-321913-zie2uv21 316 47 the the DT cord-321913-zie2uv21 316 48 set set NN cord-321913-zie2uv21 316 49 of of IN cord-321913-zie2uv21 316 50 possible possible JJ cord-321913-zie2uv21 316 51 predicted predict VBN cord-321913-zie2uv21 316 52 scenarios scenario NNS cord-321913-zie2uv21 316 53 , , , cord-321913-zie2uv21 316 54 although although IN cord-321913-zie2uv21 316 55 related relate VBN cord-321913-zie2uv21 316 56 to to IN cord-321913-zie2uv21 316 57 different different JJ cord-321913-zie2uv21 316 58 solutions solution NNS cord-321913-zie2uv21 316 59 with with IN cord-321913-zie2uv21 316 60 different different JJ cord-321913-zie2uv21 316 61 sets set NNS cord-321913-zie2uv21 316 62 of of IN cord-321913-zie2uv21 316 63 parameters parameter NNS cord-321913-zie2uv21 316 64 , , , cord-321913-zie2uv21 316 65 are be VBP cord-321913-zie2uv21 316 66 quite quite RB cord-321913-zie2uv21 316 67 similar similar JJ cord-321913-zie2uv21 316 68 , , , cord-321913-zie2uv21 316 69 thus thus RB cord-321913-zie2uv21 316 70 offering offer VBG cord-321913-zie2uv21 316 71 an an DT cord-321913-zie2uv21 316 72 acceptable acceptable JJ cord-321913-zie2uv21 316 73 level level NN cord-321913-zie2uv21 316 74 of of IN cord-321913-zie2uv21 316 75 variability variability NN cord-321913-zie2uv21 316 76 of of IN cord-321913-zie2uv21 316 77 future future JJ cord-321913-zie2uv21 316 78 predictions prediction NNS cord-321913-zie2uv21 316 79 . . . cord-321913-zie2uv21 317 1 While while IN cord-321913-zie2uv21 317 2 it -PRON- PRP cord-321913-zie2uv21 317 3 would would MD cord-321913-zie2uv21 317 4 be be VB cord-321913-zie2uv21 317 5 very very RB cord-321913-zie2uv21 317 6 useful useful JJ cord-321913-zie2uv21 317 7 to to TO cord-321913-zie2uv21 317 8 estimate estimate VB cord-321913-zie2uv21 317 9 a a DT cord-321913-zie2uv21 317 10 more more RBR cord-321913-zie2uv21 317 11 narrow narrow JJ cord-321913-zie2uv21 317 12 range range NN cord-321913-zie2uv21 317 13 of of IN cord-321913-zie2uv21 317 14 parameters parameter NNS cord-321913-zie2uv21 317 15 like like IN cord-321913-zie2uv21 317 16 the the DT cord-321913-zie2uv21 317 17 infection infection NN cord-321913-zie2uv21 317 18 rate rate NN cord-321913-zie2uv21 317 19 β β NN cord-321913-zie2uv21 317 20 or or CC cord-321913-zie2uv21 317 21 the the DT cord-321913-zie2uv21 317 22 latent latent JJ cord-321913-zie2uv21 317 23 time time NN cord-321913-zie2uv21 317 24 ( ( -LRB- cord-321913-zie2uv21 317 25 1 1 CD cord-321913-zie2uv21 317 26 / / SYM cord-321913-zie2uv21 317 27 γ γ NNP cord-321913-zie2uv21 317 28 ) ) -RRB- cord-321913-zie2uv21 317 29 , , , cord-321913-zie2uv21 317 30 this this DT cord-321913-zie2uv21 317 31 is be VBZ cord-321913-zie2uv21 317 32 beyond beyond IN cord-321913-zie2uv21 317 33 the the DT cord-321913-zie2uv21 317 34 goals goal NNS cord-321913-zie2uv21 317 35 of of IN cord-321913-zie2uv21 317 36 our -PRON- PRP$ cord-321913-zie2uv21 317 37 study study NN cord-321913-zie2uv21 317 38 , , , cord-321913-zie2uv21 317 39 and and CC cord-321913-zie2uv21 317 40 the the DT cord-321913-zie2uv21 317 41 topic topic NN cord-321913-zie2uv21 317 42 is be VBZ cord-321913-zie2uv21 317 43 being be VBG cord-321913-zie2uv21 317 44 explored explore VBN cord-321913-zie2uv21 317 45 by by IN cord-321913-zie2uv21 317 46 researchers researcher NNS cord-321913-zie2uv21 317 47 who who WP cord-321913-zie2uv21 317 48 focus focus VBP cord-321913-zie2uv21 317 49 also also RB cord-321913-zie2uv21 317 50 on on IN cord-321913-zie2uv21 317 51 the the DT cord-321913-zie2uv21 317 52 clinical clinical JJ cord-321913-zie2uv21 317 53 aspects aspect NNS cord-321913-zie2uv21 317 54 of of IN cord-321913-zie2uv21 317 55 the the DT cord-321913-zie2uv21 317 56 disease disease NN cord-321913-zie2uv21 317 57 . . . cord-321913-zie2uv21 318 1 The the DT cord-321913-zie2uv21 318 2 model model NN cord-321913-zie2uv21 318 3 has have VBZ cord-321913-zie2uv21 318 4 some some DT cord-321913-zie2uv21 318 5 limitations limitation NNS cord-321913-zie2uv21 318 6 , , , cord-321913-zie2uv21 318 7 as as IN cord-321913-zie2uv21 318 8 previously previously RB cord-321913-zie2uv21 318 9 discussed discuss VBN cord-321913-zie2uv21 318 10 . . . cord-321913-zie2uv21 319 1 We -PRON- PRP cord-321913-zie2uv21 319 2 summarize summarize VBP cord-321913-zie2uv21 319 3 them -PRON- PRP cord-321913-zie2uv21 319 4 to to TO cord-321913-zie2uv21 319 5 highlight highlight VB cord-321913-zie2uv21 319 6 possible possible JJ cord-321913-zie2uv21 319 7 needs need NNS cord-321913-zie2uv21 319 8 in in IN cord-321913-zie2uv21 319 9 the the DT cord-321913-zie2uv21 319 10 further further JJ cord-321913-zie2uv21 319 11 development development NN cord-321913-zie2uv21 319 12 of of IN cord-321913-zie2uv21 319 13 the the DT cord-321913-zie2uv21 319 14 modeling modeling NN cord-321913-zie2uv21 319 15 . . . cord-321913-zie2uv21 320 1 We -PRON- PRP cord-321913-zie2uv21 320 2 have have VBP cord-321913-zie2uv21 320 3 currently currently RB cord-321913-zie2uv21 320 4 not not RB cord-321913-zie2uv21 320 5 sufficient sufficient JJ cord-321913-zie2uv21 320 6 information information NN cord-321913-zie2uv21 320 7 to to TO cord-321913-zie2uv21 320 8 say say VB cord-321913-zie2uv21 320 9 that that IN cord-321913-zie2uv21 320 10 , , , cord-321913-zie2uv21 320 11 after after IN cord-321913-zie2uv21 320 12 recovery recovery NN cord-321913-zie2uv21 320 13 , , , cord-321913-zie2uv21 320 14 an an DT cord-321913-zie2uv21 320 15 individual individual NN cord-321913-zie2uv21 320 16 becomes become VBZ cord-321913-zie2uv21 320 17 totally totally RB cord-321913-zie2uv21 320 18 immune immune JJ cord-321913-zie2uv21 320 19 to to IN cord-321913-zie2uv21 320 20 the the DT cord-321913-zie2uv21 320 21 disease disease NN cord-321913-zie2uv21 320 22 , , , cord-321913-zie2uv21 320 23 but but CC cord-321913-zie2uv21 320 24 we -PRON- PRP cord-321913-zie2uv21 320 25 made make VBD cord-321913-zie2uv21 320 26 this this DT cord-321913-zie2uv21 320 27 assumption assumption NN cord-321913-zie2uv21 320 28 : : : cord-321913-zie2uv21 320 29 the the DT cord-321913-zie2uv21 320 30 model model NN cord-321913-zie2uv21 320 31 did do VBD cord-321913-zie2uv21 320 32 not not RB cord-321913-zie2uv21 320 33 allow allow VB cord-321913-zie2uv21 320 34 the the DT cord-321913-zie2uv21 320 35 passage passage NN cord-321913-zie2uv21 320 36 from from IN cord-321913-zie2uv21 320 37 the the DT cord-321913-zie2uv21 320 38 recovered recover VBN cord-321913-zie2uv21 320 39 category category NN cord-321913-zie2uv21 320 40 to to IN cord-321913-zie2uv21 320 41 the the DT cord-321913-zie2uv21 320 42 susceptible susceptible JJ cord-321913-zie2uv21 320 43 category category NN cord-321913-zie2uv21 320 44 . . . cord-321913-zie2uv21 321 1 The the DT cord-321913-zie2uv21 321 2 model model NN cord-321913-zie2uv21 321 3 does do VBZ cord-321913-zie2uv21 321 4 not not RB cord-321913-zie2uv21 321 5 consider consider VB cord-321913-zie2uv21 321 6 that that IN cord-321913-zie2uv21 321 7 the the DT cord-321913-zie2uv21 321 8 exposed expose VBN cord-321913-zie2uv21 321 9 category category NN cord-321913-zie2uv21 321 10 may may MD cord-321913-zie2uv21 321 11 have have VB cord-321913-zie2uv21 321 12 a a DT cord-321913-zie2uv21 321 13 partial partial JJ cord-321913-zie2uv21 321 14 infection infection NN cord-321913-zie2uv21 321 15 ability ability NN cord-321913-zie2uv21 321 16 , , , cord-321913-zie2uv21 321 17 as as IN cord-321913-zie2uv21 321 18 described describe VBN cord-321913-zie2uv21 321 19 in in IN cord-321913-zie2uv21 321 20 Shi Shi NNP cord-321913-zie2uv21 321 21 ( ( -LRB- cord-321913-zie2uv21 321 22 2020 2020 CD cord-321913-zie2uv21 321 23 ) ) -RRB- cord-321913-zie2uv21 321 24 [ [ -LRB- cord-321913-zie2uv21 321 25 8 8 CD cord-321913-zie2uv21 321 26 ] ] -RRB- cord-321913-zie2uv21 321 27 , , , cord-321913-zie2uv21 321 28 nor nor CC cord-321913-zie2uv21 321 29 distinguishes distinguish VBZ cord-321913-zie2uv21 321 30 symptomatic symptomatic JJ cord-321913-zie2uv21 321 31 from from IN cord-321913-zie2uv21 321 32 asymptomatic asymptomatic JJ cord-321913-zie2uv21 321 33 people people NNS cord-321913-zie2uv21 321 34 , , , cord-321913-zie2uv21 321 35 as as IN cord-321913-zie2uv21 321 36 studied study VBN cord-321913-zie2uv21 321 37 in in IN cord-321913-zie2uv21 321 38 Shaikh Shaikh NNP cord-321913-zie2uv21 321 39 ( ( -LRB- cord-321913-zie2uv21 321 40 2020 2020 CD cord-321913-zie2uv21 321 41 ) ) -RRB- cord-321913-zie2uv21 321 42 [ [ -LRB- cord-321913-zie2uv21 321 43 12 12 CD cord-321913-zie2uv21 321 44 ] ] -RRB- cord-321913-zie2uv21 321 45 . . . cord-321913-zie2uv21 322 1 The the DT cord-321913-zie2uv21 322 2 model model NN cord-321913-zie2uv21 322 3 does do VBZ cord-321913-zie2uv21 322 4 not not RB cord-321913-zie2uv21 322 5 consider consider VB cord-321913-zie2uv21 322 6 the the DT cord-321913-zie2uv21 322 7 testing testing NN cord-321913-zie2uv21 322 8 differences difference NNS cord-321913-zie2uv21 322 9 between between IN cord-321913-zie2uv21 322 10 different different JJ cord-321913-zie2uv21 322 11 health health NN cord-321913-zie2uv21 322 12 system system NN cord-321913-zie2uv21 322 13 structures structure NNS cord-321913-zie2uv21 322 14 and and CC cord-321913-zie2uv21 322 15 country country NN cord-321913-zie2uv21 322 16 policies policy NNS cord-321913-zie2uv21 322 17 . . . cord-321913-zie2uv21 323 1 • • NNP cord-321913-zie2uv21 324 1 While while IN cord-321913-zie2uv21 324 2 Italian italian JJ cord-321913-zie2uv21 324 3 and and CC cord-321913-zie2uv21 324 4 Spanish spanish JJ cord-321913-zie2uv21 324 5 data datum NNS cord-321913-zie2uv21 324 6 are be VBP cord-321913-zie2uv21 324 7 well well RB cord-321913-zie2uv21 324 8 fitted fit VBN cord-321913-zie2uv21 324 9 , , , cord-321913-zie2uv21 324 10 the the DT cord-321913-zie2uv21 324 11 South south JJ cord-321913-zie2uv21 324 12 Korean korean JJ cord-321913-zie2uv21 324 13 data data NN cord-321913-zie2uv21 324 14 fitting fitting NN cord-321913-zie2uv21 324 15 presents present VBZ cord-321913-zie2uv21 324 16 some some DT cord-321913-zie2uv21 324 17 issues issue NNS cord-321913-zie2uv21 324 18 . . . cord-321913-zie2uv21 325 1 This this DT cord-321913-zie2uv21 325 2 evidences evidence VBZ cord-321913-zie2uv21 325 3 that that IN cord-321913-zie2uv21 325 4 different different JJ cord-321913-zie2uv21 325 5 policies policy NNS cord-321913-zie2uv21 325 6 between between IN cord-321913-zie2uv21 325 7 countries country NNS cord-321913-zie2uv21 325 8 can can MD cord-321913-zie2uv21 325 9 induce induce VB cord-321913-zie2uv21 325 10 different different JJ cord-321913-zie2uv21 325 11 trends trend NNS cord-321913-zie2uv21 325 12 in in IN cord-321913-zie2uv21 325 13 the the DT cord-321913-zie2uv21 325 14 spread spread NN cord-321913-zie2uv21 325 15 of of IN cord-321913-zie2uv21 325 16 the the DT cord-321913-zie2uv21 325 17 epidemic epidemic NN cord-321913-zie2uv21 325 18 and and CC cord-321913-zie2uv21 325 19 that that IN cord-321913-zie2uv21 325 20 the the DT cord-321913-zie2uv21 325 21 models model NNS cord-321913-zie2uv21 325 22 should should MD cord-321913-zie2uv21 325 23 be be VB cord-321913-zie2uv21 325 24 adapted adapt VBN cord-321913-zie2uv21 325 25 to to IN cord-321913-zie2uv21 325 26 different different JJ cord-321913-zie2uv21 325 27 situations situation NNS cord-321913-zie2uv21 325 28 , , , cord-321913-zie2uv21 325 29 with with IN cord-321913-zie2uv21 325 30 the the DT cord-321913-zie2uv21 325 31 introduction introduction NN cord-321913-zie2uv21 325 32 or or CC cord-321913-zie2uv21 325 33 removal removal NN cord-321913-zie2uv21 325 34 of of IN cord-321913-zie2uv21 325 35 parameters parameter NNS cord-321913-zie2uv21 325 36 . . . cord-321913-zie2uv21 326 1 This this DT cord-321913-zie2uv21 326 2 would would MD cord-321913-zie2uv21 326 3 be be VB cord-321913-zie2uv21 326 4 especially especially RB cord-321913-zie2uv21 326 5 valid valid JJ cord-321913-zie2uv21 326 6 in in IN cord-321913-zie2uv21 326 7 analyzing analyze VBG cord-321913-zie2uv21 326 8 the the DT cord-321913-zie2uv21 326 9 situation situation NN cord-321913-zie2uv21 326 10 of of IN cord-321913-zie2uv21 326 11 the the DT cord-321913-zie2uv21 326 12 least least JJS cord-321913-zie2uv21 326 13 developed developed JJ cord-321913-zie2uv21 326 14 countries country NNS cord-321913-zie2uv21 326 15 , , , cord-321913-zie2uv21 326 16 that that WDT cord-321913-zie2uv21 326 17 are be VBP cord-321913-zie2uv21 326 18 not not RB cord-321913-zie2uv21 326 19 able able JJ cord-321913-zie2uv21 326 20 to to TO cord-321913-zie2uv21 326 21 afford afford VB cord-321913-zie2uv21 326 22 strict strict JJ cord-321913-zie2uv21 326 23 lockdown lockdown NN cord-321913-zie2uv21 326 24 policies policy NNS cord-321913-zie2uv21 326 25 like like IN cord-321913-zie2uv21 326 26 the the DT cord-321913-zie2uv21 326 27 developed develop VBN cord-321913-zie2uv21 326 28 countries country NNS cord-321913-zie2uv21 326 29 . . . cord-321913-zie2uv21 327 1 Except except IN cord-321913-zie2uv21 327 2 for for IN cord-321913-zie2uv21 327 3 the the DT cord-321913-zie2uv21 327 4 death death NN cord-321913-zie2uv21 327 5 rate rate NN cord-321913-zie2uv21 327 6 parameter parameter NN cord-321913-zie2uv21 327 7 , , , cord-321913-zie2uv21 327 8 the the DT cord-321913-zie2uv21 327 9 model model NN cord-321913-zie2uv21 327 10 does do VBZ cord-321913-zie2uv21 327 11 not not RB cord-321913-zie2uv21 327 12 have have VB cord-321913-zie2uv21 327 13 a a DT cord-321913-zie2uv21 327 14 strong strong JJ cord-321913-zie2uv21 327 15 link link NN cord-321913-zie2uv21 327 16 to to IN cord-321913-zie2uv21 327 17 the the DT cord-321913-zie2uv21 327 18 health health NN cord-321913-zie2uv21 327 19 resiliency resiliency NN cord-321913-zie2uv21 327 20 of of IN cord-321913-zie2uv21 327 21 citizens citizen NNS cord-321913-zie2uv21 327 22 . . . cord-321913-zie2uv21 328 1 The the DT cord-321913-zie2uv21 328 2 death death NN cord-321913-zie2uv21 328 3 rate rate NN cord-321913-zie2uv21 328 4 parameter parameter NN cord-321913-zie2uv21 328 5 could could MD cord-321913-zie2uv21 328 6 also also RB cord-321913-zie2uv21 328 7 be be VB cord-321913-zie2uv21 328 8 related relate VBN cord-321913-zie2uv21 328 9 to to IN cord-321913-zie2uv21 328 10 external external JJ cord-321913-zie2uv21 328 11 factors factor NNS cord-321913-zie2uv21 328 12 like like IN cord-321913-zie2uv21 328 13 air air NN cord-321913-zie2uv21 328 14 pollution pollution NN cord-321913-zie2uv21 328 15 , , , cord-321913-zie2uv21 328 16 which which WDT cord-321913-zie2uv21 328 17 makes make VBZ cord-321913-zie2uv21 328 18 people people NNS cord-321913-zie2uv21 328 19 more more RBR cord-321913-zie2uv21 328 20 sensitive sensitive JJ cord-321913-zie2uv21 328 21 to to IN cord-321913-zie2uv21 328 22 respiratory respiratory JJ cord-321913-zie2uv21 328 23 diseases disease NNS cord-321913-zie2uv21 328 24 [ [ -LRB- cord-321913-zie2uv21 328 25 19 19 CD cord-321913-zie2uv21 328 26 ] ] -RRB- cord-321913-zie2uv21 328 27 . . . cord-321913-zie2uv21 329 1 The the DT cord-321913-zie2uv21 329 2 introduction introduction NN cord-321913-zie2uv21 329 3 of of IN cord-321913-zie2uv21 329 4 Google Google NNP cord-321913-zie2uv21 329 5 's 's POS cord-321913-zie2uv21 329 6 COVID-19 COVID-19 NNP cord-321913-zie2uv21 329 7 Community Community NNP cord-321913-zie2uv21 329 8 Mobility Mobility NNP cord-321913-zie2uv21 329 9 Report Report NNP cord-321913-zie2uv21 329 10 represents represent VBZ cord-321913-zie2uv21 329 11 a a DT cord-321913-zie2uv21 329 12 constraint constraint NN cord-321913-zie2uv21 329 13 that that WDT cord-321913-zie2uv21 329 14 was be VBD cord-321913-zie2uv21 329 15 easily easily RB cord-321913-zie2uv21 329 16 implemented implement VBN cord-321913-zie2uv21 329 17 in in IN cord-321913-zie2uv21 329 18 the the DT cord-321913-zie2uv21 329 19 model model NN cord-321913-zie2uv21 329 20 . . . cord-321913-zie2uv21 330 1 Further further JJ cord-321913-zie2uv21 330 2 studies study NNS cord-321913-zie2uv21 330 3 on on IN cord-321913-zie2uv21 330 4 the the DT cord-321913-zie2uv21 330 5 quality quality NN cord-321913-zie2uv21 330 6 of of IN cord-321913-zie2uv21 330 7 those those DT cord-321913-zie2uv21 330 8 data datum NNS cord-321913-zie2uv21 330 9 and and CC cord-321913-zie2uv21 330 10 a a DT cord-321913-zie2uv21 330 11 rigorous rigorous JJ cord-321913-zie2uv21 330 12 implementation implementation NN cord-321913-zie2uv21 330 13 could could MD cord-321913-zie2uv21 330 14 represent represent VB cord-321913-zie2uv21 330 15 a a DT cord-321913-zie2uv21 330 16 novel novel JJ cord-321913-zie2uv21 330 17 and and CC cord-321913-zie2uv21 330 18 interesting interesting JJ cord-321913-zie2uv21 330 19 research research NN cord-321913-zie2uv21 330 20 topic topic NN cord-321913-zie2uv21 330 21 . . . cord-321913-zie2uv21 331 1 We -PRON- PRP cord-321913-zie2uv21 331 2 think think VBP cord-321913-zie2uv21 331 3 that that IN cord-321913-zie2uv21 331 4 many many JJ cord-321913-zie2uv21 331 5 of of IN cord-321913-zie2uv21 331 6 these these DT cord-321913-zie2uv21 331 7 issues issue NNS cord-321913-zie2uv21 331 8 could could MD cord-321913-zie2uv21 331 9 still still RB cord-321913-zie2uv21 331 10 remain remain VB cord-321913-zie2uv21 331 11 open open JJ cord-321913-zie2uv21 331 12 , , , cord-321913-zie2uv21 331 13 but but CC cord-321913-zie2uv21 331 14 the the DT cord-321913-zie2uv21 331 15 critical critical JJ cord-321913-zie2uv21 331 16 point point NN cord-321913-zie2uv21 331 17 of of IN cord-321913-zie2uv21 331 18 the the DT cord-321913-zie2uv21 331 19 study study NN cord-321913-zie2uv21 331 20 is be VBZ cord-321913-zie2uv21 331 21 not not RB cord-321913-zie2uv21 331 22 to to TO cord-321913-zie2uv21 331 23 determine determine VB cord-321913-zie2uv21 331 24 exactly exactly RB cord-321913-zie2uv21 331 25 in in IN cord-321913-zie2uv21 331 26 which which WDT cord-321913-zie2uv21 331 27 way way NN cord-321913-zie2uv21 331 28 each each DT cord-321913-zie2uv21 331 29 external external JJ cord-321913-zie2uv21 331 30 factor factor NN cord-321913-zie2uv21 331 31 influences influence VBZ cord-321913-zie2uv21 331 32 the the DT cord-321913-zie2uv21 331 33 trend trend NN cord-321913-zie2uv21 331 34 of of IN cord-321913-zie2uv21 331 35 infectious infectious JJ cord-321913-zie2uv21 331 36 cases case NNS cord-321913-zie2uv21 331 37 , , , cord-321913-zie2uv21 331 38 because because IN cord-321913-zie2uv21 331 39 we -PRON- PRP cord-321913-zie2uv21 331 40 are be VBP cord-321913-zie2uv21 331 41 analyzing analyze VBG cord-321913-zie2uv21 331 42 a a DT cord-321913-zie2uv21 331 43 multifaceted multifaceted JJ cord-321913-zie2uv21 331 44 problem problem NN cord-321913-zie2uv21 331 45 from from IN cord-321913-zie2uv21 331 46 a a DT cord-321913-zie2uv21 331 47 global global JJ cord-321913-zie2uv21 331 48 point point NN cord-321913-zie2uv21 331 49 of of IN cord-321913-zie2uv21 331 50 view view NN cord-321913-zie2uv21 331 51 . . . cord-321913-zie2uv21 332 1 Moreover moreover RB cord-321913-zie2uv21 332 2 , , , cord-321913-zie2uv21 332 3 the the DT cord-321913-zie2uv21 332 4 official official JJ cord-321913-zie2uv21 332 5 data datum NNS cord-321913-zie2uv21 332 6 we -PRON- PRP cord-321913-zie2uv21 332 7 consider consider VBP cord-321913-zie2uv21 332 8 are be VBP cord-321913-zie2uv21 332 9 suspected suspect VBN cord-321913-zie2uv21 332 10 to to TO cord-321913-zie2uv21 332 11 be be VB cord-321913-zie2uv21 332 12 not not RB cord-321913-zie2uv21 332 13 enough enough RB cord-321913-zie2uv21 332 14 accurate accurate JJ cord-321913-zie2uv21 332 15 to to TO cord-321913-zie2uv21 332 16 be be VB cord-321913-zie2uv21 332 17 the the DT cord-321913-zie2uv21 332 18 basis basis NN cord-321913-zie2uv21 332 19 of of IN cord-321913-zie2uv21 332 20 a a DT cord-321913-zie2uv21 332 21 very very RB cord-321913-zie2uv21 332 22 detailed detailed JJ cord-321913-zie2uv21 332 23 study study NN cord-321913-zie2uv21 332 24 . . . cord-321913-zie2uv21 333 1 We -PRON- PRP cord-321913-zie2uv21 333 2 applied apply VBD cord-321913-zie2uv21 333 3 two two CD cord-321913-zie2uv21 333 4 different different JJ cord-321913-zie2uv21 333 5 approaches approach NNS cord-321913-zie2uv21 333 6 for for IN cord-321913-zie2uv21 333 7 solving solve VBG cord-321913-zie2uv21 333 8 the the DT cord-321913-zie2uv21 333 9 equations equation NNS cord-321913-zie2uv21 333 10 of of IN cord-321913-zie2uv21 333 11 the the DT cord-321913-zie2uv21 333 12 SEIR SEIR NNP cord-321913-zie2uv21 333 13 model model NN cord-321913-zie2uv21 333 14 to to TO cord-321913-zie2uv21 333 15 describe describe VB cord-321913-zie2uv21 333 16 the the DT cord-321913-zie2uv21 333 17 evolution evolution NN cord-321913-zie2uv21 333 18 of of IN cord-321913-zie2uv21 333 19 the the DT cord-321913-zie2uv21 333 20 epidemic epidemic NN cord-321913-zie2uv21 333 21 phenomenon phenomenon NN cord-321913-zie2uv21 333 22 in in IN cord-321913-zie2uv21 333 23 Italy Italy NNP cord-321913-zie2uv21 333 24 and and CC cord-321913-zie2uv21 333 25 in in IN cord-321913-zie2uv21 333 26 the the DT cord-321913-zie2uv21 333 27 most most RBS cord-321913-zie2uv21 333 28 impacted impact VBN cord-321913-zie2uv21 333 29 regions region NNS cord-321913-zie2uv21 333 30 of of IN cord-321913-zie2uv21 333 31 the the DT cord-321913-zie2uv21 333 32 North North NNP cord-321913-zie2uv21 333 33 of of IN cord-321913-zie2uv21 333 34 Italy Italy NNP cord-321913-zie2uv21 333 35 ( ( -LRB- cord-321913-zie2uv21 333 36 Lombardy Lombardy NNP cord-321913-zie2uv21 333 37 , , , cord-321913-zie2uv21 333 38 Veneto Veneto NNP cord-321913-zie2uv21 333 39 , , , cord-321913-zie2uv21 333 40 and and CC cord-321913-zie2uv21 333 41 Piedmont Piedmont NNP cord-321913-zie2uv21 333 42 ) ) -RRB- cord-321913-zie2uv21 333 43 . . . cord-321913-zie2uv21 334 1 We -PRON- PRP cord-321913-zie2uv21 334 2 considered consider VBD cord-321913-zie2uv21 334 3 all all PDT cord-321913-zie2uv21 334 4 the the DT cord-321913-zie2uv21 334 5 possible possible JJ cord-321913-zie2uv21 334 6 available available JJ cord-321913-zie2uv21 334 7 data datum NNS cord-321913-zie2uv21 334 8 on on IN cord-321913-zie2uv21 334 9 the the DT cord-321913-zie2uv21 334 10 15 15 CD cord-321913-zie2uv21 334 11 April April NNP cord-321913-zie2uv21 334 12 2020 2020 CD cord-321913-zie2uv21 334 13 . . . cord-321913-zie2uv21 335 1 The the DT cord-321913-zie2uv21 335 2 main main JJ cord-321913-zie2uv21 335 3 findings finding NNS cord-321913-zie2uv21 335 4 indicate indicate VBP cord-321913-zie2uv21 335 5 that that IN cord-321913-zie2uv21 335 6 the the DT cord-321913-zie2uv21 335 7 deterministic deterministic JJ cord-321913-zie2uv21 335 8 approach approach NN cord-321913-zie2uv21 335 9 is be VBZ cord-321913-zie2uv21 335 10 not not RB cord-321913-zie2uv21 335 11 appropriate appropriate JJ cord-321913-zie2uv21 335 12 to to TO cord-321913-zie2uv21 335 13 explore explore VB cord-321913-zie2uv21 335 14 the the DT cord-321913-zie2uv21 335 15 possible possible JJ cord-321913-zie2uv21 335 16 solutions solution NNS cord-321913-zie2uv21 335 17 of of IN cord-321913-zie2uv21 335 18 the the DT cord-321913-zie2uv21 335 19 space space NN cord-321913-zie2uv21 335 20 - - HYPH cord-321913-zie2uv21 335 21 domain domain NN cord-321913-zie2uv21 335 22 because because IN cord-321913-zie2uv21 335 23 the the DT cord-321913-zie2uv21 335 24 mathematical mathematical JJ cord-321913-zie2uv21 335 25 problem problem NN cord-321913-zie2uv21 335 26 is be VBZ cord-321913-zie2uv21 335 27 underdetermined underdetermined JJ cord-321913-zie2uv21 335 28 . . . cord-321913-zie2uv21 336 1 We -PRON- PRP cord-321913-zie2uv21 336 2 recommend recommend VBP cord-321913-zie2uv21 336 3 fitting fit VBG cord-321913-zie2uv21 336 4 the the DT cord-321913-zie2uv21 336 5 data datum NNS cord-321913-zie2uv21 336 6 of of IN cord-321913-zie2uv21 336 7 this this DT cord-321913-zie2uv21 336 8 epidemic epidemic NN cord-321913-zie2uv21 336 9 using use VBG cord-321913-zie2uv21 336 10 a a DT cord-321913-zie2uv21 336 11 stochastic stochastic JJ cord-321913-zie2uv21 336 12 approach approach NN cord-321913-zie2uv21 336 13 , , , cord-321913-zie2uv21 336 14 such such JJ cord-321913-zie2uv21 336 15 as as IN cord-321913-zie2uv21 336 16 the the DT cord-321913-zie2uv21 336 17 PSO PSO NNP cord-321913-zie2uv21 336 18 method method NN cord-321913-zie2uv21 336 19 . . . cord-321913-zie2uv21 337 1 Taking take VBG cord-321913-zie2uv21 337 2 advantage advantage NN cord-321913-zie2uv21 337 3 of of IN cord-321913-zie2uv21 337 4 the the DT cord-321913-zie2uv21 337 5 PSO PSO NNP cord-321913-zie2uv21 337 6 approach approach NN cord-321913-zie2uv21 337 7 , , , cord-321913-zie2uv21 337 8 we -PRON- PRP cord-321913-zie2uv21 337 9 estimated estimate VBD cord-321913-zie2uv21 337 10 different different JJ cord-321913-zie2uv21 337 11 scenarios scenario NNS cord-321913-zie2uv21 337 12 for for IN cord-321913-zie2uv21 337 13 a a DT cord-321913-zie2uv21 337 14 30-day 30-day CD cord-321913-zie2uv21 337 15 epidemic epidemic NN cord-321913-zie2uv21 337 16 evolution evolution NN cord-321913-zie2uv21 337 17 . . . cord-321913-zie2uv21 338 1 Every every DT cord-321913-zie2uv21 338 2 scenario scenario NN cord-321913-zie2uv21 338 3 refers refer VBZ cord-321913-zie2uv21 338 4 to to IN cord-321913-zie2uv21 338 5 a a DT cord-321913-zie2uv21 338 6 different different JJ cord-321913-zie2uv21 338 7 set set NN cord-321913-zie2uv21 338 8 of of IN cord-321913-zie2uv21 338 9 parameters parameter NNS cord-321913-zie2uv21 338 10 estimated estimate VBN cord-321913-zie2uv21 338 11 by by IN cord-321913-zie2uv21 338 12 the the DT cord-321913-zie2uv21 338 13 algorithm algorithm NN cord-321913-zie2uv21 338 14 . . . cord-321913-zie2uv21 339 1 The the DT cord-321913-zie2uv21 339 2 predicted predict VBN cord-321913-zie2uv21 339 3 scenarios scenario NNS cord-321913-zie2uv21 339 4 are be VBP cord-321913-zie2uv21 339 5 fairly fairly RB cord-321913-zie2uv21 339 6 similar similar JJ cord-321913-zie2uv21 339 7 and and CC cord-321913-zie2uv21 339 8 suggest suggest VBP cord-321913-zie2uv21 339 9 that that IN cord-321913-zie2uv21 339 10 every every DT cord-321913-zie2uv21 339 11 Italian italian JJ cord-321913-zie2uv21 339 12 region region NN cord-321913-zie2uv21 339 13 will will MD cord-321913-zie2uv21 339 14 reach reach VB cord-321913-zie2uv21 339 15 the the DT cord-321913-zie2uv21 339 16 peak peak NN cord-321913-zie2uv21 339 17 of of IN cord-321913-zie2uv21 339 18 the the DT cord-321913-zie2uv21 339 19 epidemic epidemic NN cord-321913-zie2uv21 339 20 by by IN cord-321913-zie2uv21 339 21 mid mid NNP cord-321913-zie2uv21 339 22 - - NNP cord-321913-zie2uv21 339 23 May May NNP cord-321913-zie2uv21 339 24 . . . cord-321913-zie2uv21 340 1 The the DT cord-321913-zie2uv21 340 2 influence influence NN cord-321913-zie2uv21 340 3 of of IN cord-321913-zie2uv21 340 4 the the DT cord-321913-zie2uv21 340 5 time time NN cord-321913-zie2uv21 340 6 - - HYPH cord-321913-zie2uv21 340 7 varying vary VBG cord-321913-zie2uv21 340 8 infection infection NN cord-321913-zie2uv21 340 9 rate rate NN cord-321913-zie2uv21 340 10 βon βon XX cord-321913-zie2uv21 340 11 the the DT cord-321913-zie2uv21 340 12 model model NN cord-321913-zie2uv21 340 13 prediction prediction NN cord-321913-zie2uv21 340 14 may may MD cord-321913-zie2uv21 340 15 open open VB cord-321913-zie2uv21 340 16 interesting interesting JJ cord-321913-zie2uv21 340 17 discussions discussion NNS cord-321913-zie2uv21 340 18 about about IN cord-321913-zie2uv21 340 19 the the DT cord-321913-zie2uv21 340 20 effect effect NN cord-321913-zie2uv21 340 21 of of IN cord-321913-zie2uv21 340 22 lockdown lockdown NN cord-321913-zie2uv21 340 23 policies policy NNS cord-321913-zie2uv21 340 24 on on IN cord-321913-zie2uv21 340 25 the the DT cord-321913-zie2uv21 340 26 evolution evolution NN cord-321913-zie2uv21 340 27 of of IN cord-321913-zie2uv21 340 28 the the DT cord-321913-zie2uv21 340 29 epidemic epidemic NN cord-321913-zie2uv21 340 30 in in IN cord-321913-zie2uv21 340 31 the the DT cord-321913-zie2uv21 340 32 near near JJ cord-321913-zie2uv21 340 33 and and CC cord-321913-zie2uv21 340 34 far far JJ cord-321913-zie2uv21 340 35 future future NN cord-321913-zie2uv21 340 36 . . . cord-321913-zie2uv21 341 1 Because because IN cord-321913-zie2uv21 341 2 the the DT cord-321913-zie2uv21 341 3 model model NN cord-321913-zie2uv21 341 4 was be VBD cord-321913-zie2uv21 341 5 provided provide VBN cord-321913-zie2uv21 341 6 rapidly rapidly RB cord-321913-zie2uv21 341 7 and and CC cord-321913-zie2uv21 341 8 the the DT cord-321913-zie2uv21 341 9 study study NN cord-321913-zie2uv21 341 10 was be VBD cord-321913-zie2uv21 341 11 performed perform VBN cord-321913-zie2uv21 341 12 during during IN cord-321913-zie2uv21 341 13 the the DT cord-321913-zie2uv21 341 14 international international JJ cord-321913-zie2uv21 341 15 emergency emergency NN cord-321913-zie2uv21 341 16 , , , cord-321913-zie2uv21 341 17 we -PRON- PRP cord-321913-zie2uv21 341 18 did do VBD cord-321913-zie2uv21 341 19 not not RB cord-321913-zie2uv21 341 20 explore explore VB cord-321913-zie2uv21 341 21 further further RB cord-321913-zie2uv21 341 22 the the DT cord-321913-zie2uv21 341 23 implications implication NNS cord-321913-zie2uv21 341 24 of of IN cord-321913-zie2uv21 341 25 different different JJ cord-321913-zie2uv21 341 26 " " `` cord-321913-zie2uv21 341 27 reopening reopen VBG cord-321913-zie2uv21 341 28 " " '' cord-321913-zie2uv21 341 29 scenarios scenario NNS cord-321913-zie2uv21 341 30 . . . cord-321913-zie2uv21 342 1 We -PRON- PRP cord-321913-zie2uv21 342 2 can can MD cord-321913-zie2uv21 342 3 say say VB cord-321913-zie2uv21 342 4 that that IN cord-321913-zie2uv21 342 5 , , , cord-321913-zie2uv21 342 6 if if IN cord-321913-zie2uv21 342 7 the the DT cord-321913-zie2uv21 342 8 β β NN cord-321913-zie2uv21 342 9 parameter parameter NN cord-321913-zie2uv21 342 10 remains remain VBZ cord-321913-zie2uv21 342 11 at at IN cord-321913-zie2uv21 342 12 current current JJ cord-321913-zie2uv21 342 13 values value NNS cord-321913-zie2uv21 342 14 , , , cord-321913-zie2uv21 342 15 e.g. e.g. RB cord-321913-zie2uv21 342 16 , , , cord-321913-zie2uv21 342 17 if if IN cord-321913-zie2uv21 342 18 the the DT cord-321913-zie2uv21 342 19 lockdown lockdown NN cord-321913-zie2uv21 342 20 policies policy NNS cord-321913-zie2uv21 342 21 are be VBP cord-321913-zie2uv21 342 22 maintained maintain VBN cord-321913-zie2uv21 342 23 or or CC cord-321913-zie2uv21 342 24 , , , cord-321913-zie2uv21 342 25 better well JJR cord-321913-zie2uv21 342 26 , , , cord-321913-zie2uv21 342 27 the the DT cord-321913-zie2uv21 342 28 reopening reopening NN cord-321913-zie2uv21 342 29 of of IN cord-321913-zie2uv21 342 30 business business NN cord-321913-zie2uv21 342 31 is be VBZ cord-321913-zie2uv21 342 32 done do VBN cord-321913-zie2uv21 342 33 with with IN cord-321913-zie2uv21 342 34 particular particular JJ cord-321913-zie2uv21 342 35 attention attention NN cord-321913-zie2uv21 342 36 to to IN cord-321913-zie2uv21 342 37 health health NN cord-321913-zie2uv21 342 38 safety safety NN cord-321913-zie2uv21 342 39 procedures procedure NNS cord-321913-zie2uv21 342 40 , , , cord-321913-zie2uv21 342 41 the the DT cord-321913-zie2uv21 342 42 prediction prediction NN cord-321913-zie2uv21 342 43 of of IN cord-321913-zie2uv21 342 44 the the DT cord-321913-zie2uv21 342 45 trend trend NN cord-321913-zie2uv21 342 46 of of IN cord-321913-zie2uv21 342 47 the the DT cord-321913-zie2uv21 342 48 recovered recover VBN cord-321913-zie2uv21 342 49 and and CC cord-321913-zie2uv21 342 50 deaths death NNS cord-321913-zie2uv21 342 51 could could MD cord-321913-zie2uv21 342 52 be be VB cord-321913-zie2uv21 342 53 considered consider VBN cord-321913-zie2uv21 342 54 reliable reliable JJ cord-321913-zie2uv21 342 55 , , , cord-321913-zie2uv21 342 56 with with IN cord-321913-zie2uv21 342 57 the the DT cord-321913-zie2uv21 342 58 approximations approximation NNS cord-321913-zie2uv21 342 59 and and CC cord-321913-zie2uv21 342 60 the the DT cord-321913-zie2uv21 342 61 uncertainties uncertainty NNS cord-321913-zie2uv21 342 62 that that IN cord-321913-zie2uv21 342 63 the the DT cord-321913-zie2uv21 342 64 PSO PSO NNP cord-321913-zie2uv21 342 65 model model NN cord-321913-zie2uv21 342 66 has have VBZ cord-321913-zie2uv21 342 67 pointed point VBN cord-321913-zie2uv21 342 68 out out RP cord-321913-zie2uv21 342 69 . . . cord-321913-zie2uv21 343 1 At at IN cord-321913-zie2uv21 343 2 the the DT cord-321913-zie2uv21 343 3 Italian italian JJ cord-321913-zie2uv21 343 4 level level NN cord-321913-zie2uv21 343 5 , , , cord-321913-zie2uv21 343 6 despite despite IN cord-321913-zie2uv21 343 7 the the DT cord-321913-zie2uv21 343 8 great great JJ cord-321913-zie2uv21 343 9 dispersion dispersion NN cord-321913-zie2uv21 343 10 in in IN cord-321913-zie2uv21 343 11 the the DT cord-321913-zie2uv21 343 12 prediction prediction NN cord-321913-zie2uv21 343 13 of of IN cord-321913-zie2uv21 343 14 the the DT cord-321913-zie2uv21 343 15 quarantined quarantine VBN cord-321913-zie2uv21 343 16 and and CC cord-321913-zie2uv21 343 17 recovered recover VBN cord-321913-zie2uv21 343 18 cases case NNS cord-321913-zie2uv21 343 19 , , , cord-321913-zie2uv21 343 20 the the DT cord-321913-zie2uv21 343 21 number number NN cord-321913-zie2uv21 343 22 of of IN cord-321913-zie2uv21 343 23 deaths death NNS cord-321913-zie2uv21 343 24 will will MD cord-321913-zie2uv21 343 25 reach reach VB cord-321913-zie2uv21 343 26 a a DT cord-321913-zie2uv21 343 27 number number NN cord-321913-zie2uv21 343 28 of of IN cord-321913-zie2uv21 343 29 around around RB cord-321913-zie2uv21 343 30 33,000 33,000 CD cord-321913-zie2uv21 343 31 - - HYPH cord-321913-zie2uv21 343 32 35,000 35,000 CD cord-321913-zie2uv21 343 33 cases case NNS cord-321913-zie2uv21 343 34 at at IN cord-321913-zie2uv21 343 35 the the DT cord-321913-zie2uv21 343 36 end end NN cord-321913-zie2uv21 343 37 of of IN cord-321913-zie2uv21 343 38 May May NNP cord-321913-zie2uv21 343 39 and and CC cord-321913-zie2uv21 343 40 the the DT cord-321913-zie2uv21 343 41 number number NN cord-321913-zie2uv21 343 42 of of IN cord-321913-zie2uv21 343 43 active active JJ cord-321913-zie2uv21 343 44 cases case NNS cord-321913-zie2uv21 343 45 will will MD cord-321913-zie2uv21 343 46 gradually gradually RB cord-321913-zie2uv21 343 47 decrease decrease VB cord-321913-zie2uv21 343 48 . . . cord-321913-zie2uv21 344 1 This this DT cord-321913-zie2uv21 344 2 prediction prediction NN cord-321913-zie2uv21 344 3 can can MD cord-321913-zie2uv21 344 4 not not RB cord-321913-zie2uv21 344 5 consider consider VB cord-321913-zie2uv21 344 6 the the DT cord-321913-zie2uv21 344 7 impact impact NN cord-321913-zie2uv21 344 8 of of IN cord-321913-zie2uv21 344 9 future future JJ cord-321913-zie2uv21 344 10 decisions decision NNS cord-321913-zie2uv21 344 11 on on IN cord-321913-zie2uv21 344 12 social social JJ cord-321913-zie2uv21 344 13 distancing distancing NN cord-321913-zie2uv21 344 14 . . . cord-321913-zie2uv21 345 1 The the DT cord-321913-zie2uv21 345 2 data datum NNS cord-321913-zie2uv21 345 3 and and CC cord-321913-zie2uv21 345 4 the the DT cord-321913-zie2uv21 345 5 model model NN cord-321913-zie2uv21 345 6 predictions prediction NNS cord-321913-zie2uv21 345 7 confirm confirm VBP cord-321913-zie2uv21 345 8 that that IN cord-321913-zie2uv21 345 9 some some DT cord-321913-zie2uv21 345 10 valuable valuable JJ cord-321913-zie2uv21 345 11 lessons lesson NNS cord-321913-zie2uv21 345 12 should should MD cord-321913-zie2uv21 345 13 be be VB cord-321913-zie2uv21 345 14 learned learn VBN cord-321913-zie2uv21 345 15 from from IN cord-321913-zie2uv21 345 16 the the DT cord-321913-zie2uv21 345 17 approaches approach NNS cord-321913-zie2uv21 345 18 of of IN cord-321913-zie2uv21 345 19 South South NNP cord-321913-zie2uv21 345 20 Korea Korea NNP cord-321913-zie2uv21 345 21 , , , cord-321913-zie2uv21 345 22 which which WDT cord-321913-zie2uv21 345 23 was be VBD cord-321913-zie2uv21 345 24 able able JJ cord-321913-zie2uv21 345 25 to to TO cord-321913-zie2uv21 345 26 contain contain VB cord-321913-zie2uv21 345 27 the the DT cord-321913-zie2uv21 345 28 contagion contagion NN cord-321913-zie2uv21 345 29 very very RB cord-321913-zie2uv21 345 30 soon soon RB cord-321913-zie2uv21 345 31 before before IN cord-321913-zie2uv21 345 32 a a DT cord-321913-zie2uv21 345 33 wide wide JJ cord-321913-zie2uv21 345 34 spread spread NN cord-321913-zie2uv21 345 35 of of IN cord-321913-zie2uv21 345 36 the the DT cord-321913-zie2uv21 345 37 infection infection NN cord-321913-zie2uv21 345 38 . . . cord-321913-zie2uv21 346 1 The the DT cord-321913-zie2uv21 346 2 Veneto Veneto NNP cord-321913-zie2uv21 346 3 region region NN cord-321913-zie2uv21 346 4 was be VBD cord-321913-zie2uv21 346 5 one one CD cord-321913-zie2uv21 346 6 of of IN cord-321913-zie2uv21 346 7 the the DT cord-321913-zie2uv21 346 8 best good JJS cord-321913-zie2uv21 346 9 examples example NNS cord-321913-zie2uv21 346 10 in in IN cord-321913-zie2uv21 346 11 Italy Italy NNP cord-321913-zie2uv21 346 12 about about IN cord-321913-zie2uv21 346 13 how how WRB cord-321913-zie2uv21 346 14 integrated integrated JJ cord-321913-zie2uv21 346 15 and and CC cord-321913-zie2uv21 346 16 synergic synergic JJ cord-321913-zie2uv21 346 17 regional regional JJ cord-321913-zie2uv21 346 18 policies policy NNS cord-321913-zie2uv21 346 19 in in IN cord-321913-zie2uv21 346 20 social social JJ cord-321913-zie2uv21 346 21 distance distance NN cord-321913-zie2uv21 346 22 and and CC cord-321913-zie2uv21 346 23 the the DT cord-321913-zie2uv21 346 24 health health NN cord-321913-zie2uv21 346 25 system system NN cord-321913-zie2uv21 346 26 can can MD cord-321913-zie2uv21 346 27 tackle tackle VB cord-321913-zie2uv21 346 28 the the DT cord-321913-zie2uv21 346 29 epidemic epidemic NN cord-321913-zie2uv21 346 30 , , , cord-321913-zie2uv21 346 31 and and CC cord-321913-zie2uv21 346 32 its -PRON- PRP$ cord-321913-zie2uv21 346 33 epidemiological epidemiological JJ cord-321913-zie2uv21 346 34 scenario scenario NN cord-321913-zie2uv21 346 35 is be VBZ cord-321913-zie2uv21 346 36 now now RB cord-321913-zie2uv21 346 37 more more RBR cord-321913-zie2uv21 346 38 optimistic optimistic JJ cord-321913-zie2uv21 346 39 than than IN cord-321913-zie2uv21 346 40 those those DT cord-321913-zie2uv21 346 41 of of IN cord-321913-zie2uv21 346 42 Lombardy Lombardy NNP cord-321913-zie2uv21 346 43 and and CC cord-321913-zie2uv21 346 44 Piedmont Piedmont NNP cord-321913-zie2uv21 346 45 . . . cord-321913-zie2uv21 347 1 We -PRON- PRP cord-321913-zie2uv21 347 2 stress stress VBP cord-321913-zie2uv21 347 3 that that IN cord-321913-zie2uv21 347 4 tailored tailor VBN cord-321913-zie2uv21 347 5 actions action NNS cord-321913-zie2uv21 347 6 provide provide VBP cord-321913-zie2uv21 347 7 much much RB cord-321913-zie2uv21 347 8 better well JJR cord-321913-zie2uv21 347 9 epidemiological epidemiological JJ cord-321913-zie2uv21 347 10 outcomes outcome NNS cord-321913-zie2uv21 347 11 than than IN cord-321913-zie2uv21 347 12 wide wide JJ cord-321913-zie2uv21 347 13 lockdowns lockdown NNS cord-321913-zie2uv21 347 14 , , , cord-321913-zie2uv21 347 15 keeping keep VBG cord-321913-zie2uv21 347 16 in in IN cord-321913-zie2uv21 347 17 mind mind NN cord-321913-zie2uv21 347 18 also also RB cord-321913-zie2uv21 347 19 the the DT cord-321913-zie2uv21 347 20 example example NN cord-321913-zie2uv21 347 21 of of IN cord-321913-zie2uv21 347 22 South South NNP cord-321913-zie2uv21 347 23 Korea Korea NNP cord-321913-zie2uv21 347 24 . . . cord-321913-zie2uv21 348 1 The the DT cord-321913-zie2uv21 348 2 main main JJ cord-321913-zie2uv21 348 3 purpose purpose NN cord-321913-zie2uv21 348 4 of of IN cord-321913-zie2uv21 348 5 our -PRON- PRP$ cord-321913-zie2uv21 348 6 work work NN cord-321913-zie2uv21 348 7 was be VBD cord-321913-zie2uv21 348 8 to to TO cord-321913-zie2uv21 348 9 provide provide VB cord-321913-zie2uv21 348 10 a a DT cord-321913-zie2uv21 348 11 fresh fresh JJ cord-321913-zie2uv21 348 12 discussion discussion NN cord-321913-zie2uv21 348 13 and and CC cord-321913-zie2uv21 348 14 new new JJ cord-321913-zie2uv21 348 15 tools tool NNS cord-321913-zie2uv21 348 16 able able JJ cord-321913-zie2uv21 348 17 to to TO cord-321913-zie2uv21 348 18 support support VB cord-321913-zie2uv21 348 19 the the DT cord-321913-zie2uv21 348 20 policymakers policymaker NNS cord-321913-zie2uv21 348 21 in in IN cord-321913-zie2uv21 348 22 their -PRON- PRP$ cord-321913-zie2uv21 348 23 decision decision NN cord-321913-zie2uv21 348 24 about about IN cord-321913-zie2uv21 348 25 the the DT cord-321913-zie2uv21 348 26 action action NN cord-321913-zie2uv21 348 27 to to TO cord-321913-zie2uv21 348 28 minimize minimize VB cord-321913-zie2uv21 348 29 the the DT cord-321913-zie2uv21 348 30 impact impact NN cord-321913-zie2uv21 348 31 of of IN cord-321913-zie2uv21 348 32 the the DT cord-321913-zie2uv21 348 33 disease disease NN cord-321913-zie2uv21 348 34 . . . cord-321913-zie2uv21 349 1 The the DT cord-321913-zie2uv21 349 2 analysis analysis NN cord-321913-zie2uv21 349 3 demonstrates demonstrate VBZ cord-321913-zie2uv21 349 4 that that IN cord-321913-zie2uv21 349 5 , , , cord-321913-zie2uv21 349 6 because because IN cord-321913-zie2uv21 349 7 the the DT cord-321913-zie2uv21 349 8 Italian italian JJ cord-321913-zie2uv21 349 9 health health NN cord-321913-zie2uv21 349 10 care care NN cord-321913-zie2uv21 349 11 system system NN cord-321913-zie2uv21 349 12 is be VBZ cord-321913-zie2uv21 349 13 highly highly RB cord-321913-zie2uv21 349 14 decentralized decentralize VBN cord-321913-zie2uv21 349 15 , , , cord-321913-zie2uv21 349 16 different different JJ cord-321913-zie2uv21 349 17 regions region NNS cord-321913-zie2uv21 349 18 managed manage VBD cord-321913-zie2uv21 349 19 different different JJ cord-321913-zie2uv21 349 20 policies policy NNS cord-321913-zie2uv21 349 21 , , , cord-321913-zie2uv21 349 22 which which WDT cord-321913-zie2uv21 349 23 highly highly RB cord-321913-zie2uv21 349 24 influenced influence VBD cord-321913-zie2uv21 349 25 the the DT cord-321913-zie2uv21 349 26 evolution evolution NN cord-321913-zie2uv21 349 27 of of IN cord-321913-zie2uv21 349 28 the the DT cord-321913-zie2uv21 349 29 epidemic epidemic NN cord-321913-zie2uv21 349 30 in in IN cord-321913-zie2uv21 349 31 its -PRON- PRP$ cord-321913-zie2uv21 349 32 first first JJ cord-321913-zie2uv21 349 33 months month NNS cord-321913-zie2uv21 349 34 : : : cord-321913-zie2uv21 349 35 the the DT cord-321913-zie2uv21 349 36 data datum NNS cord-321913-zie2uv21 349 37 and and CC cord-321913-zie2uv21 349 38 the the DT cord-321913-zie2uv21 349 39 model model NN cord-321913-zie2uv21 349 40 prediction prediction NN cord-321913-zie2uv21 349 41 well well RB cord-321913-zie2uv21 349 42 reflected reflect VBD cord-321913-zie2uv21 349 43 the the DT cord-321913-zie2uv21 349 44 different different JJ cord-321913-zie2uv21 349 45 approaches approach NNS cord-321913-zie2uv21 349 46 taken take VBN cord-321913-zie2uv21 349 47 by by IN cord-321913-zie2uv21 349 48 Lombardy Lombardy NNP cord-321913-zie2uv21 349 49 and and CC cord-321913-zie2uv21 349 50 Veneto Veneto NNP cord-321913-zie2uv21 349 51 , , , cord-321913-zie2uv21 349 52 two two CD cord-321913-zie2uv21 349 53 regions region NNS cord-321913-zie2uv21 349 54 with with IN cord-321913-zie2uv21 349 55 similar similar JJ cord-321913-zie2uv21 349 56 socio socio JJ cord-321913-zie2uv21 349 57 - - HYPH cord-321913-zie2uv21 349 58 economic economic JJ cord-321913-zie2uv21 349 59 tissue tissue NN cord-321913-zie2uv21 349 60 . . . cord-321913-zie2uv21 350 1 The the DT cord-321913-zie2uv21 350 2 overall overall JJ cord-321913-zie2uv21 350 3 lesson lesson NN cord-321913-zie2uv21 350 4 that that WDT cord-321913-zie2uv21 350 5 could could MD cord-321913-zie2uv21 350 6 be be VB cord-321913-zie2uv21 350 7 learned learn VBN cord-321913-zie2uv21 350 8 from from IN cord-321913-zie2uv21 350 9 this this DT cord-321913-zie2uv21 350 10 analysis analysis NN cord-321913-zie2uv21 350 11 goes go VBZ cord-321913-zie2uv21 350 12 beyond beyond IN cord-321913-zie2uv21 350 13 the the DT cord-321913-zie2uv21 350 14 mathematical mathematical JJ cord-321913-zie2uv21 350 15 modeling modeling NN cord-321913-zie2uv21 350 16 itself -PRON- PRP cord-321913-zie2uv21 350 17 , , , cord-321913-zie2uv21 350 18 and and CC cord-321913-zie2uv21 350 19 will will MD cord-321913-zie2uv21 350 20 require require VB cord-321913-zie2uv21 350 21 a a DT cord-321913-zie2uv21 350 22 wider wide JJR cord-321913-zie2uv21 350 23 evaluation evaluation NN cord-321913-zie2uv21 350 24 on on IN cord-321913-zie2uv21 350 25 all all PDT cord-321913-zie2uv21 350 26 the the DT cord-321913-zie2uv21 350 27 possible possible JJ cord-321913-zie2uv21 350 28 socio socio JJ cord-321913-zie2uv21 350 29 - - HYPH cord-321913-zie2uv21 350 30 economic economic JJ cord-321913-zie2uv21 350 31 and and CC cord-321913-zie2uv21 350 32 political political JJ cord-321913-zie2uv21 350 33 factors factor NNS cord-321913-zie2uv21 350 34 , , , cord-321913-zie2uv21 350 35 even even RB cord-321913-zie2uv21 350 36 if if IN cord-321913-zie2uv21 350 37 the the DT cord-321913-zie2uv21 350 38 data data NN cord-321913-zie2uv21 350 39 analysis analysis NN cord-321913-zie2uv21 350 40 of of IN cord-321913-zie2uv21 350 41 the the DT cord-321913-zie2uv21 350 42 Veneto Veneto NNP cord-321913-zie2uv21 350 43 situation situation NN cord-321913-zie2uv21 350 44 could could MD cord-321913-zie2uv21 350 45 be be VB cord-321913-zie2uv21 350 46 used use VBN cord-321913-zie2uv21 350 47 to to TO cord-321913-zie2uv21 350 48 revisit revisit VB cord-321913-zie2uv21 350 49 regional regional JJ cord-321913-zie2uv21 350 50 and and CC cord-321913-zie2uv21 350 51 central central JJ cord-321913-zie2uv21 350 52 policies policy NNS cord-321913-zie2uv21 350 53 early early RB cord-321913-zie2uv21 350 54 on on RB cord-321913-zie2uv21 350 55 . . . cord-321913-zie2uv21 351 1 If if IN cord-321913-zie2uv21 351 2 so so RB cord-321913-zie2uv21 351 3 , , , cord-321913-zie2uv21 351 4 the the DT cord-321913-zie2uv21 351 5 regions region NNS cord-321913-zie2uv21 351 6 are be VBP cord-321913-zie2uv21 351 7 going go VBG cord-321913-zie2uv21 351 8 to to TO cord-321913-zie2uv21 351 9 emulate emulate VB cord-321913-zie2uv21 351 10 the the DT cord-321913-zie2uv21 351 11 virtuous virtuous JJ cord-321913-zie2uv21 351 12 approach approach NN cord-321913-zie2uv21 351 13 of of IN cord-321913-zie2uv21 351 14 Veneto Veneto NNP cord-321913-zie2uv21 351 15 , , , cord-321913-zie2uv21 351 16 including include VBG cord-321913-zie2uv21 351 17 more more RBR cord-321913-zie2uv21 351 18 demanding demanding JJ cord-321913-zie2uv21 351 19 requests request NNS cord-321913-zie2uv21 351 20 to to TO cord-321913-zie2uv21 351 21 improve improve VB cord-321913-zie2uv21 351 22 their -PRON- PRP$ cord-321913-zie2uv21 351 23 diagnostic diagnostic JJ cord-321913-zie2uv21 351 24 capacity capacity NN cord-321913-zie2uv21 351 25 that that WDT cord-321913-zie2uv21 351 26 will will MD cord-321913-zie2uv21 351 27 weight weight VB cord-321913-zie2uv21 351 28 on on IN cord-321913-zie2uv21 351 29 the the DT cord-321913-zie2uv21 351 30 central central JJ cord-321913-zie2uv21 351 31 government government NN cord-321913-zie2uv21 351 32 . . . cord-321913-zie2uv21 352 1 Outbreak outbreak NN cord-321913-zie2uv21 352 2 properties property NNS cord-321913-zie2uv21 352 3 of of IN cord-321913-zie2uv21 352 4 epidemic epidemic NN cord-321913-zie2uv21 352 5 models model NNS cord-321913-zie2uv21 352 6 : : : cord-321913-zie2uv21 353 1 The the DT cord-321913-zie2uv21 353 2 roles role NNS cord-321913-zie2uv21 353 3 of of IN cord-321913-zie2uv21 353 4 temporal temporal JJ cord-321913-zie2uv21 353 5 forcing forcing NN cord-321913-zie2uv21 353 6 and and CC cord-321913-zie2uv21 353 7 stochasticity stochasticity NN cord-321913-zie2uv21 353 8 on on IN cord-321913-zie2uv21 353 9 pathogen pathogen NN cord-321913-zie2uv21 353 10 invasion invasion NN cord-321913-zie2uv21 353 11 dynamics dynamic NNS cord-321913-zie2uv21 354 1 Early early JJ cord-321913-zie2uv21 354 2 Transmission Transmission NNP cord-321913-zie2uv21 354 3 Dynamics Dynamics NNPS cord-321913-zie2uv21 354 4 in in IN cord-321913-zie2uv21 354 5 Wuhan Wuhan NNP cord-321913-zie2uv21 354 6 , , , cord-321913-zie2uv21 354 7 China China NNP cord-321913-zie2uv21 354 8 , , , cord-321913-zie2uv21 354 9 of of IN cord-321913-zie2uv21 354 10 Novel Novel NNP cord-321913-zie2uv21 354 11 Coronavirus Coronavirus NNP cord-321913-zie2uv21 354 12 - - HYPH cord-321913-zie2uv21 354 13 Infected infected JJ cord-321913-zie2uv21 354 14 Pneumonia Pneumonia NNP cord-321913-zie2uv21 354 15 Epidemic Epidemic NNP cord-321913-zie2uv21 354 16 analysis analysis NN cord-321913-zie2uv21 354 17 of of IN cord-321913-zie2uv21 354 18 COVID-19 COVID-19 NNP cord-321913-zie2uv21 354 19 in in IN cord-321913-zie2uv21 354 20 China China NNP cord-321913-zie2uv21 354 21 by by IN cord-321913-zie2uv21 354 22 dynamical dynamical JJ cord-321913-zie2uv21 354 23 modeling modeling NN cord-321913-zie2uv21 355 1 A a DT cord-321913-zie2uv21 355 2 Short short JJ cord-321913-zie2uv21 355 3 History history NN cord-321913-zie2uv21 355 4 of of IN cord-321913-zie2uv21 355 5 Mathematical Mathematical NNP cord-321913-zie2uv21 355 6 Population Population NNP cord-321913-zie2uv21 355 7 Dynamics Dynamics NNPS cord-321913-zie2uv21 356 1 A a DT cord-321913-zie2uv21 356 2 Modified modify VBN cord-321913-zie2uv21 356 3 SIR SIR NNP cord-321913-zie2uv21 356 4 Model Model NNP cord-321913-zie2uv21 356 5 for for IN cord-321913-zie2uv21 356 6 the the DT cord-321913-zie2uv21 356 7 COVID-19 COVID-19 NNP cord-321913-zie2uv21 356 8 Contagion Contagion NNP cord-321913-zie2uv21 356 9 in in IN cord-321913-zie2uv21 356 10 Italy Italy NNP cord-321913-zie2uv21 356 11 COVID-19 COVID-19 NNP cord-321913-zie2uv21 356 12 Community Community NNP cord-321913-zie2uv21 356 13 Mobility Mobility NNP cord-321913-zie2uv21 356 14 Report Report NNP cord-321913-zie2uv21 356 15 Particle Particle NNP cord-321913-zie2uv21 356 16 swarm swarm NN cord-321913-zie2uv21 356 17 optimization optimization NN cord-321913-zie2uv21 356 18 SEIR SEIR NNP cord-321913-zie2uv21 356 19 Transmission Transmission NNP cord-321913-zie2uv21 356 20 dynamics dynamic NNS cord-321913-zie2uv21 356 21 model model NN cord-321913-zie2uv21 356 22 of of IN cord-321913-zie2uv21 356 23 2019 2019 CD cord-321913-zie2uv21 356 24 nCoV ncov NN cord-321913-zie2uv21 356 25 coronavirus coronavirus NN cord-321913-zie2uv21 356 26 with with IN cord-321913-zie2uv21 356 27 considering consider VBG cord-321913-zie2uv21 356 28 the the DT cord-321913-zie2uv21 356 29 weak weak JJ cord-321913-zie2uv21 356 30 infectious infectious JJ cord-321913-zie2uv21 356 31 ability ability NN cord-321913-zie2uv21 356 32 and and CC cord-321913-zie2uv21 356 33 changes change NNS cord-321913-zie2uv21 356 34 in in IN cord-321913-zie2uv21 356 35 latency latency NN cord-321913-zie2uv21 356 36 duration duration NN cord-321913-zie2uv21 356 37 Generalized generalize VBN cord-321913-zie2uv21 356 38 SEIR SEIR NNP cord-321913-zie2uv21 356 39 Epidemic Epidemic NNP cord-321913-zie2uv21 356 40 Model Model NNP cord-321913-zie2uv21 356 41 ( ( -LRB- cord-321913-zie2uv21 356 42 Fitting Fitting NNP cord-321913-zie2uv21 356 43 and and CC cord-321913-zie2uv21 356 44 Computation Computation NNP cord-321913-zie2uv21 356 45 ) ) -RRB- cord-321913-zie2uv21 357 1 WHO who WP cord-321913-zie2uv21 357 2 2019 2019 CD cord-321913-zie2uv21 357 3 Novel Novel NNP cord-321913-zie2uv21 357 4 Coronavirus Coronavirus NNP cord-321913-zie2uv21 357 5 : : : cord-321913-zie2uv21 357 6 Overview Overview NNP cord-321913-zie2uv21 357 7 of of IN cord-321913-zie2uv21 357 8 the the DT cord-321913-zie2uv21 357 9 State State NNP cord-321913-zie2uv21 357 10 of of IN cord-321913-zie2uv21 357 11 the the DT cord-321913-zie2uv21 357 12 Art Art NNP cord-321913-zie2uv21 357 13 and and CC cord-321913-zie2uv21 357 14 Outline Outline NNP cord-321913-zie2uv21 357 15 of of IN cord-321913-zie2uv21 357 16 Key Key NNP cord-321913-zie2uv21 357 17 Knowledge Knowledge NNP cord-321913-zie2uv21 357 18 Gaps Gaps NNPS cord-321913-zie2uv21 357 19 / / SYM cord-321913-zie2uv21 357 20 Slides slide NNS cord-321913-zie2uv21 357 21 . . . cord-321913-zie2uv21 358 1 Available available JJ cord-321913-zie2uv21 358 2 online online JJ cord-321913-zie2uv21 358 3 Neural Neural NNP cord-321913-zie2uv21 358 4 Network Network NNP cord-321913-zie2uv21 358 5 aided aid VBD cord-321913-zie2uv21 358 6 quarantine quarantine NN cord-321913-zie2uv21 358 7 control control NN cord-321913-zie2uv21 358 8 model model NN cord-321913-zie2uv21 358 9 estimation estimation NN cord-321913-zie2uv21 358 10 of of IN cord-321913-zie2uv21 358 11 global global JJ cord-321913-zie2uv21 358 12 Covid-19 covid-19 NN cord-321913-zie2uv21 358 13 spread spread VBD cord-321913-zie2uv21 358 14 A a DT cord-321913-zie2uv21 358 15 Mathematical Mathematical NNP cord-321913-zie2uv21 358 16 Model Model NNP cord-321913-zie2uv21 358 17 of of IN cord-321913-zie2uv21 358 18 COVID-19 COVID-19 NNP cord-321913-zie2uv21 358 19 Using use VBG cord-321913-zie2uv21 358 20 Fractional Fractional NNP cord-321913-zie2uv21 358 21 Derivative Derivative NNP cord-321913-zie2uv21 358 22 : : : cord-321913-zie2uv21 358 23 Outbreak outbreak NN cord-321913-zie2uv21 358 24 in in IN cord-321913-zie2uv21 358 25 India India NNP cord-321913-zie2uv21 358 26 with with IN cord-321913-zie2uv21 358 27 Dynamics Dynamics NNPS cord-321913-zie2uv21 358 28 of of IN cord-321913-zie2uv21 358 29 Transmission Transmission NNP cord-321913-zie2uv21 358 30 and and CC cord-321913-zie2uv21 358 31 Control Control NNP cord-321913-zie2uv21 358 32 A a DT cord-321913-zie2uv21 358 33 conceptual conceptual JJ cord-321913-zie2uv21 358 34 model model NN cord-321913-zie2uv21 358 35 for for IN cord-321913-zie2uv21 358 36 the the DT cord-321913-zie2uv21 358 37 coronavirus coronavirus NN cord-321913-zie2uv21 358 38 disease disease NN cord-321913-zie2uv21 358 39 2019 2019 CD cord-321913-zie2uv21 358 40 ( ( -LRB- cord-321913-zie2uv21 358 41 COVID-19 COVID-19 NNP cord-321913-zie2uv21 358 42 ) ) -RRB- cord-321913-zie2uv21 358 43 outbreak outbreak NN cord-321913-zie2uv21 358 44 in in IN cord-321913-zie2uv21 358 45 Wuhan Wuhan NNP cord-321913-zie2uv21 358 46 , , , cord-321913-zie2uv21 358 47 China China NNP cord-321913-zie2uv21 358 48 with with IN cord-321913-zie2uv21 358 49 individual individual JJ cord-321913-zie2uv21 358 50 reaction reaction NN cord-321913-zie2uv21 358 51 and and CC cord-321913-zie2uv21 358 52 governmental governmental JJ cord-321913-zie2uv21 358 53 action action NN cord-321913-zie2uv21 358 54 A a DT cord-321913-zie2uv21 358 55 Simulation Simulation NNP cord-321913-zie2uv21 358 56 on on IN cord-321913-zie2uv21 358 57 Potential Potential NNP cord-321913-zie2uv21 358 58 Secondary Secondary NNP cord-321913-zie2uv21 358 59 Spread Spread NNP cord-321913-zie2uv21 358 60 of of IN cord-321913-zie2uv21 358 61 Novel Novel NNP cord-321913-zie2uv21 358 62 Coronavirus Coronavirus NNP cord-321913-zie2uv21 358 63 in in IN cord-321913-zie2uv21 358 64 an an DT cord-321913-zie2uv21 358 65 Exported export VBN cord-321913-zie2uv21 358 66 Country Country NNP cord-321913-zie2uv21 358 67 Using use VBG cord-321913-zie2uv21 358 68 a a DT cord-321913-zie2uv21 358 69 Stochastic Stochastic NNP cord-321913-zie2uv21 358 70 Epidemic epidemic NN cord-321913-zie2uv21 358 71 SEIR SEIR NNP cord-321913-zie2uv21 358 72 Model Model NNP cord-321913-zie2uv21 358 73 Self Self NNP cord-321913-zie2uv21 358 74 - - HYPH cord-321913-zie2uv21 358 75 Organizing organize VBG cord-321913-zie2uv21 358 76 Hierarchical Hierarchical NNP cord-321913-zie2uv21 358 77 Particle Particle NNP cord-321913-zie2uv21 358 78 Swarm Swarm NNP cord-321913-zie2uv21 358 79 Optimizer Optimizer NNP cord-321913-zie2uv21 358 80 with with IN cord-321913-zie2uv21 358 81 Time Time NNP cord-321913-zie2uv21 358 82 - - HYPH cord-321913-zie2uv21 358 83 Varying Varying NNP cord-321913-zie2uv21 358 84 Acceleration Acceleration NNP cord-321913-zie2uv21 358 85 Coefficients Coefficients NNP cord-321913-zie2uv21 358 86 Particle Particle NNP cord-321913-zie2uv21 358 87 swarm swarm NN cord-321913-zie2uv21 358 88 optimization optimization NN cord-321913-zie2uv21 358 89 of of IN cord-321913-zie2uv21 358 90 2D 2D NNP cord-321913-zie2uv21 358 91 magnetotelluric magnetotelluric NNP cord-321913-zie2uv21 358 92 data data NNP cord-321913-zie2uv21 358 93 Lessons Lessons NNPS cord-321913-zie2uv21 358 94 from from IN cord-321913-zie2uv21 358 95 Italy Italy NNP cord-321913-zie2uv21 358 96 's 's POS cord-321913-zie2uv21 358 97 Response response NN cord-321913-zie2uv21 358 98 to to IN cord-321913-zie2uv21 358 99 Coronavirus Coronavirus NNP cord-321913-zie2uv21 358 100 Exposure Exposure NNP cord-321913-zie2uv21 358 101 to to IN cord-321913-zie2uv21 358 102 air air NN cord-321913-zie2uv21 358 103 pollution pollution NN cord-321913-zie2uv21 358 104 and and CC cord-321913-zie2uv21 358 105 COVID-19 covid-19 JJ cord-321913-zie2uv21 358 106 mortality mortality NN cord-321913-zie2uv21 358 107 in in IN cord-321913-zie2uv21 358 108 the the DT cord-321913-zie2uv21 358 109 United United NNP cord-321913-zie2uv21 358 110 States States NNP cord-321913-zie2uv21 358 111 : : : cord-321913-zie2uv21 359 1 A a DT cord-321913-zie2uv21 359 2 nationwide nationwide JJ cord-321913-zie2uv21 359 3 cross cross JJ cord-321913-zie2uv21 359 4 - - JJ cord-321913-zie2uv21 359 5 sectional sectional JJ cord-321913-zie2uv21 359 6 study study NN cord-321913-zie2uv21 360 1 Author Author NNP cord-321913-zie2uv21 360 2 Contributions contribution NNS cord-321913-zie2uv21 361 1 : : : cord-321913-zie2uv21 361 2 All all DT cord-321913-zie2uv21 361 3 authors author NNS cord-321913-zie2uv21 361 4 provided provide VBD cord-321913-zie2uv21 361 5 a a DT cord-321913-zie2uv21 361 6 contribution contribution NN cord-321913-zie2uv21 361 7 to to IN cord-321913-zie2uv21 361 8 the the DT cord-321913-zie2uv21 361 9 development development NN cord-321913-zie2uv21 361 10 of of IN cord-321913-zie2uv21 361 11 the the DT cord-321913-zie2uv21 361 12 methodology methodology NN cord-321913-zie2uv21 361 13 and and CC cord-321913-zie2uv21 361 14 conceptualization conceptualization NN cord-321913-zie2uv21 361 15 . . . cord-321913-zie2uv21 362 1 Code code NN cord-321913-zie2uv21 362 2 implementation implementation NN cord-321913-zie2uv21 362 3 and and CC cord-321913-zie2uv21 362 4 modeling modeling NN cord-321913-zie2uv21 362 5 : : : cord-321913-zie2uv21 362 6 F.P. F.P. NNP cord-321913-zie2uv21 362 7 and and CC cord-321913-zie2uv21 362 8 A.G A.G NNP cord-321913-zie2uv21 362 9 ; ; : cord-321913-zie2uv21 362 10 validation validation NN cord-321913-zie2uv21 362 11 and and CC cord-321913-zie2uv21 362 12 interpretation interpretation NN cord-321913-zie2uv21 362 13 , , , cord-321913-zie2uv21 362 14 A.G. A.G. NNP cord-321913-zie2uv21 362 15 and and CC cord-321913-zie2uv21 362 16 A.V. A.V. NNP cord-321913-zie2uv21 362 17 ; ; : cord-321913-zie2uv21 362 18 writing write VBG cord-321913-zie2uv21 362 19 - - HYPH cord-321913-zie2uv21 362 20 original original JJ cord-321913-zie2uv21 362 21 draft draft NN cord-321913-zie2uv21 362 22 preparation preparation NN cord-321913-zie2uv21 362 23 , , , cord-321913-zie2uv21 362 24 A.G. A.G. NNP cord-321913-zie2uv21 362 25 ; ; : cord-321913-zie2uv21 362 26 writing write VBG cord-321913-zie2uv21 362 27 - - HYPH cord-321913-zie2uv21 362 28 review review NN cord-321913-zie2uv21 362 29 and and CC cord-321913-zie2uv21 362 30 editing editing NN cord-321913-zie2uv21 362 31 , , , cord-321913-zie2uv21 362 32 F.P. F.P. NNP cord-321913-zie2uv21 362 33 and and CC cord-321913-zie2uv21 362 34 A.V. A.V. NNP cord-321913-zie2uv21 362 35 ; ; : cord-321913-zie2uv21 362 36 supervision supervision NN cord-321913-zie2uv21 362 37 , , , cord-321913-zie2uv21 362 38 A.G. A.G. NNP cord-321913-zie2uv21 363 1 All all DT cord-321913-zie2uv21 363 2 authors author NNS cord-321913-zie2uv21 363 3 have have VBP cord-321913-zie2uv21 363 4 read read VBN cord-321913-zie2uv21 363 5 and and CC cord-321913-zie2uv21 363 6 agreed agree VBN cord-321913-zie2uv21 363 7 to to IN cord-321913-zie2uv21 363 8 the the DT cord-321913-zie2uv21 363 9 published publish VBN cord-321913-zie2uv21 363 10 version version NN cord-321913-zie2uv21 363 11 of of IN cord-321913-zie2uv21 363 12 the the DT cord-321913-zie2uv21 363 13 manuscript manuscript NN cord-321913-zie2uv21 363 14 . . . cord-321913-zie2uv21 364 1 Funding funding NN cord-321913-zie2uv21 364 2 : : : cord-321913-zie2uv21 365 1 This this DT cord-321913-zie2uv21 365 2 research research NN cord-321913-zie2uv21 365 3 received receive VBD cord-321913-zie2uv21 365 4 no no DT cord-321913-zie2uv21 365 5 external external JJ cord-321913-zie2uv21 365 6 funding funding NN cord-321913-zie2uv21 365 7 . . . cord-321913-zie2uv21 366 1 We -PRON- PRP cord-321913-zie2uv21 366 2 are be VBP cord-321913-zie2uv21 366 3 grateful grateful JJ cord-321913-zie2uv21 366 4 to to IN cord-321913-zie2uv21 366 5 three three CD cord-321913-zie2uv21 366 6 anonymous anonymous JJ cord-321913-zie2uv21 366 7 reviewers reviewer NNS cord-321913-zie2uv21 366 8 for for IN cord-321913-zie2uv21 366 9 their -PRON- PRP$ cord-321913-zie2uv21 366 10 useful useful JJ cord-321913-zie2uv21 366 11 comments comment NNS cord-321913-zie2uv21 366 12 , , , cord-321913-zie2uv21 366 13 which which WDT cord-321913-zie2uv21 366 14 have have VBP cord-321913-zie2uv21 366 15 enriched enrich VBN cord-321913-zie2uv21 366 16 this this DT cord-321913-zie2uv21 366 17 work work NN cord-321913-zie2uv21 366 18 . . . cord-321913-zie2uv21 367 1 We -PRON- PRP cord-321913-zie2uv21 367 2 are be VBP cord-321913-zie2uv21 367 3 indebted indebted JJ cord-321913-zie2uv21 367 4 to to IN cord-321913-zie2uv21 367 5 the the DT cord-321913-zie2uv21 367 6 team team NN cord-321913-zie2uv21 367 7 of of IN cord-321913-zie2uv21 367 8 Meisino Meisino NNP cord-321913-zie2uv21 367 9 's 's POS cord-321913-zie2uv21 367 10 boys boy NNS cord-321913-zie2uv21 367 11 for for IN cord-321913-zie2uv21 367 12 their -PRON- PRP$ cord-321913-zie2uv21 367 13 useful useful JJ cord-321913-zie2uv21 367 14 discussion discussion NN cord-321913-zie2uv21 367 15 on on IN cord-321913-zie2uv21 367 16 the the DT cord-321913-zie2uv21 367 17 epidemic epidemic NN cord-321913-zie2uv21 367 18 evolution evolution NN cord-321913-zie2uv21 367 19 in in IN cord-321913-zie2uv21 367 20 Italy Italy NNP cord-321913-zie2uv21 367 21 . . . cord-321913-zie2uv21 368 1 Computational computational JJ cord-321913-zie2uv21 368 2 resources resource NNS cord-321913-zie2uv21 368 3 provided provide VBN cord-321913-zie2uv21 368 4 by by IN cord-321913-zie2uv21 368 5 hpc@polito hpc@polito ADD cord-321913-zie2uv21 368 6 ( ( -LRB- cord-321913-zie2uv21 368 7 http://hpc.polito.it http://hpc.polito.it NNP cord-321913-zie2uv21 368 8 ) ) -RRB- cord-321913-zie2uv21 368 9 . . . cord-321913-zie2uv21 369 1 The the DT cord-321913-zie2uv21 369 2 authors author NNS cord-321913-zie2uv21 369 3 declare declare VBP cord-321913-zie2uv21 369 4 no no DT cord-321913-zie2uv21 369 5 conflict conflict NN cord-321913-zie2uv21 369 6 of of IN cord-321913-zie2uv21 369 7 interest interest NN cord-321913-zie2uv21 369 8 . . .