id sid tid token lemma pos cord-299501-07echrdh 1 1 key key JJ cord-299501-07echrdh 1 2 : : : cord-299501-07echrdh 1 3 cord-299501 cord-299501 NNP cord-299501-07echrdh 1 4 - - HYPH cord-299501-07echrdh 1 5 07echrdh 07echrdh JJ cord-299501-07echrdh 1 6 authors author NNS cord-299501-07echrdh 1 7 : : : cord-299501-07echrdh 1 8 Ould Ould NNP cord-299501-07echrdh 1 9 Setti Setti NNP cord-299501-07echrdh 1 10 , , , cord-299501-07echrdh 1 11 M. M. NNP cord-299501-07echrdh 1 12 ; ; : cord-299501-07echrdh 1 13 Voutilainen Voutilainen NNP cord-299501-07echrdh 1 14 , , , cord-299501-07echrdh 1 15 A. a. NN cord-299501-07echrdh 1 16 title title NN cord-299501-07echrdh 1 17 : : : cord-299501-07echrdh 1 18 Social social JJ cord-299501-07echrdh 1 19 Distancing distance VBG cord-299501-07echrdh 1 20 with with IN cord-299501-07echrdh 1 21 Movement Movement NNP cord-299501-07echrdh 1 22 Restrictions Restrictions NNPS cord-299501-07echrdh 1 23 and and CC cord-299501-07echrdh 1 24 the the DT cord-299501-07echrdh 1 25 Effective effective JJ cord-299501-07echrdh 1 26 Replication Replication NNP cord-299501-07echrdh 1 27 Number Number NNP cord-299501-07echrdh 1 28 of of IN cord-299501-07echrdh 1 29 COVID-19 COVID-19 NNP cord-299501-07echrdh 1 30 : : : cord-299501-07echrdh 1 31 Multi Multi NNP cord-299501-07echrdh 1 32 - - NNP cord-299501-07echrdh 1 33 Country Country NNP cord-299501-07echrdh 1 34 Analysis Analysis NNP cord-299501-07echrdh 2 1 Based base VBN cord-299501-07echrdh 2 2 on on IN cord-299501-07echrdh 2 3 Phone Phone NNP cord-299501-07echrdh 2 4 Mobility Mobility NNP cord-299501-07echrdh 2 5 Data Data NNP cord-299501-07echrdh 2 6 date date NN cord-299501-07echrdh 2 7 : : : cord-299501-07echrdh 2 8 2020 2020 CD cord-299501-07echrdh 2 9 - - SYM cord-299501-07echrdh 2 10 10 10 CD cord-299501-07echrdh 2 11 - - SYM cord-299501-07echrdh 2 12 12 12 CD cord-299501-07echrdh 2 13 journal journal NN cord-299501-07echrdh 2 14 : : : cord-299501-07echrdh 3 1 nan nan NNP cord-299501-07echrdh 3 2 DOI DOI NNP cord-299501-07echrdh 3 3 : : : cord-299501-07echrdh 3 4 10.1101/2020.10.08.20209064 10.1101/2020.10.08.20209064 CD cord-299501-07echrdh 3 5 sha sha NNS cord-299501-07echrdh 3 6 : : : cord-299501-07echrdh 4 1 904adf2b3130adfb8245f38868a4f6b279d58d4b 904adf2b3130adfb8245f38868a4f6b279d58d4b CD cord-299501-07echrdh 4 2 doc_id doc_id CD cord-299501-07echrdh 4 3 : : : cord-299501-07echrdh 5 1 299501 299501 CD cord-299501-07echrdh 5 2 cord_uid cord_uid FW cord-299501-07echrdh 5 3 : : : cord-299501-07echrdh 6 1 07echrdh 07echrdh NFP cord-299501-07echrdh 6 2 Background Background NNP cord-299501-07echrdh 7 1 Linking link VBG cord-299501-07echrdh 7 2 phone phone NN cord-299501-07echrdh 7 3 mobility mobility NN cord-299501-07echrdh 7 4 data datum NNS cord-299501-07echrdh 7 5 to to IN cord-299501-07echrdh 7 6 the the DT cord-299501-07echrdh 7 7 effective effective JJ cord-299501-07echrdh 7 8 replication replication NN cord-299501-07echrdh 7 9 number number NN cord-299501-07echrdh 7 10 ( ( -LRB- cord-299501-07echrdh 7 11 Rt Rt NNP cord-299501-07echrdh 7 12 ) ) -RRB- cord-299501-07echrdh 7 13 could could MD cord-299501-07echrdh 7 14 help help VB cord-299501-07echrdh 7 15 evaluation evaluation NN cord-299501-07echrdh 7 16 of of IN cord-299501-07echrdh 7 17 the the DT cord-299501-07echrdh 7 18 impact impact NN cord-299501-07echrdh 7 19 of of IN cord-299501-07echrdh 7 20 social social JJ cord-299501-07echrdh 7 21 distancing distancing NN cord-299501-07echrdh 7 22 on on IN cord-299501-07echrdh 7 23 the the DT cord-299501-07echrdh 7 24 coronavirus coronavirus NN cord-299501-07echrdh 7 25 disease disease NN cord-299501-07echrdh 7 26 2019 2019 CD cord-299501-07echrdh 7 27 ( ( -LRB- cord-299501-07echrdh 7 28 COVID-19 COVID-19 NNP cord-299501-07echrdh 7 29 ) ) -RRB- cord-299501-07echrdh 7 30 spread spread VB cord-299501-07echrdh 7 31 and and CC cord-299501-07echrdh 7 32 estimate estimate VB cord-299501-07echrdh 7 33 the the DT cord-299501-07echrdh 7 34 time time NN cord-299501-07echrdh 7 35 lag lag NN cord-299501-07echrdh 7 36 ( ( -LRB- cord-299501-07echrdh 7 37 TL TL NNP cord-299501-07echrdh 7 38 ) ) -RRB- cord-299501-07echrdh 7 39 needed need VBN cord-299501-07echrdh 7 40 for for IN cord-299501-07echrdh 7 41 the the DT cord-299501-07echrdh 7 42 effect effect NN cord-299501-07echrdh 7 43 of of IN cord-299501-07echrdh 7 44 movement movement NN cord-299501-07echrdh 7 45 restrictions restriction NNS cord-299501-07echrdh 7 46 to to TO cord-299501-07echrdh 7 47 appear appear VB cord-299501-07echrdh 7 48 . . . cord-299501-07echrdh 8 1 Methods method NNS cord-299501-07echrdh 9 1 We -PRON- PRP cord-299501-07echrdh 9 2 used use VBD cord-299501-07echrdh 9 3 a a DT cord-299501-07echrdh 9 4 time time NN cord-299501-07echrdh 9 5 - - HYPH cord-299501-07echrdh 9 6 series series NN cord-299501-07echrdh 9 7 analysis analysis NN cord-299501-07echrdh 9 8 to to TO cord-299501-07echrdh 9 9 discover discover VB cord-299501-07echrdh 9 10 how how WRB cord-299501-07echrdh 9 11 patterns pattern NNS cord-299501-07echrdh 9 12 of of IN cord-299501-07echrdh 9 13 five five CD cord-299501-07echrdh 9 14 indicators indicator NNS cord-299501-07echrdh 9 15 of of IN cord-299501-07echrdh 9 16 mobility mobility NN cord-299501-07echrdh 9 17 data datum NNS cord-299501-07echrdh 9 18 relate relate VBP cord-299501-07echrdh 9 19 to to IN cord-299501-07echrdh 9 20 changes change NNS cord-299501-07echrdh 9 21 in in IN cord-299501-07echrdh 9 22 Rt Rt NNP cord-299501-07echrdh 9 23 of of IN cord-299501-07echrdh 9 24 125 125 CD cord-299501-07echrdh 9 25 countries country NNS cord-299501-07echrdh 9 26 distributed distribute VBN cord-299501-07echrdh 9 27 over over IN cord-299501-07echrdh 9 28 three three CD cord-299501-07echrdh 9 29 groups group NNS cord-299501-07echrdh 9 30 based base VBN cord-299501-07echrdh 9 31 on on IN cord-299501-07echrdh 9 32 Rt Rt NNP cord-299501-07echrdh 9 33 - - HYPH cord-299501-07echrdh 9 34 mobility mobility JJ cord-299501-07echrdh 9 35 correlation correlation NN cord-299501-07echrdh 9 36 . . . cord-299501-07echrdh 10 1 Group group NN cord-299501-07echrdh 10 2 1 1 CD cord-299501-07echrdh 10 3 included include VBD cord-299501-07echrdh 10 4 71 71 CD cord-299501-07echrdh 10 5 countries country NNS cord-299501-07echrdh 10 6 in in IN cord-299501-07echrdh 10 7 which which WDT cord-299501-07echrdh 10 8 Rt Rt NNP cord-299501-07echrdh 10 9 correlates correlate VBZ cord-299501-07echrdh 10 10 negatively negatively RB cord-299501-07echrdh 10 11 with with IN cord-299501-07echrdh 10 12 residential residential JJ cord-299501-07echrdh 10 13 and and CC cord-299501-07echrdh 10 14 positively positively RB cord-299501-07echrdh 10 15 with with IN cord-299501-07echrdh 10 16 other other JJ cord-299501-07echrdh 10 17 mobility mobility NN cord-299501-07echrdh 10 18 indicators indicator NNS cord-299501-07echrdh 10 19 . . . cord-299501-07echrdh 11 1 Group group NN cord-299501-07echrdh 11 2 2 2 CD cord-299501-07echrdh 11 3 included include VBD cord-299501-07echrdh 11 4 25 25 CD cord-299501-07echrdh 11 5 countries country NNS cord-299501-07echrdh 11 6 showing show VBG cord-299501-07echrdh 11 7 an an DT cord-299501-07echrdh 11 8 opposite opposite JJ cord-299501-07echrdh 11 9 correlation correlation NN cord-299501-07echrdh 11 10 pattern pattern NN cord-299501-07echrdh 11 11 to to IN cord-299501-07echrdh 11 12 Group group NN cord-299501-07echrdh 11 13 1 1 CD cord-299501-07echrdh 11 14 . . . cord-299501-07echrdh 12 1 Group group NN cord-299501-07echrdh 12 2 3 3 CD cord-299501-07echrdh 12 3 included include VBD cord-299501-07echrdh 12 4 the the DT cord-299501-07echrdh 12 5 29 29 CD cord-299501-07echrdh 12 6 remaining remain VBG cord-299501-07echrdh 12 7 countries country NNS cord-299501-07echrdh 12 8 . . . cord-299501-07echrdh 13 1 We -PRON- PRP cord-299501-07echrdh 13 2 chose choose VBD cord-299501-07echrdh 13 3 the the DT cord-299501-07echrdh 13 4 best good JJS cord-299501-07echrdh 13 5 - - HYPH cord-299501-07echrdh 13 6 fit fit JJ cord-299501-07echrdh 13 7 TL TL NNP cord-299501-07echrdh 13 8 based base VBN cord-299501-07echrdh 13 9 on on IN cord-299501-07echrdh 13 10 forecast forecast NN cord-299501-07echrdh 13 11 and and CC cord-299501-07echrdh 13 12 linear linear JJ cord-299501-07echrdh 13 13 regression regression NN cord-299501-07echrdh 13 14 models model NNS cord-299501-07echrdh 13 15 . . . cord-299501-07echrdh 14 1 We -PRON- PRP cord-299501-07echrdh 14 2 used use VBD cord-299501-07echrdh 14 3 linear linear JJ cord-299501-07echrdh 14 4 mixed mixed JJ cord-299501-07echrdh 14 5 models model NNS cord-299501-07echrdh 14 6 to to TO cord-299501-07echrdh 14 7 evaluate evaluate VB cord-299501-07echrdh 14 8 how how WRB cord-299501-07echrdh 14 9 mobility mobility NN cord-299501-07echrdh 14 10 indicators indicator NNS cord-299501-07echrdh 14 11 and and CC cord-299501-07echrdh 14 12 the the DT cord-299501-07echrdh 14 13 stringency stringency NN cord-299501-07echrdh 14 14 index index NN cord-299501-07echrdh 14 15 ( ( -LRB- cord-299501-07echrdh 14 16 SI SI NNP cord-299501-07echrdh 14 17 ) ) -RRB- cord-299501-07echrdh 14 18 relate relate VB cord-299501-07echrdh 14 19 with with IN cord-299501-07echrdh 14 20 Rt Rt NNP cord-299501-07echrdh 14 21 . . . cord-299501-07echrdh 15 1 SI SI NNP cord-299501-07echrdh 15 2 reflects reflect VBZ cord-299501-07echrdh 15 3 the the DT cord-299501-07echrdh 15 4 strictness strictness NN cord-299501-07echrdh 15 5 of of IN cord-299501-07echrdh 15 6 governmental governmental JJ cord-299501-07echrdh 15 7 responses response NNS cord-299501-07echrdh 15 8 to to IN cord-299501-07echrdh 15 9 COVID-19 covid-19 VB cord-299501-07echrdh 15 10 . . . cord-299501-07echrdh 16 1 Results result NNS cord-299501-07echrdh 16 2 With with IN cord-299501-07echrdh 16 3 a a DT cord-299501-07echrdh 16 4 median median NN cord-299501-07echrdh 16 5 of of IN cord-299501-07echrdh 16 6 14 14 CD cord-299501-07echrdh 16 7 days day NNS cord-299501-07echrdh 16 8 , , , cord-299501-07echrdh 16 9 TLs tl NNS cord-299501-07echrdh 16 10 varied vary VBN cord-299501-07echrdh 16 11 across across IN cord-299501-07echrdh 16 12 countries country NNS cord-299501-07echrdh 16 13 as as RB cord-299501-07echrdh 16 14 well well RB cord-299501-07echrdh 16 15 as as IN cord-299501-07echrdh 16 16 across across IN cord-299501-07echrdh 16 17 groups group NNS cord-299501-07echrdh 16 18 of of IN cord-299501-07echrdh 16 19 countries country NNS cord-299501-07echrdh 16 20 . . . cord-299501-07echrdh 17 1 There there EX cord-299501-07echrdh 17 2 was be VBD cord-299501-07echrdh 17 3 a a DT cord-299501-07echrdh 17 4 strong strong JJ cord-299501-07echrdh 17 5 negative negative JJ cord-299501-07echrdh 17 6 correlation correlation NN cord-299501-07echrdh 17 7 between between IN cord-299501-07echrdh 17 8 SI SI NNP cord-299501-07echrdh 17 9 and and CC cord-299501-07echrdh 17 10 Rt Rt NNP cord-299501-07echrdh 17 11 in in IN cord-299501-07echrdh 17 12 most most JJS cord-299501-07echrdh 17 13 countries country NNS cord-299501-07echrdh 17 14 belonging belong VBG cord-299501-07echrdh 17 15 to to IN cord-299501-07echrdh 17 16 Group Group NNP cord-299501-07echrdh 17 17 1 1 CD cord-299501-07echrdh 17 18 as as IN cord-299501-07echrdh 17 19 opposed oppose VBN cord-299501-07echrdh 17 20 to to IN cord-299501-07echrdh 17 21 Group Group NNP cord-299501-07echrdh 17 22 2 2 CD cord-299501-07echrdh 17 23 . . . cord-299501-07echrdh 18 1 SI SI NNP cord-299501-07echrdh 18 2 ( ( -LRB- cord-299501-07echrdh 18 3 units unit NNS cord-299501-07echrdh 18 4 of of IN cord-299501-07echrdh 18 5 10 10 CD cord-299501-07echrdh 18 6 % % NN cord-299501-07echrdh 18 7 ) ) -RRB- cord-299501-07echrdh 18 8 associated associate VBN cord-299501-07echrdh 18 9 with with IN cord-299501-07echrdh 18 10 decreasing decrease VBG cord-299501-07echrdh 18 11 Rt Rt NNP cord-299501-07echrdh 18 12 in in IN cord-299501-07echrdh 18 13 Group Group NNP cord-299501-07echrdh 18 14 1 1 CD cord-299501-07echrdh 18 15 [ [ -LRB- cord-299501-07echrdh 18 16 { { -LRB- cord-299501-07echrdh 18 17 beta beta NN cord-299501-07echrdh 18 18 } } -RRB- cord-299501-07echrdh 18 19 -0.15 -0.15 CD cord-299501-07echrdh 18 20 , , , cord-299501-07echrdh 18 21 95 95 CD cord-299501-07echrdh 18 22 % % NN cord-299501-07echrdh 19 1 CI CI NNP cord-299501-07echrdh 19 2 -0.15 -0.15 CD cord-299501-07echrdh 19 3 - - : cord-299501-07echrdh 19 4 ( ( -LRB- cord-299501-07echrdh 19 5 -0.14 -0.14 NFP cord-299501-07echrdh 19 6 ) ) -RRB- cord-299501-07echrdh 19 7 ] ] -RRB- cord-299501-07echrdh 20 1 and and CC cord-299501-07echrdh 20 2 Group Group NNP cord-299501-07echrdh 20 3 3 3 CD cord-299501-07echrdh 20 4 [ [ -LRB- cord-299501-07echrdh 20 5 -0.05 -0.05 CD cord-299501-07echrdh 20 6 , , , cord-299501-07echrdh 20 7 -0.07 -0.07 : cord-299501-07echrdh 20 8 - - : cord-299501-07echrdh 20 9 ( ( -LRB- cord-299501-07echrdh 20 10 -0.03 -0.03 CD cord-299501-07echrdh 20 11 ) ) -RRB- cord-299501-07echrdh 20 12 ] ] -RRB- cord-299501-07echrdh 20 13 , , , cord-299501-07echrdh 20 14 whereas whereas RB cord-299501-07echrdh 20 15 , , , cord-299501-07echrdh 20 16 in in IN cord-299501-07echrdh 20 17 Group Group NNP cord-299501-07echrdh 20 18 2 2 CD cord-299501-07echrdh 20 19 , , , cord-299501-07echrdh 20 20 SI SI NNP cord-299501-07echrdh 20 21 associated associate VBN cord-299501-07echrdh 20 22 with with IN cord-299501-07echrdh 20 23 increasing increase VBG cord-299501-07echrdh 20 24 Rt Rt NNP cord-299501-07echrdh 20 25 ( ( -LRB- cord-299501-07echrdh 20 26 0.13 0.13 CD cord-299501-07echrdh 20 27 , , , cord-299501-07echrdh 20 28 0.11 0.11 CD cord-299501-07echrdh 20 29 - - SYM cord-299501-07echrdh 20 30 0.16 0.16 CD cord-299501-07echrdh 20 31 ) ) -RRB- cord-299501-07echrdh 20 32 . . . cord-299501-07echrdh 21 1 Conclusion Conclusion NNP cord-299501-07echrdh 21 2 Mobile Mobile NNP cord-299501-07echrdh 21 3 phone phone NN cord-299501-07echrdh 21 4 mobility mobility NN cord-299501-07echrdh 21 5 data datum NNS cord-299501-07echrdh 21 6 could could MD cord-299501-07echrdh 21 7 contribute contribute VB cord-299501-07echrdh 21 8 evaluations evaluation NNS cord-299501-07echrdh 21 9 of of IN cord-299501-07echrdh 21 10 the the DT cord-299501-07echrdh 21 11 impact impact NN cord-299501-07echrdh 21 12 of of IN cord-299501-07echrdh 21 13 social social JJ cord-299501-07echrdh 21 14 distancing distancing NN cord-299501-07echrdh 21 15 with with IN cord-299501-07echrdh 21 16 movement movement NN cord-299501-07echrdh 21 17 restrictions restriction NNS cord-299501-07echrdh 21 18 on on IN cord-299501-07echrdh 21 19 the the DT cord-299501-07echrdh 21 20 spread spread NN cord-299501-07echrdh 21 21 of of IN cord-299501-07echrdh 21 22 the the DT cord-299501-07echrdh 21 23 COVID-19 covid-19 NN cord-299501-07echrdh 21 24 . . . cord-299501-07echrdh 22 1 By by IN cord-299501-07echrdh 22 2 October October NNP cord-299501-07echrdh 22 3 6 6 CD cord-299501-07echrdh 22 4 , , , cord-299501-07echrdh 22 5 2020 2020 CD cord-299501-07echrdh 22 6 , , , cord-299501-07echrdh 22 7 nearly nearly RB cord-299501-07echrdh 22 8 36 36 CD cord-299501-07echrdh 22 9 million million CD cord-299501-07echrdh 22 10 humans human NNS cord-299501-07echrdh 22 11 have have VBP cord-299501-07echrdh 22 12 come come VBN cord-299501-07echrdh 22 13 down down RP cord-299501-07echrdh 22 14 with with IN cord-299501-07echrdh 22 15 the the DT cord-299501-07echrdh 22 16 coronavirus coronavirus NN cord-299501-07echrdh 22 17 disease disease NN cord-299501-07echrdh 22 18 2019 2019 CD cord-299501-07echrdh 22 19 ( ( -LRB- cord-299501-07echrdh 22 20 COVID- COVID- NNP cord-299501-07echrdh 22 21 19 19 CD cord-299501-07echrdh 22 22 ) ) -RRB- cord-299501-07echrdh 22 23 with with IN cord-299501-07echrdh 22 24 the the DT cord-299501-07echrdh 22 25 death death NN cord-299501-07echrdh 22 26 toll toll NN cord-299501-07echrdh 22 27 exceeding exceed VBG cord-299501-07echrdh 22 28 one one CD cord-299501-07echrdh 22 29 million million CD cord-299501-07echrdh 22 30 . . . cord-299501-07echrdh 23 1 [ [ -LRB- cord-299501-07echrdh 23 2 1 1 CD cord-299501-07echrdh 23 3 ] ] -RRB- cord-299501-07echrdh 23 4 While while IN cord-299501-07echrdh 23 5 the the DT cord-299501-07echrdh 23 6 virus virus NN cord-299501-07echrdh 23 7 continues continue VBZ cord-299501-07echrdh 23 8 to to TO cord-299501-07echrdh 23 9 spread spread VB cord-299501-07echrdh 23 10 exponentially exponentially RB cord-299501-07echrdh 23 11 in in IN cord-299501-07echrdh 23 12 some some DT cord-299501-07echrdh 23 13 countries country NNS cord-299501-07echrdh 23 14 and and CC cord-299501-07echrdh 23 15 others other NNS cord-299501-07echrdh 23 16 brace brace VBP cord-299501-07echrdh 23 17 for for IN cord-299501-07echrdh 23 18 a a DT cord-299501-07echrdh 23 19 second second JJ cord-299501-07echrdh 23 20 wave wave NN cord-299501-07echrdh 23 21 of of IN cord-299501-07echrdh 23 22 the the DT cord-299501-07echrdh 23 23 disease disease NN cord-299501-07echrdh 23 24 , , , cord-299501-07echrdh 23 25 governments government NNS cord-299501-07echrdh 23 26 are be VBP cord-299501-07echrdh 23 27 tracking track VBG cord-299501-07echrdh 23 28 the the DT cord-299501-07echrdh 23 29 effective effective JJ cord-299501-07echrdh 23 30 reproduction reproduction NN cord-299501-07echrdh 23 31 number number NN cord-299501-07echrdh 23 32 ( ( -LRB- cord-299501-07echrdh 23 33 Rt Rt NNP cord-299501-07echrdh 23 34 ) ) -RRB- cord-299501-07echrdh 23 35 to to TO cord-299501-07echrdh 23 36 evaluate evaluate VB cord-299501-07echrdh 23 37 disease disease NN cord-299501-07echrdh 23 38 spread spread NN cord-299501-07echrdh 23 39 and and CC cord-299501-07echrdh 23 40 the the DT cord-299501-07echrdh 23 41 effectiveness effectiveness NN cord-299501-07echrdh 23 42 of of IN cord-299501-07echrdh 23 43 social social JJ cord-299501-07echrdh 23 44 distancing distancing NN cord-299501-07echrdh 23 45 and and CC cord-299501-07echrdh 23 46 movement movement NN cord-299501-07echrdh 23 47 restrictions restriction NNS cord-299501-07echrdh 23 48 . . . cord-299501-07echrdh 24 1 [ [ -LRB- cord-299501-07echrdh 24 2 2 2 CD cord-299501-07echrdh 24 3 ] ] -RRB- cord-299501-07echrdh 25 1 Whereas whereas IN cord-299501-07echrdh 25 2 the the DT cord-299501-07echrdh 25 3 more more RBR cord-299501-07echrdh 25 4 commonly commonly RB cord-299501-07echrdh 25 5 known know VBN cord-299501-07echrdh 25 6 basic basic JJ cord-299501-07echrdh 25 7 reproduction reproduction NN cord-299501-07echrdh 25 8 number number NN cord-299501-07echrdh 25 9 ( ( -LRB- cord-299501-07echrdh 25 10 R0 R0 NNP cord-299501-07echrdh 25 11 ) ) -RRB- cord-299501-07echrdh 25 12 reflects reflect VBZ cord-299501-07echrdh 25 13 the the DT cord-299501-07echrdh 25 14 innate innate JJ cord-299501-07echrdh 25 15 capacity capacity NN cord-299501-07echrdh 25 16 of of IN cord-299501-07echrdh 25 17 an an DT cord-299501-07echrdh 25 18 infectious infectious JJ cord-299501-07echrdh 25 19 agent agent NN cord-299501-07echrdh 25 20 to to TO cord-299501-07echrdh 25 21 spread spread VB cord-299501-07echrdh 25 22 , , , cord-299501-07echrdh 25 23 [ [ -LRB- cord-299501-07echrdh 25 24 3 3 CD cord-299501-07echrdh 25 25 ] ] -RRB- cord-299501-07echrdh 25 26 Rt Rt NNP cord-299501-07echrdh 25 27 captures capture VBZ cord-299501-07echrdh 25 28 the the DT cord-299501-07echrdh 25 29 dynamic dynamic JJ cord-299501-07echrdh 25 30 changes change NNS cord-299501-07echrdh 25 31 of of IN cord-299501-07echrdh 25 32 its -PRON- PRP$ cord-299501-07echrdh 25 33 spread spread NN cord-299501-07echrdh 25 34 that that WDT cord-299501-07echrdh 25 35 vary vary VBP cord-299501-07echrdh 25 36 over over IN cord-299501-07echrdh 25 37 time time NN cord-299501-07echrdh 25 38 as as IN cord-299501-07echrdh 25 39 a a DT cord-299501-07echrdh 25 40 result result NN cord-299501-07echrdh 25 41 of of IN cord-299501-07echrdh 25 42 societies society NNS cord-299501-07echrdh 25 43 changing change VBG cord-299501-07echrdh 25 44 their -PRON- PRP$ cord-299501-07echrdh 25 45 behavior behavior NN cord-299501-07echrdh 25 46 and and CC cord-299501-07echrdh 25 47 gaining gain VBG cord-299501-07echrdh 25 48 immunity immunity NN cord-299501-07echrdh 25 49 . . . cord-299501-07echrdh 26 1 To to TO cord-299501-07echrdh 26 2 reduce reduce VB cord-299501-07echrdh 26 3 an an DT cord-299501-07echrdh 26 4 individual individual NN cord-299501-07echrdh 26 5 's 's POS cord-299501-07echrdh 26 6 capacity capacity NN cord-299501-07echrdh 26 7 to to TO cord-299501-07echrdh 26 8 transmit transmit VB cord-299501-07echrdh 26 9 COVID-19 COVID-19 NNP cord-299501-07echrdh 26 10 , , , cord-299501-07echrdh 26 11 governments government NNS cord-299501-07echrdh 26 12 have have VBP cord-299501-07echrdh 26 13 been be VBN cord-299501-07echrdh 26 14 implementing implement VBG cord-299501-07echrdh 26 15 a a DT cord-299501-07echrdh 26 16 variety variety NN cord-299501-07echrdh 26 17 of of IN cord-299501-07echrdh 26 18 movement movement NN cord-299501-07echrdh 26 19 restrictions restriction NNS cord-299501-07echrdh 26 20 . . . cord-299501-07echrdh 27 1 To to TO cord-299501-07echrdh 27 2 evaluate evaluate VB cord-299501-07echrdh 27 3 the the DT cord-299501-07echrdh 27 4 effectiveness effectiveness NN cord-299501-07echrdh 27 5 of of IN cord-299501-07echrdh 27 6 these these DT cord-299501-07echrdh 27 7 measures measure NNS cord-299501-07echrdh 27 8 , , , cord-299501-07echrdh 27 9 researchers researcher NNS cord-299501-07echrdh 27 10 have have VBP cord-299501-07echrdh 27 11 attempted attempt VBN cord-299501-07echrdh 27 12 to to TO cord-299501-07echrdh 27 13 systematically systematically RB cord-299501-07echrdh 27 14 associate associate VB cord-299501-07echrdh 27 15 changes change NNS cord-299501-07echrdh 27 16 in in IN cord-299501-07echrdh 27 17 COVID-19 covid-19 JJ cord-299501-07echrdh 27 18 incidence incidence NN cord-299501-07echrdh 27 19 with with IN cord-299501-07echrdh 27 20 changes change NNS cord-299501-07echrdh 27 21 in in IN cord-299501-07echrdh 27 22 Rt Rt NNP cord-299501-07echrdh 27 23 to to TO cord-299501-07echrdh 27 24 schedule schedule VB cord-299501-07echrdh 27 25 restriction restriction NN cord-299501-07echrdh 27 26 actions action NNS cord-299501-07echrdh 27 27 . . . cord-299501-07echrdh 28 1 For for IN cord-299501-07echrdh 28 2 example example NN cord-299501-07echrdh 28 3 , , , cord-299501-07echrdh 28 4 Alfano Alfano NNP cord-299501-07echrdh 28 5 and and CC cord-299501-07echrdh 28 6 Ercolano Ercolano NNP cord-299501-07echrdh 28 7 [ [ -LRB- cord-299501-07echrdh 28 8 4 4 CD cord-299501-07echrdh 28 9 ] ] -RRB- cord-299501-07echrdh 28 10 used use VBD cord-299501-07echrdh 28 11 the the DT cord-299501-07echrdh 28 12 ACAPS ACAPS NNP cord-299501-07echrdh 28 13 # # NN cord-299501-07echrdh 28 14 COVID19 COVID19 NNP cord-299501-07echrdh 28 15 Government Government NNP cord-299501-07echrdh 28 16 Measures Measures NNP cord-299501-07echrdh 28 17 Dataset Dataset NNP cord-299501-07echrdh 28 18 , , , cord-299501-07echrdh 28 19 which which WDT cord-299501-07echrdh 28 20 gathers gather VBZ cord-299501-07echrdh 28 21 implementation implementation NN cord-299501-07echrdh 28 22 dates date NNS cord-299501-07echrdh 28 23 of of IN cord-299501-07echrdh 28 24 restriction restriction NN cord-299501-07echrdh 28 25 interventions intervention NNS cord-299501-07echrdh 28 26 in in IN cord-299501-07echrdh 28 27 several several JJ cord-299501-07echrdh 28 28 countries country NNS cord-299501-07echrdh 28 29 and and CC cord-299501-07echrdh 28 30 regions region NNS cord-299501-07echrdh 28 31 . . . cord-299501-07echrdh 29 1 [ [ -LRB- cord-299501-07echrdh 29 2 5 5 CD cord-299501-07echrdh 29 3 ] ] -RRB- cord-299501-07echrdh 30 1 Despite despite IN cord-299501-07echrdh 30 2 including include VBG cord-299501-07echrdh 30 3 some some DT cord-299501-07echrdh 30 4 regional regional JJ cord-299501-07echrdh 30 5 data datum NNS cord-299501-07echrdh 30 6 , , , cord-299501-07echrdh 30 7 the the DT cord-299501-07echrdh 30 8 dataset dataset NN cord-299501-07echrdh 30 9 does do VBZ cord-299501-07echrdh 30 10 not not RB cord-299501-07echrdh 30 11 allow allow VB cord-299501-07echrdh 30 12 proper proper JJ cord-299501-07echrdh 30 13 aggregation aggregation NN cord-299501-07echrdh 30 14 of of IN cord-299501-07echrdh 30 15 restriction restriction NN cord-299501-07echrdh 30 16 interventions intervention NNS cord-299501-07echrdh 30 17 at at IN cord-299501-07echrdh 30 18 the the DT cord-299501-07echrdh 30 19 country country NN cord-299501-07echrdh 30 20 level level NN cord-299501-07echrdh 30 21 . . . cord-299501-07echrdh 31 1 Moreover moreover RB cord-299501-07echrdh 31 2 , , , cord-299501-07echrdh 31 3 the the DT cord-299501-07echrdh 31 4 dataset dataset NN cord-299501-07echrdh 31 5 lacks lack VBZ cord-299501-07echrdh 31 6 information information NN cord-299501-07echrdh 31 7 regarding regard VBG cord-299501-07echrdh 31 8 the the DT cord-299501-07echrdh 31 9 strength strength NN cord-299501-07echrdh 31 10 of of IN cord-299501-07echrdh 31 11 restriction restriction NN cord-299501-07echrdh 31 12 actions action NNS cord-299501-07echrdh 31 13 . . . cord-299501-07echrdh 32 1 To to TO cord-299501-07echrdh 32 2 account account VB cord-299501-07echrdh 32 3 for for IN cord-299501-07echrdh 32 4 the the DT cord-299501-07echrdh 32 5 strength strength NN cord-299501-07echrdh 32 6 of of IN cord-299501-07echrdh 32 7 restriction restriction NN cord-299501-07echrdh 32 8 actions action NNS cord-299501-07echrdh 32 9 , , , cord-299501-07echrdh 32 10 researchers researcher NNS cord-299501-07echrdh 32 11 from from IN cord-299501-07echrdh 32 12 Blavatnik Blavatnik NNP cord-299501-07echrdh 32 13 School School NNP cord-299501-07echrdh 32 14 of of IN cord-299501-07echrdh 32 15 Government Government NNP cord-299501-07echrdh 32 16 developed develop VBD cord-299501-07echrdh 32 17 the the DT cord-299501-07echrdh 32 18 stringency stringency NN cord-299501-07echrdh 32 19 index index NN cord-299501-07echrdh 32 20 ( ( -LRB- cord-299501-07echrdh 32 21 SI SI NNP cord-299501-07echrdh 32 22 ) ) -RRB- cord-299501-07echrdh 32 23 , , , cord-299501-07echrdh 32 24 an an DT cord-299501-07echrdh 32 25 indicator indicator NN cord-299501-07echrdh 32 26 of of IN cord-299501-07echrdh 32 27 the the DT cord-299501-07echrdh 32 28 strictness strictness NN cord-299501-07echrdh 32 29 of of IN cord-299501-07echrdh 32 30 governmental governmental JJ cord-299501-07echrdh 32 31 responses response NNS cord-299501-07echrdh 32 32 to to IN cord-299501-07echrdh 32 33 COVID-19 covid-19 VB cord-299501-07echrdh 32 34 . . . cord-299501-07echrdh 33 1 [ [ -LRB- cord-299501-07echrdh 33 2 6 6 CD cord-299501-07echrdh 33 3 ] ] -RRB- cord-299501-07echrdh 34 1 Based base VBN cord-299501-07echrdh 34 2 on on IN cord-299501-07echrdh 34 3 qualitative qualitative JJ cord-299501-07echrdh 34 4 measures measure NNS cord-299501-07echrdh 34 5 of of IN cord-299501-07echrdh 34 6 restriction restriction NN cord-299501-07echrdh 34 7 policies policy NNS cord-299501-07echrdh 34 8 , , , cord-299501-07echrdh 34 9 SI SI NNP cord-299501-07echrdh 34 10 , , , cord-299501-07echrdh 34 11 however however RB cord-299501-07echrdh 34 12 , , , cord-299501-07echrdh 34 13 does do VBZ cord-299501-07echrdh 34 14 not not RB cord-299501-07echrdh 34 15 reflect reflect VB cord-299501-07echrdh 34 16 the the DT cord-299501-07echrdh 34 17 extent extent NN cord-299501-07echrdh 34 18 to to TO cord-299501-07echrdh 34 19 which which WDT cord-299501-07echrdh 34 20 the the DT cord-299501-07echrdh 34 21 legislated legislate VBN cord-299501-07echrdh 34 22 measures measure NNS cord-299501-07echrdh 34 23 are be VBP cord-299501-07echrdh 34 24 enforced enforce VBN cord-299501-07echrdh 34 25 in in IN cord-299501-07echrdh 34 26 practice practice NN cord-299501-07echrdh 34 27 or or CC cord-299501-07echrdh 34 28 the the DT cord-299501-07echrdh 34 29 social social JJ cord-299501-07echrdh 34 30 compliance compliance NN cord-299501-07echrdh 34 31 and and CC cord-299501-07echrdh 34 32 response response NN cord-299501-07echrdh 34 33 , , , cord-299501-07echrdh 34 34 which which WDT cord-299501-07echrdh 34 35 could could MD cord-299501-07echrdh 34 36 vary vary VB cord-299501-07echrdh 34 37 across across IN cord-299501-07echrdh 34 38 cultures culture NNS cord-299501-07echrdh 34 39 , , , cord-299501-07echrdh 34 40 regions region NNS cord-299501-07echrdh 34 41 , , , cord-299501-07echrdh 34 42 and and CC cord-299501-07echrdh 34 43 times time NNS cord-299501-07echrdh 34 44 independently independently RB cord-299501-07echrdh 34 45 of of IN cord-299501-07echrdh 34 46 the the DT cord-299501-07echrdh 34 47 restriction restriction NN cord-299501-07echrdh 34 48 policies policy NNS cord-299501-07echrdh 34 49 . . . cord-299501-07echrdh 35 1 Aggregated aggregated JJ cord-299501-07echrdh 35 2 mobile mobile JJ cord-299501-07echrdh 35 3 community community NN cord-299501-07echrdh 35 4 mobility mobility NN cord-299501-07echrdh 35 5 data datum NNS cord-299501-07echrdh 35 6 track track VBP cord-299501-07echrdh 35 7 the the DT cord-299501-07echrdh 35 8 population population NN cord-299501-07echrdh 35 9 mobility mobility NN cord-299501-07echrdh 35 10 behavior behavior NN cord-299501-07echrdh 35 11 and and CC cord-299501-07echrdh 35 12 , , , cord-299501-07echrdh 35 13 during during IN cord-299501-07echrdh 35 14 a a DT cord-299501-07echrdh 35 15 pandemic pandemic NN cord-299501-07echrdh 35 16 , , , cord-299501-07echrdh 35 17 the the DT cord-299501-07echrdh 35 18 data datum NNS cord-299501-07echrdh 35 19 could could MD cord-299501-07echrdh 35 20 provide provide VB cord-299501-07echrdh 35 21 good good JJ cord-299501-07echrdh 35 22 indicators indicator NNS cord-299501-07echrdh 35 23 of of IN cord-299501-07echrdh 35 24 the the DT cord-299501-07echrdh 35 25 regional regional JJ cord-299501-07echrdh 35 26 extent extent NN cord-299501-07echrdh 35 27 of of IN cord-299501-07echrdh 35 28 social social JJ cord-299501-07echrdh 35 29 distancing distancing NN cord-299501-07echrdh 35 30 . . . cord-299501-07echrdh 36 1 Multiple multiple JJ cord-299501-07echrdh 36 2 studies study NNS cord-299501-07echrdh 36 3 have have VBP cord-299501-07echrdh 36 4 used use VBN cord-299501-07echrdh 36 5 mobility mobility NN cord-299501-07echrdh 36 6 data datum NNS cord-299501-07echrdh 36 7 to to TO cord-299501-07echrdh 36 8 evaluate evaluate VB cord-299501-07echrdh 36 9 the the DT cord-299501-07echrdh 36 10 social social JJ cord-299501-07echrdh 36 11 adherence adherence NN cord-299501-07echrdh 36 12 to to IN cord-299501-07echrdh 36 13 movement movement NN cord-299501-07echrdh 36 14 restriction restriction NN cord-299501-07echrdh 36 15 policies policy NNS cord-299501-07echrdh 36 16 against against IN cord-299501-07echrdh 36 17 COVID-19 COVID-19 NNP cord-299501-07echrdh 36 18 [ [ -LRB- cord-299501-07echrdh 36 19 7 7 CD cord-299501-07echrdh 36 20 ] ] -RRB- cord-299501-07echrdh 36 21 and and CC cord-299501-07echrdh 36 22 to to TO cord-299501-07echrdh 36 23 investigate investigate VB cord-299501-07echrdh 36 24 how how WRB cord-299501-07echrdh 36 25 changes change NNS cord-299501-07echrdh 36 26 in in IN cord-299501-07echrdh 36 27 mobility mobility NN cord-299501-07echrdh 36 28 relate relate VBP cord-299501-07echrdh 36 29 to to IN cord-299501-07echrdh 36 30 the the DT cord-299501-07echrdh 36 31 COVID-19 covid-19 JJ cord-299501-07echrdh 36 32 incidence incidence NN cord-299501-07echrdh 36 33 and and CC cord-299501-07echrdh 36 34 Rt Rt NNP cord-299501-07echrdh 36 35 . . . cord-299501-07echrdh 37 1 [ [ -LRB- cord-299501-07echrdh 37 2 8 8 CD cord-299501-07echrdh 37 3 ] ] -RRB- cord-299501-07echrdh 38 1 As as IN cord-299501-07echrdh 38 2 a a DT cord-299501-07echrdh 38 3 function function NN cord-299501-07echrdh 38 4 of of IN cord-299501-07echrdh 38 5 the the DT cord-299501-07echrdh 38 6 performance performance NN cord-299501-07echrdh 38 7 of of IN cord-299501-07echrdh 38 8 health health NN cord-299501-07echrdh 38 9 systems system NNS cord-299501-07echrdh 38 10 in in IN cord-299501-07echrdh 38 11 tracking tracking NN cord-299501-07echrdh 38 12 , , , cord-299501-07echrdh 38 13 testing testing NN cord-299501-07echrdh 38 14 , , , cord-299501-07echrdh 38 15 and and CC cord-299501-07echrdh 38 16 reporting reporting NN cord-299501-07echrdh 38 17 cases case NNS cord-299501-07echrdh 38 18 , , , cord-299501-07echrdh 38 19 a a DT cord-299501-07echrdh 38 20 time time NN cord-299501-07echrdh 38 21 lag lag NN cord-299501-07echrdh 38 22 ( ( -LRB- cord-299501-07echrdh 38 23 TL TL NNP cord-299501-07echrdh 38 24 ) ) -RRB- cord-299501-07echrdh 38 25 is be VBZ cord-299501-07echrdh 38 26 expected expect VBN cord-299501-07echrdh 38 27 between between IN cord-299501-07echrdh 38 28 the the DT cord-299501-07echrdh 38 29 implementation implementation NN cord-299501-07echrdh 38 30 of of IN cord-299501-07echrdh 38 31 a a DT cord-299501-07echrdh 38 32 restriction restriction NN cord-299501-07echrdh 38 33 action action NN cord-299501-07echrdh 38 34 and and CC cord-299501-07echrdh 38 35 the the DT cord-299501-07echrdh 38 36 possible possible JJ cord-299501-07echrdh 38 37 change change NN cord-299501-07echrdh 38 38 in in IN cord-299501-07echrdh 38 39 disease disease NN cord-299501-07echrdh 38 40 incidence incidence NN cord-299501-07echrdh 38 41 . . . cord-299501-07echrdh 39 1 Linka Linka NNP cord-299501-07echrdh 39 2 et et NNP cord-299501-07echrdh 39 3 al al NNP cord-299501-07echrdh 39 4 . . NNP cord-299501-07echrdh 39 5 have have VBP cord-299501-07echrdh 39 6 identified identify VBN cord-299501-07echrdh 39 7 great great JJ cord-299501-07echrdh 39 8 variability variability NN cord-299501-07echrdh 39 9 in in IN cord-299501-07echrdh 39 10 TLs TLs NNP cord-299501-07echrdh 39 11 across across IN cord-299501-07echrdh 39 12 countries country NNS cord-299501-07echrdh 39 13 regarding regard VBG cord-299501-07echrdh 39 14 COVID-19 covid-19 DT cord-299501-07echrdh 39 15 incidence incidence NN cord-299501-07echrdh 39 16 . . . cord-299501-07echrdh 40 1 [ [ -LRB- cord-299501-07echrdh 40 2 8 8 CD cord-299501-07echrdh 40 3 ] ] -RRB- cord-299501-07echrdh 40 4 TLs tl NNS cord-299501-07echrdh 40 5 can can MD cord-299501-07echrdh 40 6 i i PRP cord-299501-07echrdh 40 7 ) ) -RRB- cord-299501-07echrdh 40 8 provide provide VB cord-299501-07echrdh 40 9 an an DT cord-299501-07echrdh 40 10 idea idea NN cord-299501-07echrdh 40 11 of of IN cord-299501-07echrdh 40 12 countries country NNS cord-299501-07echrdh 40 13 ' ' POS cord-299501-07echrdh 40 14 early early JJ cord-299501-07echrdh 40 15 detection detection NN cord-299501-07echrdh 40 16 capabilities capability NNS cord-299501-07echrdh 40 17 of of IN cord-299501-07echrdh 40 18 COVID-19 covid-19 JJ cord-299501-07echrdh 40 19 cases case NNS cord-299501-07echrdh 40 20 , , , cord-299501-07echrdh 40 21 ii ii LS cord-299501-07echrdh 40 22 ) ) -RRB- cord-299501-07echrdh 40 23 improve improve VB cord-299501-07echrdh 40 24 planning planning NN cord-299501-07echrdh 40 25 of of IN cord-299501-07echrdh 40 26 lockdown lockdown NN cord-299501-07echrdh 40 27 exit exit NN cord-299501-07echrdh 40 28 strategies strategy NNS cord-299501-07echrdh 40 29 , , , cord-299501-07echrdh 40 30 iii iii LS cord-299501-07echrdh 40 31 ) ) -RRB- cord-299501-07echrdh 40 32 guide guide VB cord-299501-07echrdh 40 33 the the DT cord-299501-07echrdh 40 34 length length NN cord-299501-07echrdh 40 35 of of IN cord-299501-07echrdh 40 36 recommended recommend VBN cord-299501-07echrdh 40 37 quarantines quarantine NNS cord-299501-07echrdh 40 38 , , , cord-299501-07echrdh 40 39 and and CC cord-299501-07echrdh 40 40 iv iv LS cord-299501-07echrdh 40 41 ) ) -RRB- cord-299501-07echrdh 40 42 permit permit VBP cord-299501-07echrdh 40 43 a a DT cord-299501-07echrdh 40 44 timeframe timeframe NN cord-299501-07echrdh 40 45 to to TO cord-299501-07echrdh 40 46 prepare prepare VB cord-299501-07echrdh 40 47 for for IN cord-299501-07echrdh 40 48 predicted predict VBN cord-299501-07echrdh 40 49 disease disease NN cord-299501-07echrdh 40 50 peaks peak NNS cord-299501-07echrdh 40 51 . . . cord-299501-07echrdh 41 1 The the DT cord-299501-07echrdh 41 2 object object NN cord-299501-07echrdh 41 3 of of IN cord-299501-07echrdh 41 4 this this DT cord-299501-07echrdh 41 5 study study NN cord-299501-07echrdh 41 6 is be VBZ cord-299501-07echrdh 41 7 to to TO cord-299501-07echrdh 41 8 analyze analyze VB cord-299501-07echrdh 41 9 how how WRB cord-299501-07echrdh 41 10 patterns pattern NNS cord-299501-07echrdh 41 11 of of IN cord-299501-07echrdh 41 12 mobility mobility NN cord-299501-07echrdh 41 13 data datum NNS cord-299501-07echrdh 41 14 can can MD cord-299501-07echrdh 41 15 be be VB cord-299501-07echrdh 41 16 linked link VBN cord-299501-07echrdh 41 17 to to IN cord-299501-07echrdh 41 18 COVID-19 COVID-19 NNP cord-299501-07echrdh 41 19 Rt Rt NNP cord-299501-07echrdh 41 20 changes change NNS cord-299501-07echrdh 41 21 in in IN cord-299501-07echrdh 41 22 125 125 CD cord-299501-07echrdh 41 23 countries country NNS cord-299501-07echrdh 41 24 with with IN cord-299501-07echrdh 41 25 and and CC cord-299501-07echrdh 41 26 without without IN cord-299501-07echrdh 41 27 consideration consideration NN cord-299501-07echrdh 41 28 of of IN cord-299501-07echrdh 41 29 SI SI NNP cord-299501-07echrdh 41 30 . . . cord-299501-07echrdh 42 1 COVID-19 COVID-19 NNP cord-299501-07echrdh 42 2 Community Community NNP cord-299501-07echrdh 42 3 Mobility Mobility NNP cord-299501-07echrdh 42 4 Reports Reports NNPS cord-299501-07echrdh 42 5 [ [ -LRB- cord-299501-07echrdh 42 6 9 9 CD cord-299501-07echrdh 42 7 ] ] -RRB- cord-299501-07echrdh 42 8 provided provide VBN cord-299501-07echrdh 42 9 country country NN cord-299501-07echrdh 42 10 - - HYPH cord-299501-07echrdh 42 11 specific specific JJ cord-299501-07echrdh 42 12 mobility mobility NN cord-299501-07echrdh 42 13 data datum NNS cord-299501-07echrdh 42 14 . . . cord-299501-07echrdh 43 1 Google Google NNP cord-299501-07echrdh 43 2 aggregates aggregate VBZ cord-299501-07echrdh 43 3 anonymized anonymize VBD cord-299501-07echrdh 43 4 position position NN cord-299501-07echrdh 43 5 data datum NNS cord-299501-07echrdh 43 6 from from IN cord-299501-07echrdh 43 7 users user NNS cord-299501-07echrdh 43 8 who who WP cord-299501-07echrdh 43 9 have have VBP cord-299501-07echrdh 43 10 the the DT cord-299501-07echrdh 43 11 Location Location NNP cord-299501-07echrdh 43 12 History history NN cord-299501-07echrdh 43 13 activated activate VBN cord-299501-07echrdh 43 14 on on IN cord-299501-07echrdh 43 15 their -PRON- PRP$ cord-299501-07echrdh 43 16 mobile mobile JJ cord-299501-07echrdh 43 17 phones phone NNS cord-299501-07echrdh 43 18 to to TO cord-299501-07echrdh 43 19 reflect reflect VB cord-299501-07echrdh 43 20 regional regional JJ cord-299501-07echrdh 43 21 trends trend NNS cord-299501-07echrdh 43 22 of of IN cord-299501-07echrdh 43 23 community community NN cord-299501-07echrdh 43 24 mobility mobility NN cord-299501-07echrdh 43 25 in in IN cord-299501-07echrdh 43 26 different different JJ cord-299501-07echrdh 43 27 regions region NNS cord-299501-07echrdh 43 28 and and CC cord-299501-07echrdh 43 29 varied varied JJ cord-299501-07echrdh 43 30 places place NNS cord-299501-07echrdh 43 31 . . . cord-299501-07echrdh 44 1 The the DT cord-299501-07echrdh 44 2 dataset dataset NN cord-299501-07echrdh 44 3 consists consist VBZ cord-299501-07echrdh 44 4 of of IN cord-299501-07echrdh 44 5 daily daily JJ cord-299501-07echrdh 44 6 regional regional JJ cord-299501-07echrdh 44 7 percentages percentage NNS cord-299501-07echrdh 44 8 of of IN cord-299501-07echrdh 44 9 change change NN cord-299501-07echrdh 44 10 from from IN cord-299501-07echrdh 44 11 the the DT cord-299501-07echrdh 44 12 median median JJ cord-299501-07echrdh 44 13 value value NN cord-299501-07echrdh 44 14 of of IN cord-299501-07echrdh 44 15 the the DT cord-299501-07echrdh 44 16 corresponding corresponding JJ cord-299501-07echrdh 44 17 weekday weekday NN cord-299501-07echrdh 44 18 during during IN cord-299501-07echrdh 44 19 the the DT cord-299501-07echrdh 44 20 5-week 5-week JJ cord-299501-07echrdh 44 21 baseline baseline JJ cord-299501-07echrdh 44 22 period period NN cord-299501-07echrdh 44 23 ( ( -LRB- cord-299501-07echrdh 44 24 Jan Jan NNP cord-299501-07echrdh 44 25 3 3 CD cord-299501-07echrdh 44 26 to to IN cord-299501-07echrdh 44 27 Feb Feb NNP cord-299501-07echrdh 44 28 6 6 CD cord-299501-07echrdh 44 29 , , , cord-299501-07echrdh 44 30 2020 2020 CD cord-299501-07echrdh 44 31 . . . cord-299501-07echrdh 44 32 ) ) -RRB- cord-299501-07echrdh 45 1 By by IN cord-299501-07echrdh 45 2 September September NNP cord-299501-07echrdh 45 3 18 18 CD cord-299501-07echrdh 45 4 , , , cord-299501-07echrdh 45 5 2020 2020 CD cord-299501-07echrdh 45 6 , , , cord-299501-07echrdh 45 7 the the DT cord-299501-07echrdh 45 8 dataset dataset NN cord-299501-07echrdh 45 9 was be VBD cord-299501-07echrdh 45 10 publicly publicly RB cord-299501-07echrdh 45 11 available available JJ cord-299501-07echrdh 45 12 . . . cord-299501-07echrdh 46 1 In in IN cord-299501-07echrdh 46 2 addition addition NN cord-299501-07echrdh 46 3 to to IN cord-299501-07echrdh 46 4 the the DT cord-299501-07echrdh 46 5 mobility mobility NN cord-299501-07echrdh 46 6 data datum NNS cord-299501-07echrdh 46 7 , , , cord-299501-07echrdh 46 8 we -PRON- PRP cord-299501-07echrdh 46 9 obtained obtain VBD cord-299501-07echrdh 46 10 data datum NNS cord-299501-07echrdh 46 11 on on IN cord-299501-07echrdh 46 12 COVID-19 COVID-19 NNP cord-299501-07echrdh 46 13 daily daily JJ cord-299501-07echrdh 46 14 case case NN cord-299501-07echrdh 46 15 incidence incidence NN cord-299501-07echrdh 46 16 from from IN cord-299501-07echrdh 46 17 the the DT cord-299501-07echrdh 46 18 GitHub GitHub NNP cord-299501-07echrdh 47 1 COVID-19 covid-19 JJ cord-299501-07echrdh 47 2 repository repository NN cord-299501-07echrdh 47 3 of of IN cord-299501-07echrdh 47 4 Johns Johns NNP cord-299501-07echrdh 47 5 Hopkins Hopkins NNP cord-299501-07echrdh 47 6 University University NNP cord-299501-07echrdh 47 7 [ [ -LRB- cord-299501-07echrdh 47 8 1 1 CD cord-299501-07echrdh 47 9 ] ] -RRB- cord-299501-07echrdh 47 10 and and CC cord-299501-07echrdh 47 11 data datum NNS cord-299501-07echrdh 47 12 on on IN cord-299501-07echrdh 47 13 policy policy NN cord-299501-07echrdh 47 14 responses response NNS cord-299501-07echrdh 47 15 and and CC cord-299501-07echrdh 47 16 stringency stringency NN cord-299501-07echrdh 47 17 of of IN cord-299501-07echrdh 47 18 government government NN cord-299501-07echrdh 47 19 measures measure NNS cord-299501-07echrdh 47 20 for for IN cord-299501-07echrdh 47 21 180 180 CD cord-299501-07echrdh 47 22 countries country NNS cord-299501-07echrdh 47 23 from from IN cord-299501-07echrdh 47 24 the the DT cord-299501-07echrdh 47 25 Oxford Oxford NNP cord-299501-07echrdh 47 26 COVID-19 COVID-19 NNP cord-299501-07echrdh 47 27 Government Government NNP cord-299501-07echrdh 47 28 Response Response NNP cord-299501-07echrdh 47 29 Tracker Tracker NNP cord-299501-07echrdh 47 30 ( ( -LRB- cord-299501-07echrdh 47 31 OxCGRT OxCGRT NNP cord-299501-07echrdh 47 32 ) ) -RRB- cord-299501-07echrdh 47 33 . . . cord-299501-07echrdh 48 1 [ [ -LRB- cord-299501-07echrdh 48 2 6 6 CD cord-299501-07echrdh 48 3 ] ] -RRB- cord-299501-07echrdh 49 1 In in IN cord-299501-07echrdh 49 2 this this DT cord-299501-07echrdh 49 3 study study NN cord-299501-07echrdh 49 4 , , , cord-299501-07echrdh 49 5 we -PRON- PRP cord-299501-07echrdh 49 6 focused focus VBD cord-299501-07echrdh 49 7 on on IN cord-299501-07echrdh 49 8 the the DT cord-299501-07echrdh 49 9 period period NN cord-299501-07echrdh 49 10 from from IN cord-299501-07echrdh 49 11 15 15 CD cord-299501-07echrdh 49 12 February February NNP cord-299501-07echrdh 49 13 to to IN cord-299501-07echrdh 49 14 11 11 CD cord-299501-07echrdh 49 15 September September NNP cord-299501-07echrdh 49 16 2020 2020 CD cord-299501-07echrdh 49 17 with with IN cord-299501-07echrdh 49 18 days day NNS cord-299501-07echrdh 49 19 as as IN cord-299501-07echrdh 49 20 a a DT cord-299501-07echrdh 49 21 time time NN cord-299501-07echrdh 49 22 unit unit NN cord-299501-07echrdh 49 23 . . . cord-299501-07echrdh 50 1 For for IN cord-299501-07echrdh 50 2 each each DT cord-299501-07echrdh 50 3 country country NN cord-299501-07echrdh 50 4 , , , cord-299501-07echrdh 50 5 we -PRON- PRP cord-299501-07echrdh 50 6 considered consider VBD cord-299501-07echrdh 50 7 days day NNS cord-299501-07echrdh 50 8 starting start VBG cord-299501-07echrdh 50 9 from from IN cord-299501-07echrdh 50 10 the the DT cord-299501-07echrdh 50 11 2nd 2nd NN cord-299501-07echrdh 50 12 confirmed confirm VBD cord-299501-07echrdh 50 13 COVID-19 COVID-19 NNP cord-299501-07echrdh 50 14 case case NN cord-299501-07echrdh 50 15 . . . cord-299501-07echrdh 51 1 After after IN cord-299501-07echrdh 51 2 excluding exclude VBG cord-299501-07echrdh 51 3 countries country NNS cord-299501-07echrdh 51 4 with with IN cord-299501-07echrdh 51 5 less less JJR cord-299501-07echrdh 51 6 than than IN cord-299501-07echrdh 51 7 60 60 CD cord-299501-07echrdh 51 8 days day NNS cord-299501-07echrdh 51 9 reporting report VBG cord-299501-07echrdh 51 10 new new JJ cord-299501-07echrdh 51 11 cases case NNS cord-299501-07echrdh 51 12 , , , cord-299501-07echrdh 51 13 mobility mobility NN cord-299501-07echrdh 51 14 , , , cord-299501-07echrdh 51 15 or or CC cord-299501-07echrdh 51 16 SI SI NNP cord-299501-07echrdh 51 17 , , , cord-299501-07echrdh 51 18 we -PRON- PRP cord-299501-07echrdh 51 19 retained retain VBD cord-299501-07echrdh 51 20 125 125 CD cord-299501-07echrdh 51 21 countries country NNS cord-299501-07echrdh 51 22 for for IN cord-299501-07echrdh 51 23 the the DT cord-299501-07echrdh 51 24 analysis analysis NN cord-299501-07echrdh 51 25 . . . cord-299501-07echrdh 52 1 The the DT cord-299501-07echrdh 52 2 analyzed analyze VBN cord-299501-07echrdh 52 3 countries country NNS cord-299501-07echrdh 52 4 had have VBD cord-299501-07echrdh 52 5 a a DT cord-299501-07echrdh 52 6 median median JJ cord-299501-07echrdh 52 7 observation observation NN cord-299501-07echrdh 52 8 time time NN cord-299501-07echrdh 52 9 of of IN cord-299501-07echrdh 52 10 188 188 CD cord-299501-07echrdh 52 11 days day NNS cord-299501-07echrdh 52 12 . . . cord-299501-07echrdh 53 1 COVID-19 COVID-19 NNP cord-299501-07echrdh 53 2 Open Open NNP cord-299501-07echrdh 53 3 - - HYPH cord-299501-07echrdh 53 4 Data Data NNP cord-299501-07echrdh 53 5 GitHub GitHub NNP cord-299501-07echrdh 53 6 repository repository NN cord-299501-07echrdh 53 7 eased ease VBD cord-299501-07echrdh 53 8 access access NN cord-299501-07echrdh 53 9 to to IN cord-299501-07echrdh 53 10 data datum NNS cord-299501-07echrdh 53 11 sources source NNS cord-299501-07echrdh 53 12 . . . cord-299501-07echrdh 54 1 [ [ -LRB- cord-299501-07echrdh 54 2 10 10 CD cord-299501-07echrdh 54 3 ] ] -RRB- cord-299501-07echrdh 55 1 This this DT cord-299501-07echrdh 55 2 study study NN cord-299501-07echrdh 55 3 needed need VBD cord-299501-07echrdh 55 4 no no DT cord-299501-07echrdh 55 5 ethical ethical JJ cord-299501-07echrdh 55 6 review review NN cord-299501-07echrdh 55 7 since since IN cord-299501-07echrdh 55 8 the the DT cord-299501-07echrdh 55 9 observations observation NNS cord-299501-07echrdh 55 10 concerned concern VBN cord-299501-07echrdh 55 11 countries country NNS cord-299501-07echrdh 55 12 , , , cord-299501-07echrdh 55 13 not not RB cord-299501-07echrdh 55 14 identified identify VBN cord-299501-07echrdh 55 15 persons person NNS cord-299501-07echrdh 55 16 . . . cord-299501-07echrdh 56 1 [ [ -LRB- cord-299501-07echrdh 56 2 11 11 CD cord-299501-07echrdh 56 3 ] ] -RRB- cord-299501-07echrdh 56 4 With with IN cord-299501-07echrdh 56 5 the the DT cord-299501-07echrdh 56 6 help help NN cord-299501-07echrdh 56 7 of of IN cord-299501-07echrdh 56 8 the the DT cord-299501-07echrdh 56 9 R r NN cord-299501-07echrdh 56 10 - - HYPH cord-299501-07echrdh 56 11 package package NN cord-299501-07echrdh 56 12 Epi Epi NNP cord-299501-07echrdh 56 13 - - HYPH cord-299501-07echrdh 56 14 Estim Estim NNP cord-299501-07echrdh 56 15 , , , cord-299501-07echrdh 56 16 [ [ -LRB- cord-299501-07echrdh 56 17 12 12 CD cord-299501-07echrdh 56 18 ] ] -RRB- cord-299501-07echrdh 57 1 we -PRON- PRP cord-299501-07echrdh 57 2 calculated calculate VBD cord-299501-07echrdh 57 3 daily daily JJ cord-299501-07echrdh 57 4 changes change NNS cord-299501-07echrdh 57 5 in in IN cord-299501-07echrdh 57 6 Rt Rt NNP cord-299501-07echrdh 57 7 for for IN cord-299501-07echrdh 57 8 each each DT cord-299501-07echrdh 57 9 country country NN cord-299501-07echrdh 57 10 based base VBN cord-299501-07echrdh 57 11 on on IN cord-299501-07echrdh 57 12 the the DT cord-299501-07echrdh 57 13 COVID-19 COVID-19 NNP cord-299501-07echrdh 57 14 incidence incidence NN cord-299501-07echrdh 57 15 . . . cord-299501-07echrdh 58 1 As as IN cord-299501-07echrdh 58 2 the the DT cord-299501-07echrdh 58 3 virus virus NN cord-299501-07echrdh 58 4 is be VBZ cord-299501-07echrdh 58 5 suggested suggest VBN cord-299501-07echrdh 58 6 to to TO cord-299501-07echrdh 58 7 spread spread VB cord-299501-07echrdh 58 8 faster fast RBR cord-299501-07echrdh 58 9 than than IN cord-299501-07echrdh 58 10 SARS SARS NNP cord-299501-07echrdh 58 11 but but CC cord-299501-07echrdh 58 12 slower slow JJR cord-299501-07echrdh 58 13 than than IN cord-299501-07echrdh 58 14 H1N1 H1N1 NNP cord-299501-07echrdh 58 15 , , , cord-299501-07echrdh 58 16 [ [ -LRB- cord-299501-07echrdh 58 17 13 13 CD cord-299501-07echrdh 58 18 ] ] -RRB- cord-299501-07echrdh 58 19 we -PRON- PRP cord-299501-07echrdh 58 20 used use VBD cord-299501-07echrdh 58 21 , , , cord-299501-07echrdh 58 22 as as IN cord-299501-07echrdh 58 23 a a DT cord-299501-07echrdh 58 24 parameter parameter NN cord-299501-07echrdh 58 25 in in IN cord-299501-07echrdh 58 26 our -PRON- PRP$ cord-299501-07echrdh 58 27 computations computation NNS cord-299501-07echrdh 58 28 of of IN cord-299501-07echrdh 58 29 Rt Rt NNP cord-299501-07echrdh 58 30 , , , cord-299501-07echrdh 58 31 the the DT cord-299501-07echrdh 58 32 serial serial JJ cord-299501-07echrdh 58 33 interval interval NN cord-299501-07echrdh 58 34 of of IN cord-299501-07echrdh 58 35 COVID-19 COVID-19 NNP cord-299501-07echrdh 58 36 proposed propose VBN cord-299501-07echrdh 58 37 by by IN cord-299501-07echrdh 58 38 Nishiura Nishiura NNP cord-299501-07echrdh 58 39 et et NNP cord-299501-07echrdh 58 40 al al NNP cord-299501-07echrdh 58 41 . . . cord-299501-07echrdh 59 1 [ [ -LRB- cord-299501-07echrdh 59 2 14 14 CD cord-299501-07echrdh 59 3 ] ] -RRB- cord-299501-07echrdh 60 1 [ [ -LRB- cord-299501-07echrdh 60 2 mean mean VBP cord-299501-07echrdh 60 3 4.7 4.7 CD cord-299501-07echrdh 60 4 , , , cord-299501-07echrdh 60 5 standard standard JJ cord-299501-07echrdh 60 6 deviation deviation NN cord-299501-07echrdh 60 7 ( ( -LRB- cord-299501-07echrdh 60 8 SD sd NN cord-299501-07echrdh 60 9 ) ) -RRB- cord-299501-07echrdh 60 10 2.9 2.9 CD cord-299501-07echrdh 60 11 ] ] -RRB- cord-299501-07echrdh 60 12 . . . cord-299501-07echrdh 61 1 From from IN cord-299501-07echrdh 61 2 Google Google NNP cord-299501-07echrdh 61 3 's 's POS cord-299501-07echrdh 61 4 COVID-19 COVID-19 NNP cord-299501-07echrdh 61 5 Community Community NNP cord-299501-07echrdh 61 6 Mobility Mobility NNP cord-299501-07echrdh 61 7 Reports Reports NNPS cord-299501-07echrdh 61 8 we -PRON- PRP cord-299501-07echrdh 61 9 obtained obtain VBD cord-299501-07echrdh 61 10 the the DT cord-299501-07echrdh 61 11 indicators indicator NNS cord-299501-07echrdh 61 12 of of IN cord-299501-07echrdh 61 13 daily daily JJ cord-299501-07echrdh 61 14 changes change NNS cord-299501-07echrdh 61 15 in in IN cord-299501-07echrdh 61 16 mobility mobility NN cord-299501-07echrdh 61 17 in in IN cord-299501-07echrdh 61 18 five five CD cord-299501-07echrdh 61 19 categories category NNS cord-299501-07echrdh 61 20 : : : cord-299501-07echrdh 61 21 retails retail NNS cord-299501-07echrdh 61 22 and and CC cord-299501-07echrdh 61 23 recreation recreation NN cord-299501-07echrdh 61 24 places place NNS cord-299501-07echrdh 61 25 ( ( -LRB- cord-299501-07echrdh 61 26 named name VBN cord-299501-07echrdh 61 27 in in IN cord-299501-07echrdh 61 28 analyses analysis NNS cord-299501-07echrdh 61 29 as as IN cord-299501-07echrdh 61 30 ' ' `` cord-299501-07echrdh 61 31 retail retail JJ cord-299501-07echrdh 61 32 ' ' '' cord-299501-07echrdh 61 33 ) ) -RRB- cord-299501-07echrdh 61 34 , , , cord-299501-07echrdh 61 35 grocery grocery NN cord-299501-07echrdh 61 36 stores store NNS cord-299501-07echrdh 61 37 and and CC cord-299501-07echrdh 61 38 pharmacies pharmacy NNS cord-299501-07echrdh 61 39 ( ( -LRB- cord-299501-07echrdh 61 40 grocery grocery NN cord-299501-07echrdh 61 41 ) ) -RRB- cord-299501-07echrdh 61 42 , , , cord-299501-07echrdh 61 43 transit transit NN cord-299501-07echrdh 61 44 stations station NNS cord-299501-07echrdh 61 45 ( ( -LRB- cord-299501-07echrdh 61 46 transit transit NN cord-299501-07echrdh 61 47 ) ) -RRB- cord-299501-07echrdh 61 48 , , , cord-299501-07echrdh 61 49 residential residential JJ cord-299501-07echrdh 61 50 places place NNS cord-299501-07echrdh 61 51 ( ( -LRB- cord-299501-07echrdh 61 52 residential residential JJ cord-299501-07echrdh 61 53 ) ) -RRB- cord-299501-07echrdh 61 54 , , , cord-299501-07echrdh 61 55 and and CC cord-299501-07echrdh 61 56 workplaces workplace NNS cord-299501-07echrdh 61 57 ( ( -LRB- cord-299501-07echrdh 61 58 work work NN cord-299501-07echrdh 61 59 ) ) -RRB- cord-299501-07echrdh 61 60 . . . cord-299501-07echrdh 62 1 Google Google NNP cord-299501-07echrdh 62 2 Community Community NNP cord-299501-07echrdh 62 3 Mobility Mobility NNP cord-299501-07echrdh 62 4 Reports Reports NNPS cord-299501-07echrdh 62 5 also also RB cord-299501-07echrdh 62 6 comprises comprise VBZ cord-299501-07echrdh 62 7 information information NN cord-299501-07echrdh 62 8 on on IN cord-299501-07echrdh 62 9 mobility mobility NN cord-299501-07echrdh 62 10 in in IN cord-299501-07echrdh 62 11 parks park NNS cord-299501-07echrdh 62 12 , , , cord-299501-07echrdh 62 13 but but CC cord-299501-07echrdh 62 14 like like IN cord-299501-07echrdh 62 15 Vokó Vokó NNP cord-299501-07echrdh 62 16 and and CC cord-299501-07echrdh 62 17 Pitter Pitter NNP cord-299501-07echrdh 62 18 , , , cord-299501-07echrdh 62 19 [ [ -LRB- cord-299501-07echrdh 62 20 15 15 CD cord-299501-07echrdh 62 21 ] ] -RRB- cord-299501-07echrdh 62 22 we -PRON- PRP cord-299501-07echrdh 62 23 omitted omit VBD cord-299501-07echrdh 62 24 this this DT cord-299501-07echrdh 62 25 variable variable NN cord-299501-07echrdh 62 26 from from IN cord-299501-07echrdh 62 27 our -PRON- PRP$ cord-299501-07echrdh 62 28 analyses analysis NNS cord-299501-07echrdh 62 29 as as IN cord-299501-07echrdh 62 30 the the DT cord-299501-07echrdh 62 31 effect effect NN cord-299501-07echrdh 62 32 of of IN cord-299501-07echrdh 62 33 the the DT cord-299501-07echrdh 62 34 time time NN cord-299501-07echrdh 62 35 spent spend VBN cord-299501-07echrdh 62 36 in in IN cord-299501-07echrdh 62 37 parks park NNS cord-299501-07echrdh 62 38 on on IN cord-299501-07echrdh 62 39 disease disease NN cord-299501-07echrdh 62 40 spread spread NN cord-299501-07echrdh 62 41 is be VBZ cord-299501-07echrdh 62 42 unclear unclear JJ cord-299501-07echrdh 62 43 . . . cord-299501-07echrdh 63 1 We -PRON- PRP cord-299501-07echrdh 63 2 used use VBD cord-299501-07echrdh 63 3 the the DT cord-299501-07echrdh 63 4 daily daily JJ cord-299501-07echrdh 63 5 SI SI NNP cord-299501-07echrdh 63 6 computed compute VBN cord-299501-07echrdh 63 7 by by IN cord-299501-07echrdh 63 8 the the DT cord-299501-07echrdh 63 9 OxCGRT OxCGRT NNP cord-299501-07echrdh 63 10 [ [ -LRB- cord-299501-07echrdh 63 11 6 6 CD cord-299501-07echrdh 63 12 ] ] -RRB- cord-299501-07echrdh 63 13 as as IN cord-299501-07echrdh 63 14 a a DT cord-299501-07echrdh 63 15 single single JJ cord-299501-07echrdh 63 16 numerical numerical JJ cord-299501-07echrdh 63 17 measure measure NN cord-299501-07echrdh 63 18 to to TO cord-299501-07echrdh 63 19 aggregate aggregate VB cord-299501-07echrdh 63 20 different different JJ cord-299501-07echrdh 63 21 types type NNS cord-299501-07echrdh 63 22 of of IN cord-299501-07echrdh 63 23 governmental governmental JJ cord-299501-07echrdh 63 24 responses response NNS cord-299501-07echrdh 63 25 and and CC cord-299501-07echrdh 63 26 levels level NNS cord-299501-07echrdh 63 27 of of IN cord-299501-07echrdh 63 28 restriction restriction NN cord-299501-07echrdh 63 29 policies policy NNS cord-299501-07echrdh 63 30 in in IN cord-299501-07echrdh 63 31 each each DT cord-299501-07echrdh 63 32 country country NN cord-299501-07echrdh 63 33 . . . cord-299501-07echrdh 64 1 From from IN cord-299501-07echrdh 64 2 Wikidata Wikidata NNP cord-299501-07echrdh 64 3 we -PRON- PRP cord-299501-07echrdh 64 4 obtained obtain VBD cord-299501-07echrdh 64 5 demographics demographic NNS cord-299501-07echrdh 64 6 , , , cord-299501-07echrdh 64 7 the the DT cord-299501-07echrdh 64 8 number number NN cord-299501-07echrdh 64 9 of of IN cord-299501-07echrdh 64 10 internet internet NN cord-299501-07echrdh 64 11 users user NNS cord-299501-07echrdh 64 12 , , , cord-299501-07echrdh 64 13 and and CC cord-299501-07echrdh 64 14 the the DT cord-299501-07echrdh 64 15 Human Human NNP cord-299501-07echrdh 64 16 Development Development NNP cord-299501-07echrdh 64 17 index index NN cord-299501-07echrdh 64 18 ( ( -LRB- cord-299501-07echrdh 64 19 HDI HDI NNP cord-299501-07echrdh 64 20 ) ) -RRB- cord-299501-07echrdh 64 21 for for IN cord-299501-07echrdh 64 22 each each DT cord-299501-07echrdh 64 23 country country NN cord-299501-07echrdh 64 24 . . . cord-299501-07echrdh 65 1 We -PRON- PRP cord-299501-07echrdh 65 2 performed perform VBD cord-299501-07echrdh 65 3 all all DT cord-299501-07echrdh 65 4 analyses analysis NNS cord-299501-07echrdh 65 5 by by IN cord-299501-07echrdh 65 6 means mean NNS cord-299501-07echrdh 65 7 of of IN cord-299501-07echrdh 65 8 the the DT cord-299501-07echrdh 65 9 R r NN cord-299501-07echrdh 65 10 version version NN cord-299501-07echrdh 65 11 4.0.2 4.0.2 NN cord-299501-07echrdh 65 12 . . . cord-299501-07echrdh 66 1 [ [ -LRB- cord-299501-07echrdh 66 2 16 16 CD cord-299501-07echrdh 66 3 ] ] -RRB- cord-299501-07echrdh 66 4 Preliminary Preliminary NNP cord-299501-07echrdh 66 5 Analysis Analysis NNP cord-299501-07echrdh 67 1 First first RB cord-299501-07echrdh 67 2 , , , cord-299501-07echrdh 67 3 we -PRON- PRP cord-299501-07echrdh 67 4 organized organize VBD cord-299501-07echrdh 67 5 the the DT cord-299501-07echrdh 67 6 data datum NNS cord-299501-07echrdh 67 7 as as IN cord-299501-07echrdh 67 8 timeseries timeseries NNP cord-299501-07echrdh 67 9 of of IN cord-299501-07echrdh 67 10 daily daily JJ cord-299501-07echrdh 67 11 mobility mobility NN cord-299501-07echrdh 67 12 , , , cord-299501-07echrdh 67 13 SI SI NNP cord-299501-07echrdh 67 14 , , , cord-299501-07echrdh 67 15 and and CC cord-299501-07echrdh 67 16 Rt Rt NNP cord-299501-07echrdh 67 17 . . . cord-299501-07echrdh 68 1 Second second RB cord-299501-07echrdh 68 2 , , , cord-299501-07echrdh 68 3 we -PRON- PRP cord-299501-07echrdh 68 4 derived derive VBD cord-299501-07echrdh 68 5 30 30 CD cord-299501-07echrdh 68 6 datasets dataset NNS cord-299501-07echrdh 68 7 from from IN cord-299501-07echrdh 68 8 the the DT cord-299501-07echrdh 68 9 timeseries timeseries NN cord-299501-07echrdh 68 10 for for IN cord-299501-07echrdh 68 11 each each DT cord-299501-07echrdh 68 12 country country NN cord-299501-07echrdh 68 13 by by IN cord-299501-07echrdh 68 14 lagging lag VBG cord-299501-07echrdh 68 15 the the DT cord-299501-07echrdh 68 16 mobility mobility NN cord-299501-07echrdh 68 17 observations observation NNS cord-299501-07echrdh 68 18 by by IN cord-299501-07echrdh 68 19 1 1 CD cord-299501-07echrdh 68 20 to to TO cord-299501-07echrdh 68 21 30 30 CD cord-299501-07echrdh 68 22 days day NNS cord-299501-07echrdh 68 23 forward forward RB cord-299501-07echrdh 68 24 ( ( -LRB- cord-299501-07echrdh 68 25 corresponding correspond VBG cord-299501-07echrdh 68 26 to to IN cord-299501-07echrdh 68 27 possible possible JJ cord-299501-07echrdh 68 28 TL TL NNP cord-299501-07echrdh 68 29 values value NNS cord-299501-07echrdh 68 30 ) ) -RRB- cord-299501-07echrdh 68 31 . . . cord-299501-07echrdh 69 1 [ [ -LRB- cord-299501-07echrdh 69 2 17 17 CD cord-299501-07echrdh 69 3 ] ] -RRB- cord-299501-07echrdh 70 1 As as IN cord-299501-07echrdh 70 2 a a DT cord-299501-07echrdh 70 3 preliminary preliminary JJ cord-299501-07echrdh 70 4 analysis analysis NN cord-299501-07echrdh 70 5 , , , cord-299501-07echrdh 70 6 we -PRON- PRP cord-299501-07echrdh 70 7 evaluated evaluate VBD cord-299501-07echrdh 70 8 trends trend NNS cord-299501-07echrdh 70 9 in in IN cord-299501-07echrdh 70 10 mobility mobility NN cord-299501-07echrdh 70 11 indicators indicator NNS cord-299501-07echrdh 70 12 and and CC cord-299501-07echrdh 70 13 SI SI NNP cord-299501-07echrdh 70 14 and and CC cord-299501-07echrdh 70 15 estimated estimate VBN cord-299501-07echrdh 70 16 change change NN cord-299501-07echrdh 70 17 - - HYPH cord-299501-07echrdh 70 18 points point NNS cord-299501-07echrdh 70 19 in in IN cord-299501-07echrdh 70 20 country country NN cord-299501-07echrdh 70 21 - - HYPH cord-299501-07echrdh 70 22 specific specific JJ cord-299501-07echrdh 70 23 trends trend NNS cord-299501-07echrdh 70 24 for for IN cord-299501-07echrdh 70 25 each each DT cord-299501-07echrdh 70 26 mobility mobility NN cord-299501-07echrdh 70 27 indicator indicator NN cord-299501-07echrdh 70 28 and and CC cord-299501-07echrdh 70 29 SI SI NNP cord-299501-07echrdh 70 30 using use VBG cord-299501-07echrdh 70 31 the the DT cord-299501-07echrdh 70 32 Buishand Buishand NNP cord-299501-07echrdh 70 33 range range NN cord-299501-07echrdh 70 34 test test NN cord-299501-07echrdh 70 35 . . . cord-299501-07echrdh 71 1 [ [ -LRB- cord-299501-07echrdh 71 2 18 18 CD cord-299501-07echrdh 71 3 ] ] -RRB- cord-299501-07echrdh 72 1 Moreover moreover RB cord-299501-07echrdh 72 2 , , , cord-299501-07echrdh 72 3 based base VBN cord-299501-07echrdh 72 4 on on IN cord-299501-07echrdh 72 5 the the DT cord-299501-07echrdh 72 6 directions direction NNS cord-299501-07echrdh 72 7 of of IN cord-299501-07echrdh 72 8 Pearson Pearson NNP cord-299501-07echrdh 72 9 's 's POS cord-299501-07echrdh 72 10 correlation correlation NN cord-299501-07echrdh 72 11 coefficients coefficient NNS cord-299501-07echrdh 72 12 ( ( -LRB- cord-299501-07echrdh 72 13 r r NN cord-299501-07echrdh 72 14 ) ) -RRB- cord-299501-07echrdh 72 15 between between IN cord-299501-07echrdh 72 16 mobility mobility NN cord-299501-07echrdh 72 17 indicators indicator NNS cord-299501-07echrdh 72 18 and and CC cord-299501-07echrdh 72 19 Rt Rt NNP cord-299501-07echrdh 72 20 changes change NNS cord-299501-07echrdh 72 21 , , , cord-299501-07echrdh 72 22 we -PRON- PRP cord-299501-07echrdh 72 23 identified identify VBD cord-299501-07echrdh 72 24 three three CD cord-299501-07echrdh 72 25 groups group NNS cord-299501-07echrdh 72 26 of of IN cord-299501-07echrdh 72 27 countries country NNS cord-299501-07echrdh 72 28 . . . cord-299501-07echrdh 73 1 Group group NN cord-299501-07echrdh 73 2 1 1 CD cord-299501-07echrdh 73 3 included include VBD cord-299501-07echrdh 73 4 71 71 CD cord-299501-07echrdh 73 5 countries country NNS cord-299501-07echrdh 73 6 with with IN cord-299501-07echrdh 73 7 positive positive JJ cord-299501-07echrdh 73 8 correlations correlation NNS cord-299501-07echrdh 73 9 of of IN cord-299501-07echrdh 73 10 Rt Rt NNP cord-299501-07echrdh 73 11 with with IN cord-299501-07echrdh 73 12 retail retail NN cord-299501-07echrdh 73 13 , , , cord-299501-07echrdh 73 14 grocery grocery NN cord-299501-07echrdh 73 15 , , , cord-299501-07echrdh 73 16 transit transit NN cord-299501-07echrdh 73 17 , , , cord-299501-07echrdh 73 18 and and CC cord-299501-07echrdh 73 19 work work NN cord-299501-07echrdh 73 20 mobility mobility NN cord-299501-07echrdh 73 21 but but CC cord-299501-07echrdh 73 22 a a DT cord-299501-07echrdh 73 23 negative negative JJ cord-299501-07echrdh 73 24 correlation correlation NN cord-299501-07echrdh 73 25 of of IN cord-299501-07echrdh 73 26 Rt Rt NNP cord-299501-07echrdh 73 27 with with IN cord-299501-07echrdh 73 28 residential residential JJ cord-299501-07echrdh 73 29 mobility mobility NN cord-299501-07echrdh 73 30 . . . cord-299501-07echrdh 74 1 The the DT cord-299501-07echrdh 74 2 reason reason NN cord-299501-07echrdh 74 3 of of IN cord-299501-07echrdh 74 4 that that DT cord-299501-07echrdh 74 5 choice choice NN cord-299501-07echrdh 74 6 was be VBD cord-299501-07echrdh 74 7 that that IN cord-299501-07echrdh 74 8 increased increase VBN cord-299501-07echrdh 74 9 residential residential JJ cord-299501-07echrdh 74 10 mobility mobility NN cord-299501-07echrdh 74 11 is be VBZ cord-299501-07echrdh 74 12 expected expect VBN cord-299501-07echrdh 74 13 to to TO cord-299501-07echrdh 74 14 associate associate VB cord-299501-07echrdh 74 15 with with IN cord-299501-07echrdh 74 16 a a DT cord-299501-07echrdh 74 17 decrease decrease NN cord-299501-07echrdh 74 18 in in IN cord-299501-07echrdh 74 19 disease disease NN cord-299501-07echrdh 74 20 spread spread VBD cord-299501-07echrdh 74 21 as as IN cord-299501-07echrdh 74 22 opposed oppose VBN cord-299501-07echrdh 74 23 to to IN cord-299501-07echrdh 74 24 the the DT cord-299501-07echrdh 74 25 other other JJ cord-299501-07echrdh 74 26 mobility mobility NN cord-299501-07echrdh 74 27 indicators indicator NNS cord-299501-07echrdh 74 28 . . . cord-299501-07echrdh 75 1 Group group NN cord-299501-07echrdh 75 2 2 2 CD cord-299501-07echrdh 75 3 included include VBD cord-299501-07echrdh 75 4 25 25 CD cord-299501-07echrdh 75 5 countries country NNS cord-299501-07echrdh 75 6 showing show VBG cord-299501-07echrdh 75 7 an an DT cord-299501-07echrdh 75 8 opposite opposite JJ cord-299501-07echrdh 75 9 correlation correlation NN cord-299501-07echrdh 75 10 pattern pattern NN cord-299501-07echrdh 75 11 to to IN cord-299501-07echrdh 75 12 Group group NN cord-299501-07echrdh 75 13 1 1 CD cord-299501-07echrdh 75 14 . . . cord-299501-07echrdh 76 1 Group group NN cord-299501-07echrdh 76 2 3 3 CD cord-299501-07echrdh 76 3 included include VBD cord-299501-07echrdh 76 4 29 29 CD cord-299501-07echrdh 76 5 remaining remain VBG cord-299501-07echrdh 76 6 countries country NNS cord-299501-07echrdh 76 7 . . . cord-299501-07echrdh 77 1 We -PRON- PRP cord-299501-07echrdh 77 2 compared compare VBD cord-299501-07echrdh 77 3 the the DT cord-299501-07echrdh 77 4 groups group NNS cord-299501-07echrdh 77 5 ' ' POS cord-299501-07echrdh 77 6 sociodemographic sociodemographic JJ cord-299501-07echrdh 77 7 characteristics characteristic NNS cord-299501-07echrdh 77 8 using use VBG cord-299501-07echrdh 77 9 Kruskal Kruskal NNP cord-299501-07echrdh 77 10 - - HYPH cord-299501-07echrdh 77 11 Wallis Wallis NNP cord-299501-07echrdh 77 12 Ranks Ranks NNP cord-299501-07echrdh 77 13 Sum Sum NNP cord-299501-07echrdh 77 14 test test NN cord-299501-07echrdh 77 15 . . . cord-299501-07echrdh 78 1 We -PRON- PRP cord-299501-07echrdh 78 2 applied apply VBD cord-299501-07echrdh 78 3 Facebook Facebook NNP cord-299501-07echrdh 78 4 Prophet Prophet NNP cord-299501-07echrdh 78 5 , , , cord-299501-07echrdh 78 6 an an DT cord-299501-07echrdh 78 7 open open JJ cord-299501-07echrdh 78 8 - - HYPH cord-299501-07echrdh 78 9 source source NN cord-299501-07echrdh 78 10 forecasting forecasting NN cord-299501-07echrdh 78 11 package package NN cord-299501-07echrdh 78 12 for for IN cord-299501-07echrdh 78 13 timeseries timeseries NNP cord-299501-07echrdh 78 14 , , , cord-299501-07echrdh 78 15 [ [ -LRB- cord-299501-07echrdh 78 16 19 19 CD cord-299501-07echrdh 78 17 ] ] -RRB- cord-299501-07echrdh 78 18 to to TO cord-299501-07echrdh 78 19 fit fit VB cord-299501-07echrdh 78 20 additive additive NN cord-299501-07echrdh 78 21 non non JJ cord-299501-07echrdh 78 22 - - JJ cord-299501-07echrdh 78 23 linear linear JJ cord-299501-07echrdh 78 24 models model NNS cord-299501-07echrdh 78 25 regarding regard VBG cord-299501-07echrdh 78 26 changes change NNS cord-299501-07echrdh 78 27 of of IN cord-299501-07echrdh 78 28 Rt Rt NNP cord-299501-07echrdh 78 29 in in IN cord-299501-07echrdh 78 30 each each DT cord-299501-07echrdh 78 31 country country NN cord-299501-07echrdh 78 32 over over IN cord-299501-07echrdh 78 33 its -PRON- PRP$ cord-299501-07echrdh 78 34 30 30 CD cord-299501-07echrdh 78 35 datasets dataset NNS cord-299501-07echrdh 78 36 ( ( -LRB- cord-299501-07echrdh 78 37 the the DT cord-299501-07echrdh 78 38 possible possible JJ cord-299501-07echrdh 78 39 TL TL NNP cord-299501-07echrdh 78 40 values value NNS cord-299501-07echrdh 78 41 ) ) -RRB- cord-299501-07echrdh 78 42 and and CC cord-299501-07echrdh 78 43 used use VBD cord-299501-07echrdh 78 44 the the DT cord-299501-07echrdh 78 45 five five CD cord-299501-07echrdh 78 46 mobility mobility NN cord-299501-07echrdh 78 47 variables variable NNS cord-299501-07echrdh 78 48 as as IN cord-299501-07echrdh 78 49 regressors regressor NNS cord-299501-07echrdh 78 50 . . . cord-299501-07echrdh 79 1 We -PRON- PRP cord-299501-07echrdh 79 2 did do VBD cord-299501-07echrdh 79 3 not not RB cord-299501-07echrdh 79 4 adjust adjust VB cord-299501-07echrdh 79 5 for for IN cord-299501-07echrdh 79 6 seasonality seasonality NN cord-299501-07echrdh 79 7 or or CC cord-299501-07echrdh 79 8 trend trend NN cord-299501-07echrdh 79 9 . . . cord-299501-07echrdh 80 1 We -PRON- PRP cord-299501-07echrdh 80 2 evaluated evaluate VBD cord-299501-07echrdh 80 3 the the DT cord-299501-07echrdh 80 4 accuracy accuracy NN cord-299501-07echrdh 80 5 of of IN cord-299501-07echrdh 80 6 each each DT cord-299501-07echrdh 80 7 Prophet Prophet NNP cord-299501-07echrdh 80 8 forecast forecast NN cord-299501-07echrdh 80 9 using use VBG cord-299501-07echrdh 80 10 the the DT cord-299501-07echrdh 80 11 mean mean JJ cord-299501-07echrdh 80 12 absolute absolute JJ cord-299501-07echrdh 80 13 percentage percentage NN cord-299501-07echrdh 80 14 error error NN cord-299501-07echrdh 80 15 ( ( -LRB- cord-299501-07echrdh 80 16 MAPE MAPE NNP cord-299501-07echrdh 80 17 ) ) -RRB- cord-299501-07echrdh 80 18 , , , cord-299501-07echrdh 80 19 estimated estimate VBN cord-299501-07echrdh 80 20 by by IN cord-299501-07echrdh 80 21 means mean NNS cord-299501-07echrdh 80 22 of of IN cord-299501-07echrdh 80 23 the the DT cord-299501-07echrdh 80 24 Prophet Prophet NNP cord-299501-07echrdh 80 25 's 's POS cord-299501-07echrdh 80 26 cross cross NN cord-299501-07echrdh 80 27 validation validation NN cord-299501-07echrdh 80 28 function function NN cord-299501-07echrdh 80 29 , , , cord-299501-07echrdh 80 30 and and CC cord-299501-07echrdh 80 31 the the DT cord-299501-07echrdh 80 32 adjusted adjusted JJ cord-299501-07echrdh 80 33 explanatory explanatory JJ cord-299501-07echrdh 80 34 power power NN cord-299501-07echrdh 80 35 , , , cord-299501-07echrdh 80 36 R² r² NN cord-299501-07echrdh 80 37 . . . cord-299501-07echrdh 81 1 Similarly similarly RB cord-299501-07echrdh 81 2 , , , cord-299501-07echrdh 81 3 for for IN cord-299501-07echrdh 81 4 each each DT cord-299501-07echrdh 81 5 country country NN cord-299501-07echrdh 81 6 's 's POS cord-299501-07echrdh 81 7 30 30 CD cord-299501-07echrdh 81 8 datasets dataset NNS cord-299501-07echrdh 81 9 , , , cord-299501-07echrdh 81 10 we -PRON- PRP cord-299501-07echrdh 81 11 fitted fit VBD cord-299501-07echrdh 81 12 a a DT cord-299501-07echrdh 81 13 linear linear JJ cord-299501-07echrdh 81 14 regression regression NN cord-299501-07echrdh 81 15 model model NN cord-299501-07echrdh 81 16 with with IN cord-299501-07echrdh 81 17 Rt Rt NNP cord-299501-07echrdh 81 18 as as IN cord-299501-07echrdh 81 19 the the DT cord-299501-07echrdh 81 20 dependent dependent JJ cord-299501-07echrdh 81 21 variable variable NN cord-299501-07echrdh 81 22 and and CC cord-299501-07echrdh 81 23 the the DT cord-299501-07echrdh 81 24 five five CD cord-299501-07echrdh 81 25 lagged lagged JJ cord-299501-07echrdh 81 26 mobility mobility NN cord-299501-07echrdh 81 27 indicators indicator NNS cord-299501-07echrdh 81 28 as as IN cord-299501-07echrdh 81 29 independent independent JJ cord-299501-07echrdh 81 30 variables variable NNS cord-299501-07echrdh 81 31 . . . cord-299501-07echrdh 82 1 We -PRON- PRP cord-299501-07echrdh 82 2 assumed assume VBD cord-299501-07echrdh 82 3 that that IN cord-299501-07echrdh 82 4 the the DT cord-299501-07echrdh 82 5 TL TL NNP cord-299501-07echrdh 82 6 remains remain VBZ cord-299501-07echrdh 82 7 constant constant JJ cord-299501-07echrdh 82 8 over over IN cord-299501-07echrdh 82 9 time time NN cord-299501-07echrdh 82 10 and and CC cord-299501-07echrdh 82 11 does do VBZ cord-299501-07echrdh 82 12 not not RB cord-299501-07echrdh 82 13 vary vary VB cord-299501-07echrdh 82 14 across across IN cord-299501-07echrdh 82 15 mobility mobility NN cord-299501-07echrdh 82 16 indicators indicator NNS cord-299501-07echrdh 82 17 . . . cord-299501-07echrdh 83 1 To to TO cord-299501-07echrdh 83 2 select select VB cord-299501-07echrdh 83 3 the the DT cord-299501-07echrdh 83 4 bestfit bestfit NNP cord-299501-07echrdh 83 5 TL TL NNP cord-299501-07echrdh 83 6 value value NN cord-299501-07echrdh 83 7 for for IN cord-299501-07echrdh 83 8 each each DT cord-299501-07echrdh 83 9 country country NN cord-299501-07echrdh 83 10 , , , cord-299501-07echrdh 83 11 we -PRON- PRP cord-299501-07echrdh 83 12 evaluated evaluate VBD cord-299501-07echrdh 83 13 the the DT cord-299501-07echrdh 83 14 following follow VBG cord-299501-07echrdh 83 15 parameters parameter NNS cord-299501-07echrdh 83 16 for for IN cord-299501-07echrdh 83 17 the the DT cord-299501-07echrdh 83 18 Prophet Prophet NNP cord-299501-07echrdh 83 19 's 's POS cord-299501-07echrdh 83 20 forecast forecast NN cord-299501-07echrdh 83 21 models model NNS cord-299501-07echrdh 83 22 : : : cord-299501-07echrdh 83 23 MAPE MAPE NNP cord-299501-07echrdh 83 24 and and CC cord-299501-07echrdh 83 25 the the DT cord-299501-07echrdh 83 26 . . . cord-299501-07echrdh 84 1 CC CC NNP cord-299501-07echrdh 84 2 - - HYPH cord-299501-07echrdh 84 3 BY BY NNP cord-299501-07echrdh 84 4 - - HYPH cord-299501-07echrdh 84 5 ND ND NNP cord-299501-07echrdh 84 6 4.0 4.0 CD cord-299501-07echrdh 84 7 International international JJ cord-299501-07echrdh 84 8 license license NN cord-299501-07echrdh 84 9 It -PRON- PRP cord-299501-07echrdh 84 10 is be VBZ cord-299501-07echrdh 84 11 made make VBN cord-299501-07echrdh 84 12 available available JJ cord-299501-07echrdh 84 13 under under IN cord-299501-07echrdh 84 14 a a DT cord-299501-07echrdh 84 15 perpetuity perpetuity NN cord-299501-07echrdh 84 16 . . . cord-299501-07echrdh 85 1 is be VBZ cord-299501-07echrdh 85 2 the the DT cord-299501-07echrdh 85 3 author author NN cord-299501-07echrdh 85 4 / / SYM cord-299501-07echrdh 85 5 funder funder NN cord-299501-07echrdh 85 6 , , , cord-299501-07echrdh 85 7 who who WP cord-299501-07echrdh 85 8 has have VBZ cord-299501-07echrdh 85 9 granted grant VBN cord-299501-07echrdh 85 10 medRxiv medRxiv NNS cord-299501-07echrdh 85 11 a a DT cord-299501-07echrdh 85 12 license license NN cord-299501-07echrdh 85 13 to to TO cord-299501-07echrdh 85 14 display display VB cord-299501-07echrdh 85 15 the the DT cord-299501-07echrdh 85 16 preprint preprint NN cord-299501-07echrdh 85 17 in in IN cord-299501-07echrdh 85 18 ( ( -LRB- cord-299501-07echrdh 85 19 which which WDT cord-299501-07echrdh 85 20 was be VBD cord-299501-07echrdh 85 21 not not RB cord-299501-07echrdh 85 22 certified certify VBN cord-299501-07echrdh 85 23 by by IN cord-299501-07echrdh 85 24 peer peer NN cord-299501-07echrdh 85 25 review review NN cord-299501-07echrdh 85 26 ) ) -RRB- cord-299501-07echrdh 85 27 preprint preprint NN cord-299501-07echrdh 86 1 The the DT cord-299501-07echrdh 86 2 copyright copyright NN cord-299501-07echrdh 86 3 holder holder NN cord-299501-07echrdh 86 4 for for IN cord-299501-07echrdh 86 5 this this DT cord-299501-07echrdh 86 6 this this DT cord-299501-07echrdh 86 7 version version NN cord-299501-07echrdh 86 8 posted post VBD cord-299501-07echrdh 86 9 October October NNP cord-299501-07echrdh 86 10 12 12 CD cord-299501-07echrdh 86 11 , , , cord-299501-07echrdh 86 12 2020 2020 CD cord-299501-07echrdh 86 13 . . . cord-299501-07echrdh 86 14 . . . cord-299501-07echrdh 87 1 https://doi.org/10.1101/2020.10.08.20209064 https://doi.org/10.1101/2020.10.08.20209064 NNP cord-299501-07echrdh 87 2 doi doi XX cord-299501-07echrdh 87 3 : : : cord-299501-07echrdh 88 1 medRxiv medRxiv NNP cord-299501-07echrdh 88 2 preprint preprint NN cord-299501-07echrdh 88 3 adjusted adjust VBN cord-299501-07echrdh 88 4 R² r² NN cord-299501-07echrdh 88 5 , , , cord-299501-07echrdh 88 6 and and CC cord-299501-07echrdh 88 7 the the DT cord-299501-07echrdh 88 8 following follow VBG cord-299501-07echrdh 88 9 parameters parameter NNS cord-299501-07echrdh 88 10 for for IN cord-299501-07echrdh 88 11 the the DT cord-299501-07echrdh 88 12 linear linear JJ cord-299501-07echrdh 88 13 regression regression NN cord-299501-07echrdh 88 14 models model NNS cord-299501-07echrdh 88 15 : : : cord-299501-07echrdh 88 16 p p NN cord-299501-07echrdh 88 17 - - HYPH cord-299501-07echrdh 88 18 value value NN cord-299501-07echrdh 88 19 , , , cord-299501-07echrdh 88 20 the the DT cord-299501-07echrdh 88 21 adjusted adjust VBN cord-299501-07echrdh 88 22 R² r² NN cord-299501-07echrdh 88 23 , , , cord-299501-07echrdh 88 24 the the DT cord-299501-07echrdh 88 25 F F NNP cord-299501-07echrdh 88 26 - - HYPH cord-299501-07echrdh 88 27 test test NN cord-299501-07echrdh 88 28 value value NN cord-299501-07echrdh 88 29 , , , cord-299501-07echrdh 88 30 and and CC cord-299501-07echrdh 88 31 the the DT cord-299501-07echrdh 88 32 likelihood likelihood NN cord-299501-07echrdh 88 33 - - HYPH cord-299501-07echrdh 88 34 ratio ratio NN cord-299501-07echrdh 88 35 . . . cord-299501-07echrdh 89 1 We -PRON- PRP cord-299501-07echrdh 89 2 also also RB cord-299501-07echrdh 89 3 examined examine VBD cord-299501-07echrdh 89 4 cross cross JJ cord-299501-07echrdh 89 5 - - JJ cord-299501-07echrdh 89 6 correlation correlation JJ cord-299501-07echrdh 89 7 plots plot NNS cord-299501-07echrdh 89 8 of of IN cord-299501-07echrdh 89 9 Rt Rt NNP cord-299501-07echrdh 89 10 with with IN cord-299501-07echrdh 89 11 all all DT cord-299501-07echrdh 89 12 mobility mobility NN cord-299501-07echrdh 89 13 indicators indicator NNS cord-299501-07echrdh 89 14 . . . cord-299501-07echrdh 90 1 [ [ -LRB- cord-299501-07echrdh 90 2 20 20 CD cord-299501-07echrdh 90 3 ] ] -RRB- cord-299501-07echrdh 90 4 We -PRON- PRP cord-299501-07echrdh 90 5 based base VBD cord-299501-07echrdh 90 6 the the DT cord-299501-07echrdh 90 7 final final JJ cord-299501-07echrdh 90 8 choice choice NN cord-299501-07echrdh 90 9 regarding regard VBG cord-299501-07echrdh 90 10 the the DT cord-299501-07echrdh 90 11 best good JJS cord-299501-07echrdh 90 12 - - HYPH cord-299501-07echrdh 90 13 fit fit JJ cord-299501-07echrdh 90 14 TL TL NNP cord-299501-07echrdh 90 15 on on IN cord-299501-07echrdh 90 16 manual manual JJ cord-299501-07echrdh 90 17 inspections inspection NNS cord-299501-07echrdh 90 18 of of IN cord-299501-07echrdh 90 19 country country NN cord-299501-07echrdh 90 20 - - HYPH cord-299501-07echrdh 90 21 anonymized anonymize VBN cord-299501-07echrdh 90 22 plots plot NNS cord-299501-07echrdh 90 23 of of IN cord-299501-07echrdh 90 24 rescaled rescale VBN cord-299501-07echrdh 90 25 performance performance NN cord-299501-07echrdh 90 26 indicators indicator NNS cord-299501-07echrdh 90 27 ( ( -LRB- cord-299501-07echrdh 90 28 Supplementary supplementary JJ cord-299501-07echrdh 90 29 material material NN cord-299501-07echrdh 90 30 ) ) -RRB- cord-299501-07echrdh 90 31 . . . cord-299501-07echrdh 91 1 We -PRON- PRP cord-299501-07echrdh 91 2 prioritized prioritize VBD cord-299501-07echrdh 91 3 early early JJ cord-299501-07echrdh 91 4 change change NN cord-299501-07echrdh 91 5 points point NNS cord-299501-07echrdh 91 6 over over IN cord-299501-07echrdh 91 7 the the DT cord-299501-07echrdh 91 8 late late JJ cord-299501-07echrdh 91 9 ones one NNS cord-299501-07echrdh 91 10 , , , cord-299501-07echrdh 91 11 criteria criterion NNS cord-299501-07echrdh 91 12 concerning concern VBG cord-299501-07echrdh 91 13 the the DT cord-299501-07echrdh 91 14 regression regression NN cord-299501-07echrdh 91 15 models model NNS cord-299501-07echrdh 91 16 over over IN cord-299501-07echrdh 91 17 Prophet Prophet NNP cord-299501-07echrdh 91 18 - - HYPH cord-299501-07echrdh 91 19 forecasts forecast NNS cord-299501-07echrdh 91 20 ' ' POS cord-299501-07echrdh 91 21 performances performance NNS cord-299501-07echrdh 91 22 , , , cord-299501-07echrdh 91 23 MAPE MAPE NNP cord-299501-07echrdh 91 24 over over IN cord-299501-07echrdh 91 25 Prophet Prophet NNP cord-299501-07echrdh 91 26 - - HYPH cord-299501-07echrdh 91 27 forecasts forecast NNS cord-299501-07echrdh 91 28 ' ' POS cord-299501-07echrdh 91 29 adjusted adjust VBN cord-299501-07echrdh 91 30 R² r² NN cord-299501-07echrdh 91 31 , , , cord-299501-07echrdh 91 32 and and CC cord-299501-07echrdh 91 33 rapid rapid JJ cord-299501-07echrdh 91 34 changes change NNS cord-299501-07echrdh 91 35 in in IN cord-299501-07echrdh 91 36 curves curve NNS cord-299501-07echrdh 91 37 over over IN cord-299501-07echrdh 91 38 extreme extreme JJ cord-299501-07echrdh 91 39 values value NNS cord-299501-07echrdh 91 40 . . . cord-299501-07echrdh 92 1 After after IN cord-299501-07echrdh 92 2 lagging lag VBG cord-299501-07echrdh 92 3 each each DT cord-299501-07echrdh 92 4 country country NN cord-299501-07echrdh 92 5 's 's POS cord-299501-07echrdh 92 6 mobility mobility NN cord-299501-07echrdh 92 7 data datum NNS cord-299501-07echrdh 92 8 using use VBG cord-299501-07echrdh 92 9 its -PRON- PRP$ cord-299501-07echrdh 92 10 best good JJS cord-299501-07echrdh 92 11 - - HYPH cord-299501-07echrdh 92 12 fit fit JJ cord-299501-07echrdh 92 13 TL TL NNP cord-299501-07echrdh 92 14 , , , cord-299501-07echrdh 92 15 we -PRON- PRP cord-299501-07echrdh 92 16 fitted fit VBD cord-299501-07echrdh 92 17 a a DT cord-299501-07echrdh 92 18 linear linear JJ cord-299501-07echrdh 92 19 mixed mixed JJ cord-299501-07echrdh 92 20 model model NN cord-299501-07echrdh 92 21 for for IN cord-299501-07echrdh 92 22 each each DT cord-299501-07echrdh 92 23 Group Group NNP cord-299501-07echrdh 92 24 to to TO cord-299501-07echrdh 92 25 evaluate evaluate VB cord-299501-07echrdh 92 26 the the DT cord-299501-07echrdh 92 27 role role NN cord-299501-07echrdh 92 28 of of IN cord-299501-07echrdh 92 29 mobility mobility NN cord-299501-07echrdh 92 30 indicators indicator NNS cord-299501-07echrdh 92 31 and and CC cord-299501-07echrdh 92 32 stringency stringency NN cord-299501-07echrdh 92 33 as as IN cord-299501-07echrdh 92 34 fixed fix VBN cord-299501-07echrdh 92 35 effects effect NNS cord-299501-07echrdh 92 36 factors factor NNS cord-299501-07echrdh 92 37 and and CC cord-299501-07echrdh 92 38 countries country NNS cord-299501-07echrdh 92 39 as as IN cord-299501-07echrdh 92 40 random random JJ cord-299501-07echrdh 92 41 factors factor NNS cord-299501-07echrdh 92 42 in in IN cord-299501-07echrdh 92 43 predicting predict VBG cord-299501-07echrdh 92 44 Rt Rt NNP cord-299501-07echrdh 92 45 . . . cord-299501-07echrdh 93 1 We -PRON- PRP cord-299501-07echrdh 93 2 also also RB cord-299501-07echrdh 93 3 fitted fit VBD cord-299501-07echrdh 93 4 linear linear JJ cord-299501-07echrdh 93 5 mixed mixed JJ cord-299501-07echrdh 93 6 models model NNS cord-299501-07echrdh 93 7 to to TO cord-299501-07echrdh 93 8 predict predict VB cord-299501-07echrdh 93 9 Rt Rt NNP cord-299501-07echrdh 93 10 with with IN cord-299501-07echrdh 93 11 SI SI NNP cord-299501-07echrdh 93 12 alone alone RB cord-299501-07echrdh 93 13 . . . cord-299501-07echrdh 94 1 We -PRON- PRP cord-299501-07echrdh 94 2 applied apply VBD cord-299501-07echrdh 94 3 the the DT cord-299501-07echrdh 94 4 maximum maximum JJ cord-299501-07echrdh 94 5 likelihood likelihood NN cord-299501-07echrdh 94 6 method method NN cord-299501-07echrdh 94 7 and and CC cord-299501-07echrdh 94 8 we -PRON- PRP cord-299501-07echrdh 94 9 scaled scale VBD cord-299501-07echrdh 94 10 the the DT cord-299501-07echrdh 94 11 fixed fix VBN cord-299501-07echrdh 94 12 factors factor NNS cord-299501-07echrdh 94 13 to to IN cord-299501-07echrdh 94 14 their -PRON- PRP$ cord-299501-07echrdh 94 15 respective respective JJ cord-299501-07echrdh 94 16 datasets dataset NNS cord-299501-07echrdh 94 17 prior prior RB cord-299501-07echrdh 94 18 to to IN cord-299501-07echrdh 94 19 modeling modeling NN cord-299501-07echrdh 94 20 . . . cord-299501-07echrdh 95 1 We -PRON- PRP cord-299501-07echrdh 95 2 used use VBD cord-299501-07echrdh 95 3 the the DT cord-299501-07echrdh 95 4 R r NN cord-299501-07echrdh 95 5 packages package NNS cord-299501-07echrdh 95 6 ' ' POS cord-299501-07echrdh 95 7 lme4 lme4 NNS cord-299501-07echrdh 95 8 ' ' '' cord-299501-07echrdh 95 9 [ [ -LRB- cord-299501-07echrdh 95 10 21 21 CD cord-299501-07echrdh 95 11 ] ] -RRB- cord-299501-07echrdh 95 12 , , , cord-299501-07echrdh 95 13 ' ' `` cord-299501-07echrdh 95 14 afex afex NNS cord-299501-07echrdh 95 15 ' ' '' cord-299501-07echrdh 95 16 [ [ -LRB- cord-299501-07echrdh 95 17 22 22 CD cord-299501-07echrdh 95 18 ] ] -RRB- cord-299501-07echrdh 95 19 , , , cord-299501-07echrdh 95 20 and and CC cord-299501-07echrdh 95 21 ' ' `` cord-299501-07echrdh 95 22 insight insight NN cord-299501-07echrdh 95 23 ' ' '' cord-299501-07echrdh 95 24 [ [ -LRB- cord-299501-07echrdh 95 25 23 23 CD cord-299501-07echrdh 95 26 ] ] -RRB- cord-299501-07echrdh 95 27 to to TO cord-299501-07echrdh 95 28 fit fit VB cord-299501-07echrdh 95 29 and and CC cord-299501-07echrdh 95 30 assess assess VB cord-299501-07echrdh 95 31 the the DT cord-299501-07echrdh 95 32 mixed mixed JJ cord-299501-07echrdh 95 33 effects effect NNS cord-299501-07echrdh 95 34 models model NNS cord-299501-07echrdh 95 35 . . . cord-299501-07echrdh 96 1 The the DT cord-299501-07echrdh 96 2 inspection inspection NN cord-299501-07echrdh 96 3 of of IN cord-299501-07echrdh 96 4 mobility mobility NN cord-299501-07echrdh 96 5 trends trend NNS cord-299501-07echrdh 96 6 suggested suggest VBD cord-299501-07echrdh 96 7 the the DT cord-299501-07echrdh 96 8 existence existence NN cord-299501-07echrdh 96 9 of of IN cord-299501-07echrdh 96 10 two two CD cord-299501-07echrdh 96 11 major major JJ cord-299501-07echrdh 96 12 changing change VBG cord-299501-07echrdh 96 13 points point NNS cord-299501-07echrdh 96 14 in in IN cord-299501-07echrdh 96 15 most most JJS cord-299501-07echrdh 96 16 countries country NNS cord-299501-07echrdh 96 17 . . . cord-299501-07echrdh 97 1 The the DT cord-299501-07echrdh 97 2 first first JJ cord-299501-07echrdh 97 3 changing changing NN cord-299501-07echrdh 97 4 point point NN cord-299501-07echrdh 97 5 in in IN cord-299501-07echrdh 97 6 mobility mobility NN cord-299501-07echrdh 97 7 trends trend NNS cord-299501-07echrdh 97 8 corresponded correspond VBD cord-299501-07echrdh 97 9 to to IN cord-299501-07echrdh 97 10 the the DT cord-299501-07echrdh 97 11 first first JJ cord-299501-07echrdh 97 12 change change NN cord-299501-07echrdh 97 13 from from IN cord-299501-07echrdh 97 14 normal normal JJ cord-299501-07echrdh 97 15 to to IN cord-299501-07echrdh 97 16 social social JJ cord-299501-07echrdh 97 17 distancing distancing NN cord-299501-07echrdh 97 18 with with IN cord-299501-07echrdh 97 19 an an DT cord-299501-07echrdh 97 20 increase increase NN cord-299501-07echrdh 97 21 of of IN cord-299501-07echrdh 97 22 residential residential JJ cord-299501-07echrdh 97 23 mobility mobility NN cord-299501-07echrdh 97 24 and and CC cord-299501-07echrdh 97 25 a a DT cord-299501-07echrdh 97 26 decrease decrease NN cord-299501-07echrdh 97 27 of of IN cord-299501-07echrdh 97 28 grocery grocery NN cord-299501-07echrdh 97 29 , , , cord-299501-07echrdh 97 30 transit transit NN cord-299501-07echrdh 97 31 , , , cord-299501-07echrdh 97 32 retail retail NN cord-299501-07echrdh 97 33 , , , cord-299501-07echrdh 97 34 and and CC cord-299501-07echrdh 97 35 workplace workplace NN cord-299501-07echrdh 97 36 mobility mobility NN cord-299501-07echrdh 97 37 . . . cord-299501-07echrdh 98 1 It -PRON- PRP cord-299501-07echrdh 98 2 occurred occur VBD cord-299501-07echrdh 98 3 mostly mostly RB cord-299501-07echrdh 98 4 ( ( -LRB- cord-299501-07echrdh 98 5 in in IN cord-299501-07echrdh 98 6 40 40 CD cord-299501-07echrdh 98 7 -60 -60 NNS cord-299501-07echrdh 98 8 countries country NNS cord-299501-07echrdh 98 9 ) ) -RRB- cord-299501-07echrdh 98 10 during during IN cord-299501-07echrdh 98 11 the the DT cord-299501-07echrdh 98 12 second second JJ cord-299501-07echrdh 98 13 and and CC cord-299501-07echrdh 98 14 third third JJ cord-299501-07echrdh 98 15 weeks week NNS cord-299501-07echrdh 98 16 of of IN cord-299501-07echrdh 98 17 March March NNP cord-299501-07echrdh 98 18 coinciding coincide VBG cord-299501-07echrdh 98 19 with with IN cord-299501-07echrdh 98 20 the the DT cord-299501-07echrdh 98 21 beginning beginning NN cord-299501-07echrdh 98 22 of of IN cord-299501-07echrdh 98 23 rigorous rigorous JJ cord-299501-07echrdh 98 24 lockdown lockdown NN cord-299501-07echrdh 98 25 policies policy NNS cord-299501-07echrdh 98 26 , , , cord-299501-07echrdh 98 27 as as IN cord-299501-07echrdh 98 28 the the DT cord-299501-07echrdh 98 29 US US NNP cord-299501-07echrdh 98 30 and and CC cord-299501-07echrdh 98 31 European european JJ cord-299501-07echrdh 98 32 countries country NNS cord-299501-07echrdh 98 33 started start VBD cord-299501-07echrdh 98 34 closing close VBG cord-299501-07echrdh 98 35 borders border NNS cord-299501-07echrdh 98 36 . . . cord-299501-07echrdh 99 1 The the DT cord-299501-07echrdh 99 2 second second JJ cord-299501-07echrdh 99 3 changing change VBG cord-299501-07echrdh 99 4 point point NN cord-299501-07echrdh 99 5 of of IN cord-299501-07echrdh 99 6 mobility mobility NN cord-299501-07echrdh 99 7 trends trend NNS cord-299501-07echrdh 99 8 was be VBD cord-299501-07echrdh 99 9 more more RBR cord-299501-07echrdh 99 10 widely widely RB cord-299501-07echrdh 99 11 scattered scatter VBN cord-299501-07echrdh 99 12 and and CC cord-299501-07echrdh 99 13 occurred occur VBD cord-299501-07echrdh 99 14 around around IN cord-299501-07echrdh 99 15 mid mid NNP cord-299501-07echrdh 99 16 - - NNP cord-299501-07echrdh 99 17 June June NNP cord-299501-07echrdh 99 18 , , , cord-299501-07echrdh 99 19 corresponding correspond VBG cord-299501-07echrdh 99 20 to to IN cord-299501-07echrdh 99 21 the the DT cord-299501-07echrdh 99 22 slow slow JJ cord-299501-07echrdh 99 23 return return NN cord-299501-07echrdh 99 24 to to IN cord-299501-07echrdh 99 25 baseline baseline JJ cord-299501-07echrdh 99 26 patterns pattern NNS cord-299501-07echrdh 99 27 of of IN cord-299501-07echrdh 99 28 mobility mobility NN cord-299501-07echrdh 99 29 . . . cord-299501-07echrdh 100 1 The the DT cord-299501-07echrdh 100 2 mean mean JJ cord-299501-07echrdh 100 3 best well RBS cord-299501-07echrdh 100 4 - - HYPH cord-299501-07echrdh 100 5 fit fit JJ cord-299501-07echrdh 100 6 TL TL NNP cord-299501-07echrdh 100 7 was be VBD cord-299501-07echrdh 100 8 14.6 14.6 CD cord-299501-07echrdh 100 9 days day NNS cord-299501-07echrdh 100 10 [ [ -LRB- cord-299501-07echrdh 100 11 median median NN cord-299501-07echrdh 100 12 14 14 CD cord-299501-07echrdh 100 13 , , , cord-299501-07echrdh 100 14 interquartile interquartile JJ cord-299501-07echrdh 100 15 range range NN cord-299501-07echrdh 100 16 ( ( -LRB- cord-299501-07echrdh 100 17 IQR IQR NNP cord-299501-07echrdh 100 18 ) ) -RRB- cord-299501-07echrdh 100 19 10 10 CD cord-299501-07echrdh 100 20 -19 -19 NN cord-299501-07echrdh 100 21 ] ] -RRB- cord-299501-07echrdh 101 1 ( ( -LRB- cord-299501-07echrdh 101 2 Figs fig NNS cord-299501-07echrdh 101 3 . . . cord-299501-07echrdh 102 1 1 1 CD cord-299501-07echrdh 102 2 and and CC cord-299501-07echrdh 102 3 2 2 CD cord-299501-07echrdh 102 4 ) ) -RRB- cord-299501-07echrdh 102 5 . . . cord-299501-07echrdh 103 1 Continentwise Continentwise NNP cord-299501-07echrdh 103 2 , , , cord-299501-07echrdh 103 3 Europe Europe NNP cord-299501-07echrdh 103 4 had have VBD cord-299501-07echrdh 103 5 the the DT cord-299501-07echrdh 103 6 lowest low JJS cord-299501-07echrdh 103 7 median median NN cord-299501-07echrdh 103 8 TL TL NNP cord-299501-07echrdh 103 9 ( ( -LRB- cord-299501-07echrdh 103 10 12.5 12.5 CD cord-299501-07echrdh 103 11 days day NNS cord-299501-07echrdh 103 12 , , , cord-299501-07echrdh 103 13 IQR IQR NNP cord-299501-07echrdh 103 14 10 10 CD cord-299501-07echrdh 103 15 -14.75 -14.75 JJS cord-299501-07echrdh 103 16 ) ) -RRB- cord-299501-07echrdh 103 17 followed follow VBN cord-299501-07echrdh 103 18 by by IN cord-299501-07echrdh 103 19 Asia Asia NNP cord-299501-07echrdh 103 20 & & CC cord-299501-07echrdh 103 21 Oceania Oceania NNP cord-299501-07echrdh 103 22 ( ( -LRB- cord-299501-07echrdh 103 23 14 14 CD cord-299501-07echrdh 103 24 , , , cord-299501-07echrdh 103 25 10 10 CD cord-299501-07echrdh 103 26 -20 -20 CD cord-299501-07echrdh 103 27 ) ) -RRB- cord-299501-07echrdh 103 28 , , , cord-299501-07echrdh 103 29 the the DT cord-299501-07echrdh 103 30 Americas Americas NNPS cord-299501-07echrdh 103 31 ( ( -LRB- cord-299501-07echrdh 103 32 16 16 CD cord-299501-07echrdh 103 33 , , , cord-299501-07echrdh 103 34 10 10 CD cord-299501-07echrdh 103 35 -19 -19 NNS cord-299501-07echrdh 103 36 ) ) -RRB- cord-299501-07echrdh 103 37 , , , cord-299501-07echrdh 103 38 and and CC cord-299501-07echrdh 103 39 Africa Africa NNP cord-299501-07echrdh 103 40 ( ( -LRB- cord-299501-07echrdh 103 41 16 16 CD cord-299501-07echrdh 103 42 , , , cord-299501-07echrdh 103 43 9.5 9.5 CD cord-299501-07echrdh 103 44 -22 -22 CD cord-299501-07echrdh 103 45 ) ) -RRB- cord-299501-07echrdh 103 46 . . . cord-299501-07echrdh 104 1 In in IN cord-299501-07echrdh 104 2 comparison comparison NN cord-299501-07echrdh 104 3 to to IN cord-299501-07echrdh 104 4 Group Group NNP cord-299501-07echrdh 104 5 2 2 CD cord-299501-07echrdh 104 6 , , , cord-299501-07echrdh 104 7 Group Group NNP cord-299501-07echrdh 104 8 1 1 CD cord-299501-07echrdh 104 9 had have VBD cord-299501-07echrdh 104 10 significantly significantly RB cord-299501-07echrdh 104 11 shorter short JJR cord-299501-07echrdh 104 12 TLs tl NNS cord-299501-07echrdh 104 13 , , , cord-299501-07echrdh 104 14 lower low JJR cord-299501-07echrdh 104 15 percentages percentage NNS cord-299501-07echrdh 104 16 of of IN cord-299501-07echrdh 104 17 forecasting forecasting NN cord-299501-07echrdh 104 18 error error NN cord-299501-07echrdh 104 19 ( ( -LRB- cord-299501-07echrdh 104 20 MAPE MAPE NNP cord-299501-07echrdh 104 21 ) ) -RRB- cord-299501-07echrdh 104 22 , , , cord-299501-07echrdh 104 23 an an DT cord-299501-07echrdh 104 24 older old JJR cord-299501-07echrdh 104 25 population population NN cord-299501-07echrdh 104 26 , , , cord-299501-07echrdh 104 27 and and CC cord-299501-07echrdh 104 28 a a DT cord-299501-07echrdh 104 29 higher high JJR cord-299501-07echrdh 104 30 HDI hdi NN cord-299501-07echrdh 104 31 ( ( -LRB- cord-299501-07echrdh 104 32 Table table NN cord-299501-07echrdh 104 33 1 1 CD cord-299501-07echrdh 104 34 ) ) -RRB- cord-299501-07echrdh 104 35 . . . cord-299501-07echrdh 105 1 The the DT cord-299501-07echrdh 105 2 forecasting forecasting NN cord-299501-07echrdh 105 3 models model NNS cord-299501-07echrdh 105 4 performed perform VBD cord-299501-07echrdh 105 5 well well RB cord-299501-07echrdh 105 6 , , , cord-299501-07echrdh 105 7 especially especially RB cord-299501-07echrdh 105 8 in in IN cord-299501-07echrdh 105 9 Group Group NNP cord-299501-07echrdh 105 10 1 1 CD cord-299501-07echrdh 105 11 , , , cord-299501-07echrdh 105 12 with with IN cord-299501-07echrdh 105 13 MAPE MAPE NNP cord-299501-07echrdh 105 14 as as RB cord-299501-07echrdh 105 15 low low JJ cord-299501-07echrdh 105 16 as as IN cord-299501-07echrdh 105 17 6 6 CD cord-299501-07echrdh 105 18 % % NN cord-299501-07echrdh 105 19 in in IN cord-299501-07echrdh 105 20 the the DT cord-299501-07echrdh 105 21 US US NNP cord-299501-07echrdh 105 22 for for IN cord-299501-07echrdh 105 23 example example NN cord-299501-07echrdh 105 24 ( ( -LRB- cord-299501-07echrdh 105 25 Table Table NNP cord-299501-07echrdh 105 26 2 2 CD cord-299501-07echrdh 105 27 ) ) -RRB- cord-299501-07echrdh 105 28 . . . cord-299501-07echrdh 106 1 In in IN cord-299501-07echrdh 106 2 all all DT cord-299501-07echrdh 106 3 countries country NNS cord-299501-07echrdh 106 4 , , , cord-299501-07echrdh 106 5 SI SI NNP cord-299501-07echrdh 106 6 associated associate VBN cord-299501-07echrdh 106 7 with with IN cord-299501-07echrdh 106 8 mobility mobility NN cord-299501-07echrdh 106 9 indicators indicator NNS cord-299501-07echrdh 106 10 through through IN cord-299501-07echrdh 106 11 correlation correlation NN cord-299501-07echrdh 106 12 and and CC cord-299501-07echrdh 106 13 linear linear JJ cord-299501-07echrdh 106 14 regressions regression NNS cord-299501-07echrdh 106 15 ( ( -LRB- cord-299501-07echrdh 106 16 p p NN cord-299501-07echrdh 106 17 - - HYPH cord-299501-07echrdh 106 18 values value NNS cord-299501-07echrdh 107 1 < < NNP cord-299501-07echrdh 107 2 0.001 0.001 CD cord-299501-07echrdh 107 3 in in IN cord-299501-07echrdh 107 4 the the DT cord-299501-07echrdh 107 5 models model NNS cord-299501-07echrdh 107 6 of of IN cord-299501-07echrdh 107 7 124 124 CD cord-299501-07echrdh 107 8 countries country NNS cord-299501-07echrdh 107 9 ) ) -RRB- cord-299501-07echrdh 107 10 . . . cord-299501-07echrdh 108 1 There there EX cord-299501-07echrdh 108 2 was be VBD cord-299501-07echrdh 108 3 a a DT cord-299501-07echrdh 108 4 strong strong JJ cord-299501-07echrdh 108 5 negative negative JJ cord-299501-07echrdh 108 6 correlation correlation NN cord-299501-07echrdh 108 7 between between IN cord-299501-07echrdh 108 8 SI SI NNP cord-299501-07echrdh 108 9 and and CC cord-299501-07echrdh 108 10 Rt Rt NNP cord-299501-07echrdh 108 11 in in IN cord-299501-07echrdh 108 12 most most JJS cord-299501-07echrdh 108 13 countries country NNS cord-299501-07echrdh 108 14 belonging belong VBG cord-299501-07echrdh 108 15 to to IN cord-299501-07echrdh 108 16 Group Group NNP cord-299501-07echrdh 108 17 1 1 CD cord-299501-07echrdh 108 18 . . . cord-299501-07echrdh 109 1 In in IN cord-299501-07echrdh 109 2 most most JJS cord-299501-07echrdh 109 3 countries country NNS cord-299501-07echrdh 109 4 belonging belong VBG cord-299501-07echrdh 109 5 to to IN cord-299501-07echrdh 109 6 Group Group NNP cord-299501-07echrdh 109 7 2 2 CD cord-299501-07echrdh 109 8 , , , cord-299501-07echrdh 109 9 the the DT cord-299501-07echrdh 109 10 correlation correlation NN cord-299501-07echrdh 109 11 was be VBD cord-299501-07echrdh 109 12 positive positive JJ cord-299501-07echrdh 110 1 ( ( -LRB- cord-299501-07echrdh 110 2 Fig Fig NNP cord-299501-07echrdh 110 3 . . . cord-299501-07echrdh 110 4 3 3 CD cord-299501-07echrdh 110 5 ) ) -RRB- cord-299501-07echrdh 110 6 . . . cord-299501-07echrdh 111 1 Table table NN cord-299501-07echrdh 111 2 3 3 CD cord-299501-07echrdh 111 3 summarizes summarize VBZ cord-299501-07echrdh 111 4 results result NNS cord-299501-07echrdh 111 5 of of IN cord-299501-07echrdh 111 6 the the DT cord-299501-07echrdh 111 7 analysis analysis NN cord-299501-07echrdh 111 8 of of IN cord-299501-07echrdh 111 9 the the DT cord-299501-07echrdh 111 10 full full JJ cord-299501-07echrdh 111 11 linear linear JJ cord-299501-07echrdh 111 12 mixed mixed JJ cord-299501-07echrdh 111 13 models model NNS cord-299501-07echrdh 111 14 with with IN cord-299501-07echrdh 111 15 effect effect NN cord-299501-07echrdh 111 16 sizes size NNS cord-299501-07echrdh 111 17 labelled label VBN cord-299501-07echrdh 111 18 according accord VBG cord-299501-07echrdh 111 19 to to IN cord-299501-07echrdh 111 20 Funder Funder NNP cord-299501-07echrdh 111 21 & & CC cord-299501-07echrdh 111 22 Ozer Ozer NNP cord-299501-07echrdh 111 23 . . . cord-299501-07echrdh 112 1 [ [ -LRB- cord-299501-07echrdh 112 2 24 24 CD cord-299501-07echrdh 112 3 ] ] -RRB- cord-299501-07echrdh 112 4 Models model NNS cord-299501-07echrdh 112 5 fitted fit VBD cord-299501-07echrdh 112 6 to to IN cord-299501-07echrdh 112 7 Groups group NNS cord-299501-07echrdh 112 8 1 1 CD cord-299501-07echrdh 112 9 and and CC cord-299501-07echrdh 112 10 2 2 CD cord-299501-07echrdh 112 11 showed show VBD cord-299501-07echrdh 112 12 substantial substantial JJ cord-299501-07echrdh 112 13 explanatory explanatory JJ cord-299501-07echrdh 112 14 power power NN cord-299501-07echrdh 112 15 ( ( -LRB- cord-299501-07echrdh 112 16 conditional conditional JJ cord-299501-07echrdh 112 17 R² r² NN cord-299501-07echrdh 112 18 = = SYM cord-299501-07echrdh 112 19 0.44 0.44 CD cord-299501-07echrdh 112 20 and and CC cord-299501-07echrdh 112 21 is be VBZ cord-299501-07echrdh 112 22 the the DT cord-299501-07echrdh 112 23 author author NN cord-299501-07echrdh 112 24 / / SYM cord-299501-07echrdh 112 25 funder funder NN cord-299501-07echrdh 112 26 , , , cord-299501-07echrdh 112 27 who who WP cord-299501-07echrdh 112 28 has have VBZ cord-299501-07echrdh 112 29 granted grant VBN cord-299501-07echrdh 112 30 medRxiv medRxiv NNS cord-299501-07echrdh 112 31 a a DT cord-299501-07echrdh 112 32 license license NN cord-299501-07echrdh 112 33 to to TO cord-299501-07echrdh 112 34 display display VB cord-299501-07echrdh 112 35 the the DT cord-299501-07echrdh 112 36 preprint preprint NN cord-299501-07echrdh 112 37 in in IN cord-299501-07echrdh 112 38 ( ( -LRB- cord-299501-07echrdh 112 39 which which WDT cord-299501-07echrdh 112 40 was be VBD cord-299501-07echrdh 112 41 not not RB cord-299501-07echrdh 112 42 certified certify VBN cord-299501-07echrdh 112 43 by by IN cord-299501-07echrdh 112 44 peer peer NN cord-299501-07echrdh 112 45 review review NN cord-299501-07echrdh 112 46 ) ) -RRB- cord-299501-07echrdh 113 1 preprint preprint NN cord-299501-07echrdh 114 1 The the DT cord-299501-07echrdh 114 2 copyright copyright NN cord-299501-07echrdh 114 3 holder holder NN cord-299501-07echrdh 114 4 for for IN cord-299501-07echrdh 114 5 this this DT cord-299501-07echrdh 114 6 this this DT cord-299501-07echrdh 114 7 version version NN cord-299501-07echrdh 114 8 posted post VBD cord-299501-07echrdh 114 9 October October NNP cord-299501-07echrdh 114 10 12 12 CD cord-299501-07echrdh 114 11 , , , cord-299501-07echrdh 114 12 2020 2020 CD cord-299501-07echrdh 114 13 . . . cord-299501-07echrdh 114 14 . . . cord-299501-07echrdh 115 1 https://doi.org/10.1101/2020.10.08.20209064 https://doi.org/10.1101/2020.10.08.20209064 NNP cord-299501-07echrdh 115 2 doi doi XX cord-299501-07echrdh 115 3 : : : cord-299501-07echrdh 116 1 medRxiv medRxiv NNP cord-299501-07echrdh 116 2 preprint preprint NN cord-299501-07echrdh 116 3 0.42 0.42 CD cord-299501-07echrdh 116 4 , , , cord-299501-07echrdh 116 5 respectively respectively RB cord-299501-07echrdh 116 6 ) ) -RRB- cord-299501-07echrdh 116 7 , , , cord-299501-07echrdh 116 8 unlike unlike IN cord-299501-07echrdh 116 9 the the DT cord-299501-07echrdh 116 10 model model NN cord-299501-07echrdh 116 11 fitted fit VBN cord-299501-07echrdh 116 12 to to IN cord-299501-07echrdh 116 13 Group Group NNP cord-299501-07echrdh 116 14 3 3 CD cord-299501-07echrdh 116 15 ( ( -LRB- cord-299501-07echrdh 116 16 conditional conditional JJ cord-299501-07echrdh 116 17 R² r² NN cord-299501-07echrdh 116 18 = = SYM cord-299501-07echrdh 116 19 0.05 0.05 CD cord-299501-07echrdh 116 20 ) ) -RRB- cord-299501-07echrdh 116 21 . . . cord-299501-07echrdh 117 1 Removing remove VBG cord-299501-07echrdh 117 2 SI SI NNP cord-299501-07echrdh 117 3 from from IN cord-299501-07echrdh 117 4 the the DT cord-299501-07echrdh 117 5 mixed mixed JJ cord-299501-07echrdh 117 6 models model NNS cord-299501-07echrdh 117 7 brought bring VBD cord-299501-07echrdh 117 8 significance significance NN cord-299501-07echrdh 117 9 to to IN cord-299501-07echrdh 117 10 retail retail JJ cord-299501-07echrdh 117 11 mobility mobility NN cord-299501-07echrdh 117 12 in in IN cord-299501-07echrdh 117 13 Group Group NNP cord-299501-07echrdh 117 14 1 1 CD cord-299501-07echrdh 117 15 [ [ -LRB- cord-299501-07echrdh 117 16 β β NN cord-299501-07echrdh 117 17 0.09 0.09 CD cord-299501-07echrdh 117 18 , , , cord-299501-07echrdh 117 19 95 95 CD cord-299501-07echrdh 117 20 % % NN cord-299501-07echrdh 117 21 confidence confidence NN cord-299501-07echrdh 117 22 interval interval NN cord-299501-07echrdh 117 23 ( ( -LRB- cord-299501-07echrdh 117 24 CI ci NN cord-299501-07echrdh 117 25 ) ) -RRB- cord-299501-07echrdh 117 26 0.05 0.05 CD cord-299501-07echrdh 117 27 -0.14 -0.14 CD cord-299501-07echrdh 117 28 ] ] -RRB- cord-299501-07echrdh 117 29 , , , cord-299501-07echrdh 117 30 and and CC cord-299501-07echrdh 117 31 to to IN cord-299501-07echrdh 117 32 grocery grocery NN cord-299501-07echrdh 117 33 ( ( -LRB- cord-299501-07echrdh 117 34 -0.14 -0.14 CD cord-299501-07echrdh 117 35 , , , cord-299501-07echrdh 117 36 -0.22 -0.22 NNP cord-299501-07echrdh 117 37 --0.06 --0.06 NNS cord-299501-07echrdh 117 38 ) ) -RRB- cord-299501-07echrdh 117 39 and and CC cord-299501-07echrdh 117 40 transit transit NN cord-299501-07echrdh 117 41 ( ( -LRB- cord-299501-07echrdh 117 42 0.12 0.12 CD cord-299501-07echrdh 117 43 , , , cord-299501-07echrdh 117 44 0.01 0.01 CD cord-299501-07echrdh 117 45 -0.23 -0.23 CD cord-299501-07echrdh 117 46 ) ) -RRB- cord-299501-07echrdh 117 47 mobility mobility NN cord-299501-07echrdh 117 48 in in IN cord-299501-07echrdh 117 49 Group Group NNP cord-299501-07echrdh 117 50 3 3 CD cord-299501-07echrdh 117 51 ; ; : cord-299501-07echrdh 117 52 the the DT cord-299501-07echrdh 117 53 other other JJ cord-299501-07echrdh 117 54 factors factor NNS cord-299501-07echrdh 117 55 retained retain VBD cord-299501-07echrdh 117 56 the the DT cord-299501-07echrdh 117 57 same same JJ cord-299501-07echrdh 117 58 pattern pattern NN cord-299501-07echrdh 117 59 . . . cord-299501-07echrdh 118 1 The the DT cord-299501-07echrdh 118 2 analysis analysis NN cord-299501-07echrdh 118 3 of of IN cord-299501-07echrdh 118 4 the the DT cord-299501-07echrdh 118 5 mixed mixed JJ cord-299501-07echrdh 118 6 models model NNS cord-299501-07echrdh 118 7 of of IN cord-299501-07echrdh 118 8 Rt Rt NNP cord-299501-07echrdh 118 9 on on IN cord-299501-07echrdh 118 10 SI SI NNP cord-299501-07echrdh 118 11 without without IN cord-299501-07echrdh 118 12 mobility mobility NN cord-299501-07echrdh 118 13 variables variable NNS cord-299501-07echrdh 118 14 ( ( -LRB- cord-299501-07echrdh 118 15 rescaling rescale VBG cord-299501-07echrdh 118 16 not not RB cord-299501-07echrdh 118 17 needed need VBN cord-299501-07echrdh 118 18 ) ) -RRB- cord-299501-07echrdh 118 19 suggested suggest VBD cord-299501-07echrdh 118 20 an an DT cord-299501-07echrdh 118 21 association association NN cord-299501-07echrdh 118 22 of of IN cord-299501-07echrdh 118 23 high high JJ cord-299501-07echrdh 118 24 stringency stringency NN cord-299501-07echrdh 118 25 with with IN cord-299501-07echrdh 118 26 disease disease NN cord-299501-07echrdh 118 27 spread spread VBN cord-299501-07echrdh 118 28 in in IN cord-299501-07echrdh 118 29 Group Group NNP cord-299501-07echrdh 118 30 2 2 CD cord-299501-07echrdh 118 31 , , , cord-299501-07echrdh 118 32 with with IN cord-299501-07echrdh 118 33 an an DT cord-299501-07echrdh 118 34 increase increase NN cord-299501-07echrdh 118 35 of of IN cord-299501-07echrdh 118 36 0.13 0.13 CD cord-299501-07echrdh 118 37 in in IN cord-299501-07echrdh 118 38 Rt Rt NNP cord-299501-07echrdh 118 39 for for IN cord-299501-07echrdh 118 40 every every DT cord-299501-07echrdh 118 41 10 10 CD cord-299501-07echrdh 118 42 % % NN cord-299501-07echrdh 118 43 of of IN cord-299501-07echrdh 118 44 increase increase NN cord-299501-07echrdh 118 45 in in IN cord-299501-07echrdh 118 46 SI SI NNP cord-299501-07echrdh 118 47 ( ( -LRB- cord-299501-07echrdh 118 48 95 95 CD cord-299501-07echrdh 118 49 % % NN cord-299501-07echrdh 118 50 CI ci NN cord-299501-07echrdh 118 51 , , , cord-299501-07echrdh 118 52 0.11 0.11 CD cord-299501-07echrdh 118 53 -0.16 -0.16 CD cord-299501-07echrdh 118 54 ) ) -RRB- cord-299501-07echrdh 118 55 . . . cord-299501-07echrdh 119 1 SI SI NNP cord-299501-07echrdh 119 2 without without IN cord-299501-07echrdh 119 3 mobility mobility NN cord-299501-07echrdh 119 4 variables variable NNS cord-299501-07echrdh 119 5 associated associate VBN cord-299501-07echrdh 119 6 with with IN cord-299501-07echrdh 119 7 a a DT cord-299501-07echrdh 119 8 decrease decrease NN cord-299501-07echrdh 119 9 in in IN cord-299501-07echrdh 119 10 Rt Rt NNP cord-299501-07echrdh 119 11 in in IN cord-299501-07echrdh 119 12 Group Group NNP cord-299501-07echrdh 119 13 1 1 CD cord-299501-07echrdh 119 14 ( ( -LRB- cord-299501-07echrdh 119 15 β β NN cord-299501-07echrdh 119 16 -0.15 -0.15 CD cord-299501-07echrdh 119 17 for for IN cord-299501-07echrdh 119 18 units unit NNS cord-299501-07echrdh 119 19 of of IN cord-299501-07echrdh 119 20 10 10 CD cord-299501-07echrdh 119 21 % % NN cord-299501-07echrdh 119 22 of of IN cord-299501-07echrdh 119 23 SI SI NNP cord-299501-07echrdh 119 24 , , , cord-299501-07echrdh 119 25 95 95 CD cord-299501-07echrdh 119 26 % % NN cord-299501-07echrdh 120 1 CI CI NNP cord-299501-07echrdh 120 2 -0.15 -0.15 NNP cord-299501-07echrdh 120 3 --0.14 --0.14 NNP cord-299501-07echrdh 120 4 ) ) -RRB- cord-299501-07echrdh 120 5 and and CC cord-299501-07echrdh 120 6 Group Group NNP cord-299501-07echrdh 120 7 3 3 CD cord-299501-07echrdh 120 8 ( ( -LRB- cord-299501-07echrdh 120 9 -0.05 -0.05 CD cord-299501-07echrdh 120 10 , , , cord-299501-07echrdh 120 11 -0.07 -0.07 CD cord-299501-07echrdh 120 12 --0.03 --0.03 NN cord-299501-07echrdh 120 13 ) ) -RRB- cord-299501-07echrdh 120 14 . . . cord-299501-07echrdh 121 1 Through through IN cord-299501-07echrdh 121 2 a a DT cord-299501-07echrdh 121 3 timeseries timeseries NN cord-299501-07echrdh 121 4 regression regression NN cord-299501-07echrdh 121 5 study study NN cord-299501-07echrdh 121 6 , , , cord-299501-07echrdh 121 7 we -PRON- PRP cord-299501-07echrdh 121 8 examined examine VBD cord-299501-07echrdh 121 9 how how WRB cord-299501-07echrdh 121 10 mobility mobility NN cord-299501-07echrdh 121 11 patterns pattern NNS cord-299501-07echrdh 121 12 from from IN cord-299501-07echrdh 121 13 aggregated aggregated JJ cord-299501-07echrdh 121 14 mobile mobile JJ cord-299501-07echrdh 121 15 phones phone NNS cord-299501-07echrdh 121 16 data datum NNS cord-299501-07echrdh 121 17 relate relate VBP cord-299501-07echrdh 121 18 to to IN cord-299501-07echrdh 121 19 the the DT cord-299501-07echrdh 121 20 variation variation NN cord-299501-07echrdh 121 21 of of IN cord-299501-07echrdh 121 22 COVID-19 COVID-19 NNP cord-299501-07echrdh 121 23 Rt Rt NNP cord-299501-07echrdh 121 24 in in IN cord-299501-07echrdh 121 25 125 125 CD cord-299501-07echrdh 121 26 countries country NNS cord-299501-07echrdh 121 27 during during IN cord-299501-07echrdh 121 28 the the DT cord-299501-07echrdh 121 29 period period NN cord-299501-07echrdh 121 30 from from IN cord-299501-07echrdh 121 31 February February NNP cord-299501-07echrdh 121 32 15 15 CD cord-299501-07echrdh 121 33 to to IN cord-299501-07echrdh 121 34 September September NNP cord-299501-07echrdh 121 35 11 11 CD cord-299501-07echrdh 121 36 , , , cord-299501-07echrdh 121 37 2020 2020 CD cord-299501-07echrdh 121 38 . . . cord-299501-07echrdh 122 1 Our -PRON- PRP$ cord-299501-07echrdh 122 2 analyses analysis NNS cord-299501-07echrdh 122 3 showed show VBD cord-299501-07echrdh 122 4 that that IN cord-299501-07echrdh 122 5 changes change NNS cord-299501-07echrdh 122 6 in in IN cord-299501-07echrdh 122 7 community community NN cord-299501-07echrdh 122 8 mobility mobility NN cord-299501-07echrdh 122 9 for for IN cord-299501-07echrdh 122 10 their -PRON- PRP$ cord-299501-07echrdh 122 11 part part NN cord-299501-07echrdh 122 12 explain explain VB cord-299501-07echrdh 122 13 the the DT cord-299501-07echrdh 122 14 variation variation NN cord-299501-07echrdh 122 15 in in IN cord-299501-07echrdh 122 16 Rt Rt NNP cord-299501-07echrdh 122 17 and and CC cord-299501-07echrdh 122 18 that that IN cord-299501-07echrdh 122 19 community community NN cord-299501-07echrdh 122 20 mobility mobility NN cord-299501-07echrdh 122 21 forecasts forecast NNS cord-299501-07echrdh 122 22 Rt Rt NNP cord-299501-07echrdh 122 23 even even RB cord-299501-07echrdh 122 24 with with IN cord-299501-07echrdh 122 25 an an DT cord-299501-07echrdh 122 26 accuracy accuracy NN cord-299501-07echrdh 122 27 of of IN cord-299501-07echrdh 122 28 90 90 CD cord-299501-07echrdh 122 29 % % NN cord-299501-07echrdh 122 30 . . . cord-299501-07echrdh 123 1 Based base VBN cord-299501-07echrdh 123 2 on on IN cord-299501-07echrdh 123 3 our -PRON- PRP$ cord-299501-07echrdh 123 4 findings finding NNS cord-299501-07echrdh 123 5 , , , cord-299501-07echrdh 123 6 specifically specifically RB cord-299501-07echrdh 123 7 the the DT cord-299501-07echrdh 123 8 directions direction NNS cord-299501-07echrdh 123 9 of of IN cord-299501-07echrdh 123 10 correlations correlation NNS cord-299501-07echrdh 123 11 between between IN cord-299501-07echrdh 123 12 community community NN cord-299501-07echrdh 123 13 mobility mobility NN cord-299501-07echrdh 123 14 indicators indicator NNS cord-299501-07echrdh 123 15 and and CC cord-299501-07echrdh 123 16 Rt Rt NNP cord-299501-07echrdh 123 17 , , , cord-299501-07echrdh 123 18 we -PRON- PRP cord-299501-07echrdh 123 19 suggest suggest VBP cord-299501-07echrdh 123 20 that that IN cord-299501-07echrdh 123 21 it -PRON- PRP cord-299501-07echrdh 123 22 is be VBZ cord-299501-07echrdh 123 23 possible possible JJ cord-299501-07echrdh 123 24 to to TO cord-299501-07echrdh 123 25 distribute distribute VB cord-299501-07echrdh 123 26 countries country NNS cord-299501-07echrdh 123 27 into into IN cord-299501-07echrdh 123 28 distinct distinct JJ cord-299501-07echrdh 123 29 groups group NNS cord-299501-07echrdh 123 30 that that WDT cord-299501-07echrdh 123 31 differ differ VBP cord-299501-07echrdh 123 32 from from IN cord-299501-07echrdh 123 33 each each DT cord-299501-07echrdh 123 34 other other JJ cord-299501-07echrdh 123 35 regarding regard VBG cord-299501-07echrdh 123 36 the the DT cord-299501-07echrdh 123 37 effectiveness effectiveness NN cord-299501-07echrdh 123 38 of of IN cord-299501-07echrdh 123 39 social social JJ cord-299501-07echrdh 123 40 distancing distancing NN cord-299501-07echrdh 123 41 and and CC cord-299501-07echrdh 123 42 movement movement NN cord-299501-07echrdh 123 43 restrictions restriction NNS cord-299501-07echrdh 123 44 in in IN cord-299501-07echrdh 123 45 reducing reduce VBG cord-299501-07echrdh 123 46 Rt Rt NNP cord-299501-07echrdh 123 47 . . . cord-299501-07echrdh 124 1 Most Most JJS cord-299501-07echrdh 124 2 European european JJ cord-299501-07echrdh 124 3 countries country NNS cord-299501-07echrdh 124 4 belonged belong VBD cord-299501-07echrdh 124 5 to to IN cord-299501-07echrdh 124 6 Group Group NNP cord-299501-07echrdh 124 7 1 1 CD cord-299501-07echrdh 124 8 and and CC cord-299501-07echrdh 124 9 none none NN cord-299501-07echrdh 124 10 belonged belong VBD cord-299501-07echrdh 124 11 to to IN cord-299501-07echrdh 124 12 Group Group NNP cord-299501-07echrdh 124 13 2 2 CD cord-299501-07echrdh 124 14 . . . cord-299501-07echrdh 125 1 Countries country NNS cord-299501-07echrdh 125 2 differ differ VBP cord-299501-07echrdh 125 3 from from IN cord-299501-07echrdh 125 4 each each DT cord-299501-07echrdh 125 5 other other JJ cord-299501-07echrdh 125 6 regarding regard VBG cord-299501-07echrdh 125 7 how how WRB cord-299501-07echrdh 125 8 promptly promptly RB cord-299501-07echrdh 125 9 they -PRON- PRP cord-299501-07echrdh 125 10 report report VBP cord-299501-07echrdh 125 11 diseased diseased JJ cord-299501-07echrdh 125 12 persons person NNS cord-299501-07echrdh 125 13 as as IN cord-299501-07echrdh 125 14 confirmed confirm VBN cord-299501-07echrdh 125 15 COVID-19 covid-19 CD cord-299501-07echrdh 125 16 cases case NNS cord-299501-07echrdh 125 17 . . . cord-299501-07echrdh 126 1 This this DT cord-299501-07echrdh 126 2 TL TL NNP cord-299501-07echrdh 126 3 is be VBZ cord-299501-07echrdh 126 4 termed term VBN cord-299501-07echrdh 126 5 as as IN cord-299501-07echrdh 126 6 the the DT cord-299501-07echrdh 126 7 time time NN cord-299501-07echrdh 126 8 delay delay NN cord-299501-07echrdh 126 9 , , , cord-299501-07echrdh 126 10 [ [ -LRB- cord-299501-07echrdh 126 11 8 8 CD cord-299501-07echrdh 126 12 ] ] -RRB- cord-299501-07echrdh 126 13 or or CC cord-299501-07echrdh 126 14 the the DT cord-299501-07echrdh 126 15 positivity positivity NN cord-299501-07echrdh 126 16 detection detection NN cord-299501-07echrdh 126 17 time time NN cord-299501-07echrdh 126 18 , , , cord-299501-07echrdh 126 19 [ [ -LRB- cord-299501-07echrdh 126 20 25 25 CD cord-299501-07echrdh 126 21 ] ] -RRB- cord-299501-07echrdh 127 1 and and CC cord-299501-07echrdh 127 2 it -PRON- PRP cord-299501-07echrdh 127 3 could could MD cord-299501-07echrdh 127 4 correspond correspond VB cord-299501-07echrdh 127 5 to to IN cord-299501-07echrdh 127 6 the the DT cord-299501-07echrdh 127 7 necessary necessary JJ cord-299501-07echrdh 127 8 time time NN cord-299501-07echrdh 127 9 before before IN cord-299501-07echrdh 127 10 the the DT cord-299501-07echrdh 127 11 effect effect NN cord-299501-07echrdh 127 12 of of IN cord-299501-07echrdh 127 13 restriction restriction NN cord-299501-07echrdh 127 14 actions action NNS cord-299501-07echrdh 127 15 is be VBZ cord-299501-07echrdh 127 16 seen see VBN cord-299501-07echrdh 127 17 on on IN cord-299501-07echrdh 127 18 COVID-19 COVID-19 NNP cord-299501-07echrdh 127 19 disease disease NN cord-299501-07echrdh 127 20 spread spread VBD cord-299501-07echrdh 127 21 . . . cord-299501-07echrdh 128 1 As as IN cord-299501-07echrdh 128 2 an an DT cord-299501-07echrdh 128 3 estimator estimator NN cord-299501-07echrdh 128 4 of of IN cord-299501-07echrdh 128 5 this this DT cord-299501-07echrdh 128 6 TL TL NNP cord-299501-07echrdh 128 7 , , , cord-299501-07echrdh 128 8 we -PRON- PRP cord-299501-07echrdh 128 9 propose propose VBP cord-299501-07echrdh 128 10 a a DT cord-299501-07echrdh 128 11 country country NN cord-299501-07echrdh 128 12 - - HYPH cord-299501-07echrdh 128 13 specific specific JJ cord-299501-07echrdh 128 14 value value NN cord-299501-07echrdh 128 15 relying rely VBG cord-299501-07echrdh 128 16 on on IN cord-299501-07echrdh 128 17 cross cross JJ cord-299501-07echrdh 128 18 - - JJ cord-299501-07echrdh 128 19 correlation correlation NN cord-299501-07echrdh 128 20 and and CC cord-299501-07echrdh 128 21 performance performance NN cord-299501-07echrdh 128 22 criteria criterion NNS cord-299501-07echrdh 128 23 of of IN cord-299501-07echrdh 128 24 regression regression NN cord-299501-07echrdh 128 25 models model NNS cord-299501-07echrdh 128 26 . . . cord-299501-07echrdh 129 1 Based base VBN cord-299501-07echrdh 129 2 on on IN cord-299501-07echrdh 129 3 our -PRON- PRP$ cord-299501-07echrdh 129 4 results result NNS cord-299501-07echrdh 129 5 , , , cord-299501-07echrdh 129 6 the the DT cord-299501-07echrdh 129 7 effects effect NNS cord-299501-07echrdh 129 8 of of IN cord-299501-07echrdh 129 9 restriction restriction NN cord-299501-07echrdh 129 10 actions action NNS cord-299501-07echrdh 129 11 appear appear VBP cord-299501-07echrdh 129 12 after after IN cord-299501-07echrdh 129 13 a a DT cord-299501-07echrdh 129 14 median median NN cord-299501-07echrdh 129 15 of of IN cord-299501-07echrdh 129 16 14 14 CD cord-299501-07echrdh 129 17 days day NNS cord-299501-07echrdh 129 18 . . . cord-299501-07echrdh 130 1 This this DT cord-299501-07echrdh 130 2 estimation estimation NN cord-299501-07echrdh 130 3 is be VBZ cord-299501-07echrdh 130 4 in in IN cord-299501-07echrdh 130 5 accordance accordance NN cord-299501-07echrdh 130 6 with with IN cord-299501-07echrdh 130 7 TLs TLs NNP cord-299501-07echrdh 130 8 proposed propose VBN cord-299501-07echrdh 130 9 by by IN cord-299501-07echrdh 130 10 Alfano Alfano NNP cord-299501-07echrdh 130 11 and and CC cord-299501-07echrdh 130 12 Ercolano Ercolano NNP cord-299501-07echrdh 130 13 [ [ -LRB- cord-299501-07echrdh 130 14 4 4 CD cord-299501-07echrdh 130 15 ] ] -RRB- cord-299501-07echrdh 130 16 ( ( -LRB- cord-299501-07echrdh 130 17 10 10 CD cord-299501-07echrdh 130 18 days day NNS cord-299501-07echrdh 130 19 ) ) -RRB- cord-299501-07echrdh 130 20 , , , cord-299501-07echrdh 130 21 and and CC cord-299501-07echrdh 130 22 Linka Linka NNP cord-299501-07echrdh 130 23 et et NNP cord-299501-07echrdh 130 24 al al NNP cord-299501-07echrdh 130 25 . . . cord-299501-07echrdh 131 1 [ [ -LRB- cord-299501-07echrdh 131 2 8 8 CD cord-299501-07echrdh 131 3 ] ] -RRB- cord-299501-07echrdh 131 4 ( ( -LRB- cord-299501-07echrdh 131 5 17 17 CD cord-299501-07echrdh 131 6 days day NNS cord-299501-07echrdh 131 7 ) ) -RRB- cord-299501-07echrdh 131 8 . . . cord-299501-07echrdh 132 1 Furthermore furthermore RB cord-299501-07echrdh 132 2 , , , cord-299501-07echrdh 132 3 our -PRON- PRP$ cord-299501-07echrdh 132 4 results result NNS cord-299501-07echrdh 132 5 indicate indicate VBP cord-299501-07echrdh 132 6 that that IN cord-299501-07echrdh 132 7 the the DT cord-299501-07echrdh 132 8 median median JJ cord-299501-07echrdh 132 9 TL TL NNP cord-299501-07echrdh 132 10 in in IN cord-299501-07echrdh 132 11 Europe Europe NNP cord-299501-07echrdh 132 12 ( ( -LRB- cord-299501-07echrdh 132 13 12.5 12.5 CD cord-299501-07echrdh 132 14 days day NNS cord-299501-07echrdh 132 15 ) ) -RRB- cord-299501-07echrdh 132 16 is be VBZ cord-299501-07echrdh 132 17 shorter short JJR cord-299501-07echrdh 132 18 than than IN cord-299501-07echrdh 132 19 in in IN cord-299501-07echrdh 132 20 the the DT cord-299501-07echrdh 132 21 rest rest NN cord-299501-07echrdh 132 22 of of IN cord-299501-07echrdh 132 23 the the DT cord-299501-07echrdh 132 24 world world NN cord-299501-07echrdh 132 25 ( ( -LRB- cord-299501-07echrdh 132 26 15 15 CD cord-299501-07echrdh 132 27 days day NNS cord-299501-07echrdh 132 28 ) ) -RRB- cord-299501-07echrdh 132 29 . . . cord-299501-07echrdh 133 1 If if IN cord-299501-07echrdh 133 2 we -PRON- PRP cord-299501-07echrdh 133 3 assume assume VBP cord-299501-07echrdh 133 4 that that IN cord-299501-07echrdh 133 5 social social JJ cord-299501-07echrdh 133 6 distancing distancing NN cord-299501-07echrdh 133 7 works work VBZ cord-299501-07echrdh 133 8 at at IN cord-299501-07echrdh 133 9 reducing reduce VBG cord-299501-07echrdh 133 10 Rt Rt NNP cord-299501-07echrdh 133 11 , , , cord-299501-07echrdh 133 12 the the DT cord-299501-07echrdh 133 13 association association NN cord-299501-07echrdh 133 14 between between IN cord-299501-07echrdh 133 15 mobility mobility NNP cord-299501-07echrdh 133 16 data datum NNS cord-299501-07echrdh 133 17 and and CC cord-299501-07echrdh 133 18 Rt Rt NNP cord-299501-07echrdh 133 19 could could MD cord-299501-07echrdh 133 20 function function VB cord-299501-07echrdh 133 21 as as IN cord-299501-07echrdh 133 22 an an DT cord-299501-07echrdh 133 23 indicator indicator NN cord-299501-07echrdh 133 24 of of IN cord-299501-07echrdh 133 25 the the DT cord-299501-07echrdh 133 26 accuracy accuracy NN cord-299501-07echrdh 133 27 of of IN cord-299501-07echrdh 133 28 daily daily JJ cord-299501-07echrdh 133 29 case case NN cord-299501-07echrdh 133 30 incidence incidence NN cord-299501-07echrdh 133 31 estimates estimate NNS cord-299501-07echrdh 133 32 . . . cord-299501-07echrdh 134 1 However however RB cord-299501-07echrdh 134 2 , , , cord-299501-07echrdh 134 3 our -PRON- PRP$ cord-299501-07echrdh 134 4 findings finding NNS cord-299501-07echrdh 134 5 propose propose VBP cord-299501-07echrdh 134 6 that that IN cord-299501-07echrdh 134 7 social social JJ cord-299501-07echrdh 134 8 distancing distancing NN cord-299501-07echrdh 134 9 could could MD cord-299501-07echrdh 134 10 have have VB cord-299501-07echrdh 134 11 the the DT cord-299501-07echrdh 134 12 opposite opposite JJ cord-299501-07echrdh 134 13 effect effect NN cord-299501-07echrdh 134 14 on on IN cord-299501-07echrdh 134 15 COVID-19 COVID-19 NNP cord-299501-07echrdh 134 16 spread spread NN cord-299501-07echrdh 134 17 in in IN cord-299501-07echrdh 134 18 some some DT cord-299501-07echrdh 134 19 countries country NNS cord-299501-07echrdh 134 20 . . . cord-299501-07echrdh 135 1 Whether whether IN cord-299501-07echrdh 135 2 or or CC cord-299501-07echrdh 135 3 not not RB cord-299501-07echrdh 135 4 this this DT cord-299501-07echrdh 135 5 paradoxical paradoxical JJ cord-299501-07echrdh 135 6 effect effect NN cord-299501-07echrdh 135 7 is be VBZ cord-299501-07echrdh 135 8 due due JJ cord-299501-07echrdh 135 9 to to IN cord-299501-07echrdh 135 10 biased biased JJ cord-299501-07echrdh 135 11 mobility mobility NN cord-299501-07echrdh 135 12 data datum NNS cord-299501-07echrdh 135 13 or or CC cord-299501-07echrdh 135 14 to to IN cord-299501-07echrdh 135 15 residential residential JJ cord-299501-07echrdh 135 16 community community NN cord-299501-07echrdh 135 17 spread spread NN cord-299501-07echrdh 135 18 , , , cord-299501-07echrdh 135 19 we -PRON- PRP cord-299501-07echrdh 135 20 confirmed confirm VBD cord-299501-07echrdh 135 21 the the DT cord-299501-07echrdh 135 22 observation observation NN cord-299501-07echrdh 135 23 with with IN cord-299501-07echrdh 135 24 the the DT cord-299501-07echrdh 135 25 results result NNS cord-299501-07echrdh 135 26 of of IN cord-299501-07echrdh 135 27 the the DT cord-299501-07echrdh 135 28 mixed mixed JJ cord-299501-07echrdh 135 29 models model NNS cord-299501-07echrdh 135 30 regarding regard VBG cord-299501-07echrdh 135 31 SI SI NNP cord-299501-07echrdh 135 32 and and CC cord-299501-07echrdh 135 33 Rt Rt NNP cord-299501-07echrdh 135 34 . . . cord-299501-07echrdh 136 1 Undoubtedly undoubtedly RB cord-299501-07echrdh 136 2 , , , cord-299501-07echrdh 136 3 also also RB cord-299501-07echrdh 136 4 factors factor NNS cord-299501-07echrdh 136 5 other other JJ cord-299501-07echrdh 136 6 than than IN cord-299501-07echrdh 136 7 social social JJ cord-299501-07echrdh 136 8 distancing distancing NN cord-299501-07echrdh 136 9 and and CC cord-299501-07echrdh 136 10 restriction restriction NN cord-299501-07echrdh 136 11 measures measure NNS cord-299501-07echrdh 136 12 , , , cord-299501-07echrdh 136 13 such such JJ cord-299501-07echrdh 136 14 as as IN cord-299501-07echrdh 136 15 the the DT cord-299501-07echrdh 136 16 non non JJ cord-299501-07echrdh 136 17 - - JJ cord-299501-07echrdh 136 18 compliance compliance NN cord-299501-07echrdh 136 19 with with IN cord-299501-07echrdh 136 20 hygiene hygiene NN cord-299501-07echrdh 136 21 measures measure NNS cord-299501-07echrdh 136 22 [ [ -LRB- cord-299501-07echrdh 136 23 26 26 CD cord-299501-07echrdh 136 24 ] ] -RRB- cord-299501-07echrdh 136 25 or or CC cord-299501-07echrdh 136 26 the the DT cord-299501-07echrdh 136 27 lack lack NN cord-299501-07echrdh 136 28 of of IN cord-299501-07echrdh 136 29 public public JJ cord-299501-07echrdh 136 30 trust trust NN cord-299501-07echrdh 136 31 in in IN cord-299501-07echrdh 136 32 their -PRON- PRP$ cord-299501-07echrdh 136 33 government government NN cord-299501-07echrdh 136 34 [ [ -LRB- cord-299501-07echrdh 136 35 27 27 CD cord-299501-07echrdh 136 36 ] ] -RRB- cord-299501-07echrdh 136 37 , , , cord-299501-07echrdh 136 38 can can MD cord-299501-07echrdh 136 39 affect affect VB cord-299501-07echrdh 136 40 Rt Rt NNP cord-299501-07echrdh 136 41 . . . cord-299501-07echrdh 137 1 is be VBZ cord-299501-07echrdh 137 2 the the DT cord-299501-07echrdh 137 3 author author NN cord-299501-07echrdh 137 4 / / SYM cord-299501-07echrdh 137 5 funder funder NN cord-299501-07echrdh 137 6 , , , cord-299501-07echrdh 137 7 who who WP cord-299501-07echrdh 137 8 has have VBZ cord-299501-07echrdh 137 9 granted grant VBN cord-299501-07echrdh 137 10 medRxiv medRxiv NNS cord-299501-07echrdh 137 11 a a DT cord-299501-07echrdh 137 12 license license NN cord-299501-07echrdh 137 13 to to TO cord-299501-07echrdh 137 14 display display VB cord-299501-07echrdh 137 15 the the DT cord-299501-07echrdh 137 16 preprint preprint NN cord-299501-07echrdh 137 17 in in IN cord-299501-07echrdh 137 18 ( ( -LRB- cord-299501-07echrdh 137 19 which which WDT cord-299501-07echrdh 137 20 was be VBD cord-299501-07echrdh 137 21 not not RB cord-299501-07echrdh 137 22 certified certify VBN cord-299501-07echrdh 137 23 by by IN cord-299501-07echrdh 137 24 peer peer NN cord-299501-07echrdh 137 25 review review NN cord-299501-07echrdh 137 26 ) ) -RRB- cord-299501-07echrdh 137 27 preprint preprint NN cord-299501-07echrdh 138 1 The the DT cord-299501-07echrdh 138 2 copyright copyright NN cord-299501-07echrdh 138 3 holder holder NN cord-299501-07echrdh 138 4 for for IN cord-299501-07echrdh 138 5 this this DT cord-299501-07echrdh 138 6 this this DT cord-299501-07echrdh 138 7 version version NN cord-299501-07echrdh 138 8 posted post VBD cord-299501-07echrdh 138 9 October October NNP cord-299501-07echrdh 138 10 12 12 CD cord-299501-07echrdh 138 11 , , , cord-299501-07echrdh 138 12 2020 2020 CD cord-299501-07echrdh 138 13 . . . cord-299501-07echrdh 139 1 is be VBZ cord-299501-07echrdh 139 2 the the DT cord-299501-07echrdh 139 3 author author NN cord-299501-07echrdh 139 4 / / SYM cord-299501-07echrdh 139 5 funder funder NN cord-299501-07echrdh 139 6 , , , cord-299501-07echrdh 139 7 who who WP cord-299501-07echrdh 139 8 has have VBZ cord-299501-07echrdh 139 9 granted grant VBN cord-299501-07echrdh 139 10 medRxiv medRxiv NNS cord-299501-07echrdh 139 11 a a DT cord-299501-07echrdh 139 12 license license NN cord-299501-07echrdh 139 13 to to TO cord-299501-07echrdh 139 14 display display VB cord-299501-07echrdh 139 15 the the DT cord-299501-07echrdh 139 16 preprint preprint NN cord-299501-07echrdh 139 17 in in IN cord-299501-07echrdh 139 18 ( ( -LRB- cord-299501-07echrdh 139 19 which which WDT cord-299501-07echrdh 139 20 was be VBD cord-299501-07echrdh 139 21 not not RB cord-299501-07echrdh 139 22 certified certify VBN cord-299501-07echrdh 139 23 by by IN cord-299501-07echrdh 139 24 peer peer NN cord-299501-07echrdh 139 25 review review NN cord-299501-07echrdh 139 26 ) ) -RRB- cord-299501-07echrdh 140 1 preprint preprint NN cord-299501-07echrdh 141 1 The the DT cord-299501-07echrdh 141 2 copyright copyright NN cord-299501-07echrdh 141 3 holder holder NN cord-299501-07echrdh 141 4 for for IN cord-299501-07echrdh 141 5 this this DT cord-299501-07echrdh 141 6 this this DT cord-299501-07echrdh 141 7 version version NN cord-299501-07echrdh 141 8 posted post VBD cord-299501-07echrdh 141 9 October October NNP cord-299501-07echrdh 141 10 12 12 CD cord-299501-07echrdh 141 11 , , , cord-299501-07echrdh 141 12 2020 2020 CD cord-299501-07echrdh 141 13 . . . cord-299501-07echrdh 141 14 . . . cord-299501-07echrdh 142 1 https://doi.org/10.1101/2020.10.08.20209064 https://doi.org/10.1101/2020.10.08.20209064 NNP cord-299501-07echrdh 142 2 doi doi XX cord-299501-07echrdh 142 3 : : : cord-299501-07echrdh 143 1 medRxiv medRxiv NNP cord-299501-07echrdh 143 2 preprint preprint NN cord-299501-07echrdh 143 3 is be VBZ cord-299501-07echrdh 143 4 the the DT cord-299501-07echrdh 143 5 author author NN cord-299501-07echrdh 143 6 / / SYM cord-299501-07echrdh 143 7 funder funder NN cord-299501-07echrdh 143 8 , , , cord-299501-07echrdh 143 9 who who WP cord-299501-07echrdh 143 10 has have VBZ cord-299501-07echrdh 143 11 granted grant VBN cord-299501-07echrdh 143 12 medRxiv medRxiv NNS cord-299501-07echrdh 143 13 a a DT cord-299501-07echrdh 143 14 license license NN cord-299501-07echrdh 143 15 to to TO cord-299501-07echrdh 143 16 display display VB cord-299501-07echrdh 143 17 the the DT cord-299501-07echrdh 143 18 preprint preprint NN cord-299501-07echrdh 143 19 in in IN cord-299501-07echrdh 143 20 ( ( -LRB- cord-299501-07echrdh 143 21 which which WDT cord-299501-07echrdh 143 22 was be VBD cord-299501-07echrdh 143 23 not not RB cord-299501-07echrdh 143 24 certified certify VBN cord-299501-07echrdh 143 25 by by IN cord-299501-07echrdh 143 26 peer peer NN cord-299501-07echrdh 143 27 review review NN cord-299501-07echrdh 143 28 ) ) -RRB- cord-299501-07echrdh 143 29 preprint preprint NN cord-299501-07echrdh 144 1 The the DT cord-299501-07echrdh 144 2 copyright copyright NN cord-299501-07echrdh 144 3 holder holder NN cord-299501-07echrdh 144 4 for for IN cord-299501-07echrdh 144 5 this this DT cord-299501-07echrdh 144 6 this this DT cord-299501-07echrdh 144 7 version version NN cord-299501-07echrdh 144 8 posted post VBD cord-299501-07echrdh 144 9 October October NNP cord-299501-07echrdh 144 10 12 12 CD cord-299501-07echrdh 144 11 , , , cord-299501-07echrdh 144 12 2020 2020 CD cord-299501-07echrdh 144 13 . . . cord-299501-07echrdh 144 14 . . . cord-299501-07echrdh 145 1 https://doi.org/10.1101/2020.10.08.20209064 https://doi.org/10.1101/2020.10.08.20209064 NNP cord-299501-07echrdh 145 2 doi doi XX cord-299501-07echrdh 145 3 : : : cord-299501-07echrdh 146 1 medRxiv medRxiv NNP cord-299501-07echrdh 146 2 preprint preprint NNP cord-299501-07echrdh 147 1 In in IN cord-299501-07echrdh 147 2 the the DT cord-299501-07echrdh 147 3 absence absence NN cord-299501-07echrdh 147 4 of of IN cord-299501-07echrdh 147 5 a a DT cord-299501-07echrdh 147 6 single single JJ cord-299501-07echrdh 147 7 criterium criterium NN cord-299501-07echrdh 147 8 not not RB cord-299501-07echrdh 147 9 contradicting contradict VBG cord-299501-07echrdh 147 10 with with IN cord-299501-07echrdh 147 11 other other JJ cord-299501-07echrdh 147 12 performance performance NN cord-299501-07echrdh 147 13 criteria criterion NNS cord-299501-07echrdh 147 14 , , , cord-299501-07echrdh 147 15 we -PRON- PRP cord-299501-07echrdh 147 16 had have VBD cord-299501-07echrdh 147 17 to to TO cord-299501-07echrdh 147 18 select select VB cord-299501-07echrdh 147 19 the the DT cord-299501-07echrdh 147 20 best good JJS cord-299501-07echrdh 147 21 model model NN cord-299501-07echrdh 147 22 based base VBN cord-299501-07echrdh 147 23 on on IN cord-299501-07echrdh 147 24 plots plot NNS cord-299501-07echrdh 147 25 inspections inspection NNS cord-299501-07echrdh 147 26 . . . cord-299501-07echrdh 148 1 This this DT cord-299501-07echrdh 148 2 approximate approximate JJ cord-299501-07echrdh 148 3 inspection inspection NN cord-299501-07echrdh 148 4 is be VBZ cord-299501-07echrdh 148 5 often often RB cord-299501-07echrdh 148 6 used use VBN cord-299501-07echrdh 148 7 in in IN cord-299501-07echrdh 148 8 sensitivity sensitivity NN cord-299501-07echrdh 148 9 analyses analysis NNS cord-299501-07echrdh 148 10 for for IN cord-299501-07echrdh 148 11 variable variable JJ cord-299501-07echrdh 148 12 selection selection NN cord-299501-07echrdh 148 13 , , , cord-299501-07echrdh 148 14 but but CC cord-299501-07echrdh 148 15 although although IN cord-299501-07echrdh 148 16 we -PRON- PRP cord-299501-07echrdh 148 17 tried try VBD cord-299501-07echrdh 148 18 to to TO cord-299501-07echrdh 148 19 reduce reduce VB cord-299501-07echrdh 148 20 the the DT cord-299501-07echrdh 148 21 bias bias NN cord-299501-07echrdh 148 22 by by IN cord-299501-07echrdh 148 23 anonymizing anonymize VBG cord-299501-07echrdh 148 24 the the DT cord-299501-07echrdh 148 25 plots plot NNS cord-299501-07echrdh 148 26 , , , cord-299501-07echrdh 148 27 we -PRON- PRP cord-299501-07echrdh 148 28 recognized recognize VBD cord-299501-07echrdh 148 29 the the DT cord-299501-07echrdh 148 30 reproducibility reproducibility NN cord-299501-07echrdh 148 31 limit limit NN cord-299501-07echrdh 148 32 and and CC cord-299501-07echrdh 148 33 the the DT cord-299501-07echrdh 148 34 human human JJ cord-299501-07echrdh 148 35 error error NN cord-299501-07echrdh 148 36 susceptibility susceptibility NN cord-299501-07echrdh 148 37 of of IN cord-299501-07echrdh 148 38 this this DT cord-299501-07echrdh 148 39 method method NN cord-299501-07echrdh 148 40 . . . cord-299501-07echrdh 149 1 Another another DT cord-299501-07echrdh 149 2 limitation limitation NN cord-299501-07echrdh 149 3 in in IN cord-299501-07echrdh 149 4 our -PRON- PRP$ cord-299501-07echrdh 149 5 TL TL NNP cord-299501-07echrdh 149 6 estimation estimation NN cord-299501-07echrdh 149 7 is be VBZ cord-299501-07echrdh 149 8 the the DT cord-299501-07echrdh 149 9 lack lack NN cord-299501-07echrdh 149 10 of of IN cord-299501-07echrdh 149 11 confidence confidence NN cord-299501-07echrdh 149 12 intervals interval NNS cord-299501-07echrdh 149 13 . . . cord-299501-07echrdh 150 1 Mobile mobile JJ cord-299501-07echrdh 150 2 phone phone NN cord-299501-07echrdh 150 3 data datum NNS cord-299501-07echrdh 150 4 could could MD cord-299501-07echrdh 150 5 contribute contribute VB cord-299501-07echrdh 150 6 to to IN cord-299501-07echrdh 150 7 predictions prediction NNS cord-299501-07echrdh 150 8 of of IN cord-299501-07echrdh 150 9 the the DT cord-299501-07echrdh 150 10 Rt Rt NNP cord-299501-07echrdh 150 11 of of IN cord-299501-07echrdh 150 12 COVID-19 COVID-19 NNP cord-299501-07echrdh 150 13 and and CC cord-299501-07echrdh 150 14 to to IN cord-299501-07echrdh 150 15 estimations estimation NNS cord-299501-07echrdh 150 16 of of IN cord-299501-07echrdh 150 17 the the DT cord-299501-07echrdh 150 18 TL TL NNP cord-299501-07echrdh 150 19 between between IN cord-299501-07echrdh 150 20 social social JJ cord-299501-07echrdh 150 21 distancing distancing NN cord-299501-07echrdh 150 22 with with IN cord-299501-07echrdh 150 23 movement movement NN cord-299501-07echrdh 150 24 restrictions restriction NNS cord-299501-07echrdh 150 25 and and CC cord-299501-07echrdh 150 26 Rt Rt NNP cord-299501-07echrdh 150 27 , , , cord-299501-07echrdh 150 28 which which WDT cord-299501-07echrdh 150 29 , , , cord-299501-07echrdh 150 30 according accord VBG cord-299501-07echrdh 150 31 to to IN cord-299501-07echrdh 150 32 our -PRON- PRP$ cord-299501-07echrdh 150 33 results result NNS cord-299501-07echrdh 150 34 , , , cord-299501-07echrdh 150 35 greatly greatly RB cord-299501-07echrdh 150 36 vary vary VBP cord-299501-07echrdh 150 37 across across IN cord-299501-07echrdh 150 38 countries country NNS cord-299501-07echrdh 150 39 . . . cord-299501-07echrdh 151 1 In in IN cord-299501-07echrdh 151 2 general general JJ cord-299501-07echrdh 151 3 , , , cord-299501-07echrdh 151 4 social social JJ cord-299501-07echrdh 151 5 distancing distancing NN cord-299501-07echrdh 151 6 and and CC cord-299501-07echrdh 151 7 high high JJ cord-299501-07echrdh 151 8 stringency stringency NN cord-299501-07echrdh 151 9 indices index NNS cord-299501-07echrdh 151 10 are be VBP cord-299501-07echrdh 151 11 associated associate VBN cord-299501-07echrdh 151 12 with with IN cord-299501-07echrdh 151 13 a a DT cord-299501-07echrdh 151 14 reduction reduction NN cord-299501-07echrdh 151 15 in in IN cord-299501-07echrdh 151 16 the the DT cord-299501-07echrdh 151 17 spread spread NN cord-299501-07echrdh 151 18 of of IN cord-299501-07echrdh 151 19 COVID-19 covid-19 NN cord-299501-07echrdh 151 20 . . . cord-299501-07echrdh 152 1 We -PRON- PRP cord-299501-07echrdh 152 2 recommend recommend VBP cord-299501-07echrdh 152 3 authorities authority NNS cord-299501-07echrdh 152 4 to to TO cord-299501-07echrdh 152 5 estimate estimate VB cord-299501-07echrdh 152 6 country country NN cord-299501-07echrdh 152 7 - - HYPH cord-299501-07echrdh 152 8 specific specific JJ cord-299501-07echrdh 152 9 TLs tl NNS cord-299501-07echrdh 152 10 through through IN cord-299501-07echrdh 152 11 a a DT cord-299501-07echrdh 152 12 more more RBR cord-299501-07echrdh 152 13 accurate accurate JJ cord-299501-07echrdh 152 14 method method NN cord-299501-07echrdh 152 15 , , , cord-299501-07echrdh 152 16 such such JJ cord-299501-07echrdh 152 17 as as IN cord-299501-07echrdh 152 18 using use VBG cord-299501-07echrdh 152 19 individualized individualized JJ cord-299501-07echrdh 152 20 tracking tracking NN cord-299501-07echrdh 152 21 data datum NNS cord-299501-07echrdh 152 22 . . . cord-299501-07echrdh 153 1 The the DT cord-299501-07echrdh 153 2 country country NN cord-299501-07echrdh 153 3 - - HYPH cord-299501-07echrdh 153 4 specific specific JJ cord-299501-07echrdh 153 5 TL TL NNP cord-299501-07echrdh 153 6 could could MD cord-299501-07echrdh 153 7 be be VB cord-299501-07echrdh 153 8 particularly particularly RB cord-299501-07echrdh 153 9 practical practical JJ cord-299501-07echrdh 153 10 in in IN cord-299501-07echrdh 153 11 revising revise VBG cord-299501-07echrdh 153 12 the the DT cord-299501-07echrdh 153 13 commonly commonly RB cord-299501-07echrdh 153 14 enforced enforce VBN cord-299501-07echrdh 153 15 14-day 14-day CD cord-299501-07echrdh 153 16 quarantine quarantine NN cord-299501-07echrdh 153 17 period period NN cord-299501-07echrdh 153 18 for for IN cord-299501-07echrdh 153 19 susceptible susceptible JJ cord-299501-07echrdh 153 20 individuals individual NNS cord-299501-07echrdh 153 21 and and CC cord-299501-07echrdh 153 22 travelers traveler NNS cord-299501-07echrdh 153 23 returning return VBG cord-299501-07echrdh 153 24 to to IN cord-299501-07echrdh 153 25 their -PRON- PRP$ cord-299501-07echrdh 153 26 home home NN cord-299501-07echrdh 153 27 country country NN cord-299501-07echrdh 153 28 . . . cord-299501-07echrdh 154 1 is be VBZ cord-299501-07echrdh 154 2 the the DT cord-299501-07echrdh 154 3 author author NN cord-299501-07echrdh 154 4 / / SYM cord-299501-07echrdh 154 5 funder funder NN cord-299501-07echrdh 154 6 , , , cord-299501-07echrdh 154 7 who who WP cord-299501-07echrdh 154 8 has have VBZ cord-299501-07echrdh 154 9 granted grant VBN cord-299501-07echrdh 154 10 medRxiv medRxiv NNS cord-299501-07echrdh 154 11 a a DT cord-299501-07echrdh 154 12 license license NN cord-299501-07echrdh 154 13 to to TO cord-299501-07echrdh 154 14 display display VB cord-299501-07echrdh 154 15 the the DT cord-299501-07echrdh 154 16 preprint preprint NN cord-299501-07echrdh 154 17 in in IN cord-299501-07echrdh 154 18 ( ( -LRB- cord-299501-07echrdh 154 19 which which WDT cord-299501-07echrdh 154 20 was be VBD cord-299501-07echrdh 154 21 not not RB cord-299501-07echrdh 154 22 certified certify VBN cord-299501-07echrdh 154 23 by by IN cord-299501-07echrdh 154 24 peer peer NN cord-299501-07echrdh 154 25 review review NN cord-299501-07echrdh 154 26 ) ) -RRB- cord-299501-07echrdh 154 27 preprint preprint NN cord-299501-07echrdh 155 1 The the DT cord-299501-07echrdh 155 2 copyright copyright NN cord-299501-07echrdh 155 3 holder holder NN cord-299501-07echrdh 155 4 for for IN cord-299501-07echrdh 155 5 this this DT cord-299501-07echrdh 155 6 this this DT cord-299501-07echrdh 155 7 version version NN cord-299501-07echrdh 155 8 posted post VBD cord-299501-07echrdh 155 9 October October NNP cord-299501-07echrdh 155 10 12 12 CD cord-299501-07echrdh 155 11 , , , cord-299501-07echrdh 155 12 2020 2020 CD cord-299501-07echrdh 155 13 . . . cord-299501-07echrdh 155 14 . . . cord-299501-07echrdh 156 1 https://doi.org/10.1101/2020.10.08.20209064 https://doi.org/10.1101/2020.10.08.20209064 NNP cord-299501-07echrdh 156 2 doi doi XX cord-299501-07echrdh 156 3 : : : cord-299501-07echrdh 157 1 medRxiv medRxiv NNP cord-299501-07echrdh 157 2 preprint preprint NNP cord-299501-07echrdh 157 3 An an DT cord-299501-07echrdh 157 4 interactive interactive JJ cord-299501-07echrdh 157 5 web web NN cord-299501-07echrdh 157 6 - - HYPH cord-299501-07echrdh 157 7 based base VBN cord-299501-07echrdh 157 8 dashboard dashboard NN cord-299501-07echrdh 157 9 to to TO cord-299501-07echrdh 157 10 track track VB cord-299501-07echrdh 157 11 COVID-19 COVID-19 NNP cord-299501-07echrdh 157 12 in in IN cord-299501-07echrdh 157 13 real real JJ cord-299501-07echrdh 157 14 time time NN cord-299501-07echrdh 157 15 Evaluation evaluation NN cord-299501-07echrdh 157 16 of of IN cord-299501-07echrdh 157 17 the the DT cord-299501-07echrdh 157 18 effect effect NN cord-299501-07echrdh 157 19 of of IN cord-299501-07echrdh 157 20 the the DT cord-299501-07echrdh 157 21 state state NN cord-299501-07echrdh 157 22 of of IN cord-299501-07echrdh 157 23 emergency emergency NN cord-299501-07echrdh 157 24 for for IN cord-299501-07echrdh 157 25 the the DT cord-299501-07echrdh 157 26 first first JJ cord-299501-07echrdh 157 27 wave wave NN cord-299501-07echrdh 157 28 of of IN cord-299501-07echrdh 157 29 COVID-19 COVID-19 NNP cord-299501-07echrdh 157 30 in in IN cord-299501-07echrdh 157 31 Japan Japan NNP cord-299501-07echrdh 158 1 On on IN cord-299501-07echrdh 158 2 the the DT cord-299501-07echrdh 158 3 definition definition NN cord-299501-07echrdh 158 4 and and CC cord-299501-07echrdh 158 5 the the DT cord-299501-07echrdh 158 6 computation computation NN cord-299501-07echrdh 158 7 of of IN cord-299501-07echrdh 158 8 the the DT cord-299501-07echrdh 158 9 basic basic JJ cord-299501-07echrdh 158 10 reproduction reproduction NN cord-299501-07echrdh 158 11 ratio ratio NN cord-299501-07echrdh 158 12 R0 R0 NNP cord-299501-07echrdh 158 13 in in IN cord-299501-07echrdh 158 14 models model NNS cord-299501-07echrdh 158 15 for for IN cord-299501-07echrdh 158 16 infectious infectious JJ cord-299501-07echrdh 158 17 diseases disease NNS cord-299501-07echrdh 158 18 in in IN cord-299501-07echrdh 158 19 heterogeneous heterogeneous JJ cord-299501-07echrdh 158 20 populations population NNS cord-299501-07echrdh 159 1 The the DT cord-299501-07echrdh 159 2 Efficacy Efficacy NNP cord-299501-07echrdh 159 3 of of IN cord-299501-07echrdh 159 4 Lockdown Lockdown NNP cord-299501-07echrdh 159 5 Against against IN cord-299501-07echrdh 159 6 COVID-19 COVID-19 NNP cord-299501-07echrdh 159 7 : : : cord-299501-07echrdh 159 8 A a DT cord-299501-07echrdh 159 9 Cross Cross NNP cord-299501-07echrdh 159 10 - - NNP cord-299501-07echrdh 159 11 Country Country NNP cord-299501-07echrdh 159 12 Panel Panel NNP cord-299501-07echrdh 159 13 Analysis Analysis NNP cord-299501-07echrdh 159 14 . . . cord-299501-07echrdh 160 1 Appl Appl NNP cord-299501-07echrdh 160 2 Health Health NNP cord-299501-07echrdh 160 3 Econ Econ NNP cord-299501-07echrdh 160 4 Health Health NNP cord-299501-07echrdh 160 5 Policy Policy NNP cord-299501-07echrdh 160 6 ACAPS ACAPS NNP cord-299501-07echrdh 160 7 . . . cord-299501-07echrdh 161 1 # # $ cord-299501-07echrdh 162 1 COVID19 covid19 IN cord-299501-07echrdh 162 2 Government government NN cord-299501-07echrdh 162 3 Measures measure NNS cord-299501-07echrdh 163 1 Dataset Dataset NNP cord-299501-07echrdh 163 2 Oxford Oxford NNP cord-299501-07echrdh 163 3 COVID-19 COVID-19 NNP cord-299501-07echrdh 163 4 Government Government NNP cord-299501-07echrdh 163 5 Response Response NNP cord-299501-07echrdh 163 6 Tracker Tracker NNP cord-299501-07echrdh 163 7 Lockdown Lockdown NNP cord-299501-07echrdh 163 8 for for IN cord-299501-07echrdh 163 9 COVID-19 COVID-19 NNP cord-299501-07echrdh 163 10 and and CC cord-299501-07echrdh 163 11 its -PRON- PRP$ cord-299501-07echrdh 163 12 impact impact NN cord-299501-07echrdh 163 13 on on IN cord-299501-07echrdh 163 14 community community NN cord-299501-07echrdh 163 15 mobility mobility NN cord-299501-07echrdh 163 16 in in IN cord-299501-07echrdh 163 17 India India NNP cord-299501-07echrdh 163 18 : : : cord-299501-07echrdh 163 19 An an DT cord-299501-07echrdh 163 20 analysis analysis NN cord-299501-07echrdh 163 21 of of IN cord-299501-07echrdh 163 22 the the DT cord-299501-07echrdh 163 23 COVID-19 COVID-19 NNP cord-299501-07echrdh 163 24 The the DT cord-299501-07echrdh 163 25 reproduction reproduction NN cord-299501-07echrdh 163 26 number number NN cord-299501-07echrdh 163 27 of of IN cord-299501-07echrdh 163 28 COVID-19 COVID-19 NNP cord-299501-07echrdh 163 29 and and CC cord-299501-07echrdh 163 30 its -PRON- PRP$ cord-299501-07echrdh 163 31 correlation correlation NN cord-299501-07echrdh 163 32 with with IN cord-299501-07echrdh 163 33 public public JJ cord-299501-07echrdh 163 34 health health NN cord-299501-07echrdh 163 35 interventions intervention NNS cord-299501-07echrdh 163 36 COVID-19 COVID-19 NNP cord-299501-07echrdh 163 37 Open Open NNP cord-299501-07echrdh 163 38 - - HYPH cord-299501-07echrdh 163 39 Data Data NNP cord-299501-07echrdh 163 40 : : : cord-299501-07echrdh 163 41 curating curate VBG cord-299501-07echrdh 163 42 a a DT cord-299501-07echrdh 163 43 fine fine JJ cord-299501-07echrdh 163 44 - - HYPH cord-299501-07echrdh 163 45 grained grained JJ cord-299501-07echrdh 163 46 , , , cord-299501-07echrdh 163 47 global global JJ cord-299501-07echrdh 163 48 - - HYPH cord-299501-07echrdh 163 49 scale scale NN cord-299501-07echrdh 163 50 data datum NNS cord-299501-07echrdh 163 51 repository repository NN cord-299501-07echrdh 163 52 for for IN cord-299501-07echrdh 163 53 SARS SARS NNP cord-299501-07echrdh 163 54 - - HYPH cord-299501-07echrdh 163 55 CoV-2 CoV-2 NNP cord-299501-07echrdh 164 1 On on IN cord-299501-07echrdh 164 2 the the DT cord-299501-07echrdh 164 3 responsible responsible JJ cord-299501-07echrdh 164 4 use use NN cord-299501-07echrdh 164 5 of of IN cord-299501-07echrdh 164 6 digital digital JJ cord-299501-07echrdh 164 7 data datum NNS cord-299501-07echrdh 164 8 to to TO cord-299501-07echrdh 164 9 tackle tackle VB cord-299501-07echrdh 164 10 the the DT cord-299501-07echrdh 164 11 COVID-19 covid-19 CD cord-299501-07echrdh 164 12 pandemic pandemic NN cord-299501-07echrdh 164 13 A a DT cord-299501-07echrdh 164 14 New New NNP cord-299501-07echrdh 164 15 Framework Framework NNP cord-299501-07echrdh 164 16 and and CC cord-299501-07echrdh 164 17 Software Software NNP cord-299501-07echrdh 164 18 to to TO cord-299501-07echrdh 164 19 Estimate Estimate NNP cord-299501-07echrdh 164 20 Time Time NNP cord-299501-07echrdh 164 21 - - HYPH cord-299501-07echrdh 164 22 Varying vary VBG cord-299501-07echrdh 164 23 Reproduction reproduction NN cord-299501-07echrdh 164 24 Numbers number NNS cord-299501-07echrdh 164 25 During during IN cord-299501-07echrdh 164 26 Epidemics Epidemics NNP cord-299501-07echrdh 164 27 Preparation Preparation NNP cord-299501-07echrdh 164 28 for for IN cord-299501-07echrdh 164 29 Possible possible JJ cord-299501-07echrdh 164 30 Sustained Sustained NNP cord-299501-07echrdh 164 31 Transmission Transmission NNP cord-299501-07echrdh 164 32 of of IN cord-299501-07echrdh 164 33 2019 2019 CD cord-299501-07echrdh 165 1 Novel Novel NNP cord-299501-07echrdh 165 2 Coronavirus Coronavirus NNP cord-299501-07echrdh 165 3 : : : cord-299501-07echrdh 166 1 Lessons lesson NNS cord-299501-07echrdh 166 2 From from IN cord-299501-07echrdh 166 3 Previous previous JJ cord-299501-07echrdh 166 4 Epidemics epidemic NNS cord-299501-07echrdh 166 5 Serial serial JJ cord-299501-07echrdh 166 6 interval interval NN cord-299501-07echrdh 166 7 of of IN cord-299501-07echrdh 166 8 novel novel JJ cord-299501-07echrdh 166 9 coronavirus coronavirus NN cord-299501-07echrdh 166 10 ( ( -LRB- cord-299501-07echrdh 166 11 COVID-19 COVID-19 NNP cord-299501-07echrdh 166 12 ) ) -RRB- cord-299501-07echrdh 166 13 infections infection NNS cord-299501-07echrdh 167 1 The the DT cord-299501-07echrdh 167 2 effect effect NN cord-299501-07echrdh 167 3 of of IN cord-299501-07echrdh 167 4 social social JJ cord-299501-07echrdh 167 5 distance distance NN cord-299501-07echrdh 167 6 measures measure NNS cord-299501-07echrdh 167 7 on on IN cord-299501-07echrdh 167 8 COVID-19 COVID-19 NNP cord-299501-07echrdh 167 9 epidemics epidemic NNS cord-299501-07echrdh 167 10 in in IN cord-299501-07echrdh 167 11 Europe Europe NNP cord-299501-07echrdh 167 12 : : : cord-299501-07echrdh 167 13 an an DT cord-299501-07echrdh 167 14 interrupted interrupted JJ cord-299501-07echrdh 167 15 time time NN cord-299501-07echrdh 167 16 series series NN cord-299501-07echrdh 167 17 analysis analysis NN cord-299501-07echrdh 167 18 . . . cord-299501-07echrdh 168 1 GeroScience GeroScience NNP cord-299501-07echrdh 168 2 R r NN cord-299501-07echrdh 168 3 : : : cord-299501-07echrdh 169 1 A a DT cord-299501-07echrdh 169 2 Language Language NNP cord-299501-07echrdh 169 3 and and CC cord-299501-07echrdh 169 4 Environment Environment NNP cord-299501-07echrdh 169 5 for for IN cord-299501-07echrdh 169 6 Statistical Statistical NNP cord-299501-07echrdh 169 7 Computing Computing NNP cord-299501-07echrdh 169 8 Austria Austria NNP cord-299501-07echrdh 169 9 : : : cord-299501-07echrdh 169 10 R R NNP cord-299501-07echrdh 169 11 Foundation Foundation NNP cord-299501-07echrdh 169 12 for for IN cord-299501-07echrdh 169 13 Statistical Statistical NNP cord-299501-07echrdh 169 14 Computing Computing NNP cord-299501-07echrdh 169 15 Clinical Clinical NNP cord-299501-07echrdh 169 16 Characteristics Characteristics NNPS cord-299501-07echrdh 169 17 of of IN cord-299501-07echrdh 169 18 Coronavirus Coronavirus NNP cord-299501-07echrdh 169 19 Disease Disease NNP cord-299501-07echrdh 169 20 2019 2019 CD cord-299501-07echrdh 169 21 in in IN cord-299501-07echrdh 169 22 China China NNP cord-299501-07echrdh 170 1 Some some DT cord-299501-07echrdh 170 2 methods method NNS cord-299501-07echrdh 170 3 for for IN cord-299501-07echrdh 170 4 testing test VBG cord-299501-07echrdh 170 5 the the DT cord-299501-07echrdh 170 6 homogeneity homogeneity NN cord-299501-07echrdh 170 7 of of IN cord-299501-07echrdh 170 8 rainfall rainfall NN cord-299501-07echrdh 170 9 records record NNS cord-299501-07echrdh 170 10 Forecasting forecasting NN cord-299501-07echrdh 170 11 at at IN cord-299501-07echrdh 170 12 scale scale NN cord-299501-07echrdh 170 13 Modern Modern NNP cord-299501-07echrdh 170 14 Applied Applied NNP cord-299501-07echrdh 170 15 Statistics Statistics NNPS cord-299501-07echrdh 170 16 with with IN cord-299501-07echrdh 170 17 S S NNP cord-299501-07echrdh 170 18 Statistics Statistics NNPS cord-299501-07echrdh 170 19 and and CC cord-299501-07echrdh 170 20 Computing Computing NNP cord-299501-07echrdh 170 21 , , , cord-299501-07echrdh 170 22 Statistics Statistics NNPS cord-299501-07echrdh 170 23 , , , cord-299501-07echrdh 170 24 Computing Computing NNP cord-299501-07echrdh 170 25 Venables Venables NNP cord-299501-07echrdh 170 26 , , , cord-299501-07echrdh 170 27 W.N.:Statistics w.n.:statistic NNS cord-299501-07echrdh 170 28 w. w. NNP cord-299501-07echrdh 171 1 S S NNP cord-299501-07echrdh 171 2 - - HYPH cord-299501-07echrdh 171 3 PLUS PLUS NNP cord-299501-07echrdh 171 4 ) ) -RRB- cord-299501-07echrdh 171 5 . . . cord-299501-07echrdh 172 1 Available available JJ cord-299501-07echrdh 172 2 from from IN cord-299501-07echrdh 172 3 Linear Linear NNP cord-299501-07echrdh 172 4 Mixed Mixed NNP cord-299501-07echrdh 172 5 - - HYPH cord-299501-07echrdh 172 6 Effects effect NNS cord-299501-07echrdh 172 7 Models model NNS cord-299501-07echrdh 172 8 using use VBG cord-299501-07echrdh 172 9 " " `` cord-299501-07echrdh 172 10 Eigen Eigen NNP cord-299501-07echrdh 172 11 " " '' cord-299501-07echrdh 172 12 and and CC cord-299501-07echrdh 172 13 S4 S4 NNP cord-299501-07echrdh 172 14 Analysis Analysis NNP cord-299501-07echrdh 172 15 of of IN cord-299501-07echrdh 172 16 Factorial Factorial NNP cord-299501-07echrdh 172 17 Experiments Experiments NNP cord-299501-07echrdh 172 18 insight insight NN cord-299501-07echrdh 172 19 : : : cord-299501-07echrdh 172 20 Easy Easy NNP cord-299501-07echrdh 172 21 Access Access NNP cord-299501-07echrdh 172 22 to to IN cord-299501-07echrdh 172 23 Model Model NNP cord-299501-07echrdh 172 24 Information Information NNP cord-299501-07echrdh 172 25 for for IN cord-299501-07echrdh 172 26 Various Various NNP cord-299501-07echrdh 172 27 Model Model NNP cord-299501-07echrdh 172 28 Objects object NNS cord-299501-07echrdh 172 29 Evaluating evaluate VBG cord-299501-07echrdh 172 30 Effect effect NN cord-299501-07echrdh 172 31 Size size NN cord-299501-07echrdh 172 32 in in IN cord-299501-07echrdh 172 33 Psychological Psychological NNP cord-299501-07echrdh 172 34 Research Research NNP cord-299501-07echrdh 172 35 : : : cord-299501-07echrdh 173 1 Sense sense NN cord-299501-07echrdh 173 2 and and CC cord-299501-07echrdh 173 3 Nonsense nonsense NN cord-299501-07echrdh 174 1 How how WRB cord-299501-07echrdh 174 2 mobility mobility NN cord-299501-07echrdh 174 3 habits habit NNS cord-299501-07echrdh 174 4 influenced influence VBD cord-299501-07echrdh 174 5 the the DT cord-299501-07echrdh 174 6 spread spread NN cord-299501-07echrdh 174 7 of of IN cord-299501-07echrdh 174 8 the the DT cord-299501-07echrdh 174 9 COVID-19 covid-19 JJ cord-299501-07echrdh 174 10 pandemic pandemic NN cord-299501-07echrdh 174 11 : : : cord-299501-07echrdh 174 12 Results result NNS cord-299501-07echrdh 174 13 from from IN cord-299501-07echrdh 174 14 the the DT cord-299501-07echrdh 174 15 Italian italian JJ cord-299501-07echrdh 174 16 case case NN cord-299501-07echrdh 174 17 study study NN cord-299501-07echrdh 174 18 Non non NN cord-299501-07echrdh 174 19 - - NN cord-299501-07echrdh 174 20 compliance compliance NN cord-299501-07echrdh 174 21 with with IN cord-299501-07echrdh 174 22 COVID-19-related covid-19-related JJ cord-299501-07echrdh 174 23 public public JJ cord-299501-07echrdh 174 24 health health NN cord-299501-07echrdh 174 25 measures measure NNS cord-299501-07echrdh 174 26 among among IN cord-299501-07echrdh 174 27 young young JJ cord-299501-07echrdh 174 28 adults adult NNS cord-299501-07echrdh 174 29 in in IN cord-299501-07echrdh 174 30 Switzerland Switzerland NNP cord-299501-07echrdh 174 31 : : : cord-299501-07echrdh 175 1 Insights insight NNS cord-299501-07echrdh 175 2 from from IN cord-299501-07echrdh 175 3 a a DT cord-299501-07echrdh 175 4 longitudinal longitudinal JJ cord-299501-07echrdh 175 5 cohort cohort NN cord-299501-07echrdh 175 6 study study NN cord-299501-07echrdh 175 7 The the DT cord-299501-07echrdh 175 8 trouble trouble NN cord-299501-07echrdh 175 9 with with IN cord-299501-07echrdh 175 10 trust trust NN cord-299501-07echrdh 175 11 : : : cord-299501-07echrdh 175 12 Time Time NNP cord-299501-07echrdh 175 13 - - HYPH cord-299501-07echrdh 175 14 series series NN cord-299501-07echrdh 175 15 analysis analysis NN cord-299501-07echrdh 175 16 of of IN cord-299501-07echrdh 175 17 social social JJ cord-299501-07echrdh 175 18 capital capital NN cord-299501-07echrdh 175 19 , , , cord-299501-07echrdh 175 20 income income NN cord-299501-07echrdh 175 21 inequality inequality NN cord-299501-07echrdh 175 22 , , , cord-299501-07echrdh 175 23 and and CC cord-299501-07echrdh 175 24 COVID-19 covid-19 JJ cord-299501-07echrdh 175 25 deaths death NNS cord-299501-07echrdh 175 26 in in IN cord-299501-07echrdh 175 27 84 84 CD cord-299501-07echrdh 175 28 countries country NNS cord-299501-07echrdh 175 29 Many many JJ cord-299501-07echrdh 175 30 thanks thank NNS cord-299501-07echrdh 175 31 to to IN cord-299501-07echrdh 175 32 Redouane Redouane NNP cord-299501-07echrdh 175 33 Benazzouz Benazzouz NNP cord-299501-07echrdh 175 34 for for IN cord-299501-07echrdh 175 35 his -PRON- PRP$ cord-299501-07echrdh 175 36 comments comment NNS cord-299501-07echrdh 175 37 and and CC cord-299501-07echrdh 175 38 support support NN cord-299501-07echrdh 175 39 , , , cord-299501-07echrdh 175 40 and and CC cord-299501-07echrdh 175 41 to to IN cord-299501-07echrdh 175 42 Kerstin Kerstin NNP cord-299501-07echrdh 175 43 Gackle Gackle NNP cord-299501-07echrdh 175 44 and and CC cord-299501-07echrdh 175 45 Caroline Caroline NNP cord-299501-07echrdh 175 46 Allen Allen NNP cord-299501-07echrdh 175 47 for for IN cord-299501-07echrdh 175 48 their -PRON- PRP$ cord-299501-07echrdh 175 49 advice advice NN cord-299501-07echrdh 175 50 on on IN cord-299501-07echrdh 175 51 academic academic JJ cord-299501-07echrdh 175 52 writing writing NN cord-299501-07echrdh 175 53 . . . cord-299501-07echrdh 176 1 The the DT cord-299501-07echrdh 176 2 authors author NNS cord-299501-07echrdh 176 3 declare declare VBP cord-299501-07echrdh 176 4 no no DT cord-299501-07echrdh 176 5 conflict conflict NN cord-299501-07echrdh 176 6 of of IN cord-299501-07echrdh 176 7 interest interest NN cord-299501-07echrdh 176 8 to to TO cord-299501-07echrdh 176 9 disclose disclose VB cord-299501-07echrdh 176 10 . . .