id sid tid token lemma pos cord-299363-y7o8ovf9 1 1 key key JJ cord-299363-y7o8ovf9 1 2 : : : cord-299363-y7o8ovf9 1 3 cord-299363-y7o8ovf9 cord-299363-y7o8ovf9 JJ cord-299363-y7o8ovf9 1 4 authors author NNS cord-299363-y7o8ovf9 1 5 : : : cord-299363-y7o8ovf9 1 6 Guliyev Guliyev NNP cord-299363-y7o8ovf9 1 7 , , , cord-299363-y7o8ovf9 1 8 Hasraddin Hasraddin NNP cord-299363-y7o8ovf9 1 9 title title NN cord-299363-y7o8ovf9 1 10 : : : cord-299363-y7o8ovf9 1 11 Determining determine VBG cord-299363-y7o8ovf9 1 12 the the DT cord-299363-y7o8ovf9 1 13 spatial spatial JJ cord-299363-y7o8ovf9 1 14 effects effect NNS cord-299363-y7o8ovf9 1 15 of of IN cord-299363-y7o8ovf9 1 16 COVID-19 covid-19 NN cord-299363-y7o8ovf9 1 17 using use VBG cord-299363-y7o8ovf9 1 18 the the DT cord-299363-y7o8ovf9 1 19 spatial spatial JJ cord-299363-y7o8ovf9 1 20 panel panel NN cord-299363-y7o8ovf9 1 21 data data NN cord-299363-y7o8ovf9 1 22 model model NN cord-299363-y7o8ovf9 1 23 date date NN cord-299363-y7o8ovf9 1 24 : : : cord-299363-y7o8ovf9 1 25 2020 2020 CD cord-299363-y7o8ovf9 1 26 - - HYPH cord-299363-y7o8ovf9 1 27 04 04 CD cord-299363-y7o8ovf9 1 28 - - HYPH cord-299363-y7o8ovf9 1 29 07 07 CD cord-299363-y7o8ovf9 1 30 journal journal NN cord-299363-y7o8ovf9 1 31 : : : cord-299363-y7o8ovf9 2 1 Spat spat NN cord-299363-y7o8ovf9 3 1 Stat stat NN cord-299363-y7o8ovf9 3 2 DOI DOI NNP cord-299363-y7o8ovf9 3 3 : : : cord-299363-y7o8ovf9 3 4 10.1016 10.1016 CD cord-299363-y7o8ovf9 3 5 / / SYM cord-299363-y7o8ovf9 3 6 j.spasta.2020.100443 j.spasta.2020.100443 NNP cord-299363-y7o8ovf9 3 7 sha sha NNP cord-299363-y7o8ovf9 3 8 : : : cord-299363-y7o8ovf9 3 9 ae9111e1c7bfc384004b6be1c0248b71c3af064e ae9111e1c7bfc384004b6be1c0248b71c3af064e NNP cord-299363-y7o8ovf9 3 10 doc_id doc_id CD cord-299363-y7o8ovf9 3 11 : : : cord-299363-y7o8ovf9 3 12 299363 299363 CD cord-299363-y7o8ovf9 3 13 cord_uid cord_uid NNS cord-299363-y7o8ovf9 3 14 : : : cord-299363-y7o8ovf9 4 1 y7o8ovf9 y7o8ovf9 NNP cord-299363-y7o8ovf9 5 1 This this DT cord-299363-y7o8ovf9 5 2 study study NN cord-299363-y7o8ovf9 5 3 investigates investigate VBZ cord-299363-y7o8ovf9 5 4 the the DT cord-299363-y7o8ovf9 5 5 propagation propagation NN cord-299363-y7o8ovf9 5 6 power power NN cord-299363-y7o8ovf9 5 7 and and CC cord-299363-y7o8ovf9 5 8 effects effect NNS cord-299363-y7o8ovf9 5 9 of of IN cord-299363-y7o8ovf9 5 10 the the DT cord-299363-y7o8ovf9 5 11 coronavirus coronavirus NN cord-299363-y7o8ovf9 5 12 disease disease NN cord-299363-y7o8ovf9 5 13 2019 2019 CD cord-299363-y7o8ovf9 5 14 ( ( -LRB- cord-299363-y7o8ovf9 5 15 COVID-19 COVID-19 NNP cord-299363-y7o8ovf9 5 16 ) ) -RRB- cord-299363-y7o8ovf9 5 17 in in IN cord-299363-y7o8ovf9 5 18 light light NN cord-299363-y7o8ovf9 5 19 of of IN cord-299363-y7o8ovf9 5 20 published publish VBN cord-299363-y7o8ovf9 5 21 data datum NNS cord-299363-y7o8ovf9 5 22 . . . cord-299363-y7o8ovf9 6 1 We -PRON- PRP cord-299363-y7o8ovf9 6 2 examine examine VBP cord-299363-y7o8ovf9 6 3 the the DT cord-299363-y7o8ovf9 6 4 factors factor NNS cord-299363-y7o8ovf9 6 5 affecting affect VBG cord-299363-y7o8ovf9 6 6 COVID-19 covid-19 VBP cord-299363-y7o8ovf9 6 7 together together RB cord-299363-y7o8ovf9 6 8 with with IN cord-299363-y7o8ovf9 6 9 the the DT cord-299363-y7o8ovf9 6 10 spatial spatial JJ cord-299363-y7o8ovf9 6 11 effects effect NNS cord-299363-y7o8ovf9 6 12 , , , cord-299363-y7o8ovf9 6 13 and and CC cord-299363-y7o8ovf9 6 14 use use VB cord-299363-y7o8ovf9 6 15 spatial spatial JJ cord-299363-y7o8ovf9 6 16 panel panel NN cord-299363-y7o8ovf9 6 17 data datum NNS cord-299363-y7o8ovf9 6 18 models model NNS cord-299363-y7o8ovf9 6 19 to to TO cord-299363-y7o8ovf9 6 20 determine determine VB cord-299363-y7o8ovf9 6 21 the the DT cord-299363-y7o8ovf9 6 22 relationship relationship NN cord-299363-y7o8ovf9 6 23 among among IN cord-299363-y7o8ovf9 6 24 the the DT cord-299363-y7o8ovf9 6 25 variables variable NNS cord-299363-y7o8ovf9 6 26 including include VBG cord-299363-y7o8ovf9 6 27 their -PRON- PRP$ cord-299363-y7o8ovf9 6 28 spatial spatial JJ cord-299363-y7o8ovf9 6 29 effects effect NNS cord-299363-y7o8ovf9 6 30 . . . cord-299363-y7o8ovf9 7 1 Using use VBG cord-299363-y7o8ovf9 7 2 spatial spatial JJ cord-299363-y7o8ovf9 7 3 panel panel NN cord-299363-y7o8ovf9 7 4 models model NNS cord-299363-y7o8ovf9 7 5 , , , cord-299363-y7o8ovf9 7 6 we -PRON- PRP cord-299363-y7o8ovf9 7 7 analyse analyse VBP cord-299363-y7o8ovf9 7 8 the the DT cord-299363-y7o8ovf9 7 9 relationship relationship NN cord-299363-y7o8ovf9 7 10 between between IN cord-299363-y7o8ovf9 7 11 confirmed confirmed JJ cord-299363-y7o8ovf9 7 12 cases case NNS cord-299363-y7o8ovf9 7 13 of of IN cord-299363-y7o8ovf9 7 14 COVID-19 covid-19 CD cord-299363-y7o8ovf9 7 15 , , , cord-299363-y7o8ovf9 7 16 deaths death NNS cord-299363-y7o8ovf9 7 17 thereof thereof RB cord-299363-y7o8ovf9 7 18 , , , cord-299363-y7o8ovf9 7 19 and and CC cord-299363-y7o8ovf9 7 20 recovered recover VBD cord-299363-y7o8ovf9 7 21 cases case NNS cord-299363-y7o8ovf9 7 22 due due JJ cord-299363-y7o8ovf9 7 23 to to IN cord-299363-y7o8ovf9 7 24 treatment treatment NN cord-299363-y7o8ovf9 7 25 . . . cord-299363-y7o8ovf9 8 1 We -PRON- PRP cord-299363-y7o8ovf9 8 2 accordingly accordingly RB cord-299363-y7o8ovf9 8 3 determine determine VBP cord-299363-y7o8ovf9 8 4 and and CC cord-299363-y7o8ovf9 8 5 include include VBP cord-299363-y7o8ovf9 8 6 the the DT cord-299363-y7o8ovf9 8 7 spatial spatial JJ cord-299363-y7o8ovf9 8 8 effects effect NNS cord-299363-y7o8ovf9 8 9 in in IN cord-299363-y7o8ovf9 8 10 this this DT cord-299363-y7o8ovf9 8 11 examination examination NN cord-299363-y7o8ovf9 8 12 after after IN cord-299363-y7o8ovf9 8 13 establishing establish VBG cord-299363-y7o8ovf9 8 14 the the DT cord-299363-y7o8ovf9 8 15 appropriate appropriate JJ cord-299363-y7o8ovf9 8 16 model model NN cord-299363-y7o8ovf9 8 17 for for IN cord-299363-y7o8ovf9 8 18 COVID-19 COVID-19 NNP cord-299363-y7o8ovf9 8 19 . . . cord-299363-y7o8ovf9 9 1 The the DT cord-299363-y7o8ovf9 9 2 most most RBS cord-299363-y7o8ovf9 9 3 efficient efficient JJ cord-299363-y7o8ovf9 9 4 and and CC cord-299363-y7o8ovf9 9 5 consistent consistent JJ cord-299363-y7o8ovf9 9 6 model model NN cord-299363-y7o8ovf9 9 7 is be VBZ cord-299363-y7o8ovf9 9 8 interpreted interpret VBN cord-299363-y7o8ovf9 9 9 with with IN cord-299363-y7o8ovf9 9 10 direct direct JJ cord-299363-y7o8ovf9 9 11 and and CC cord-299363-y7o8ovf9 9 12 indirect indirect JJ cord-299363-y7o8ovf9 9 13 spatial spatial JJ cord-299363-y7o8ovf9 9 14 effects effect NNS cord-299363-y7o8ovf9 9 15 . . . cord-299363-y7o8ovf9 10 1 Efforts effort NNS cord-299363-y7o8ovf9 10 2 directed direct VBN cord-299363-y7o8ovf9 10 3 toward toward IN cord-299363-y7o8ovf9 10 4 interpreting interpret VBG cord-299363-y7o8ovf9 10 5 the the DT cord-299363-y7o8ovf9 10 6 pathophysiology pathophysiology NN cord-299363-y7o8ovf9 10 7 of of IN cord-299363-y7o8ovf9 10 8 COVID-19 COVID-19 NNP cord-299363-y7o8ovf9 10 9 have have VBP cord-299363-y7o8ovf9 10 10 led lead VBN cord-299363-y7o8ovf9 10 11 to to IN cord-299363-y7o8ovf9 10 12 the the DT cord-299363-y7o8ovf9 10 13 EU EU NNP cord-299363-y7o8ovf9 10 14 mobilising mobilise VBG cord-299363-y7o8ovf9 10 15 € € $ cord-299363-y7o8ovf9 10 16 10,000,000 10,000,000 CD cord-299363-y7o8ovf9 10 17 into into IN cord-299363-y7o8ovf9 10 18 research research NN cord-299363-y7o8ovf9 10 19 that that WDT cord-299363-y7o8ovf9 10 20 would would MD cord-299363-y7o8ovf9 10 21 " " `` cord-299363-y7o8ovf9 10 22 contribute contribute VB cord-299363-y7o8ovf9 10 23 to to IN cord-299363-y7o8ovf9 10 24 more more RBR cord-299363-y7o8ovf9 10 25 efficient efficient JJ cord-299363-y7o8ovf9 10 26 clinical clinical JJ cord-299363-y7o8ovf9 10 27 management management NN cord-299363-y7o8ovf9 10 28 of of IN cord-299363-y7o8ovf9 10 29 patients patient NNS cord-299363-y7o8ovf9 10 30 infected infect VBN cord-299363-y7o8ovf9 10 31 with with IN cord-299363-y7o8ovf9 10 32 the the DT cord-299363-y7o8ovf9 10 33 virus virus NN cord-299363-y7o8ovf9 10 34 , , , cord-299363-y7o8ovf9 10 35 as as RB cord-299363-y7o8ovf9 10 36 well well RB cord-299363-y7o8ovf9 10 37 as as IN cord-299363-y7o8ovf9 10 38 public public JJ cord-299363-y7o8ovf9 10 39 health health NN cord-299363-y7o8ovf9 10 40 preparedness preparedness NN cord-299363-y7o8ovf9 10 41 and and CC cord-299363-y7o8ovf9 10 42 response response NN cord-299363-y7o8ovf9 10 43 " " '' cord-299363-y7o8ovf9 10 44 ( ( -LRB- cord-299363-y7o8ovf9 10 45 " " `` cord-299363-y7o8ovf9 10 46 Coronavirus Coronavirus NNP cord-299363-y7o8ovf9 10 47 : : : cord-299363-y7o8ovf9 11 1 EU EU NNP cord-299363-y7o8ovf9 11 2 mobilises mobilises NNP cord-299363-y7o8ovf9 11 3 € € $ cord-299363-y7o8ovf9 11 4 10 10 CD cord-299363-y7o8ovf9 11 5 million million CD cord-299363-y7o8ovf9 11 6 for for IN cord-299363-y7o8ovf9 11 7 research research NN cord-299363-y7o8ovf9 11 8 , , , cord-299363-y7o8ovf9 11 9 " " '' cord-299363-y7o8ovf9 11 10 2020 2020 CD cord-299363-y7o8ovf9 11 11 , , , cord-299363-y7o8ovf9 11 12 January January NNP cord-299363-y7o8ovf9 11 13 31 31 CD cord-299363-y7o8ovf9 11 14 ) ) -RRB- cord-299363-y7o8ovf9 11 15 . . . cord-299363-y7o8ovf9 12 1 Further further RB cord-299363-y7o8ovf9 12 2 , , , cord-299363-y7o8ovf9 12 3 US US NNP cord-299363-y7o8ovf9 12 4 - - HYPH cord-299363-y7o8ovf9 12 5 based base VBN cord-299363-y7o8ovf9 12 6 corporations corporation NNS cord-299363-y7o8ovf9 12 7 such such JJ cord-299363-y7o8ovf9 12 8 as as IN cord-299363-y7o8ovf9 12 9 Co Co NNP cord-299363-y7o8ovf9 12 10 - - HYPH cord-299363-y7o8ovf9 12 11 Diagnostics Diagnostics NNPS cord-299363-y7o8ovf9 12 12 and and CC cord-299363-y7o8ovf9 12 13 the the DT cord-299363-y7o8ovf9 12 14 Novacyt Novacyt NNP cord-299363-y7o8ovf9 12 15 's 's POS cord-299363-y7o8ovf9 12 16 molecular molecular JJ cord-299363-y7o8ovf9 12 17 diagnostics diagnostic NNS cord-299363-y7o8ovf9 12 18 division division NN cord-299363-y7o8ovf9 12 19 Primerdesign Primerdesign NNP cord-299363-y7o8ovf9 12 20 have have VBP cord-299363-y7o8ovf9 12 21 been be VBN cord-299363-y7o8ovf9 12 22 developing develop VBG cord-299363-y7o8ovf9 12 23 COVID-19 covid-19 JJ cord-299363-y7o8ovf9 12 24 testing testing NN cord-299363-y7o8ovf9 12 25 kits kit NNS cord-299363-y7o8ovf9 12 26 for for IN cord-299363-y7o8ovf9 12 27 use use NN cord-299363-y7o8ovf9 12 28 in in IN cord-299363-y7o8ovf9 12 29 the the DT cord-299363-y7o8ovf9 12 30 research research NN cord-299363-y7o8ovf9 12 31 setting setting NN cord-299363-y7o8ovf9 12 32 ( ( -LRB- cord-299363-y7o8ovf9 12 33 " " `` cord-299363-y7o8ovf9 12 34 Primerdesign Primerdesign NNP cord-299363-y7o8ovf9 12 35 launches launch VBZ cord-299363-y7o8ovf9 12 36 molecular molecular JJ cord-299363-y7o8ovf9 12 37 test test NN cord-299363-y7o8ovf9 12 38 for for IN cord-299363-y7o8ovf9 12 39 new new JJ cord-299363-y7o8ovf9 12 40 coronavirus coronavirus NN cord-299363-y7o8ovf9 12 41 , , , cord-299363-y7o8ovf9 12 42 " " '' cord-299363-y7o8ovf9 12 43 2020 2020 CD cord-299363-y7o8ovf9 12 44 , , , cord-299363-y7o8ovf9 12 45 January January NNP cord-299363-y7o8ovf9 12 46 31 31 CD cord-299363-y7o8ovf9 12 47 ) ) -RRB- cord-299363-y7o8ovf9 12 48 . . . cord-299363-y7o8ovf9 13 1 The the DT cord-299363-y7o8ovf9 13 2 UK UK NNP cord-299363-y7o8ovf9 13 3 government government NN cord-299363-y7o8ovf9 13 4 has have VBZ cord-299363-y7o8ovf9 13 5 also also RB cord-299363-y7o8ovf9 13 6 sanctioned sanction VBN cord-299363-y7o8ovf9 13 7 £ £ $ cord-299363-y7o8ovf9 13 8 20,000,000 20,000,000 CD cord-299363-y7o8ovf9 13 9 to to TO cord-299363-y7o8ovf9 13 10 support support VB cord-299363-y7o8ovf9 13 11 the the DT cord-299363-y7o8ovf9 13 12 development development NN cord-299363-y7o8ovf9 13 13 of of IN cord-299363-y7o8ovf9 13 14 a a DT cord-299363-y7o8ovf9 13 15 COVID-19 covid-19 JJ cord-299363-y7o8ovf9 13 16 vaccine vaccine NN cord-299363-y7o8ovf9 13 17 ( ( -LRB- cord-299363-y7o8ovf9 13 18 " " `` cord-299363-y7o8ovf9 13 19 Coronavirus Coronavirus NNP cord-299363-y7o8ovf9 13 20 : : : cord-299363-y7o8ovf9 13 21 UK UK NNP cord-299363-y7o8ovf9 13 22 donates donate VBZ cord-299363-y7o8ovf9 13 23 £ £ $ cord-299363-y7o8ovf9 13 24 20 20 CD cord-299363-y7o8ovf9 13 25 m m NN cord-299363-y7o8ovf9 13 26 to to TO cord-299363-y7o8ovf9 13 27 speed speed VB cord-299363-y7o8ovf9 13 28 up up RP cord-299363-y7o8ovf9 13 29 vaccine vaccine NN cord-299363-y7o8ovf9 13 30 , , , cord-299363-y7o8ovf9 13 31 " " '' cord-299363-y7o8ovf9 13 32 2020 2020 CD cord-299363-y7o8ovf9 13 33 , , , cord-299363-y7o8ovf9 13 34 February February NNP cord-299363-y7o8ovf9 13 35 3 3 CD cord-299363-y7o8ovf9 13 36 ) ) -RRB- cord-299363-y7o8ovf9 13 37 . . . cord-299363-y7o8ovf9 14 1 Given give VBN cord-299363-y7o8ovf9 14 2 the the DT cord-299363-y7o8ovf9 14 3 nature nature NN cord-299363-y7o8ovf9 14 4 of of IN cord-299363-y7o8ovf9 14 5 the the DT cord-299363-y7o8ovf9 14 6 pandemic pandemic NN cord-299363-y7o8ovf9 14 7 , , , cord-299363-y7o8ovf9 14 8 COVID-19 COVID-19 NNP cord-299363-y7o8ovf9 14 9 has have VBZ cord-299363-y7o8ovf9 14 10 been be VBN cord-299363-y7o8ovf9 14 11 a a DT cord-299363-y7o8ovf9 14 12 subject subject NN cord-299363-y7o8ovf9 14 13 of of IN cord-299363-y7o8ovf9 14 14 intense intense JJ cord-299363-y7o8ovf9 14 15 discussion discussion NN cord-299363-y7o8ovf9 14 16 since since IN cord-299363-y7o8ovf9 14 17 the the DT cord-299363-y7o8ovf9 14 18 beginning beginning NN cord-299363-y7o8ovf9 14 19 of of IN cord-299363-y7o8ovf9 14 20 2020 2020 CD cord-299363-y7o8ovf9 14 21 . . . cord-299363-y7o8ovf9 15 1 As as IN cord-299363-y7o8ovf9 15 2 the the DT cord-299363-y7o8ovf9 15 3 pandemic pandemic NN cord-299363-y7o8ovf9 15 4 spreads spread VBZ cord-299363-y7o8ovf9 15 5 exponentially exponentially RB cord-299363-y7o8ovf9 15 6 , , , cord-299363-y7o8ovf9 15 7 healthcare healthcare NN cord-299363-y7o8ovf9 15 8 enterprises enterprise NNS cord-299363-y7o8ovf9 15 9 and and CC cord-299363-y7o8ovf9 15 10 non non JJ cord-299363-y7o8ovf9 15 11 - - JJ cord-299363-y7o8ovf9 15 12 profit profit JJ cord-299363-y7o8ovf9 15 13 organizations organization NNS cord-299363-y7o8ovf9 15 14 have have VBP cord-299363-y7o8ovf9 15 15 already already RB cord-299363-y7o8ovf9 15 16 begun begin VBN cord-299363-y7o8ovf9 15 17 work work NN cord-299363-y7o8ovf9 15 18 to to TO cord-299363-y7o8ovf9 15 19 counter counter VB cord-299363-y7o8ovf9 15 20 it -PRON- PRP cord-299363-y7o8ovf9 15 21 . . . cord-299363-y7o8ovf9 16 1 In in IN cord-299363-y7o8ovf9 16 2 this this DT cord-299363-y7o8ovf9 16 3 study study NN cord-299363-y7o8ovf9 16 4 , , , cord-299363-y7o8ovf9 16 5 we -PRON- PRP cord-299363-y7o8ovf9 16 6 investigate investigate VBP cord-299363-y7o8ovf9 16 7 the the DT cord-299363-y7o8ovf9 16 8 propagation propagation NN cord-299363-y7o8ovf9 16 9 power power NN cord-299363-y7o8ovf9 16 10 and and CC cord-299363-y7o8ovf9 16 11 effects effect NNS cord-299363-y7o8ovf9 16 12 of of IN cord-299363-y7o8ovf9 16 13 COVID-19 COVID-19 NNP cord-299363-y7o8ovf9 16 14 in in IN cord-299363-y7o8ovf9 16 15 light light NN cord-299363-y7o8ovf9 16 16 of of IN cord-299363-y7o8ovf9 16 17 published publish VBN cord-299363-y7o8ovf9 16 18 data datum NNS cord-299363-y7o8ovf9 16 19 . . . cord-299363-y7o8ovf9 17 1 Thus thus RB cord-299363-y7o8ovf9 17 2 , , , cord-299363-y7o8ovf9 17 3 the the DT cord-299363-y7o8ovf9 17 4 factors factor NNS cord-299363-y7o8ovf9 17 5 affecting affect VBG cord-299363-y7o8ovf9 17 6 COVID-19 COVID-19 NNP cord-299363-y7o8ovf9 17 7 are be VBP cord-299363-y7o8ovf9 17 8 examined examine VBN cord-299363-y7o8ovf9 17 9 together together RB cord-299363-y7o8ovf9 17 10 with with IN cord-299363-y7o8ovf9 17 11 spatial spatial JJ cord-299363-y7o8ovf9 17 12 effects effect NNS cord-299363-y7o8ovf9 17 13 , , , cord-299363-y7o8ovf9 17 14 and and CC cord-299363-y7o8ovf9 17 15 spatial spatial JJ cord-299363-y7o8ovf9 17 16 panel panel NN cord-299363-y7o8ovf9 17 17 data datum NNS cord-299363-y7o8ovf9 17 18 models model NNS cord-299363-y7o8ovf9 17 19 are be VBP cord-299363-y7o8ovf9 17 20 used use VBN cord-299363-y7o8ovf9 17 21 to to TO cord-299363-y7o8ovf9 17 22 determine determine VB cord-299363-y7o8ovf9 17 23 the the DT cord-299363-y7o8ovf9 17 24 relationship relationship NN cord-299363-y7o8ovf9 17 25 among among IN cord-299363-y7o8ovf9 17 26 the the DT cord-299363-y7o8ovf9 17 27 variables variable NNS cord-299363-y7o8ovf9 17 28 ( ( -LRB- cord-299363-y7o8ovf9 17 29 factors factor NNS cord-299363-y7o8ovf9 17 30 ) ) -RRB- cord-299363-y7o8ovf9 17 31 with with IN cord-299363-y7o8ovf9 17 32 spatial spatial JJ cord-299363-y7o8ovf9 17 33 effects effect NNS cord-299363-y7o8ovf9 17 34 . . . cord-299363-y7o8ovf9 18 1 Using use VBG cord-299363-y7o8ovf9 18 2 spatial spatial JJ cord-299363-y7o8ovf9 18 3 panel panel NN cord-299363-y7o8ovf9 18 4 models model NNS cord-299363-y7o8ovf9 18 5 , , , cord-299363-y7o8ovf9 18 6 we -PRON- PRP cord-299363-y7o8ovf9 18 7 analyse analyse VBP cord-299363-y7o8ovf9 18 8 the the DT cord-299363-y7o8ovf9 18 9 relationship relationship NN cord-299363-y7o8ovf9 18 10 between between IN cord-299363-y7o8ovf9 18 11 the the DT cord-299363-y7o8ovf9 18 12 rate rate NN cord-299363-y7o8ovf9 18 13 of of IN cord-299363-y7o8ovf9 18 14 confirmed confirm VBN cord-299363-y7o8ovf9 18 15 cases case NNS cord-299363-y7o8ovf9 18 16 ( ( -LRB- cord-299363-y7o8ovf9 18 17 R r NN cord-299363-y7o8ovf9 18 18 c c NN cord-299363-y7o8ovf9 18 19 ) ) -RRB- cord-299363-y7o8ovf9 18 20 of of IN cord-299363-y7o8ovf9 18 21 COVID-19 COVID-19 NNP cord-299363-y7o8ovf9 18 22 , , , cord-299363-y7o8ovf9 18 23 the the DT cord-299363-y7o8ovf9 18 24 rate rate NN cord-299363-y7o8ovf9 18 25 of of IN cord-299363-y7o8ovf9 18 26 deaths death NNS cord-299363-y7o8ovf9 18 27 ( ( -LRB- cord-299363-y7o8ovf9 18 28 R r NN cord-299363-y7o8ovf9 18 29 d d NN cord-299363-y7o8ovf9 18 30 ) ) -RRB- cord-299363-y7o8ovf9 18 31 , , , cord-299363-y7o8ovf9 18 32 the the DT cord-299363-y7o8ovf9 18 33 rate rate NN cord-299363-y7o8ovf9 18 34 of of IN cord-299363-y7o8ovf9 18 35 recovered recover VBN cord-299363-y7o8ovf9 18 36 cases case NNS cord-299363-y7o8ovf9 18 37 ( ( -LRB- cord-299363-y7o8ovf9 18 38 R r NN cord-299363-y7o8ovf9 18 39 r r NN cord-299363-y7o8ovf9 18 40 ) ) -RRB- cord-299363-y7o8ovf9 18 41 due due IN cord-299363-y7o8ovf9 18 42 to to IN cord-299363-y7o8ovf9 18 43 treatment treatment NN cord-299363-y7o8ovf9 18 44 , , , cord-299363-y7o8ovf9 18 45 with with IN cord-299363-y7o8ovf9 18 46 spatial spatial JJ cord-299363-y7o8ovf9 18 47 and and CC cord-299363-y7o8ovf9 18 48 temporal temporal JJ cord-299363-y7o8ovf9 18 49 effects effect NNS cord-299363-y7o8ovf9 18 50 . . . cord-299363-y7o8ovf9 19 1 We -PRON- PRP cord-299363-y7o8ovf9 19 2 first first RB cord-299363-y7o8ovf9 19 3 estimate estimate VBP cord-299363-y7o8ovf9 19 4 a a DT cord-299363-y7o8ovf9 19 5 standard standard JJ cord-299363-y7o8ovf9 19 6 linear linear JJ cord-299363-y7o8ovf9 19 7 panel panel NN cord-299363-y7o8ovf9 19 8 data data NN cord-299363-y7o8ovf9 19 9 model model NN cord-299363-y7o8ovf9 19 10 devoid devoid JJ cord-299363-y7o8ovf9 19 11 of of IN cord-299363-y7o8ovf9 19 12 spatial spatial JJ cord-299363-y7o8ovf9 19 13 effects effect NNS cord-299363-y7o8ovf9 19 14 . . . cord-299363-y7o8ovf9 20 1 This this DT cord-299363-y7o8ovf9 20 2 model model NN cord-299363-y7o8ovf9 20 3 can can MD cord-299363-y7o8ovf9 20 4 be be VB cord-299363-y7o8ovf9 20 5 used use VBN cord-299363-y7o8ovf9 20 6 as as IN cord-299363-y7o8ovf9 20 7 a a DT cord-299363-y7o8ovf9 20 8 reference reference NN cord-299363-y7o8ovf9 20 9 for for IN cord-299363-y7o8ovf9 20 10 the the DT cord-299363-y7o8ovf9 20 11 estimation estimation NN cord-299363-y7o8ovf9 20 12 results result NNS cord-299363-y7o8ovf9 20 13 of of IN cord-299363-y7o8ovf9 20 14 spatial spatial JJ cord-299363-y7o8ovf9 20 15 panel panel NN cord-299363-y7o8ovf9 20 16 data datum NNS cord-299363-y7o8ovf9 20 17 models model NNS cord-299363-y7o8ovf9 20 18 as as RB cord-299363-y7o8ovf9 20 19 well well RB cord-299363-y7o8ovf9 20 20 as as IN cord-299363-y7o8ovf9 20 21 to to TO cord-299363-y7o8ovf9 20 22 check check VB cord-299363-y7o8ovf9 20 23 the the DT cord-299363-y7o8ovf9 20 24 robustness robustness NN cord-299363-y7o8ovf9 20 25 of of IN cord-299363-y7o8ovf9 20 26 these these DT cord-299363-y7o8ovf9 20 27 estimation estimation NN cord-299363-y7o8ovf9 20 28 results result NNS cord-299363-y7o8ovf9 20 29 ( ( -LRB- cord-299363-y7o8ovf9 20 30 Yang Yang NNP cord-299363-y7o8ovf9 20 31 , , , cord-299363-y7o8ovf9 20 32 Chen Chen NNP cord-299363-y7o8ovf9 20 33 , , , cord-299363-y7o8ovf9 20 34 Cao Cao NNP cord-299363-y7o8ovf9 20 35 , , , cord-299363-y7o8ovf9 20 36 Li Li NNP cord-299363-y7o8ovf9 20 37 , , , cord-299363-y7o8ovf9 20 38 & & CC cord-299363-y7o8ovf9 20 39 Li Li NNP cord-299363-y7o8ovf9 20 40 , , , cord-299363-y7o8ovf9 20 41 2017 2017 CD cord-299363-y7o8ovf9 20 42 ) ) -RRB- cord-299363-y7o8ovf9 20 43 . . . cord-299363-y7o8ovf9 21 1 The the DT cord-299363-y7o8ovf9 21 2 formulation formulation NN cord-299363-y7o8ovf9 21 3 of of IN cord-299363-y7o8ovf9 21 4 a a DT cord-299363-y7o8ovf9 21 5 standard standard JJ cord-299363-y7o8ovf9 21 6 linear linear JJ cord-299363-y7o8ovf9 21 7 regression regression NN cord-299363-y7o8ovf9 21 8 model model NN cord-299363-y7o8ovf9 21 9 ( ( -LRB- cord-299363-y7o8ovf9 21 10 SLM SLM NNP cord-299363-y7o8ovf9 21 11 ) ) -RRB- cord-299363-y7o8ovf9 21 12 is be VBZ cord-299363-y7o8ovf9 21 13 as as IN cord-299363-y7o8ovf9 21 14 follows follow VBZ cord-299363-y7o8ovf9 21 15 ( ( -LRB- cord-299363-y7o8ovf9 21 16 Lan Lan NNP cord-299363-y7o8ovf9 21 17 , , , cord-299363-y7o8ovf9 21 18 2012 2012 CD cord-299363-y7o8ovf9 21 19 ; ; : cord-299363-y7o8ovf9 22 1 Tatoglu tatoglu NN cord-299363-y7o8ovf9 22 2 , , , cord-299363-y7o8ovf9 22 3 2012 2012 CD cord-299363-y7o8ovf9 22 4 ) ) -RRB- cord-299363-y7o8ovf9 22 5 : : : cord-299363-y7o8ovf9 23 1 where where WRB cord-299363-y7o8ovf9 23 2 is be VBZ cord-299363-y7o8ovf9 23 3 the the DT cord-299363-y7o8ovf9 23 4 explained explain VBN cord-299363-y7o8ovf9 23 5 variable variable NN cord-299363-y7o8ovf9 23 6 , , , cord-299363-y7o8ovf9 23 7 denotes denote VBZ cord-299363-y7o8ovf9 23 8 the the DT cord-299363-y7o8ovf9 23 9 individuals individual NNS cord-299363-y7o8ovf9 23 10 , , , cord-299363-y7o8ovf9 23 11 and and CC cord-299363-y7o8ovf9 23 12 constitutes constitute VBZ cord-299363-y7o8ovf9 23 13 the the DT cord-299363-y7o8ovf9 23 14 regions region NNS cord-299363-y7o8ovf9 23 15 ( ( -LRB- cord-299363-y7o8ovf9 23 16 = = SYM cord-299363-y7o8ovf9 23 17 31 31 CD cord-299363-y7o8ovf9 23 18 ) ) -RRB- cord-299363-y7o8ovf9 23 19 . . . cord-299363-y7o8ovf9 24 1 is be VBZ cord-299363-y7o8ovf9 24 2 the the DT cord-299363-y7o8ovf9 24 3 dimension dimension NN cord-299363-y7o8ovf9 24 4 of of IN cord-299363-y7o8ovf9 24 5 the the DT cord-299363-y7o8ovf9 24 6 time time NN cord-299363-y7o8ovf9 24 7 series series NN cord-299363-y7o8ovf9 24 8 , , , cord-299363-y7o8ovf9 24 9 that that RB cord-299363-y7o8ovf9 24 10 is is RB cord-299363-y7o8ovf9 24 11 , , , cord-299363-y7o8ovf9 24 12 from from IN cord-299363-y7o8ovf9 24 13 22 22 CD cord-299363-y7o8ovf9 24 14 January January NNP cord-299363-y7o8ovf9 24 15 2020 2020 CD cord-299363-y7o8ovf9 24 16 to to IN cord-299363-y7o8ovf9 24 17 10 10 CD cord-299363-y7o8ovf9 24 18 March March NNP cord-299363-y7o8ovf9 24 19 2020 2020 CD cord-299363-y7o8ovf9 24 20 . . . cord-299363-y7o8ovf9 25 1 ′ ′ CD cord-299363-y7o8ovf9 25 2 is be VBZ cord-299363-y7o8ovf9 25 3 the the DT cord-299363-y7o8ovf9 25 4 1 1 CD cord-299363-y7o8ovf9 25 5 × × NN cord-299363-y7o8ovf9 25 6 vector vector NN cord-299363-y7o8ovf9 25 7 of of IN cord-299363-y7o8ovf9 25 8 observations observation NNS cord-299363-y7o8ovf9 25 9 of of IN cord-299363-y7o8ovf9 25 10 the the DT cord-299363-y7o8ovf9 25 11 explanatory explanatory JJ cord-299363-y7o8ovf9 25 12 variables variable NNS cord-299363-y7o8ovf9 25 13 and and CC cord-299363-y7o8ovf9 25 14 is be VBZ cord-299363-y7o8ovf9 25 15 the the DT cord-299363-y7o8ovf9 25 16 × × NN cord-299363-y7o8ovf9 25 17 1 1 CD cord-299363-y7o8ovf9 25 18 vector vector NN cord-299363-y7o8ovf9 25 19 of of IN cord-299363-y7o8ovf9 25 20 undetermined undetermined JJ cord-299363-y7o8ovf9 25 21 coefficients coefficient NNS cord-299363-y7o8ovf9 25 22 . . . cord-299363-y7o8ovf9 26 1 is be VBZ cord-299363-y7o8ovf9 26 2 an an DT cord-299363-y7o8ovf9 26 3 individual individual JJ cord-299363-y7o8ovf9 26 4 effect effect NN cord-299363-y7o8ovf9 26 5 that that WDT cord-299363-y7o8ovf9 26 6 can can MD cord-299363-y7o8ovf9 26 7 not not RB cord-299363-y7o8ovf9 26 8 be be VB cord-299363-y7o8ovf9 26 9 directly directly RB cord-299363-y7o8ovf9 26 10 observed observe VBN cord-299363-y7o8ovf9 26 11 and and CC cord-299363-y7o8ovf9 26 12 quantified quantify VBN cord-299363-y7o8ovf9 26 13 and and CC cord-299363-y7o8ovf9 26 14 is be VBZ cord-299363-y7o8ovf9 26 15 a a DT cord-299363-y7o8ovf9 26 16 disturbance disturbance NN cord-299363-y7o8ovf9 26 17 term term NN cord-299363-y7o8ovf9 26 18 that that WDT cord-299363-y7o8ovf9 26 19 varies vary VBZ cord-299363-y7o8ovf9 26 20 with with IN cord-299363-y7o8ovf9 26 21 the the DT cord-299363-y7o8ovf9 26 22 individual individual NN cord-299363-y7o8ovf9 26 23 and and CC cord-299363-y7o8ovf9 26 24 time time NN cord-299363-y7o8ovf9 26 25 . . . cord-299363-y7o8ovf9 27 1 If if IN cord-299363-y7o8ovf9 27 2 is be VBZ cord-299363-y7o8ovf9 27 3 related relate VBN cord-299363-y7o8ovf9 27 4 to to IN cord-299363-y7o8ovf9 27 5 , , , cord-299363-y7o8ovf9 27 6 the the DT cord-299363-y7o8ovf9 27 7 panel panel NN cord-299363-y7o8ovf9 27 8 data data NN cord-299363-y7o8ovf9 27 9 model model NN cord-299363-y7o8ovf9 27 10 is be VBZ cord-299363-y7o8ovf9 27 11 a a DT cord-299363-y7o8ovf9 27 12 fixed fix VBN cord-299363-y7o8ovf9 27 13 effects effect NNS cord-299363-y7o8ovf9 27 14 model model NN cord-299363-y7o8ovf9 27 15 ; ; : cord-299363-y7o8ovf9 27 16 otherwise otherwise RB cord-299363-y7o8ovf9 27 17 , , , cord-299363-y7o8ovf9 27 18 it -PRON- PRP cord-299363-y7o8ovf9 27 19 is be VBZ cord-299363-y7o8ovf9 27 20 a a DT cord-299363-y7o8ovf9 27 21 random random JJ cord-299363-y7o8ovf9 27 22 effects effect NNS cord-299363-y7o8ovf9 27 23 model model NN cord-299363-y7o8ovf9 27 24 ( ( -LRB- cord-299363-y7o8ovf9 27 25 Fotheringham Fotheringham NNP cord-299363-y7o8ovf9 27 26 & & CC cord-299363-y7o8ovf9 27 27 Rogerson Rogerson NNP cord-299363-y7o8ovf9 27 28 , , , cord-299363-y7o8ovf9 27 29 2008 2008 CD cord-299363-y7o8ovf9 27 30 ) ) -RRB- cord-299363-y7o8ovf9 27 31 . . . cord-299363-y7o8ovf9 28 1 Spatial spatial JJ cord-299363-y7o8ovf9 28 2 panel panel NN cord-299363-y7o8ovf9 28 3 data datum NNS cord-299363-y7o8ovf9 28 4 models model NNS cord-299363-y7o8ovf9 28 5 include include VBP cord-299363-y7o8ovf9 28 6 the the DT cord-299363-y7o8ovf9 28 7 spatial spatial JJ cord-299363-y7o8ovf9 28 8 autoregression autoregression NN cord-299363-y7o8ovf9 28 9 model model NN cord-299363-y7o8ovf9 28 10 ( ( -LRB- cord-299363-y7o8ovf9 28 11 SAR SAR NNP cord-299363-y7o8ovf9 28 12 ) ) -RRB- cord-299363-y7o8ovf9 28 13 , , , cord-299363-y7o8ovf9 28 14 spatial spatial JJ cord-299363-y7o8ovf9 28 15 error error NN cord-299363-y7o8ovf9 28 16 model model NN cord-299363-y7o8ovf9 28 17 ( ( -LRB- cord-299363-y7o8ovf9 28 18 SEM SEM NNP cord-299363-y7o8ovf9 28 19 ) ) -RRB- cord-299363-y7o8ovf9 28 20 , , , cord-299363-y7o8ovf9 28 21 spatial spatial JJ cord-299363-y7o8ovf9 28 22 autocorrelation autocorrelation NN cord-299363-y7o8ovf9 28 23 model model NN cord-299363-y7o8ovf9 28 24 ( ( -LRB- cord-299363-y7o8ovf9 28 25 SAC SAC NNP cord-299363-y7o8ovf9 28 26 ) ) -RRB- cord-299363-y7o8ovf9 28 27 , , , cord-299363-y7o8ovf9 28 28 and and CC cord-299363-y7o8ovf9 28 29 spatial spatial JJ cord-299363-y7o8ovf9 28 30 Durbin Durbin NNP cord-299363-y7o8ovf9 28 31 model model NN cord-299363-y7o8ovf9 28 32 ( ( -LRB- cord-299363-y7o8ovf9 28 33 SDM SDM NNP cord-299363-y7o8ovf9 28 34 ) ) -RRB- cord-299363-y7o8ovf9 28 35 . . . cord-299363-y7o8ovf9 29 1 These these DT cord-299363-y7o8ovf9 29 2 models model NNS cord-299363-y7o8ovf9 29 3 consider consider VBP cord-299363-y7o8ovf9 29 4 the the DT cord-299363-y7o8ovf9 29 5 spatial spatial JJ cord-299363-y7o8ovf9 29 6 effects effect NNS cord-299363-y7o8ovf9 29 7 based base VBN cord-299363-y7o8ovf9 29 8 on on IN cord-299363-y7o8ovf9 29 9 the the DT cord-299363-y7o8ovf9 29 10 SLM SLM NNP cord-299363-y7o8ovf9 29 11 and and CC cord-299363-y7o8ovf9 29 12 they -PRON- PRP cord-299363-y7o8ovf9 29 13 are be VBP cord-299363-y7o8ovf9 29 14 estimated estimate VBN cord-299363-y7o8ovf9 29 15 using use VBG cord-299363-y7o8ovf9 29 16 the the DT cord-299363-y7o8ovf9 29 17 maximum maximum JJ cord-299363-y7o8ovf9 29 18 likelihood likelihood NN cord-299363-y7o8ovf9 29 19 principle principle NN cord-299363-y7o8ovf9 29 20 . . . cord-299363-y7o8ovf9 30 1 Among among IN cord-299363-y7o8ovf9 30 2 them -PRON- PRP cord-299363-y7o8ovf9 30 3 , , , cord-299363-y7o8ovf9 30 4 the the DT cord-299363-y7o8ovf9 30 5 SAR SAR NNP cord-299363-y7o8ovf9 30 6 model model NN cord-299363-y7o8ovf9 30 7 considers consider VBZ cord-299363-y7o8ovf9 30 8 the the DT cord-299363-y7o8ovf9 30 9 spatial spatial JJ cord-299363-y7o8ovf9 30 10 spillover spillover NN cord-299363-y7o8ovf9 30 11 effect effect NN cord-299363-y7o8ovf9 30 12 of of IN cord-299363-y7o8ovf9 30 13 the the DT cord-299363-y7o8ovf9 30 14 dependent dependent JJ cord-299363-y7o8ovf9 30 15 variable variable NN cord-299363-y7o8ovf9 30 16 . . . cord-299363-y7o8ovf9 31 1 Hence hence RB cord-299363-y7o8ovf9 31 2 , , , cord-299363-y7o8ovf9 31 3 its -PRON- PRP$ cord-299363-y7o8ovf9 31 4 formula formula NN cord-299363-y7o8ovf9 31 5 includes include VBZ cord-299363-y7o8ovf9 31 6 the the DT cord-299363-y7o8ovf9 31 7 spatial spatial JJ cord-299363-y7o8ovf9 31 8 lag lag NN cord-299363-y7o8ovf9 31 9 term term NN cord-299363-y7o8ovf9 31 10 of of IN cord-299363-y7o8ovf9 31 11 the the DT cord-299363-y7o8ovf9 31 12 dependent dependent JJ cord-299363-y7o8ovf9 31 13 variable variable NN cord-299363-y7o8ovf9 31 14 , , , cord-299363-y7o8ovf9 31 15 which which WDT cord-299363-y7o8ovf9 31 16 can can MD cord-299363-y7o8ovf9 31 17 be be VB cord-299363-y7o8ovf9 31 18 expressed express VBN cord-299363-y7o8ovf9 31 19 as as IN cord-299363-y7o8ovf9 31 20 follows follow VBZ cord-299363-y7o8ovf9 31 21 : : : cord-299363-y7o8ovf9 31 22 where where WRB cord-299363-y7o8ovf9 31 23 is be VBZ cord-299363-y7o8ovf9 31 24 the the DT cord-299363-y7o8ovf9 31 25 spatial spatial JJ cord-299363-y7o8ovf9 31 26 lag lag NN cord-299363-y7o8ovf9 31 27 of of IN cord-299363-y7o8ovf9 31 28 the the DT cord-299363-y7o8ovf9 31 29 dependent dependent JJ cord-299363-y7o8ovf9 31 30 variable variable NN cord-299363-y7o8ovf9 31 31 and and CC cord-299363-y7o8ovf9 31 32 = = NFP cord-299363-y7o8ovf9 32 1 ∑ ∑ NNP cord-299363-y7o8ovf9 32 2 = = SYM cord-299363-y7o8ovf9 32 3 1 1 CD cord-299363-y7o8ovf9 32 4 is be VBZ cord-299363-y7o8ovf9 32 5 the the DT cord-299363-y7o8ovf9 32 6 contiguity contiguity NN cord-299363-y7o8ovf9 32 7 based base VBN cord-299363-y7o8ovf9 32 8 on on IN cord-299363-y7o8ovf9 32 9 the the DT cord-299363-y7o8ovf9 32 10 weighted weighted JJ cord-299363-y7o8ovf9 32 11 Rook Rook NNP cord-299363-y7o8ovf9 32 12 matrix matrix NN cord-299363-y7o8ovf9 32 13 . . . cord-299363-y7o8ovf9 33 1 is be VBZ cord-299363-y7o8ovf9 33 2 the the DT cord-299363-y7o8ovf9 33 3 spatial spatial JJ cord-299363-y7o8ovf9 33 4 autoregression autoregression NN cord-299363-y7o8ovf9 33 5 coefficient coefficient NN cord-299363-y7o8ovf9 33 6 . . . cord-299363-y7o8ovf9 34 1 If if IN cord-299363-y7o8ovf9 34 2 has have VBZ cord-299363-y7o8ovf9 34 3 statistical statistical JJ cord-299363-y7o8ovf9 34 4 significance significance NN cord-299363-y7o8ovf9 34 5 , , , cord-299363-y7o8ovf9 34 6 it -PRON- PRP cord-299363-y7o8ovf9 34 7 demonstrates demonstrate VBZ cord-299363-y7o8ovf9 34 8 the the DT cord-299363-y7o8ovf9 34 9 existence existence NN cord-299363-y7o8ovf9 34 10 of of IN cord-299363-y7o8ovf9 34 11 a a DT cord-299363-y7o8ovf9 34 12 significant significant JJ cord-299363-y7o8ovf9 34 13 J J NNP cord-299363-y7o8ovf9 34 14 o o NN cord-299363-y7o8ovf9 34 15 u u NN cord-299363-y7o8ovf9 34 16 r r NN cord-299363-y7o8ovf9 34 17 n n NN cord-299363-y7o8ovf9 34 18 a a DT cord-299363-y7o8ovf9 34 19 l l NN cord-299363-y7o8ovf9 34 20 P p NN cord-299363-y7o8ovf9 34 21 r r NN cord-299363-y7o8ovf9 34 22 e e NN cord-299363-y7o8ovf9 34 23 -p -p NN cord-299363-y7o8ovf9 35 1 r r NNP cord-299363-y7o8ovf9 35 2 o o NN cord-299363-y7o8ovf9 35 3 o o NN cord-299363-y7o8ovf9 35 4 f f NN cord-299363-y7o8ovf9 35 5 spatial spatial JJ cord-299363-y7o8ovf9 35 6 dependence dependence NN cord-299363-y7o8ovf9 35 7 among among IN cord-299363-y7o8ovf9 35 8 the the DT cord-299363-y7o8ovf9 35 9 dependent dependent JJ cord-299363-y7o8ovf9 35 10 variables variable NNS cord-299363-y7o8ovf9 35 11 . . . cord-299363-y7o8ovf9 36 1 That that RB cord-299363-y7o8ovf9 36 2 is is RB cord-299363-y7o8ovf9 36 3 , , , cord-299363-y7o8ovf9 36 4 a a DT cord-299363-y7o8ovf9 36 5 confirmed confirm VBN cord-299363-y7o8ovf9 36 6 case case NN cord-299363-y7o8ovf9 36 7 in in IN cord-299363-y7o8ovf9 36 8 a a DT cord-299363-y7o8ovf9 36 9 region region NN cord-299363-y7o8ovf9 36 10 depends depend VBZ cord-299363-y7o8ovf9 36 11 on on IN cord-299363-y7o8ovf9 36 12 the the DT cord-299363-y7o8ovf9 36 13 contiguous contiguous JJ cord-299363-y7o8ovf9 36 14 regions region NNS cord-299363-y7o8ovf9 36 15 . . . cord-299363-y7o8ovf9 37 1 The the DT cord-299363-y7o8ovf9 37 2 value value NN cord-299363-y7o8ovf9 37 3 of of IN cord-299363-y7o8ovf9 37 4 reflects reflect VBZ cord-299363-y7o8ovf9 37 5 the the DT cord-299363-y7o8ovf9 37 6 degree degree NN cord-299363-y7o8ovf9 37 7 of of IN cord-299363-y7o8ovf9 37 8 the the DT cord-299363-y7o8ovf9 37 9 spatial spatial JJ cord-299363-y7o8ovf9 37 10 dependence dependence NN cord-299363-y7o8ovf9 37 11 ( ( -LRB- cord-299363-y7o8ovf9 37 12 Gelfand Gelfand NNP cord-299363-y7o8ovf9 37 13 , , , cord-299363-y7o8ovf9 37 14 Diggle Diggle NNP cord-299363-y7o8ovf9 37 15 , , , cord-299363-y7o8ovf9 37 16 Guttorp Guttorp NNP cord-299363-y7o8ovf9 37 17 , , , cord-299363-y7o8ovf9 37 18 & & CC cord-299363-y7o8ovf9 37 19 Fuentes Fuentes NNPS cord-299363-y7o8ovf9 37 20 , , , cord-299363-y7o8ovf9 37 21 2010 2010 CD cord-299363-y7o8ovf9 37 22 ) ) -RRB- cord-299363-y7o8ovf9 37 23 . . . cord-299363-y7o8ovf9 38 1 The the DT cord-299363-y7o8ovf9 38 2 SEM SEM NNP cord-299363-y7o8ovf9 38 3 discovers discover VBZ cord-299363-y7o8ovf9 38 4 the the DT cord-299363-y7o8ovf9 38 5 effects effect NNS cord-299363-y7o8ovf9 38 6 of of IN cord-299363-y7o8ovf9 38 7 the the DT cord-299363-y7o8ovf9 38 8 omitted omit VBN cord-299363-y7o8ovf9 38 9 variables variable NNS cord-299363-y7o8ovf9 38 10 on on IN cord-299363-y7o8ovf9 38 11 the the DT cord-299363-y7o8ovf9 38 12 observation observation NN cord-299363-y7o8ovf9 38 13 of of IN cord-299363-y7o8ovf9 38 14 the the DT cord-299363-y7o8ovf9 38 15 determined determined JJ cord-299363-y7o8ovf9 38 16 ( ( -LRB- cord-299363-y7o8ovf9 38 17 dependent dependent JJ cord-299363-y7o8ovf9 38 18 ) ) -RRB- cord-299363-y7o8ovf9 38 19 variable variable NN cord-299363-y7o8ovf9 38 20 in in IN cord-299363-y7o8ovf9 38 21 a a DT cord-299363-y7o8ovf9 38 22 provincial provincial JJ cord-299363-y7o8ovf9 38 23 area area NN cord-299363-y7o8ovf9 38 24 , , , cord-299363-y7o8ovf9 38 25 which which WDT cord-299363-y7o8ovf9 38 26 contains contain VBZ cord-299363-y7o8ovf9 38 27 a a DT cord-299363-y7o8ovf9 38 28 spatial spatial JJ cord-299363-y7o8ovf9 38 29 error error NN cord-299363-y7o8ovf9 38 30 term term NN cord-299363-y7o8ovf9 38 31 . . . cord-299363-y7o8ovf9 39 1 A a DT cord-299363-y7o8ovf9 39 2 spatial spatial JJ cord-299363-y7o8ovf9 39 3 autocorrelation autocorrelation NN cord-299363-y7o8ovf9 39 4 among among IN cord-299363-y7o8ovf9 39 5 residuals residual NNS cord-299363-y7o8ovf9 39 6 is be VBZ cord-299363-y7o8ovf9 39 7 thus thus RB cord-299363-y7o8ovf9 39 8 practical practical JJ cord-299363-y7o8ovf9 39 9 and and CC cord-299363-y7o8ovf9 39 10 the the DT cord-299363-y7o8ovf9 39 11 SEM SEM NNP cord-299363-y7o8ovf9 39 12 can can MD cord-299363-y7o8ovf9 39 13 be be VB cord-299363-y7o8ovf9 39 14 formulated formulate VBN cord-299363-y7o8ovf9 39 15 as as IN cord-299363-y7o8ovf9 39 16 follows follow VBZ cord-299363-y7o8ovf9 39 17 : : : cord-299363-y7o8ovf9 40 1 where where WRB cord-299363-y7o8ovf9 40 2 λWε λwε NN cord-299363-y7o8ovf9 40 3 is be VBZ cord-299363-y7o8ovf9 40 4 the the DT cord-299363-y7o8ovf9 40 5 spatial spatial JJ cord-299363-y7o8ovf9 40 6 error error NN cord-299363-y7o8ovf9 40 7 term term NN cord-299363-y7o8ovf9 40 8 , , , cord-299363-y7o8ovf9 40 9 is be VBZ cord-299363-y7o8ovf9 40 10 the the DT cord-299363-y7o8ovf9 40 11 autoregressive autoregressive JJ cord-299363-y7o8ovf9 40 12 factor factor NN cord-299363-y7o8ovf9 40 13 , , , cord-299363-y7o8ovf9 40 14 and and CC cord-299363-y7o8ovf9 40 15 is be VBZ cord-299363-y7o8ovf9 40 16 a a DT cord-299363-y7o8ovf9 40 17 random random JJ cord-299363-y7o8ovf9 40 18 error error NN cord-299363-y7o8ovf9 40 19 term term NN cord-299363-y7o8ovf9 40 20 that that WDT cord-299363-y7o8ovf9 40 21 is be VBZ cord-299363-y7o8ovf9 40 22 usually usually RB cord-299363-y7o8ovf9 40 23 assumed assume VBN cord-299363-y7o8ovf9 40 24 to to TO cord-299363-y7o8ovf9 40 25 be be VB cord-299363-y7o8ovf9 40 26 independent independent JJ cord-299363-y7o8ovf9 40 27 and and CC cord-299363-y7o8ovf9 40 28 identically identically RB cord-299363-y7o8ovf9 40 29 distributed distribute VBN cord-299363-y7o8ovf9 40 30 ( ( -LRB- cord-299363-y7o8ovf9 40 31 i.i.d i.i.d NN cord-299363-y7o8ovf9 40 32 . . . cord-299363-y7o8ovf9 40 33 ) ) -RRB- cord-299363-y7o8ovf9 40 34 . . . cord-299363-y7o8ovf9 41 1 We -PRON- PRP cord-299363-y7o8ovf9 41 2 can can MD cord-299363-y7o8ovf9 41 3 confirm confirm VB cord-299363-y7o8ovf9 41 4 the the DT cord-299363-y7o8ovf9 41 5 existence existence NN cord-299363-y7o8ovf9 41 6 of of IN cord-299363-y7o8ovf9 41 7 hidden hide VBN cord-299363-y7o8ovf9 41 8 independent independent JJ cord-299363-y7o8ovf9 41 9 variables variable NNS cord-299363-y7o8ovf9 41 10 with with IN cord-299363-y7o8ovf9 41 11 spatial spatial JJ cord-299363-y7o8ovf9 41 12 autocorrelation autocorrelation NN cord-299363-y7o8ovf9 41 13 if if IN cord-299363-y7o8ovf9 41 14 is be VBZ cord-299363-y7o8ovf9 41 15 statistically statistically RB cord-299363-y7o8ovf9 41 16 significant significant JJ cord-299363-y7o8ovf9 41 17 , , , cord-299363-y7o8ovf9 41 18 which which WDT cord-299363-y7o8ovf9 41 19 results result VBZ cord-299363-y7o8ovf9 41 20 in in IN cord-299363-y7o8ovf9 41 21 the the DT cord-299363-y7o8ovf9 41 22 trend trend NN cord-299363-y7o8ovf9 41 23 of of IN cord-299363-y7o8ovf9 41 24 a a DT cord-299363-y7o8ovf9 41 25 noticeable noticeable JJ cord-299363-y7o8ovf9 41 26 spatial spatial JJ cord-299363-y7o8ovf9 41 27 autocorrelation autocorrelation NN cord-299363-y7o8ovf9 41 28 in in IN cord-299363-y7o8ovf9 41 29 the the DT cord-299363-y7o8ovf9 41 30 residuals residual NNS cord-299363-y7o8ovf9 41 31 . . . cord-299363-y7o8ovf9 42 1 The the DT cord-299363-y7o8ovf9 42 2 SAC sac NN cord-299363-y7o8ovf9 42 3 model model NN cord-299363-y7o8ovf9 42 4 is be VBZ cord-299363-y7o8ovf9 42 5 a a DT cord-299363-y7o8ovf9 42 6 combination combination NN cord-299363-y7o8ovf9 42 7 of of IN cord-299363-y7o8ovf9 42 8 the the DT cord-299363-y7o8ovf9 42 9 SAR SAR NNP cord-299363-y7o8ovf9 42 10 models model NNS cord-299363-y7o8ovf9 42 11 and and CC cord-299363-y7o8ovf9 42 12 SEMs sem NNS cord-299363-y7o8ovf9 42 13 ; ; : cord-299363-y7o8ovf9 42 14 it -PRON- PRP cord-299363-y7o8ovf9 42 15 consists consist VBZ cord-299363-y7o8ovf9 42 16 of of IN cord-299363-y7o8ovf9 42 17 the the DT cord-299363-y7o8ovf9 42 18 dependent dependent JJ cord-299363-y7o8ovf9 42 19 variable variable JJ cord-299363-y7o8ovf9 42 20 spatial spatial JJ cord-299363-y7o8ovf9 42 21 lag lag NN cord-299363-y7o8ovf9 42 22 and and CC cord-299363-y7o8ovf9 42 23 a a DT cord-299363-y7o8ovf9 42 24 spatial spatial JJ cord-299363-y7o8ovf9 42 25 error error NN cord-299363-y7o8ovf9 42 26 term term NN cord-299363-y7o8ovf9 42 27 , , , cord-299363-y7o8ovf9 42 28 which which WDT cord-299363-y7o8ovf9 42 29 can can MD cord-299363-y7o8ovf9 42 30 be be VB cord-299363-y7o8ovf9 42 31 expressed express VBN cord-299363-y7o8ovf9 42 32 as as IN cord-299363-y7o8ovf9 42 33 follows follow VBZ cord-299363-y7o8ovf9 42 34 : : : cord-299363-y7o8ovf9 43 1 = = NFP cord-299363-y7o8ovf9 44 1 + + CC cord-299363-y7o8ovf9 44 2 ′ ′ CD cord-299363-y7o8ovf9 45 1 + + CC cord-299363-y7o8ovf9 46 1 + + CC cord-299363-y7o8ovf9 46 2 = = NFP cord-299363-y7o8ovf9 47 1 λWε λWε NNP cord-299363-y7o8ovf9 47 2 + + CC cord-299363-y7o8ovf9 47 3 , , , cord-299363-y7o8ovf9 47 4 ( ( -LRB- cord-299363-y7o8ovf9 47 5 5 5 LS cord-299363-y7o8ovf9 47 6 ) ) -RRB- cord-299363-y7o8ovf9 48 1 In in IN cord-299363-y7o8ovf9 48 2 the the DT cord-299363-y7o8ovf9 48 3 above above JJ cord-299363-y7o8ovf9 48 4 equation equation NN cord-299363-y7o8ovf9 48 5 , , , cord-299363-y7o8ovf9 48 6 corresponding correspond VBG cord-299363-y7o8ovf9 48 7 to to IN cord-299363-y7o8ovf9 48 8 various various JJ cord-299363-y7o8ovf9 48 9 research research NN cord-299363-y7o8ovf9 48 10 functions function NNS cord-299363-y7o8ovf9 48 11 and and CC cord-299363-y7o8ovf9 48 12 needs need NNS cord-299363-y7o8ovf9 48 13 , , , cord-299363-y7o8ovf9 48 14 SWM SWM NNP cord-299363-y7o8ovf9 48 15 W1 W1 NNP cord-299363-y7o8ovf9 48 16 and and CC cord-299363-y7o8ovf9 48 17 SWM SWM NNP cord-299363-y7o8ovf9 48 18 W2 W2 NNP cord-299363-y7o8ovf9 48 19 ( ( -LRB- cord-299363-y7o8ovf9 48 20 spatial spatial JJ cord-299363-y7o8ovf9 48 21 weight weight NN cord-299363-y7o8ovf9 48 22 matrix matrix NN cord-299363-y7o8ovf9 48 23 ) ) -RRB- cord-299363-y7o8ovf9 48 24 can can MD cord-299363-y7o8ovf9 48 25 be be VB cord-299363-y7o8ovf9 48 26 the the DT cord-299363-y7o8ovf9 48 27 same same JJ cord-299363-y7o8ovf9 48 28 or or CC cord-299363-y7o8ovf9 48 29 different different JJ cord-299363-y7o8ovf9 48 30 ( ( -LRB- cord-299363-y7o8ovf9 48 31 LeSage lesage NN cord-299363-y7o8ovf9 48 32 , , , cord-299363-y7o8ovf9 48 33 2008 2008 CD cord-299363-y7o8ovf9 48 34 ; ; . cord-299363-y7o8ovf9 49 1 Yang Yang NNP cord-299363-y7o8ovf9 49 2 et et NNP cord-299363-y7o8ovf9 49 3 al al NNP cord-299363-y7o8ovf9 49 4 . . NNP cord-299363-y7o8ovf9 49 5 , , , cord-299363-y7o8ovf9 49 6 2017 2017 CD cord-299363-y7o8ovf9 49 7 ) ) -RRB- cord-299363-y7o8ovf9 49 8 . . . cord-299363-y7o8ovf9 50 1 In in IN cord-299363-y7o8ovf9 50 2 this this DT cord-299363-y7o8ovf9 50 3 study study NN cord-299363-y7o8ovf9 50 4 , , , cord-299363-y7o8ovf9 50 5 we -PRON- PRP cord-299363-y7o8ovf9 50 6 used use VBD cord-299363-y7o8ovf9 50 7 the the DT cord-299363-y7o8ovf9 50 8 same same JJ cord-299363-y7o8ovf9 50 9 SWM SWM NNP cord-299363-y7o8ovf9 50 10 to to TO cord-299363-y7o8ovf9 50 11 estimate estimate VB cord-299363-y7o8ovf9 50 12 the the DT cord-299363-y7o8ovf9 50 13 model model NN cord-299363-y7o8ovf9 50 14 , , , cord-299363-y7o8ovf9 50 15 that that RB cord-299363-y7o8ovf9 50 16 is is RB cord-299363-y7o8ovf9 50 17 , , , cord-299363-y7o8ovf9 50 18 1 1 CD cord-299363-y7o8ovf9 50 19 = = SYM cord-299363-y7o8ovf9 50 20 2 2 CD cord-299363-y7o8ovf9 50 21 = = SYM cord-299363-y7o8ovf9 50 22 , , , cord-299363-y7o8ovf9 50 23 and and CC cord-299363-y7o8ovf9 50 24 the the DT cord-299363-y7o8ovf9 50 25 residual residual JJ cord-299363-y7o8ovf9 50 26 terms term NNS cord-299363-y7o8ovf9 50 27 are be VBP cord-299363-y7o8ovf9 50 28 the the DT cord-299363-y7o8ovf9 50 29 same same JJ cord-299363-y7o8ovf9 50 30 as as IN cord-299363-y7o8ovf9 50 31 those those DT cord-299363-y7o8ovf9 50 32 revealed reveal VBN cord-299363-y7o8ovf9 50 33 above above RB cord-299363-y7o8ovf9 50 34 . . . cord-299363-y7o8ovf9 51 1 The the DT cord-299363-y7o8ovf9 51 2 SDM SDM NNP cord-299363-y7o8ovf9 51 3 includes include VBZ cord-299363-y7o8ovf9 51 4 the the DT cord-299363-y7o8ovf9 51 5 dependent dependent JJ cord-299363-y7o8ovf9 51 6 variable variable JJ cord-299363-y7o8ovf9 51 7 spatial spatial JJ cord-299363-y7o8ovf9 51 8 lags lag NNS cord-299363-y7o8ovf9 51 9 and and CC cord-299363-y7o8ovf9 51 10 explanatory explanatory JJ cord-299363-y7o8ovf9 51 11 variables variable NNS cord-299363-y7o8ovf9 51 12 . . . cord-299363-y7o8ovf9 52 1 It -PRON- PRP cord-299363-y7o8ovf9 52 2 uses use VBZ cord-299363-y7o8ovf9 52 3 the the DT cord-299363-y7o8ovf9 52 4 marginal marginal JJ cord-299363-y7o8ovf9 52 5 effects effect NNS cord-299363-y7o8ovf9 52 6 of of IN cord-299363-y7o8ovf9 52 7 the the DT cord-299363-y7o8ovf9 52 8 explanatory explanatory JJ cord-299363-y7o8ovf9 52 9 variables variable NNS cord-299363-y7o8ovf9 52 10 from from IN cord-299363-y7o8ovf9 52 11 the the DT cord-299363-y7o8ovf9 52 12 nearby nearby JJ cord-299363-y7o8ovf9 52 13 regions region NNS cord-299363-y7o8ovf9 52 14 / / SYM cord-299363-y7o8ovf9 52 15 state state NN cord-299363-y7o8ovf9 52 16 based base VBN cord-299363-y7o8ovf9 52 17 on on IN cord-299363-y7o8ovf9 52 18 the the DT cord-299363-y7o8ovf9 52 19 SAR SAR NNP cord-299363-y7o8ovf9 52 20 model model NN cord-299363-y7o8ovf9 52 21 . . . cord-299363-y7o8ovf9 53 1 The the DT cord-299363-y7o8ovf9 53 2 common common JJ cord-299363-y7o8ovf9 53 3 specification specification NN cord-299363-y7o8ovf9 53 4 for for IN cord-299363-y7o8ovf9 53 5 the the DT cord-299363-y7o8ovf9 53 6 SDM SDM NNP cord-299363-y7o8ovf9 53 7 is be VBZ cord-299363-y7o8ovf9 53 8 as as IN cord-299363-y7o8ovf9 53 9 follows follow VBZ cord-299363-y7o8ovf9 53 10 : : : cord-299363-y7o8ovf9 53 11 = = NFP cord-299363-y7o8ovf9 54 1 + + CC cord-299363-y7o8ovf9 54 2 ′ ′ CD cord-299363-y7o8ovf9 55 1 + + CC cord-299363-y7o8ovf9 55 2 δ δ NN cord-299363-y7o8ovf9 56 1 + + CC cord-299363-y7o8ovf9 57 1 + + CC cord-299363-y7o8ovf9 57 2 ( ( -LRB- cord-299363-y7o8ovf9 57 3 6 6 CD cord-299363-y7o8ovf9 57 4 ) ) -RRB- cord-299363-y7o8ovf9 57 5 where where WRB cord-299363-y7o8ovf9 57 6 δ δ NN cord-299363-y7o8ovf9 57 7 is be VBZ cord-299363-y7o8ovf9 57 8 the the DT cord-299363-y7o8ovf9 57 9 explanatory explanatory JJ cord-299363-y7o8ovf9 57 10 variables variable NNS cord-299363-y7o8ovf9 57 11 ' ' POS cord-299363-y7o8ovf9 57 12 spatial spatial JJ cord-299363-y7o8ovf9 57 13 lag lag NN cord-299363-y7o8ovf9 57 14 , , , cord-299363-y7o8ovf9 57 15 is be VBZ cord-299363-y7o8ovf9 57 16 the the DT cord-299363-y7o8ovf9 57 17 × × NN cord-299363-y7o8ovf9 57 18 ( ( -LRB- cord-299363-y7o8ovf9 57 19 − − NNP cord-299363-y7o8ovf9 57 20 1 1 CD cord-299363-y7o8ovf9 57 21 ) ) -RRB- cord-299363-y7o8ovf9 57 22 constant constant JJ cord-299363-y7o8ovf9 57 23 independent independent JJ cord-299363-y7o8ovf9 57 24 variable variable JJ cord-299363-y7o8ovf9 57 25 matrix matrix NN cord-299363-y7o8ovf9 57 26 , , , cord-299363-y7o8ovf9 57 27 and and CC cord-299363-y7o8ovf9 57 28 is be VBZ cord-299363-y7o8ovf9 57 29 the the DT cord-299363-y7o8ovf9 57 30 ( ( -LRB- cord-299363-y7o8ovf9 57 31 − − NN cord-299363-y7o8ovf9 57 32 1 1 CD cord-299363-y7o8ovf9 57 33 ) ) -RRB- cord-299363-y7o8ovf9 57 34 × × NN cord-299363-y7o8ovf9 57 35 1 1 CD cord-299363-y7o8ovf9 57 36 vector vector NN cord-299363-y7o8ovf9 57 37 of of IN cord-299363-y7o8ovf9 57 38 the the DT cord-299363-y7o8ovf9 57 39 parameters parameter NNS cord-299363-y7o8ovf9 57 40 that that WDT cord-299363-y7o8ovf9 57 41 determine determine VBP cord-299363-y7o8ovf9 57 42 the the DT cord-299363-y7o8ovf9 57 43 marginal marginal JJ cord-299363-y7o8ovf9 57 44 effects effect NNS cord-299363-y7o8ovf9 57 45 of of IN cord-299363-y7o8ovf9 57 46 the the DT cord-299363-y7o8ovf9 57 47 independent independent JJ cord-299363-y7o8ovf9 57 48 variables variable NNS cord-299363-y7o8ovf9 57 49 from from IN cord-299363-y7o8ovf9 57 50 nearby nearby JJ cord-299363-y7o8ovf9 57 51 observations observation NNS cord-299363-y7o8ovf9 57 52 on on IN cord-299363-y7o8ovf9 57 53 , , , cord-299363-y7o8ovf9 57 54 the the DT cord-299363-y7o8ovf9 57 55 dependent dependent JJ cord-299363-y7o8ovf9 57 56 variable variable NN cord-299363-y7o8ovf9 57 57 . . . cord-299363-y7o8ovf9 58 1 ( ( -LRB- cord-299363-y7o8ovf9 58 2 Elhorst Elhorst NNP cord-299363-y7o8ovf9 58 3 , , , cord-299363-y7o8ovf9 58 4 2010 2010 CD cord-299363-y7o8ovf9 58 5 ) ) -RRB- cord-299363-y7o8ovf9 58 6 , , , cord-299363-y7o8ovf9 58 7 illustrates illustrate VBZ cord-299363-y7o8ovf9 58 8 the the DT cord-299363-y7o8ovf9 58 9 relationships relationship NNS cord-299363-y7o8ovf9 58 10 among among IN cord-299363-y7o8ovf9 58 11 the the DT cord-299363-y7o8ovf9 58 12 previously previously RB cord-299363-y7o8ovf9 58 13 stated state VBN cord-299363-y7o8ovf9 58 14 spatial spatial JJ cord-299363-y7o8ovf9 58 15 panel panel NN cord-299363-y7o8ovf9 58 16 models model NNS cord-299363-y7o8ovf9 58 17 . . . cord-299363-y7o8ovf9 59 1 First first RB cord-299363-y7o8ovf9 59 2 , , , cord-299363-y7o8ovf9 59 3 we -PRON- PRP cord-299363-y7o8ovf9 59 4 examine examine VBP cord-299363-y7o8ovf9 59 5 the the DT cord-299363-y7o8ovf9 59 6 SLM SLM NNP cord-299363-y7o8ovf9 59 7 estimated estimate VBN cord-299363-y7o8ovf9 59 8 by by IN cord-299363-y7o8ovf9 59 9 ordinary ordinary JJ cord-299363-y7o8ovf9 59 10 least least JJS cord-299363-y7o8ovf9 59 11 squares square NNS cord-299363-y7o8ovf9 59 12 . . . cord-299363-y7o8ovf9 60 1 We -PRON- PRP cord-299363-y7o8ovf9 60 2 start start VBP cord-299363-y7o8ovf9 60 3 with with IN cord-299363-y7o8ovf9 60 4 this this DT cord-299363-y7o8ovf9 60 5 model model NN cord-299363-y7o8ovf9 60 6 , , , cord-299363-y7o8ovf9 60 7 as as IN cord-299363-y7o8ovf9 60 8 it -PRON- PRP cord-299363-y7o8ovf9 60 9 is be VBZ cord-299363-y7o8ovf9 60 10 the the DT cord-299363-y7o8ovf9 60 11 simplest simple JJS cord-299363-y7o8ovf9 60 12 and and CC cord-299363-y7o8ovf9 60 13 most most RBS cord-299363-y7o8ovf9 60 14 common common JJ cord-299363-y7o8ovf9 60 15 . . . cord-299363-y7o8ovf9 61 1 Though though IN cord-299363-y7o8ovf9 61 2 it -PRON- PRP cord-299363-y7o8ovf9 61 3 is be VBZ cord-299363-y7o8ovf9 61 4 a a DT cord-299363-y7o8ovf9 61 5 non non JJ cord-299363-y7o8ovf9 61 6 - - JJ cord-299363-y7o8ovf9 61 7 spatial spatial JJ cord-299363-y7o8ovf9 61 8 effect effect NN cord-299363-y7o8ovf9 61 9 model model NN cord-299363-y7o8ovf9 61 10 , , , cord-299363-y7o8ovf9 61 11 it -PRON- PRP cord-299363-y7o8ovf9 61 12 is be VBZ cord-299363-y7o8ovf9 61 13 frequently frequently RB cord-299363-y7o8ovf9 61 14 used use VBN cord-299363-y7o8ovf9 61 15 as as IN cord-299363-y7o8ovf9 61 16 a a DT cord-299363-y7o8ovf9 61 17 diagnostic diagnostic JJ cord-299363-y7o8ovf9 61 18 tool tool NN cord-299363-y7o8ovf9 61 19 for for IN cord-299363-y7o8ovf9 61 20 model model NN cord-299363-y7o8ovf9 61 21 specification specification NN cord-299363-y7o8ovf9 61 22 and and CC cord-299363-y7o8ovf9 61 23 is be VBZ cord-299363-y7o8ovf9 61 24 a a DT cord-299363-y7o8ovf9 61 25 benchmark benchmark NN cord-299363-y7o8ovf9 61 26 for for IN cord-299363-y7o8ovf9 61 27 comparisons comparison NNS cord-299363-y7o8ovf9 61 28 with with IN cord-299363-y7o8ovf9 61 29 spatial spatial JJ cord-299363-y7o8ovf9 61 30 models model NNS cord-299363-y7o8ovf9 61 31 . . . cord-299363-y7o8ovf9 62 1 We -PRON- PRP cord-299363-y7o8ovf9 62 2 also also RB cord-299363-y7o8ovf9 62 3 represent represent VBP cord-299363-y7o8ovf9 62 4 the the DT cord-299363-y7o8ovf9 62 5 SEM SEM NNP cord-299363-y7o8ovf9 62 6 , , , cord-299363-y7o8ovf9 62 7 as as IN cord-299363-y7o8ovf9 62 8 the the DT cord-299363-y7o8ovf9 62 9 interpretation interpretation NN cord-299363-y7o8ovf9 62 10 of of IN cord-299363-y7o8ovf9 62 11 the the DT cord-299363-y7o8ovf9 62 12 coefficients coefficient NNS cord-299363-y7o8ovf9 62 13 is be VBZ cord-299363-y7o8ovf9 62 14 similar similar JJ cord-299363-y7o8ovf9 62 15 to to IN cord-299363-y7o8ovf9 62 16 that that DT cord-299363-y7o8ovf9 62 17 of of IN cord-299363-y7o8ovf9 62 18 an an DT cord-299363-y7o8ovf9 62 19 SLM SLM NNP cord-299363-y7o8ovf9 62 20 . . . cord-299363-y7o8ovf9 63 1 The the DT cord-299363-y7o8ovf9 63 2 SAR SAR NNP cord-299363-y7o8ovf9 63 3 is be VBZ cord-299363-y7o8ovf9 63 4 introduced introduce VBN cord-299363-y7o8ovf9 63 5 in in IN cord-299363-y7o8ovf9 63 6 section section NN cord-299363-y7o8ovf9 63 7 3 3 CD cord-299363-y7o8ovf9 63 8 . . . cord-299363-y7o8ovf9 64 1 Because because IN cord-299363-y7o8ovf9 64 2 of of IN cord-299363-y7o8ovf9 64 3 endogenous endogenous JJ cord-299363-y7o8ovf9 64 4 spatial spatial JJ cord-299363-y7o8ovf9 64 5 dependence dependence NN cord-299363-y7o8ovf9 64 6 in in IN cord-299363-y7o8ovf9 64 7 this this DT cord-299363-y7o8ovf9 64 8 model model NN cord-299363-y7o8ovf9 64 9 , , , cord-299363-y7o8ovf9 64 10 it -PRON- PRP cord-299363-y7o8ovf9 64 11 is be VBZ cord-299363-y7o8ovf9 64 12 more more RBR cord-299363-y7o8ovf9 64 13 challenging challenging JJ cord-299363-y7o8ovf9 64 14 to to TO cord-299363-y7o8ovf9 64 15 interpret interpret VB cord-299363-y7o8ovf9 64 16 the the DT cord-299363-y7o8ovf9 64 17 coefficients coefficient NNS cord-299363-y7o8ovf9 64 18 . . . cord-299363-y7o8ovf9 65 1 This this DT cord-299363-y7o8ovf9 65 2 section section NN cord-299363-y7o8ovf9 65 3 also also RB cord-299363-y7o8ovf9 65 4 examines examine VBZ cord-299363-y7o8ovf9 65 5 the the DT cord-299363-y7o8ovf9 65 6 SAC sac NN cord-299363-y7o8ovf9 65 7 model model NN cord-299363-y7o8ovf9 65 8 ( ( -LRB- cord-299363-y7o8ovf9 65 9 Kelejian Kelejian NNP cord-299363-y7o8ovf9 65 10 & & CC cord-299363-y7o8ovf9 65 11 Prucha Prucha NNP cord-299363-y7o8ovf9 65 12 , , , cord-299363-y7o8ovf9 65 13 1998 1998 CD cord-299363-y7o8ovf9 65 14 ) ) -RRB- cord-299363-y7o8ovf9 65 15 , , , cord-299363-y7o8ovf9 65 16 which which WDT cord-299363-y7o8ovf9 65 17 is be VBZ cord-299363-y7o8ovf9 65 18 characteristically characteristically RB cord-299363-y7o8ovf9 65 19 close close JJ cord-299363-y7o8ovf9 65 20 to to IN cord-299363-y7o8ovf9 65 21 the the DT cord-299363-y7o8ovf9 65 22 SAR SAR NNP cord-299363-y7o8ovf9 65 23 model model NN cord-299363-y7o8ovf9 65 24 . . . cord-299363-y7o8ovf9 66 1 In in IN cord-299363-y7o8ovf9 66 2 section section NN cord-299363-y7o8ovf9 66 3 4 4 CD cord-299363-y7o8ovf9 66 4 , , , cord-299363-y7o8ovf9 66 5 we -PRON- PRP cord-299363-y7o8ovf9 66 6 present present VBP cord-299363-y7o8ovf9 66 7 two two CD cord-299363-y7o8ovf9 66 8 regression regression NN cord-299363-y7o8ovf9 66 9 models model NNS cord-299363-y7o8ovf9 66 10 with with IN cord-299363-y7o8ovf9 66 11 spatial spatial JJ cord-299363-y7o8ovf9 66 12 lags lag VBZ cord-299363-y7o8ovf9 66 13 only only RB cord-299363-y7o8ovf9 66 14 in in IN cord-299363-y7o8ovf9 66 15 the the DT cord-299363-y7o8ovf9 66 16 independent independent JJ cord-299363-y7o8ovf9 66 17 variables variable NNS cord-299363-y7o8ovf9 66 18 - - : cord-299363-y7o8ovf9 66 19 the the DT cord-299363-y7o8ovf9 66 20 spatially spatially RB cord-299363-y7o8ovf9 66 21 - - HYPH cord-299363-y7o8ovf9 66 22 lagged lag VBN cord-299363-y7o8ovf9 66 23 X x NN cord-299363-y7o8ovf9 66 24 model model NN cord-299363-y7o8ovf9 66 25 ( ( -LRB- cord-299363-y7o8ovf9 66 26 SLX SLX NNP cord-299363-y7o8ovf9 66 27 ) ) -RRB- cord-299363-y7o8ovf9 66 28 other other JJ cord-299363-y7o8ovf9 66 29 than than IN cord-299363-y7o8ovf9 66 30 the the DT cord-299363-y7o8ovf9 66 31 spatial spatial JJ cord-299363-y7o8ovf9 66 32 Durbin Durbin NNP cord-299363-y7o8ovf9 66 33 error error NN cord-299363-y7o8ovf9 66 34 model model NN cord-299363-y7o8ovf9 66 35 , , , cord-299363-y7o8ovf9 66 36 both both DT cord-299363-y7o8ovf9 66 37 of of IN cord-299363-y7o8ovf9 66 38 which which WDT cord-299363-y7o8ovf9 66 39 include include VBP cord-299363-y7o8ovf9 66 40 exogenous exogenous JJ cord-299363-y7o8ovf9 66 41 spatial spatial JJ cord-299363-y7o8ovf9 66 42 dependence dependence NN cord-299363-y7o8ovf9 66 43 . . . cord-299363-y7o8ovf9 67 1 In in IN cord-299363-y7o8ovf9 67 2 section section NN cord-299363-y7o8ovf9 67 3 5 5 CD cord-299363-y7o8ovf9 67 4 , , , cord-299363-y7o8ovf9 67 5 we -PRON- PRP cord-299363-y7o8ovf9 67 6 consider consider VBP cord-299363-y7o8ovf9 67 7 the the DT cord-299363-y7o8ovf9 67 8 interpretation interpretation NN cord-299363-y7o8ovf9 67 9 of of IN cord-299363-y7o8ovf9 67 10 coefficients coefficient NNS cord-299363-y7o8ovf9 67 11 for for IN cord-299363-y7o8ovf9 67 12 an an DT cord-299363-y7o8ovf9 67 13 SDM SDM NNP cord-299363-y7o8ovf9 67 14 , , , cord-299363-y7o8ovf9 67 15 which which WDT cord-299363-y7o8ovf9 67 16 includes include VBZ cord-299363-y7o8ovf9 67 17 both both DT cord-299363-y7o8ovf9 67 18 exogenous exogenous JJ cord-299363-y7o8ovf9 67 19 and and CC cord-299363-y7o8ovf9 67 20 endogenous endogenous JJ cord-299363-y7o8ovf9 67 21 spatial spatial JJ cord-299363-y7o8ovf9 67 22 dependencies dependency NNS cord-299363-y7o8ovf9 67 23 , , , cord-299363-y7o8ovf9 67 24 consequently consequently RB cord-299363-y7o8ovf9 67 25 complicating complicate VBG cord-299363-y7o8ovf9 67 26 the the DT cord-299363-y7o8ovf9 67 27 interpretation interpretation NN cord-299363-y7o8ovf9 67 28 more more JJR cord-299363-y7o8ovf9 67 29 than than IN cord-299363-y7o8ovf9 67 30 for for IN cord-299363-y7o8ovf9 67 31 the the DT cord-299363-y7o8ovf9 67 32 preceding precede VBG cord-299363-y7o8ovf9 67 33 models model NNS cord-299363-y7o8ovf9 67 34 ( ( -LRB- cord-299363-y7o8ovf9 67 35 Golgher Golgher NNP cord-299363-y7o8ovf9 67 36 & & CC cord-299363-y7o8ovf9 67 37 Voss Voss NNP cord-299363-y7o8ovf9 67 38 , , , cord-299363-y7o8ovf9 67 39 2016 2016 CD cord-299363-y7o8ovf9 67 40 ) ) -RRB- cord-299363-y7o8ovf9 67 41 . . . cord-299363-y7o8ovf9 68 1 For for IN cord-299363-y7o8ovf9 68 2 the the DT cord-299363-y7o8ovf9 68 3 purpose purpose NN cord-299363-y7o8ovf9 68 4 of of IN cord-299363-y7o8ovf9 68 5 our -PRON- PRP$ cord-299363-y7o8ovf9 68 6 objective objective NN cord-299363-y7o8ovf9 68 7 , , , cord-299363-y7o8ovf9 68 8 we -PRON- PRP cord-299363-y7o8ovf9 68 9 include include VBP cord-299363-y7o8ovf9 68 10 sampling sampling NN cord-299363-y7o8ovf9 68 11 data datum NNS cord-299363-y7o8ovf9 68 12 from from IN cord-299363-y7o8ovf9 68 13 22 22 CD cord-299363-y7o8ovf9 68 14 January January NNP cord-299363-y7o8ovf9 68 15 2020 2020 CD cord-299363-y7o8ovf9 68 16 to to IN cord-299363-y7o8ovf9 68 17 10 10 CD cord-299363-y7o8ovf9 68 18 March March NNP cord-299363-y7o8ovf9 68 19 2020 2020 CD cord-299363-y7o8ovf9 68 20 for for IN cord-299363-y7o8ovf9 68 21 the the DT cord-299363-y7o8ovf9 68 22 31 31 CD cord-299363-y7o8ovf9 68 23 * * NFP cord-299363-y7o8ovf9 68 24 regions region NNS cord-299363-y7o8ovf9 68 25 in in IN cord-299363-y7o8ovf9 68 26 Mainland Mainland NNP cord-299363-y7o8ovf9 68 27 China China NNP cord-299363-y7o8ovf9 68 28 . . . cord-299363-y7o8ovf9 69 1 The the DT cord-299363-y7o8ovf9 69 2 data datum NNS cord-299363-y7o8ovf9 69 3 are be VBP cord-299363-y7o8ovf9 69 4 collected collect VBN cord-299363-y7o8ovf9 69 5 from from IN cord-299363-y7o8ovf9 69 6 the the DT cord-299363-y7o8ovf9 69 7 COVID-2019 COVID-2019 NNP cord-299363-y7o8ovf9 69 8 situation situation NN cord-299363-y7o8ovf9 69 9 reports report VBZ cord-299363-y7o8ovf9 70 1 * * NFP cord-299363-y7o8ovf9 71 1 * * NFP cord-299363-y7o8ovf9 71 2 by by IN cord-299363-y7o8ovf9 71 3 WHO WHO NNP cord-299363-y7o8ovf9 71 4 . . . cord-299363-y7o8ovf9 72 1 We -PRON- PRP cord-299363-y7o8ovf9 72 2 analyse analyse VBP cord-299363-y7o8ovf9 72 3 the the DT cord-299363-y7o8ovf9 72 4 relationship relationship NN cord-299363-y7o8ovf9 72 5 between between IN cord-299363-y7o8ovf9 72 6 the the DT cord-299363-y7o8ovf9 72 7 rate rate NN cord-299363-y7o8ovf9 72 8 of of IN cord-299363-y7o8ovf9 72 9 confirmed confirm VBN cord-299363-y7o8ovf9 72 10 cases case NNS cord-299363-y7o8ovf9 72 11 ( ( -LRB- cord-299363-y7o8ovf9 72 12 R r NN cord-299363-y7o8ovf9 72 13 c c NN cord-299363-y7o8ovf9 72 14 ) ) -RRB- cord-299363-y7o8ovf9 72 15 of of IN cord-299363-y7o8ovf9 72 16 COVID-19 COVID-19 NNP cord-299363-y7o8ovf9 72 17 , , , cord-299363-y7o8ovf9 72 18 the the DT cord-299363-y7o8ovf9 72 19 rate rate NN cord-299363-y7o8ovf9 72 20 of of IN cord-299363-y7o8ovf9 72 21 deaths death NNS cord-299363-y7o8ovf9 72 22 ( ( -LRB- cord-299363-y7o8ovf9 72 23 R r NN cord-299363-y7o8ovf9 72 24 d d NN cord-299363-y7o8ovf9 72 25 ) ) -RRB- cord-299363-y7o8ovf9 72 26 , , , cord-299363-y7o8ovf9 72 27 and and CC cord-299363-y7o8ovf9 72 28 the the DT cord-299363-y7o8ovf9 72 29 rate rate NN cord-299363-y7o8ovf9 72 30 of of IN cord-299363-y7o8ovf9 72 31 recovered recover VBN cord-299363-y7o8ovf9 72 32 cases case NNS cord-299363-y7o8ovf9 72 33 ( ( -LRB- cord-299363-y7o8ovf9 72 34 R r NN cord-299363-y7o8ovf9 72 35 r r NN cord-299363-y7o8ovf9 72 36 ) ) -RRB- cord-299363-y7o8ovf9 72 37 , , , cord-299363-y7o8ovf9 72 38 with with IN cord-299363-y7o8ovf9 72 39 spatial spatial JJ cord-299363-y7o8ovf9 72 40 and and CC cord-299363-y7o8ovf9 72 41 temporal temporal JJ cord-299363-y7o8ovf9 72 42 effects effect NNS cord-299363-y7o8ovf9 72 43 . . . cord-299363-y7o8ovf9 73 1 The the DT cord-299363-y7o8ovf9 73 2 rates rate NNS cord-299363-y7o8ovf9 73 3 are be VBP cord-299363-y7o8ovf9 73 4 calculated calculate VBN cord-299363-y7o8ovf9 73 5 classifying classify VBG cord-299363-y7o8ovf9 73 6 each each DT cord-299363-y7o8ovf9 73 7 variable variable NN cord-299363-y7o8ovf9 73 8 by by IN cord-299363-y7o8ovf9 73 9 the the DT cord-299363-y7o8ovf9 73 10 population population NN cord-299363-y7o8ovf9 73 11 in in IN cord-299363-y7o8ovf9 73 12 the the DT cord-299363-y7o8ovf9 73 13 province province NN cord-299363-y7o8ovf9 73 14 . . . cord-299363-y7o8ovf9 74 1 Population population NN cord-299363-y7o8ovf9 74 2 statistics statistic NNS cord-299363-y7o8ovf9 74 3 for for IN cord-299363-y7o8ovf9 74 4 each each DT cord-299363-y7o8ovf9 74 5 province province NN cord-299363-y7o8ovf9 74 6 is be VBZ cord-299363-y7o8ovf9 74 7 collected collect VBN cord-299363-y7o8ovf9 74 8 from from IN cord-299363-y7o8ovf9 74 9 the the DT cord-299363-y7o8ovf9 74 10 National National NNP cord-299363-y7o8ovf9 74 11 Bureau Bureau NNP cord-299363-y7o8ovf9 74 12 of of IN cord-299363-y7o8ovf9 74 13 Statistics Statistics NNPS cord-299363-y7o8ovf9 74 14 of of IN cord-299363-y7o8ovf9 74 15 China China NNP cord-299363-y7o8ovf9 75 1 * * NFP cord-299363-y7o8ovf9 75 2 * * NFP cord-299363-y7o8ovf9 75 3 * * NFP cord-299363-y7o8ovf9 75 4 . . . cord-299363-y7o8ovf9 76 1 The the DT cord-299363-y7o8ovf9 76 2 statistics statistic NNS cord-299363-y7o8ovf9 76 3 of of IN cord-299363-y7o8ovf9 76 4 the the DT cord-299363-y7o8ovf9 76 5 rate rate NN cord-299363-y7o8ovf9 76 6 of of IN cord-299363-y7o8ovf9 76 7 confirmed confirm VBN cord-299363-y7o8ovf9 76 8 deaths death NNS cord-299363-y7o8ovf9 76 9 and and CC cord-299363-y7o8ovf9 76 10 recovered recover VBN cord-299363-y7o8ovf9 76 11 cases case NNS cord-299363-y7o8ovf9 76 12 on on IN cord-299363-y7o8ovf9 76 13 10 10 CD cord-299363-y7o8ovf9 76 14 March March NNP cord-299363-y7o8ovf9 76 15 2020 2020 CD cord-299363-y7o8ovf9 76 16 and and CC cord-299363-y7o8ovf9 76 17 average average JJ cord-299363-y7o8ovf9 76 18 statistics statistic NNS cord-299363-y7o8ovf9 76 19 are be VBP cord-299363-y7o8ovf9 76 20 presented present VBN cord-299363-y7o8ovf9 76 21 in in IN cord-299363-y7o8ovf9 77 1 Table Table NNP cord-299363-y7o8ovf9 77 2 A a DT cord-299363-y7o8ovf9 77 3 .1 .1 NN cord-299363-y7o8ovf9 77 4 . . . cord-299363-y7o8ovf9 78 1 Table table NN cord-299363-y7o8ovf9 78 2 A.1 A.1 NNP cord-299363-y7o8ovf9 78 3 . . . cord-299363-y7o8ovf9 79 1 shows show VBZ cord-299363-y7o8ovf9 79 2 that that IN cord-299363-y7o8ovf9 79 3 Hubei Hubei NNP cord-299363-y7o8ovf9 79 4 had have VBD cord-299363-y7o8ovf9 79 5 the the DT cord-299363-y7o8ovf9 79 6 highest high JJS cord-299363-y7o8ovf9 79 7 concentration concentration NN cord-299363-y7o8ovf9 79 8 of of IN cord-299363-y7o8ovf9 79 9 the the DT cord-299363-y7o8ovf9 79 10 rate rate NN cord-299363-y7o8ovf9 79 11 of of IN cord-299363-y7o8ovf9 79 12 confirmed confirm VBN cord-299363-y7o8ovf9 79 13 cases case NNS cord-299363-y7o8ovf9 79 14 ( ( -LRB- cord-299363-y7o8ovf9 79 15 10.714 10.714 CD cord-299363-y7o8ovf9 79 16 cases case NNS cord-299363-y7o8ovf9 79 17 per per IN cord-299363-y7o8ovf9 79 18 100,000 100,000 CD cord-299363-y7o8ovf9 79 19 people people NNS cord-299363-y7o8ovf9 79 20 ) ) -RRB- cord-299363-y7o8ovf9 79 21 , , , cord-299363-y7o8ovf9 79 22 followed follow VBN cord-299363-y7o8ovf9 79 23 by by IN cord-299363-y7o8ovf9 79 24 Guangdong Guangdong NNP cord-299363-y7o8ovf9 79 25 ( ( -LRB- cord-299363-y7o8ovf9 79 26 0.214 0.214 CD cord-299363-y7o8ovf9 79 27 cases case NNS cord-299363-y7o8ovf9 79 28 per per IN cord-299363-y7o8ovf9 79 29 100,000 100,000 CD cord-299363-y7o8ovf9 79 30 people people NNS cord-299363-y7o8ovf9 79 31 ) ) -RRB- cord-299363-y7o8ovf9 79 32 and and CC cord-299363-y7o8ovf9 79 33 Henan Henan NNP cord-299363-y7o8ovf9 79 34 ( ( -LRB- cord-299363-y7o8ovf9 79 35 0.201 0.201 CD cord-299363-y7o8ovf9 79 36 cases case NNS cord-299363-y7o8ovf9 79 37 per per IN cord-299363-y7o8ovf9 79 38 100,000 100,000 CD cord-299363-y7o8ovf9 79 39 people people NNS cord-299363-y7o8ovf9 79 40 ) ) -RRB- cord-299363-y7o8ovf9 79 41 . . . cord-299363-y7o8ovf9 80 1 The the DT cord-299363-y7o8ovf9 80 2 least least JJS cord-299363-y7o8ovf9 80 3 rate rate NN cord-299363-y7o8ovf9 80 4 of of IN cord-299363-y7o8ovf9 80 5 confirmed confirm VBN cord-299363-y7o8ovf9 80 6 cases case NNS cord-299363-y7o8ovf9 80 7 was be VBD cord-299363-y7o8ovf9 80 8 from from IN cord-299363-y7o8ovf9 80 9 Ningxia Ningxia NNP cord-299363-y7o8ovf9 80 10 , , , cord-299363-y7o8ovf9 80 11 Qinghai Qinghai NNP cord-299363-y7o8ovf9 80 12 , , , cord-299363-y7o8ovf9 80 13 and and CC cord-299363-y7o8ovf9 80 14 Tibet Tibet NNP cord-299363-y7o8ovf9 80 15 . . . cord-299363-y7o8ovf9 81 1 These these DT cord-299363-y7o8ovf9 81 2 data datum NNS cord-299363-y7o8ovf9 81 3 are be VBP cord-299363-y7o8ovf9 81 4 up up IN cord-299363-y7o8ovf9 81 5 to to TO cord-299363-y7o8ovf9 81 6 10 10 CD cord-299363-y7o8ovf9 81 7 March March NNP cord-299363-y7o8ovf9 81 8 2020 2020 CD cord-299363-y7o8ovf9 81 9 . . . cord-299363-y7o8ovf9 82 1 In in IN cord-299363-y7o8ovf9 82 2 Hubei Hubei NNP cord-299363-y7o8ovf9 82 3 , , , cord-299363-y7o8ovf9 82 4 an an DT cord-299363-y7o8ovf9 82 5 average average NN cord-299363-y7o8ovf9 82 6 of of IN cord-299363-y7o8ovf9 82 7 6.498 6.498 CD cord-299363-y7o8ovf9 82 8 out out IN cord-299363-y7o8ovf9 82 9 of of IN cord-299363-y7o8ovf9 82 10 100,000 100,000 CD cord-299363-y7o8ovf9 82 11 people people NNS cord-299363-y7o8ovf9 82 12 tested test VBD cord-299363-y7o8ovf9 82 13 positive positive JJ cord-299363-y7o8ovf9 82 14 for for IN cord-299363-y7o8ovf9 82 15 COVID-19 COVID-19 NNP cord-299363-y7o8ovf9 82 16 , , , cord-299363-y7o8ovf9 82 17 2.126 2.126 CD cord-299363-y7o8ovf9 82 18 out out IN cord-299363-y7o8ovf9 82 19 of of IN cord-299363-y7o8ovf9 82 20 100,000 100,000 CD cord-299363-y7o8ovf9 82 21 patients patient NNS cord-299363-y7o8ovf9 82 22 recovered recover VBN cord-299363-y7o8ovf9 82 23 , , , cord-299363-y7o8ovf9 82 24 and and CC cord-299363-y7o8ovf9 82 25 0.241 0.241 CD cord-299363-y7o8ovf9 82 26 out out IN cord-299363-y7o8ovf9 82 27 of of IN cord-299363-y7o8ovf9 82 28 100,000 100,000 CD cord-299363-y7o8ovf9 82 29 people people NNS cord-299363-y7o8ovf9 82 30 lost lose VBD cord-299363-y7o8ovf9 82 31 their -PRON- PRP$ cord-299363-y7o8ovf9 82 32 lives life NNS cord-299363-y7o8ovf9 82 33 . . . cord-299363-y7o8ovf9 83 1 For for IN cord-299363-y7o8ovf9 83 2 Guangdong Guangdong NNP cord-299363-y7o8ovf9 83 3 , , , cord-299363-y7o8ovf9 83 4 these these DT cord-299363-y7o8ovf9 83 5 statistics statistic NNS cord-299363-y7o8ovf9 83 6 are be VBP cord-299363-y7o8ovf9 83 7 0.159 0.159 CD cord-299363-y7o8ovf9 83 8 , , , cord-299363-y7o8ovf9 83 9 2.126 2.126 CD cord-299363-y7o8ovf9 83 10 , , , cord-299363-y7o8ovf9 83 11 and and CC cord-299363-y7o8ovf9 83 12 0.241 0.241 CD cord-299363-y7o8ovf9 83 13 , , , cord-299363-y7o8ovf9 83 14 respectively respectively RB cord-299363-y7o8ovf9 83 15 . . . cord-299363-y7o8ovf9 84 1 Before before IN cord-299363-y7o8ovf9 84 2 fitting fitting JJ cord-299363-y7o8ovf9 84 3 spatial spatial JJ cord-299363-y7o8ovf9 84 4 panel panel NN cord-299363-y7o8ovf9 84 5 models model NNS cord-299363-y7o8ovf9 84 6 , , , cord-299363-y7o8ovf9 84 7 we -PRON- PRP cord-299363-y7o8ovf9 84 8 require require VBP cord-299363-y7o8ovf9 84 9 an an DT cord-299363-y7o8ovf9 84 10 SWM SWM NNP cord-299363-y7o8ovf9 84 11 matrix matrix NN cord-299363-y7o8ovf9 84 12 . . . cord-299363-y7o8ovf9 85 1 An an DT cord-299363-y7o8ovf9 85 2 SWM SWM NNP cord-299363-y7o8ovf9 85 3 characterizes characterize VBZ cord-299363-y7o8ovf9 85 4 the the DT cord-299363-y7o8ovf9 85 5 spatial spatial JJ cord-299363-y7o8ovf9 85 6 relationships relationship NNS cord-299363-y7o8ovf9 85 7 among among IN cord-299363-y7o8ovf9 85 8 variables variable NNS cord-299363-y7o8ovf9 85 9 in in IN cord-299363-y7o8ovf9 85 10 a a DT cord-299363-y7o8ovf9 85 11 dataset dataset NN cord-299363-y7o8ovf9 85 12 ( ( -LRB- cord-299363-y7o8ovf9 85 13 Fotheringham Fotheringham NNP cord-299363-y7o8ovf9 85 14 & & CC cord-299363-y7o8ovf9 85 15 Rogerson Rogerson NNP cord-299363-y7o8ovf9 85 16 , , , cord-299363-y7o8ovf9 85 17 2008 2008 CD cord-299363-y7o8ovf9 85 18 ; ; : cord-299363-y7o8ovf9 85 19 Zeren Zeren NNP cord-299363-y7o8ovf9 85 20 , , , cord-299363-y7o8ovf9 85 21 2010 2010 CD cord-299363-y7o8ovf9 85 22 ) ) -RRB- cord-299363-y7o8ovf9 85 23 . . . cord-299363-y7o8ovf9 86 1 The the DT cord-299363-y7o8ovf9 86 2 in in IN cord-299363-y7o8ovf9 86 3 this this DT cord-299363-y7o8ovf9 86 4 research research NN cord-299363-y7o8ovf9 86 5 was be VBD cord-299363-y7o8ovf9 86 6 31 31 CD cord-299363-y7o8ovf9 86 7 × × NNP cord-299363-y7o8ovf9 86 8 31 31 CD cord-299363-y7o8ovf9 86 9 , , , cord-299363-y7o8ovf9 86 10 row row NN cord-299363-y7o8ovf9 86 11 - - HYPH cord-299363-y7o8ovf9 86 12 standardized standardize VBN cord-299363-y7o8ovf9 86 13 with with IN cord-299363-y7o8ovf9 86 14 zero zero CD cord-299363-y7o8ovf9 86 15 diagonal diagonal JJ cord-299363-y7o8ovf9 86 16 factors factor NNS cord-299363-y7o8ovf9 86 17 and and CC cord-299363-y7o8ovf9 86 18 developed develop VBD cord-299363-y7o8ovf9 86 19 via via IN cord-299363-y7o8ovf9 86 20 the the DT cord-299363-y7o8ovf9 86 21 conceptualization conceptualization NN cord-299363-y7o8ovf9 86 22 of of IN cord-299363-y7o8ovf9 86 23 spatial spatial JJ cord-299363-y7o8ovf9 86 24 relations relation NNS cord-299363-y7o8ovf9 86 25 of of IN cord-299363-y7o8ovf9 86 26 the the DT cord-299363-y7o8ovf9 86 27 polygon polygon NN cord-299363-y7o8ovf9 86 28 rook rook NN cord-299363-y7o8ovf9 86 29 contiguity contiguity NN cord-299363-y7o8ovf9 86 30 in in IN cord-299363-y7o8ovf9 86 31 Stata Stata NNP cord-299363-y7o8ovf9 86 32 16 16 CD cord-299363-y7o8ovf9 86 33 . . . cord-299363-y7o8ovf9 87 1 Formally formally RB cord-299363-y7o8ovf9 87 2 , , , cord-299363-y7o8ovf9 87 3 This this DT cord-299363-y7o8ovf9 87 4 form form NN cord-299363-y7o8ovf9 87 5 is be VBZ cord-299363-y7o8ovf9 87 6 then then RB cord-299363-y7o8ovf9 87 7 transformed transform VBN cord-299363-y7o8ovf9 87 8 into into IN cord-299363-y7o8ovf9 87 9 a a DT cord-299363-y7o8ovf9 87 10 suitable suitable JJ cord-299363-y7o8ovf9 87 11 format format NN cord-299363-y7o8ovf9 87 12 for for IN cord-299363-y7o8ovf9 87 13 Stata Stata NNP cord-299363-y7o8ovf9 87 14 16.0 16.0 CD cord-299363-y7o8ovf9 87 15 and and CC cord-299363-y7o8ovf9 87 16 is be VBZ cord-299363-y7o8ovf9 87 17 used use VBN cord-299363-y7o8ovf9 87 18 in in IN cord-299363-y7o8ovf9 87 19 spatial spatial JJ cord-299363-y7o8ovf9 87 20 panel panel NN cord-299363-y7o8ovf9 87 21 regression regression NN cord-299363-y7o8ovf9 87 22 . . . cord-299363-y7o8ovf9 88 1 To to TO cord-299363-y7o8ovf9 88 2 manage manage VB cord-299363-y7o8ovf9 88 3 the the DT cord-299363-y7o8ovf9 88 4 spatial spatial JJ cord-299363-y7o8ovf9 88 5 autocorrelation autocorrelation NN cord-299363-y7o8ovf9 88 6 effect effect NN cord-299363-y7o8ovf9 88 7 of of IN cord-299363-y7o8ovf9 88 8 the the DT cord-299363-y7o8ovf9 88 9 dependent dependent JJ cord-299363-y7o8ovf9 88 10 variable variable NN cord-299363-y7o8ovf9 88 11 and and CC cord-299363-y7o8ovf9 88 12 correctly correctly RB cord-299363-y7o8ovf9 88 13 analyse analyse VB cord-299363-y7o8ovf9 88 14 the the DT cord-299363-y7o8ovf9 88 15 affecting affect VBG cord-299363-y7o8ovf9 88 16 factors factor NNS cord-299363-y7o8ovf9 88 17 and and CC cord-299363-y7o8ovf9 88 18 their -PRON- PRP$ cord-299363-y7o8ovf9 88 19 spatial spatial JJ cord-299363-y7o8ovf9 88 20 spillover spillover NN cord-299363-y7o8ovf9 88 21 effects effect NNS cord-299363-y7o8ovf9 88 22 , , , cord-299363-y7o8ovf9 88 23 spatial spatial JJ cord-299363-y7o8ovf9 88 24 panel panel NN cord-299363-y7o8ovf9 88 25 data datum NNS cord-299363-y7o8ovf9 88 26 models model NNS cord-299363-y7o8ovf9 88 27 can can MD cord-299363-y7o8ovf9 88 28 be be VB cord-299363-y7o8ovf9 88 29 used use VBN cord-299363-y7o8ovf9 88 30 . . . cord-299363-y7o8ovf9 89 1 Compared compare VBN cord-299363-y7o8ovf9 89 2 with with IN cord-299363-y7o8ovf9 89 3 standard standard JJ cord-299363-y7o8ovf9 89 4 linear linear JJ cord-299363-y7o8ovf9 89 5 panel panel NN cord-299363-y7o8ovf9 89 6 data datum NNS cord-299363-y7o8ovf9 89 7 models model NNS cord-299363-y7o8ovf9 89 8 , , , cord-299363-y7o8ovf9 89 9 spatial spatial JJ cord-299363-y7o8ovf9 89 10 panel panel NN cord-299363-y7o8ovf9 89 11 data datum NNS cord-299363-y7o8ovf9 89 12 models model NNS cord-299363-y7o8ovf9 89 13 take take VBP cord-299363-y7o8ovf9 89 14 on on RP cord-299363-y7o8ovf9 89 15 spatial spatial JJ cord-299363-y7o8ovf9 89 16 effects effect NNS cord-299363-y7o8ovf9 89 17 , , , cord-299363-y7o8ovf9 89 18 such such JJ cord-299363-y7o8ovf9 89 19 as as IN cord-299363-y7o8ovf9 89 20 the the DT cord-299363-y7o8ovf9 89 21 spatial spatial JJ cord-299363-y7o8ovf9 89 22 dependence dependence NN cord-299363-y7o8ovf9 89 23 and and CC cord-299363-y7o8ovf9 89 24 spillover spillover NN cord-299363-y7o8ovf9 89 25 effects effect NNS cord-299363-y7o8ovf9 89 26 . . . cord-299363-y7o8ovf9 90 1 Further further RB cord-299363-y7o8ovf9 90 2 , , , cord-299363-y7o8ovf9 90 3 compared compare VBN cord-299363-y7o8ovf9 90 4 with with IN cord-299363-y7o8ovf9 90 5 the the DT cord-299363-y7o8ovf9 90 6 spatial spatial JJ cord-299363-y7o8ovf9 90 7 model model NN cord-299363-y7o8ovf9 90 8 built build VBN cord-299363-y7o8ovf9 90 9 on on IN cord-299363-y7o8ovf9 90 10 cross cross JJ cord-299363-y7o8ovf9 90 11 - - JJ cord-299363-y7o8ovf9 90 12 sectional sectional JJ cord-299363-y7o8ovf9 90 13 data datum NNS cord-299363-y7o8ovf9 90 14 , , , cord-299363-y7o8ovf9 90 15 the the DT cord-299363-y7o8ovf9 90 16 spatial spatial JJ cord-299363-y7o8ovf9 90 17 panel panel NN cord-299363-y7o8ovf9 90 18 data data NN cord-299363-y7o8ovf9 90 19 model model NN cord-299363-y7o8ovf9 90 20 can can MD cord-299363-y7o8ovf9 90 21 grasp grasp VB cord-299363-y7o8ovf9 90 22 the the DT cord-299363-y7o8ovf9 90 23 individual individual JJ cord-299363-y7o8ovf9 90 24 heterogeneity heterogeneity NN cord-299363-y7o8ovf9 90 25 of of IN cord-299363-y7o8ovf9 90 26 spatial spatial JJ cord-299363-y7o8ovf9 90 27 units unit NNS cord-299363-y7o8ovf9 90 28 - - : cord-299363-y7o8ovf9 90 29 that that RB cord-299363-y7o8ovf9 90 30 is is RB cord-299363-y7o8ovf9 90 31 , , , cord-299363-y7o8ovf9 90 32 individual individual JJ cord-299363-y7o8ovf9 90 33 effects effect NNS cord-299363-y7o8ovf9 90 34 - - : cord-299363-y7o8ovf9 90 35 and and CC cord-299363-y7o8ovf9 90 36 can can MD cord-299363-y7o8ovf9 90 37 escape escape VB cord-299363-y7o8ovf9 90 38 missing miss VBG cord-299363-y7o8ovf9 90 39 variables variable NNS cord-299363-y7o8ovf9 90 40 and and CC cord-299363-y7o8ovf9 90 41 estimation estimation NN cord-299363-y7o8ovf9 90 42 errors error NNS cord-299363-y7o8ovf9 90 43 more more RBR cord-299363-y7o8ovf9 90 44 efficiently efficiently RB cord-299363-y7o8ovf9 90 45 ( ( -LRB- cord-299363-y7o8ovf9 90 46 Elhorst Elhorst NNP cord-299363-y7o8ovf9 90 47 , , , cord-299363-y7o8ovf9 90 48 2014 2014 CD cord-299363-y7o8ovf9 90 49 ) ) -RRB- cord-299363-y7o8ovf9 90 50 Before before IN cord-299363-y7o8ovf9 90 51 estimating estimate VBG cord-299363-y7o8ovf9 90 52 spatial spatial JJ cord-299363-y7o8ovf9 90 53 panel panel NN cord-299363-y7o8ovf9 90 54 data datum NNS cord-299363-y7o8ovf9 90 55 models model NNS cord-299363-y7o8ovf9 90 56 , , , cord-299363-y7o8ovf9 90 57 we -PRON- PRP cord-299363-y7o8ovf9 90 58 need need VBP cord-299363-y7o8ovf9 90 59 to to TO cord-299363-y7o8ovf9 90 60 test test VB cord-299363-y7o8ovf9 90 61 for for IN cord-299363-y7o8ovf9 90 62 cross cross JJ cord-299363-y7o8ovf9 90 63 - - JJ cord-299363-y7o8ovf9 90 64 sectional sectional JJ cord-299363-y7o8ovf9 90 65 dependence dependence NN cord-299363-y7o8ovf9 90 66 . . . cord-299363-y7o8ovf9 91 1 The the DT cord-299363-y7o8ovf9 91 2 primary primary JJ cord-299363-y7o8ovf9 91 3 issue issue NN cord-299363-y7o8ovf9 91 4 when when WRB cord-299363-y7o8ovf9 91 5 confronted confront VBN cord-299363-y7o8ovf9 91 6 with with IN cord-299363-y7o8ovf9 91 7 spatially spatially RB cord-299363-y7o8ovf9 91 8 referenced reference VBN cord-299363-y7o8ovf9 91 9 data data NN cord-299363-y7o8ovf9 91 10 is be VBZ cord-299363-y7o8ovf9 91 11 to to TO cord-299363-y7o8ovf9 91 12 determine determine VB cord-299363-y7o8ovf9 91 13 whether whether IN cord-299363-y7o8ovf9 91 14 spatial spatial JJ cord-299363-y7o8ovf9 91 15 dependence dependence NN cord-299363-y7o8ovf9 91 16 exists exist VBZ cord-299363-y7o8ovf9 91 17 , , , cord-299363-y7o8ovf9 91 18 that that RB cord-299363-y7o8ovf9 91 19 is is RB cord-299363-y7o8ovf9 91 20 , , , cord-299363-y7o8ovf9 91 21 whether whether IN cord-299363-y7o8ovf9 91 22 " " `` cord-299363-y7o8ovf9 91 23 nearby nearby JJ cord-299363-y7o8ovf9 91 24 " " '' cord-299363-y7o8ovf9 91 25 cases case NNS cord-299363-y7o8ovf9 91 26 are be VBP cord-299363-y7o8ovf9 91 27 more more RBR cord-299363-y7o8ovf9 91 28 correlated correlate VBN cord-299363-y7o8ovf9 91 29 than than IN cord-299363-y7o8ovf9 91 30 distant distant JJ cord-299363-y7o8ovf9 91 31 ones one NNS cord-299363-y7o8ovf9 91 32 . . . cord-299363-y7o8ovf9 92 1 A a DT cord-299363-y7o8ovf9 92 2 flexible flexible JJ cord-299363-y7o8ovf9 92 3 way way NN cord-299363-y7o8ovf9 92 4 of of IN cord-299363-y7o8ovf9 92 5 assessing assess VBG cord-299363-y7o8ovf9 92 6 whether whether IN cord-299363-y7o8ovf9 92 7 dependence dependence NN cord-299363-y7o8ovf9 92 8 in in IN cord-299363-y7o8ovf9 92 9 the the DT cord-299363-y7o8ovf9 92 10 cross cross NN cord-299363-y7o8ovf9 92 11 - - NN cord-299363-y7o8ovf9 92 12 section section NN cord-299363-y7o8ovf9 92 13 of of IN cord-299363-y7o8ovf9 92 14 a a DT cord-299363-y7o8ovf9 92 15 panel panel NN cord-299363-y7o8ovf9 92 16 dataset dataset NN cord-299363-y7o8ovf9 92 17 is be VBZ cord-299363-y7o8ovf9 92 18 spatially spatially RB cord-299363-y7o8ovf9 92 19 related related JJ cord-299363-y7o8ovf9 92 20 is be VBZ cord-299363-y7o8ovf9 92 21 the the DT cord-299363-y7o8ovf9 92 22 particularization particularization NN cord-299363-y7o8ovf9 92 23 of of IN cord-299363-y7o8ovf9 92 24 the the DT cord-299363-y7o8ovf9 92 25 Pesaran Pesaran NNP cord-299363-y7o8ovf9 92 26 ( ( -LRB- cord-299363-y7o8ovf9 92 27 2004 2004 CD cord-299363-y7o8ovf9 92 28 ) ) -RRB- cord-299363-y7o8ovf9 92 29 test test NN cord-299363-y7o8ovf9 92 30 for for IN cord-299363-y7o8ovf9 92 31 general general NNP cord-299363-y7o8ovf9 92 32 cross cross JJ cord-299363-y7o8ovf9 92 33 - - JJ cord-299363-y7o8ovf9 92 34 sectional sectional JJ cord-299363-y7o8ovf9 92 35 dependence dependence NN cord-299363-y7o8ovf9 92 36 ( ( -LRB- cord-299363-y7o8ovf9 92 37 Croissant Croissant NNP cord-299363-y7o8ovf9 92 38 & & CC cord-299363-y7o8ovf9 92 39 Millo Millo NNP cord-299363-y7o8ovf9 92 40 , , , cord-299363-y7o8ovf9 92 41 2019 2019 CD cord-299363-y7o8ovf9 92 42 ; ; : cord-299363-y7o8ovf9 92 43 Tatoğlu Tatoğlu NNP cord-299363-y7o8ovf9 92 44 , , , cord-299363-y7o8ovf9 92 45 2013 2013 CD cord-299363-y7o8ovf9 92 46 ) ) -RRB- cord-299363-y7o8ovf9 92 47 . . . cord-299363-y7o8ovf9 93 1 Table table NN cord-299363-y7o8ovf9 93 2 2 2 CD cord-299363-y7o8ovf9 93 3 shows show VBZ cord-299363-y7o8ovf9 93 4 the the DT cord-299363-y7o8ovf9 93 5 cross cross JJ cord-299363-y7o8ovf9 93 6 - - JJ cord-299363-y7o8ovf9 93 7 sectional sectional JJ cord-299363-y7o8ovf9 93 8 dependence dependence NN cord-299363-y7o8ovf9 93 9 test test NN cord-299363-y7o8ovf9 93 10 reports report NNS cord-299363-y7o8ovf9 93 11 ; ; : cord-299363-y7o8ovf9 93 12 we -PRON- PRP cord-299363-y7o8ovf9 93 13 can can MD cord-299363-y7o8ovf9 93 14 reject reject VB cord-299363-y7o8ovf9 93 15 that that IN cord-299363-y7o8ovf9 93 16 the the DT cord-299363-y7o8ovf9 93 17 null null JJ cord-299363-y7o8ovf9 93 18 hypothesis hypothesis NN cord-299363-y7o8ovf9 93 19 errors error NNS cord-299363-y7o8ovf9 93 20 are be VBP cord-299363-y7o8ovf9 93 21 i.i.d i.i.d JJ cord-299363-y7o8ovf9 93 22 . . . cord-299363-y7o8ovf9 94 1 This this DT cord-299363-y7o8ovf9 94 2 is be VBZ cord-299363-y7o8ovf9 94 3 not not RB cord-299363-y7o8ovf9 94 4 surprising surprising JJ cord-299363-y7o8ovf9 94 5 given give VBN cord-299363-y7o8ovf9 94 6 our -PRON- PRP$ cord-299363-y7o8ovf9 94 7 hit hit NN cord-299363-y7o8ovf9 94 8 map map NN cord-299363-y7o8ovf9 94 9 visual visual JJ cord-299363-y7o8ovf9 94 10 ( ( -LRB- cord-299363-y7o8ovf9 94 11 Figure figure NN cord-299363-y7o8ovf9 94 12 2 2 CD cord-299363-y7o8ovf9 94 13 ) ) -RRB- cord-299363-y7o8ovf9 94 14 appraisal appraisal NN cord-299363-y7o8ovf9 94 15 of of IN cord-299363-y7o8ovf9 94 16 confirmed confirm VBN cord-299363-y7o8ovf9 94 17 COVID-19 covid-19 CD cord-299363-y7o8ovf9 94 18 cases case NNS cord-299363-y7o8ovf9 94 19 . . . cord-299363-y7o8ovf9 95 1 Consequently consequently RB cord-299363-y7o8ovf9 95 2 , , , cord-299363-y7o8ovf9 95 3 we -PRON- PRP cord-299363-y7o8ovf9 95 4 require require VBP cord-299363-y7o8ovf9 95 5 spatial spatial JJ cord-299363-y7o8ovf9 95 6 panel panel NN cord-299363-y7o8ovf9 95 7 models model NNS cord-299363-y7o8ovf9 95 8 . . . cord-299363-y7o8ovf9 96 1 The the DT cord-299363-y7o8ovf9 96 2 estimation estimation NN cord-299363-y7o8ovf9 96 3 results result VBZ cord-299363-y7o8ovf9 96 4 for for IN cord-299363-y7o8ovf9 96 5 the the DT cord-299363-y7o8ovf9 96 6 SLM SLM NNP cord-299363-y7o8ovf9 96 7 and and CC cord-299363-y7o8ovf9 96 8 the the DT cord-299363-y7o8ovf9 96 9 six six CD cord-299363-y7o8ovf9 96 10 spatial spatial JJ cord-299363-y7o8ovf9 96 11 panel panel NN cord-299363-y7o8ovf9 96 12 data datum NNS cord-299363-y7o8ovf9 96 13 models model NNS cord-299363-y7o8ovf9 96 14 are be VBP cord-299363-y7o8ovf9 96 15 shown show VBN cord-299363-y7o8ovf9 96 16 in in IN cord-299363-y7o8ovf9 96 17 Table Table NNP cord-299363-y7o8ovf9 96 18 2 2 CD cord-299363-y7o8ovf9 96 19 . . . cord-299363-y7o8ovf9 97 1 The the DT cord-299363-y7o8ovf9 97 2 parameters parameter NNS cord-299363-y7o8ovf9 97 3 of of IN cord-299363-y7o8ovf9 97 4 the the DT cord-299363-y7o8ovf9 97 5 spatial spatial JJ cord-299363-y7o8ovf9 97 6 panel panel NN cord-299363-y7o8ovf9 97 7 models model NNS cord-299363-y7o8ovf9 97 8 are be VBP cord-299363-y7o8ovf9 97 9 estimated estimate VBN cord-299363-y7o8ovf9 97 10 using use VBG cord-299363-y7o8ovf9 97 11 the the DT cord-299363-y7o8ovf9 97 12 quasi quasi JJ cord-299363-y7o8ovf9 97 13 - - JJ cord-299363-y7o8ovf9 97 14 maximum maximum JJ cord-299363-y7o8ovf9 97 15 likelihood likelihood NN cord-299363-y7o8ovf9 97 16 estimator estimator NN cord-299363-y7o8ovf9 97 17 derived derive VBN cord-299363-y7o8ovf9 97 18 by by IN cord-299363-y7o8ovf9 97 19 Lee Lee NNP cord-299363-y7o8ovf9 97 20 and and CC cord-299363-y7o8ovf9 97 21 Yu Yu NNP cord-299363-y7o8ovf9 97 22 ( ( -LRB- cord-299363-y7o8ovf9 97 23 2010 2010 CD cord-299363-y7o8ovf9 97 24 ) ) -RRB- cord-299363-y7o8ovf9 97 25 and and CC cord-299363-y7o8ovf9 97 26 the the DT cord-299363-y7o8ovf9 97 27 p p NN cord-299363-y7o8ovf9 97 28 - - HYPH cord-299363-y7o8ovf9 97 29 value value NN cord-299363-y7o8ovf9 97 30 is be VBZ cord-299363-y7o8ovf9 97 31 calculated calculate VBN cord-299363-y7o8ovf9 97 32 using use VBG cord-299363-y7o8ovf9 97 33 the the DT cord-299363-y7o8ovf9 97 34 robust robust JJ cord-299363-y7o8ovf9 97 35 standard standard JJ cord-299363-y7o8ovf9 97 36 error error NN cord-299363-y7o8ovf9 97 37 . . . cord-299363-y7o8ovf9 98 1 All all DT cord-299363-y7o8ovf9 98 2 of of IN cord-299363-y7o8ovf9 98 3 spatial spatial JJ cord-299363-y7o8ovf9 98 4 panel panel NN cord-299363-y7o8ovf9 98 5 data datum NNS cord-299363-y7o8ovf9 98 6 models model NNS cord-299363-y7o8ovf9 98 7 include include VBP cord-299363-y7o8ovf9 98 8 two two CD cord-299363-y7o8ovf9 98 9 - - HYPH cord-299363-y7o8ovf9 98 10 way way NN cord-299363-y7o8ovf9 98 11 effects effect NNS cord-299363-y7o8ovf9 98 12 : : : cord-299363-y7o8ovf9 98 13 individual individual JJ cord-299363-y7o8ovf9 98 14 ( ( -LRB- cord-299363-y7o8ovf9 98 15 cross cross NN cord-299363-y7o8ovf9 98 16 ) ) -RRB- cord-299363-y7o8ovf9 98 17 and and CC cord-299363-y7o8ovf9 98 18 temporal temporal JJ cord-299363-y7o8ovf9 98 19 ( ( -LRB- cord-299363-y7o8ovf9 98 20 time time NN cord-299363-y7o8ovf9 98 21 ) ) -RRB- cord-299363-y7o8ovf9 98 22 effects effect NNS cord-299363-y7o8ovf9 98 23 . . . cord-299363-y7o8ovf9 99 1 Temporal temporal JJ cord-299363-y7o8ovf9 99 2 effects effect NNS cord-299363-y7o8ovf9 99 3 for for IN cord-299363-y7o8ovf9 99 4 each each DT cord-299363-y7o8ovf9 99 5 spatial spatial JJ cord-299363-y7o8ovf9 99 6 panel panel NN cord-299363-y7o8ovf9 99 7 model model NN cord-299363-y7o8ovf9 99 8 are be VBP cord-299363-y7o8ovf9 99 9 shown show VBN cord-299363-y7o8ovf9 99 10 in in IN cord-299363-y7o8ovf9 99 11 Table Table NNP cord-299363-y7o8ovf9 99 12 A.2 a.2 NN cord-299363-y7o8ovf9 99 13 . . . cord-299363-y7o8ovf9 100 1 Firstly firstly RB cord-299363-y7o8ovf9 100 2 , , , cord-299363-y7o8ovf9 100 3 we -PRON- PRP cord-299363-y7o8ovf9 100 4 eliminated eliminate VBD cord-299363-y7o8ovf9 100 5 SEM SEM NNP cord-299363-y7o8ovf9 100 6 ( ( -LRB- cord-299363-y7o8ovf9 100 7 2 2 CD cord-299363-y7o8ovf9 100 8 ) ) -RRB- cord-299363-y7o8ovf9 100 9 , , , cord-299363-y7o8ovf9 100 10 SDM SDM NNP cord-299363-y7o8ovf9 100 11 ( ( -LRB- cord-299363-y7o8ovf9 100 12 5 5 CD cord-299363-y7o8ovf9 100 13 ) ) -RRB- cord-299363-y7o8ovf9 100 14 and and CC cord-299363-y7o8ovf9 100 15 SDEM SDEM NNP cord-299363-y7o8ovf9 100 16 ( ( -LRB- cord-299363-y7o8ovf9 100 17 6 6 CD cord-299363-y7o8ovf9 100 18 ) ) -RRB- cord-299363-y7o8ovf9 100 19 models model NNS cord-299363-y7o8ovf9 100 20 since since IN cord-299363-y7o8ovf9 100 21 there there EX cord-299363-y7o8ovf9 100 22 was be VBD cord-299363-y7o8ovf9 100 23 spatial spatial JJ cord-299363-y7o8ovf9 100 24 effect effect NN cord-299363-y7o8ovf9 100 25 no no DT cord-299363-y7o8ovf9 100 26 statistically statistically RB cord-299363-y7o8ovf9 100 27 significant significant JJ cord-299363-y7o8ovf9 100 28 at at IN cord-299363-y7o8ovf9 100 29 % % NN cord-299363-y7o8ovf9 100 30 5 5 CD cord-299363-y7o8ovf9 100 31 level level NN cord-299363-y7o8ovf9 100 32 . . . cord-299363-y7o8ovf9 101 1 Following follow VBG cord-299363-y7o8ovf9 101 2 , , , cord-299363-y7o8ovf9 101 3 we -PRON- PRP cord-299363-y7o8ovf9 101 4 had have VBD cord-299363-y7o8ovf9 101 5 to to TO cord-299363-y7o8ovf9 101 6 choose choose VB cord-299363-y7o8ovf9 101 7 from from IN cord-299363-y7o8ovf9 101 8 models model NNS cord-299363-y7o8ovf9 101 9 such such JJ cord-299363-y7o8ovf9 101 10 as as IN cord-299363-y7o8ovf9 101 11 SAR SAR NNP cord-299363-y7o8ovf9 101 12 ( ( -LRB- cord-299363-y7o8ovf9 101 13 1 1 CD cord-299363-y7o8ovf9 101 14 ) ) -RRB- cord-299363-y7o8ovf9 101 15 , , , cord-299363-y7o8ovf9 101 16 SAC SAC NNP cord-299363-y7o8ovf9 101 17 ( ( -LRB- cord-299363-y7o8ovf9 101 18 3 3 CD cord-299363-y7o8ovf9 101 19 ) ) -RRB- cord-299363-y7o8ovf9 101 20 and and CC cord-299363-y7o8ovf9 101 21 SLX SLX NNP cord-299363-y7o8ovf9 101 22 ( ( -LRB- cord-299363-y7o8ovf9 101 23 4 4 CD cord-299363-y7o8ovf9 101 24 ) ) -RRB- cord-299363-y7o8ovf9 101 25 . . . cord-299363-y7o8ovf9 102 1 The the DT cord-299363-y7o8ovf9 102 2 estimated estimate VBN cord-299363-y7o8ovf9 102 3 coefficient coefficient NN cord-299363-y7o8ovf9 102 4 of of IN cord-299363-y7o8ovf9 102 5 the the DT cord-299363-y7o8ovf9 102 6 spatially spatially RB cord-299363-y7o8ovf9 102 7 lagged lag VBN cord-299363-y7o8ovf9 102 8 independent independent JJ cord-299363-y7o8ovf9 102 9 variables variable NNS cord-299363-y7o8ovf9 102 10 ( ( -LRB- cord-299363-y7o8ovf9 102 11 LM LM NNP cord-299363-y7o8ovf9 102 12 r r NNP cord-299363-y7o8ovf9 102 13 and and CC cord-299363-y7o8ovf9 102 14 LM LM NNP cord-299363-y7o8ovf9 102 15 d d NNP cord-299363-y7o8ovf9 102 16 ) ) -RRB- cord-299363-y7o8ovf9 102 17 in in IN cord-299363-y7o8ovf9 102 18 the the DT cord-299363-y7o8ovf9 102 19 SLX SLX NNP cord-299363-y7o8ovf9 102 20 ( ( -LRB- cord-299363-y7o8ovf9 102 21 spatially spatially RB cord-299363-y7o8ovf9 102 22 - - HYPH cord-299363-y7o8ovf9 102 23 lagged lag VBN cord-299363-y7o8ovf9 102 24 X x NN cord-299363-y7o8ovf9 102 25 ) ) -RRB- cord-299363-y7o8ovf9 102 26 model model NN cord-299363-y7o8ovf9 102 27 was be VBD cord-299363-y7o8ovf9 102 28 statistically statistically RB cord-299363-y7o8ovf9 102 29 significant significant JJ cord-299363-y7o8ovf9 102 30 at at IN cord-299363-y7o8ovf9 102 31 the the DT cord-299363-y7o8ovf9 102 32 % % NN cord-299363-y7o8ovf9 102 33 5 5 CD cord-299363-y7o8ovf9 102 34 level level NN cord-299363-y7o8ovf9 102 35 . . . cord-299363-y7o8ovf9 103 1 That that RB cord-299363-y7o8ovf9 103 2 is is RB cord-299363-y7o8ovf9 103 3 , , , cord-299363-y7o8ovf9 103 4 the the DT cord-299363-y7o8ovf9 103 5 rate rate NN cord-299363-y7o8ovf9 103 6 of of IN cord-299363-y7o8ovf9 103 7 confirmed confirm VBN cord-299363-y7o8ovf9 103 8 COVID-19 covid-19 CD cord-299363-y7o8ovf9 103 9 cases case NNS cord-299363-y7o8ovf9 103 10 for for IN cord-299363-y7o8ovf9 103 11 provinces province NNS cord-299363-y7o8ovf9 103 12 in in IN cord-299363-y7o8ovf9 103 13 China China NNP cord-299363-y7o8ovf9 103 14 are be VBP cord-299363-y7o8ovf9 103 15 spatially spatially RB cord-299363-y7o8ovf9 103 16 correlated correlate VBN cord-299363-y7o8ovf9 103 17 . . . cord-299363-y7o8ovf9 104 1 This this DT cord-299363-y7o8ovf9 104 2 further further RB cord-299363-y7o8ovf9 104 3 suggests suggest VBZ cord-299363-y7o8ovf9 104 4 that that IN cord-299363-y7o8ovf9 104 5 it -PRON- PRP cord-299363-y7o8ovf9 104 6 is be VBZ cord-299363-y7o8ovf9 104 7 necessary necessary JJ cord-299363-y7o8ovf9 104 8 to to TO cord-299363-y7o8ovf9 104 9 construct construct VB cord-299363-y7o8ovf9 104 10 spatial spatial JJ cord-299363-y7o8ovf9 104 11 panel panel NN cord-299363-y7o8ovf9 104 12 data datum NNS cord-299363-y7o8ovf9 104 13 models model NNS cord-299363-y7o8ovf9 104 14 rather rather RB cord-299363-y7o8ovf9 104 15 than than IN cord-299363-y7o8ovf9 104 16 SLMs slm NNS cord-299363-y7o8ovf9 104 17 , , , cord-299363-y7o8ovf9 104 18 which which WDT cord-299363-y7o8ovf9 104 19 do do VBP cord-299363-y7o8ovf9 104 20 not not RB cord-299363-y7o8ovf9 104 21 consider consider VB cord-299363-y7o8ovf9 104 22 spatial spatial JJ cord-299363-y7o8ovf9 104 23 effects effect NNS cord-299363-y7o8ovf9 104 24 , , , cord-299363-y7o8ovf9 104 25 if if IN cord-299363-y7o8ovf9 104 26 our -PRON- PRP$ cord-299363-y7o8ovf9 104 27 objective objective NN cord-299363-y7o8ovf9 104 28 is be VBZ cord-299363-y7o8ovf9 104 29 to to TO cord-299363-y7o8ovf9 104 30 explore explore VB cord-299363-y7o8ovf9 104 31 the the DT cord-299363-y7o8ovf9 104 32 influencing influence VBG cord-299363-y7o8ovf9 104 33 factors factor NNS cord-299363-y7o8ovf9 104 34 of of IN cord-299363-y7o8ovf9 104 35 the the DT cord-299363-y7o8ovf9 104 36 rate rate NN cord-299363-y7o8ovf9 104 37 of of IN cord-299363-y7o8ovf9 104 38 confirmed confirm VBN cord-299363-y7o8ovf9 104 39 cases case NNS cord-299363-y7o8ovf9 104 40 and and CC cord-299363-y7o8ovf9 104 41 their -PRON- PRP$ cord-299363-y7o8ovf9 104 42 spatial spatial JJ cord-299363-y7o8ovf9 104 43 spillover spillover NN cord-299363-y7o8ovf9 104 44 effects effect NNS cord-299363-y7o8ovf9 104 45 . . . cord-299363-y7o8ovf9 105 1 The the DT cord-299363-y7o8ovf9 105 2 pseudo pseudo JJ cord-299363-y7o8ovf9 105 3 - - HYPH cord-299363-y7o8ovf9 105 4 R r JJ cord-299363-y7o8ovf9 105 5 2 2 CD cord-299363-y7o8ovf9 105 6 ( ( -LRB- cord-299363-y7o8ovf9 105 7 99.16 99.16 CD cord-299363-y7o8ovf9 105 8 ) ) -RRB- cord-299363-y7o8ovf9 105 9 , , , cord-299363-y7o8ovf9 105 10 likelihood likelihood NN cord-299363-y7o8ovf9 105 11 ratio ratio NN cord-299363-y7o8ovf9 105 12 - - HYPH cord-299363-y7o8ovf9 105 13 stat stat NN cord-299363-y7o8ovf9 105 14 ( ( -LRB- cord-299363-y7o8ovf9 105 15 LR lr NN cord-299363-y7o8ovf9 105 16 - - HYPH cord-299363-y7o8ovf9 105 17 stat stat NN cord-299363-y7o8ovf9 105 18 ) ) -RRB- cord-299363-y7o8ovf9 105 19 ( ( -LRB- cord-299363-y7o8ovf9 105 20 85972 85972 CD cord-299363-y7o8ovf9 105 21 ) ) -RRB- cord-299363-y7o8ovf9 105 22 , , , cord-299363-y7o8ovf9 105 23 and and CC cord-299363-y7o8ovf9 105 24 Lagrange Lagrange NNP cord-299363-y7o8ovf9 105 25 multiplier multiplier NN cord-299363-y7o8ovf9 105 26 ( ( -LRB- cord-299363-y7o8ovf9 105 27 LM LM NNP cord-299363-y7o8ovf9 105 28 ) ) -RRB- cord-299363-y7o8ovf9 105 29 test test NN cord-299363-y7o8ovf9 105 30 of of IN cord-299363-y7o8ovf9 105 31 common common JJ cord-299363-y7o8ovf9 105 32 spatial spatial JJ cord-299363-y7o8ovf9 105 33 terms term NNS cord-299363-y7o8ovf9 105 34 stat stat NN cord-299363-y7o8ovf9 105 35 ( ( -LRB- cord-299363-y7o8ovf9 105 36 41.853 41.853 CD cord-299363-y7o8ovf9 105 37 ) ) -RRB- cord-299363-y7o8ovf9 105 38 for for IN cord-299363-y7o8ovf9 105 39 the the DT cord-299363-y7o8ovf9 105 40 SLX SLX NNP cord-299363-y7o8ovf9 105 41 are be VBP cord-299363-y7o8ovf9 105 42 higher high JJR cord-299363-y7o8ovf9 105 43 than than IN cord-299363-y7o8ovf9 105 44 SAR SAR NNP cord-299363-y7o8ovf9 105 45 ( ( -LRB- cord-299363-y7o8ovf9 105 46 1 1 CD cord-299363-y7o8ovf9 105 47 ) ) -RRB- cord-299363-y7o8ovf9 105 48 and and CC cord-299363-y7o8ovf9 105 49 SAC sac NN cord-299363-y7o8ovf9 105 50 ( ( -LRB- cord-299363-y7o8ovf9 105 51 2 2 CD cord-299363-y7o8ovf9 105 52 ) ) -RRB- cord-299363-y7o8ovf9 105 53 models model NNS cord-299363-y7o8ovf9 105 54 . . . cord-299363-y7o8ovf9 106 1 Its -PRON- PRP$ cord-299363-y7o8ovf9 106 2 value value NN cord-299363-y7o8ovf9 106 3 of of IN cord-299363-y7o8ovf9 106 4 the the DT cord-299363-y7o8ovf9 106 5 corrected correct VBN cord-299363-y7o8ovf9 106 6 Akaike Akaike NNP cord-299363-y7o8ovf9 106 7 information information NN cord-299363-y7o8ovf9 106 8 criterion criterion NN cord-299363-y7o8ovf9 106 9 ( ( -LRB- cord-299363-y7o8ovf9 106 10 AICc AICc NNP cord-299363-y7o8ovf9 106 11 ) ) -RRB- cord-299363-y7o8ovf9 106 12 ( ( -LRB- cord-299363-y7o8ovf9 106 13 -3725.134 -3725.134 CD cord-299363-y7o8ovf9 106 14 ) ) -RRB- cord-299363-y7o8ovf9 106 15 , , , cord-299363-y7o8ovf9 106 16 which which WDT cord-299363-y7o8ovf9 106 17 is be VBZ cord-299363-y7o8ovf9 106 18 calculate calculate VB cord-299363-y7o8ovf9 106 19 for for IN cord-299363-y7o8ovf9 106 20 small small JJ cord-299363-y7o8ovf9 106 21 samples sample NNS cord-299363-y7o8ovf9 106 22 , , , cord-299363-y7o8ovf9 106 23 and and CC cord-299363-y7o8ovf9 106 24 Bayesian bayesian JJ cord-299363-y7o8ovf9 106 25 information information NN cord-299363-y7o8ovf9 106 26 criterion criterion NN cord-299363-y7o8ovf9 106 27 ( ( -LRB- cord-299363-y7o8ovf9 106 28 BIC BIC NNP cord-299363-y7o8ovf9 106 29 ) ) -RRB- cord-299363-y7o8ovf9 106 30 ( ( -LRB- cord-299363-y7o8ovf9 106 31 -3725.134 -3725.134 NN cord-299363-y7o8ovf9 106 32 ) ) -RRB- cord-299363-y7o8ovf9 106 33 are be VBP cord-299363-y7o8ovf9 106 34 also also RB cord-299363-y7o8ovf9 106 35 lower low JJR cord-299363-y7o8ovf9 106 36 than than IN cord-299363-y7o8ovf9 106 37 the the DT cord-299363-y7o8ovf9 106 38 SAR SAR NNP cord-299363-y7o8ovf9 106 39 and and CC cord-299363-y7o8ovf9 106 40 SAC SAC NNP cord-299363-y7o8ovf9 106 41 models model NNS cord-299363-y7o8ovf9 106 42 . . . cord-299363-y7o8ovf9 107 1 The the DT cord-299363-y7o8ovf9 107 2 LM LM NNP cord-299363-y7o8ovf9 107 3 r r NN cord-299363-y7o8ovf9 107 4 , , , cord-299363-y7o8ovf9 107 5 and and CC cord-299363-y7o8ovf9 107 6 LM LM NNP cord-299363-y7o8ovf9 107 7 d d XX cord-299363-y7o8ovf9 107 8 test test NN cord-299363-y7o8ovf9 107 9 statistics statistic NNS cord-299363-y7o8ovf9 107 10 for for IN cord-299363-y7o8ovf9 107 11 the the DT cord-299363-y7o8ovf9 107 12 SLX SLX NNP cord-299363-y7o8ovf9 107 13 are be VBP cord-299363-y7o8ovf9 107 14 significant significant JJ cord-299363-y7o8ovf9 107 15 at at IN cord-299363-y7o8ovf9 107 16 the the DT cord-299363-y7o8ovf9 107 17 % % NN cord-299363-y7o8ovf9 107 18 5 5 CD cord-299363-y7o8ovf9 107 19 level level NN cord-299363-y7o8ovf9 107 20 , , , cord-299363-y7o8ovf9 107 21 and and CC cord-299363-y7o8ovf9 107 22 , , , cord-299363-y7o8ovf9 107 23 hence hence RB cord-299363-y7o8ovf9 107 24 , , , cord-299363-y7o8ovf9 107 25 spatial spatial JJ cord-299363-y7o8ovf9 107 26 effects effect NNS cord-299363-y7o8ovf9 107 27 of of IN cord-299363-y7o8ovf9 107 28 explanatory explanatory JJ cord-299363-y7o8ovf9 107 29 variables variable NNS cord-299363-y7o8ovf9 108 1 ( ( -LRB- cord-299363-y7o8ovf9 108 2 LM LM NNP cord-299363-y7o8ovf9 108 3 r r NNP cord-299363-y7o8ovf9 108 4 , , , cord-299363-y7o8ovf9 108 5 LM LM NNP cord-299363-y7o8ovf9 108 6 d d NNP cord-299363-y7o8ovf9 108 7 ) ) -RRB- cord-299363-y7o8ovf9 108 8 are be VBP cord-299363-y7o8ovf9 108 9 different different JJ cord-299363-y7o8ovf9 108 10 from from IN cord-299363-y7o8ovf9 108 11 zero zero CD cord-299363-y7o8ovf9 108 12 . . . cord-299363-y7o8ovf9 109 1 Hausman Hausman NNP cord-299363-y7o8ovf9 109 2 test test NN cord-299363-y7o8ovf9 109 3 statistics statistic NNS cord-299363-y7o8ovf9 109 4 is be VBZ cord-299363-y7o8ovf9 109 5 21.791 21.791 CD cord-299363-y7o8ovf9 109 6 for for IN cord-299363-y7o8ovf9 109 7 SLX SLX NNP cord-299363-y7o8ovf9 109 8 ; ; : cord-299363-y7o8ovf9 109 9 further far RBR cord-299363-y7o8ovf9 109 10 , , , cord-299363-y7o8ovf9 109 11 the the DT cord-299363-y7o8ovf9 109 12 fixed fix VBN cord-299363-y7o8ovf9 109 13 effects effect NNS cord-299363-y7o8ovf9 109 14 SLX SLX NNP cord-299363-y7o8ovf9 109 15 is be VBZ cord-299363-y7o8ovf9 109 16 more more RBR cord-299363-y7o8ovf9 109 17 consistent consistent JJ cord-299363-y7o8ovf9 109 18 in in IN cord-299363-y7o8ovf9 109 19 comparison comparison NN cord-299363-y7o8ovf9 109 20 with with IN cord-299363-y7o8ovf9 109 21 the the DT cord-299363-y7o8ovf9 109 22 random random JJ cord-299363-y7o8ovf9 109 23 effects effect NNS cord-299363-y7o8ovf9 109 24 SLX slx NN cord-299363-y7o8ovf9 109 25 ( ( -LRB- cord-299363-y7o8ovf9 109 26 prob<0.001 prob<0.001 CD cord-299363-y7o8ovf9 109 27 ) ) -RRB- cord-299363-y7o8ovf9 109 28 . . . cord-299363-y7o8ovf9 110 1 Consequently consequently RB cord-299363-y7o8ovf9 110 2 , , , cord-299363-y7o8ovf9 110 3 the the DT cord-299363-y7o8ovf9 110 4 SLX SLX NNP cord-299363-y7o8ovf9 110 5 can can MD cord-299363-y7o8ovf9 110 6 be be VB cord-299363-y7o8ovf9 110 7 considered consider VBN cord-299363-y7o8ovf9 110 8 a a DT cord-299363-y7o8ovf9 110 9 betterfitting betterfitte VBG cord-299363-y7o8ovf9 110 10 spatial spatial JJ cord-299363-y7o8ovf9 110 11 panel panel NN cord-299363-y7o8ovf9 110 12 regression regression NN cord-299363-y7o8ovf9 110 13 model model NN cord-299363-y7o8ovf9 110 14 . . . cord-299363-y7o8ovf9 111 1 Therefore therefore RB cord-299363-y7o8ovf9 111 2 , , , cord-299363-y7o8ovf9 111 3 we -PRON- PRP cord-299363-y7o8ovf9 111 4 mainly mainly RB cord-299363-y7o8ovf9 111 5 interpret interpret VBP cord-299363-y7o8ovf9 111 6 the the DT cord-299363-y7o8ovf9 111 7 influencing influence VBG cord-299363-y7o8ovf9 111 8 factors factor NNS cord-299363-y7o8ovf9 111 9 based base VBN cord-299363-y7o8ovf9 111 10 on on IN cord-299363-y7o8ovf9 111 11 the the DT cord-299363-y7o8ovf9 111 12 estimation estimation NN cord-299363-y7o8ovf9 111 13 results result NNS cord-299363-y7o8ovf9 111 14 of of IN cord-299363-y7o8ovf9 111 15 the the DT cord-299363-y7o8ovf9 111 16 SLX SLX NNP cord-299363-y7o8ovf9 111 17 in in IN cord-299363-y7o8ovf9 111 18 the the DT cord-299363-y7o8ovf9 111 19 following follow VBG cord-299363-y7o8ovf9 111 20 analysis analysis NN cord-299363-y7o8ovf9 111 21 . . . cord-299363-y7o8ovf9 112 1 The the DT cord-299363-y7o8ovf9 112 2 average average JJ cord-299363-y7o8ovf9 112 3 direct direct JJ cord-299363-y7o8ovf9 112 4 , , , cord-299363-y7o8ovf9 112 5 indirect indirect JJ cord-299363-y7o8ovf9 112 6 , , , cord-299363-y7o8ovf9 112 7 and and CC cord-299363-y7o8ovf9 112 8 total total JJ cord-299363-y7o8ovf9 112 9 effects effect NNS cord-299363-y7o8ovf9 112 10 of of IN cord-299363-y7o8ovf9 112 11 these these DT cord-299363-y7o8ovf9 112 12 explanatory explanatory JJ cord-299363-y7o8ovf9 112 13 variables variable NNS cord-299363-y7o8ovf9 112 14 are be VBP cord-299363-y7o8ovf9 112 15 presented present VBN cord-299363-y7o8ovf9 112 16 in in IN cord-299363-y7o8ovf9 112 17 Table Table NNP cord-299363-y7o8ovf9 112 18 3 3 CD cord-299363-y7o8ovf9 112 19 . . . cord-299363-y7o8ovf9 113 1 The the DT cord-299363-y7o8ovf9 113 2 direct direct JJ cord-299363-y7o8ovf9 113 3 effect effect NN cord-299363-y7o8ovf9 113 4 expresses express VBZ cord-299363-y7o8ovf9 113 5 the the DT cord-299363-y7o8ovf9 113 6 marginal marginal JJ cord-299363-y7o8ovf9 113 7 effect effect NN cord-299363-y7o8ovf9 113 8 of of IN cord-299363-y7o8ovf9 113 9 the the DT cord-299363-y7o8ovf9 113 10 change change NN cord-299363-y7o8ovf9 113 11 in in IN cord-299363-y7o8ovf9 113 12 the the DT cord-299363-y7o8ovf9 113 13 independent independent JJ cord-299363-y7o8ovf9 113 14 variable variable NN cord-299363-y7o8ovf9 113 15 of of IN cord-299363-y7o8ovf9 113 16 one one CD cord-299363-y7o8ovf9 113 17 percent percent NN cord-299363-y7o8ovf9 113 18 on on IN cord-299363-y7o8ovf9 113 19 the the DT cord-299363-y7o8ovf9 113 20 dependent dependent JJ cord-299363-y7o8ovf9 113 21 variable variable NN cord-299363-y7o8ovf9 113 22 of of IN cord-299363-y7o8ovf9 113 23 the the DT cord-299363-y7o8ovf9 113 24 same same JJ cord-299363-y7o8ovf9 113 25 unit unit NN cord-299363-y7o8ovf9 113 26 . . . cord-299363-y7o8ovf9 114 1 The the DT cord-299363-y7o8ovf9 114 2 indirect indirect JJ cord-299363-y7o8ovf9 114 3 effect effect NN cord-299363-y7o8ovf9 114 4 is be VBZ cord-299363-y7o8ovf9 114 5 the the DT cord-299363-y7o8ovf9 114 6 marginal marginal JJ cord-299363-y7o8ovf9 114 7 effect effect NN cord-299363-y7o8ovf9 114 8 of of IN cord-299363-y7o8ovf9 114 9 the the DT cord-299363-y7o8ovf9 114 10 change change NN cord-299363-y7o8ovf9 114 11 in in IN cord-299363-y7o8ovf9 114 12 the the DT cord-299363-y7o8ovf9 114 13 independent independent JJ cord-299363-y7o8ovf9 114 14 variable variable NN cord-299363-y7o8ovf9 114 15 in in IN cord-299363-y7o8ovf9 114 16 one one CD cord-299363-y7o8ovf9 114 17 percent percent NN cord-299363-y7o8ovf9 114 18 on on IN cord-299363-y7o8ovf9 114 19 the the DT cord-299363-y7o8ovf9 114 20 dependent dependent JJ cord-299363-y7o8ovf9 114 21 variable variable JJ cord-299363-y7o8ovf9 114 22 value value NN cord-299363-y7o8ovf9 114 23 of of IN cord-299363-y7o8ovf9 114 24 all all DT cord-299363-y7o8ovf9 114 25 neighbouring neighbouring JJ cord-299363-y7o8ovf9 114 26 units unit NNS cord-299363-y7o8ovf9 114 27 . . . cord-299363-y7o8ovf9 115 1 The the DT cord-299363-y7o8ovf9 115 2 total total JJ cord-299363-y7o8ovf9 115 3 effect effect NN cord-299363-y7o8ovf9 115 4 is be VBZ cord-299363-y7o8ovf9 115 5 the the DT cord-299363-y7o8ovf9 115 6 sum sum NN cord-299363-y7o8ovf9 115 7 of of IN cord-299363-y7o8ovf9 115 8 both both DT cord-299363-y7o8ovf9 115 9 effects effect NNS cord-299363-y7o8ovf9 115 10 . . . cord-299363-y7o8ovf9 116 1 The the DT cord-299363-y7o8ovf9 116 2 average average JJ cord-299363-y7o8ovf9 116 3 direct direct JJ cord-299363-y7o8ovf9 116 4 effects effect NNS cord-299363-y7o8ovf9 116 5 of of IN cord-299363-y7o8ovf9 116 6 the the DT cord-299363-y7o8ovf9 116 7 rate rate NN cord-299363-y7o8ovf9 116 8 of of IN cord-299363-y7o8ovf9 116 9 recovered recover VBN cord-299363-y7o8ovf9 116 10 cases case NNS cord-299363-y7o8ovf9 116 11 and and CC cord-299363-y7o8ovf9 116 12 the the DT cord-299363-y7o8ovf9 116 13 rate rate NN cord-299363-y7o8ovf9 116 14 of of IN cord-299363-y7o8ovf9 116 15 deaths death NNS cord-299363-y7o8ovf9 116 16 are be VBP cord-299363-y7o8ovf9 116 17 32.485 32.485 CD cord-299363-y7o8ovf9 116 18 ( ( -LRB- cord-299363-y7o8ovf9 116 19 prob<0.001 prob<0.001 CD cord-299363-y7o8ovf9 116 20 ) ) -RRB- cord-299363-y7o8ovf9 116 21 and and CC cord-299363-y7o8ovf9 116 22 -0.734 -0.734 . cord-299363-y7o8ovf9 116 23 ( ( -LRB- cord-299363-y7o8ovf9 116 24 prob<0.001 prob<0.001 CD cord-299363-y7o8ovf9 116 25 ) ) -RRB- cord-299363-y7o8ovf9 116 26 , , , cord-299363-y7o8ovf9 116 27 respectively respectively RB cord-299363-y7o8ovf9 116 28 , , , cord-299363-y7o8ovf9 116 29 indicating indicate VBG cord-299363-y7o8ovf9 116 30 that that IN cord-299363-y7o8ovf9 116 31 one one CD cord-299363-y7o8ovf9 116 32 - - HYPH cord-299363-y7o8ovf9 116 33 percent percent NN cord-299363-y7o8ovf9 116 34 increase increase NN cord-299363-y7o8ovf9 116 35 in in IN cord-299363-y7o8ovf9 116 36 the the DT cord-299363-y7o8ovf9 116 37 rate rate NN cord-299363-y7o8ovf9 116 38 of of IN cord-299363-y7o8ovf9 116 39 deaths death NNS cord-299363-y7o8ovf9 116 40 ( ( -LRB- cord-299363-y7o8ovf9 116 41 example example NN cord-299363-y7o8ovf9 116 42 , , , cord-299363-y7o8ovf9 116 43 in in IN cord-299363-y7o8ovf9 116 44 Hubei Hubei NNP cord-299363-y7o8ovf9 116 45 ) ) -RRB- cord-299363-y7o8ovf9 116 46 leads lead VBZ cord-299363-y7o8ovf9 116 47 to to IN cord-299363-y7o8ovf9 116 48 32 32 CD cord-299363-y7o8ovf9 116 49 % % NN cord-299363-y7o8ovf9 116 50 positive positive JJ cord-299363-y7o8ovf9 116 51 change change NN cord-299363-y7o8ovf9 116 52 in in IN cord-299363-y7o8ovf9 116 53 the the DT cord-299363-y7o8ovf9 116 54 rate rate NN cord-299363-y7o8ovf9 116 55 of of IN cord-299363-y7o8ovf9 116 56 confirmed confirm VBN cord-299363-y7o8ovf9 116 57 cases case NNS cord-299363-y7o8ovf9 116 58 ( ( -LRB- cord-299363-y7o8ovf9 116 59 in in IN cord-299363-y7o8ovf9 116 60 Hubei Hubei NNP cord-299363-y7o8ovf9 116 61 ) ) -RRB- cord-299363-y7o8ovf9 116 62 and and CC cord-299363-y7o8ovf9 117 1 a a DT cord-299363-y7o8ovf9 117 2 one one CD cord-299363-y7o8ovf9 117 3 - - HYPH cord-299363-y7o8ovf9 117 4 percent percent NN cord-299363-y7o8ovf9 117 5 increase increase NN cord-299363-y7o8ovf9 117 6 in in IN cord-299363-y7o8ovf9 117 7 the the DT cord-299363-y7o8ovf9 117 8 rate rate NN cord-299363-y7o8ovf9 117 9 of of IN cord-299363-y7o8ovf9 117 10 recovered recover VBN cord-299363-y7o8ovf9 117 11 cases case NNS cord-299363-y7o8ovf9 117 12 leads lead VBZ cord-299363-y7o8ovf9 117 13 to to IN cord-299363-y7o8ovf9 117 14 0.7 0.7 CD cord-299363-y7o8ovf9 117 15 % % NN cord-299363-y7o8ovf9 117 16 negative negative JJ cord-299363-y7o8ovf9 117 17 change change NN cord-299363-y7o8ovf9 117 18 in in IN cord-299363-y7o8ovf9 117 19 the the DT cord-299363-y7o8ovf9 117 20 ratio ratio NN cord-299363-y7o8ovf9 117 21 of of IN cord-299363-y7o8ovf9 117 22 confirmed confirm VBN cord-299363-y7o8ovf9 117 23 cases case NNS cord-299363-y7o8ovf9 117 24 ( ( -LRB- cord-299363-y7o8ovf9 117 25 in in IN cord-299363-y7o8ovf9 117 26 Hubei Hubei NNP cord-299363-y7o8ovf9 117 27 ) ) -RRB- cord-299363-y7o8ovf9 117 28 , , , cord-299363-y7o8ovf9 117 29 respectively respectively RB cord-299363-y7o8ovf9 117 30 . . . cord-299363-y7o8ovf9 118 1 Compared compare VBN cord-299363-y7o8ovf9 118 2 with with IN cord-299363-y7o8ovf9 118 3 the the DT cord-299363-y7o8ovf9 118 4 average average JJ cord-299363-y7o8ovf9 118 5 direct direct JJ cord-299363-y7o8ovf9 118 6 effects effect NNS cord-299363-y7o8ovf9 118 7 and and CC cord-299363-y7o8ovf9 118 8 the the DT cord-299363-y7o8ovf9 118 9 estimated estimate VBN cord-299363-y7o8ovf9 118 10 coefficients coefficient NNS cord-299363-y7o8ovf9 118 11 , , , cord-299363-y7o8ovf9 118 12 the the DT cord-299363-y7o8ovf9 118 13 average average JJ cord-299363-y7o8ovf9 118 14 indirect indirect JJ cord-299363-y7o8ovf9 118 15 effects effect NNS cord-299363-y7o8ovf9 118 16 can can MD cord-299363-y7o8ovf9 118 17 more more RBR cord-299363-y7o8ovf9 118 18 comprehensively comprehensively RB cord-299363-y7o8ovf9 118 19 reflect reflect VB cord-299363-y7o8ovf9 118 20 the the DT cord-299363-y7o8ovf9 118 21 actual actual JJ cord-299363-y7o8ovf9 118 22 effect effect NN cord-299363-y7o8ovf9 118 23 of of IN cord-299363-y7o8ovf9 118 24 the the DT cord-299363-y7o8ovf9 118 25 influencing influence VBG cord-299363-y7o8ovf9 118 26 factors factor NNS cord-299363-y7o8ovf9 118 27 . . . cord-299363-y7o8ovf9 119 1 The the DT cord-299363-y7o8ovf9 119 2 indirect indirect JJ cord-299363-y7o8ovf9 119 3 effects effect NNS cord-299363-y7o8ovf9 119 4 of of IN cord-299363-y7o8ovf9 119 5 the the DT cord-299363-y7o8ovf9 119 6 rate rate NN cord-299363-y7o8ovf9 119 7 of of IN cord-299363-y7o8ovf9 119 8 recovered recover VBN cord-299363-y7o8ovf9 119 9 cases case NNS cord-299363-y7o8ovf9 119 10 are be VBP cord-299363-y7o8ovf9 119 11 measured measure VBN cord-299363-y7o8ovf9 119 12 at at IN cord-299363-y7o8ovf9 119 13 1.663 1.663 CD cord-299363-y7o8ovf9 119 14 ( ( -LRB- cord-299363-y7o8ovf9 119 15 prob<0.001 prob<0.001 CD cord-299363-y7o8ovf9 119 16 ) ) -RRB- cord-299363-y7o8ovf9 119 17 , , , cord-299363-y7o8ovf9 119 18 indicating indicate VBG cord-299363-y7o8ovf9 119 19 that that IN cord-299363-y7o8ovf9 119 20 a a DT cord-299363-y7o8ovf9 119 21 one one CD cord-299363-y7o8ovf9 119 22 - - HYPH cord-299363-y7o8ovf9 119 23 percent percent NN cord-299363-y7o8ovf9 119 24 increase increase NN cord-299363-y7o8ovf9 119 25 in in IN cord-299363-y7o8ovf9 119 26 the the DT cord-299363-y7o8ovf9 119 27 rate rate NN cord-299363-y7o8ovf9 119 28 of of IN cord-299363-y7o8ovf9 119 29 deaths death NNS cord-299363-y7o8ovf9 119 30 ( ( -LRB- cord-299363-y7o8ovf9 119 31 in in IN cord-299363-y7o8ovf9 119 32 Hubei Hubei NNP cord-299363-y7o8ovf9 119 33 ) ) -RRB- cord-299363-y7o8ovf9 119 34 leads lead VBZ cord-299363-y7o8ovf9 119 35 to to IN cord-299363-y7o8ovf9 119 36 1.7 1.7 CD cord-299363-y7o8ovf9 119 37 % % NN cord-299363-y7o8ovf9 119 38 positive positive JJ cord-299363-y7o8ovf9 119 39 change change NN cord-299363-y7o8ovf9 119 40 in in IN cord-299363-y7o8ovf9 119 41 the the DT cord-299363-y7o8ovf9 119 42 rate rate NN cord-299363-y7o8ovf9 119 43 of of IN cord-299363-y7o8ovf9 119 44 confirmed confirm VBN cord-299363-y7o8ovf9 119 45 cases case NNS cord-299363-y7o8ovf9 119 46 ( ( -LRB- cord-299363-y7o8ovf9 119 47 in in IN cord-299363-y7o8ovf9 119 48 neighbouring neighbouring JJ cord-299363-y7o8ovf9 119 49 regions region NNS cord-299363-y7o8ovf9 119 50 of of IN cord-299363-y7o8ovf9 119 51 Hubei Hubei NNP cord-299363-y7o8ovf9 119 52 , , , cord-299363-y7o8ovf9 119 53 namely namely RB cord-299363-y7o8ovf9 119 54 , , , cord-299363-y7o8ovf9 119 55 Henan Henan NNP cord-299363-y7o8ovf9 119 56 , , , cord-299363-y7o8ovf9 119 57 Anhui Anhui NNP cord-299363-y7o8ovf9 119 58 etc etc FW cord-299363-y7o8ovf9 119 59 . . . cord-299363-y7o8ovf9 119 60 ) ) -RRB- cord-299363-y7o8ovf9 119 61 . . . cord-299363-y7o8ovf9 120 1 However however RB cord-299363-y7o8ovf9 120 2 , , , cord-299363-y7o8ovf9 120 3 the the DT cord-299363-y7o8ovf9 120 4 indirect indirect JJ cord-299363-y7o8ovf9 120 5 effect effect NN cord-299363-y7o8ovf9 120 6 of of IN cord-299363-y7o8ovf9 120 7 the the DT cord-299363-y7o8ovf9 120 8 rate rate NN cord-299363-y7o8ovf9 120 9 of of IN cord-299363-y7o8ovf9 120 10 recovered recover VBN cord-299363-y7o8ovf9 120 11 cases case NNS cord-299363-y7o8ovf9 120 12 is be VBZ cord-299363-y7o8ovf9 120 13 not not RB cord-299363-y7o8ovf9 120 14 significant significant JJ cord-299363-y7o8ovf9 120 15 at at IN cord-299363-y7o8ovf9 120 16 the the DT cord-299363-y7o8ovf9 120 17 5 5 CD cord-299363-y7o8ovf9 120 18 % % NN cord-299363-y7o8ovf9 120 19 level level NN cord-299363-y7o8ovf9 120 20 ( ( -LRB- cord-299363-y7o8ovf9 120 21 prob>0.05 prob>0.05 NNP cord-299363-y7o8ovf9 120 22 ) ) -RRB- cord-299363-y7o8ovf9 120 23 . . . cord-299363-y7o8ovf9 121 1 Table table NN cord-299363-y7o8ovf9 121 2 A a DT cord-299363-y7o8ovf9 121 3 .2 .2 NFP cord-299363-y7o8ovf9 121 4 shows show VBZ cord-299363-y7o8ovf9 121 5 temporal temporal JJ cord-299363-y7o8ovf9 121 6 effects effect NNS cord-299363-y7o8ovf9 121 7 of of IN cord-299363-y7o8ovf9 121 8 SLX SLX NNP cord-299363-y7o8ovf9 121 9 model model NN cord-299363-y7o8ovf9 121 10 . . . cord-299363-y7o8ovf9 122 1 We -PRON- PRP cord-299363-y7o8ovf9 122 2 consider consider VBP cord-299363-y7o8ovf9 122 3 that that IN cord-299363-y7o8ovf9 122 4 the the DT cord-299363-y7o8ovf9 122 5 rate rate NN cord-299363-y7o8ovf9 122 6 of of IN cord-299363-y7o8ovf9 122 7 confirmed confirm VBN cord-299363-y7o8ovf9 122 8 cases case NNS cord-299363-y7o8ovf9 122 9 in in IN cord-299363-y7o8ovf9 122 10 the the DT cord-299363-y7o8ovf9 122 11 first first JJ cord-299363-y7o8ovf9 122 12 days day NNS cord-299363-y7o8ovf9 122 13 increased increase VBD cord-299363-y7o8ovf9 122 14 slightly slightly RB cord-299363-y7o8ovf9 122 15 and and CC cord-299363-y7o8ovf9 122 16 it -PRON- PRP cord-299363-y7o8ovf9 122 17 was be VBD cord-299363-y7o8ovf9 122 18 not not RB cord-299363-y7o8ovf9 122 19 statistically statistically RB cord-299363-y7o8ovf9 122 20 significant significant JJ cord-299363-y7o8ovf9 122 21 at at IN cord-299363-y7o8ovf9 122 22 % % NN cord-299363-y7o8ovf9 122 23 5 5 CD cord-299363-y7o8ovf9 122 24 level level NN cord-299363-y7o8ovf9 122 25 . . . cord-299363-y7o8ovf9 123 1 However however RB cord-299363-y7o8ovf9 123 2 , , , cord-299363-y7o8ovf9 123 3 for for IN cord-299363-y7o8ovf9 123 4 the the DT cord-299363-y7o8ovf9 123 5 SLX SLX NNP cord-299363-y7o8ovf9 123 6 model model NN cord-299363-y7o8ovf9 123 7 , , , cord-299363-y7o8ovf9 123 8 after after IN cord-299363-y7o8ovf9 123 9 3 3 CD cord-299363-y7o8ovf9 123 10 February February NNP cord-299363-y7o8ovf9 123 11 2020 2020 CD cord-299363-y7o8ovf9 123 12 date date NN cord-299363-y7o8ovf9 123 13 , , , cord-299363-y7o8ovf9 123 14 the the DT cord-299363-y7o8ovf9 123 15 rate rate NN cord-299363-y7o8ovf9 123 16 of of IN cord-299363-y7o8ovf9 123 17 confirmed confirm VBN cord-299363-y7o8ovf9 123 18 case case NN cord-299363-y7o8ovf9 123 19 increases increase NNS cord-299363-y7o8ovf9 123 20 had have VBD cord-299363-y7o8ovf9 123 21 become become VBN cord-299363-y7o8ovf9 123 22 statistically statistically RB cord-299363-y7o8ovf9 123 23 significant significant JJ cord-299363-y7o8ovf9 123 24 . . . cord-299363-y7o8ovf9 124 1 The the DT cord-299363-y7o8ovf9 124 2 increase increase NN cord-299363-y7o8ovf9 124 3 in in IN cord-299363-y7o8ovf9 124 4 the the DT cord-299363-y7o8ovf9 124 5 rate rate NN cord-299363-y7o8ovf9 124 6 of of IN cord-299363-y7o8ovf9 124 7 confirmed confirm VBN cord-299363-y7o8ovf9 124 8 cases case NNS cord-299363-y7o8ovf9 124 9 since since IN cord-299363-y7o8ovf9 124 10 the the DT cord-299363-y7o8ovf9 124 11 beginning beginning NN cord-299363-y7o8ovf9 124 12 of of IN cord-299363-y7o8ovf9 124 13 March March NNP cord-299363-y7o8ovf9 124 14 2020 2020 CD cord-299363-y7o8ovf9 124 15 has have VBZ cord-299363-y7o8ovf9 124 16 become become VBN cord-299363-y7o8ovf9 124 17 dramatic dramatic JJ cord-299363-y7o8ovf9 124 18 . . . cord-299363-y7o8ovf9 125 1 So so RB cord-299363-y7o8ovf9 125 2 , , , cord-299363-y7o8ovf9 125 3 we -PRON- PRP cord-299363-y7o8ovf9 125 4 contemplate contemplate VBP cord-299363-y7o8ovf9 125 5 that that IN cord-299363-y7o8ovf9 125 6 the the DT cord-299363-y7o8ovf9 125 7 confirmed confirm VBN cord-299363-y7o8ovf9 125 8 cases case NNS cord-299363-y7o8ovf9 125 9 on on IN cord-299363-y7o8ovf9 125 10 10 10 CD cord-299363-y7o8ovf9 125 11 March March NNP cord-299363-y7o8ovf9 125 12 2020 2020 CD cord-299363-y7o8ovf9 125 13 compared compare VBN cord-299363-y7o8ovf9 125 14 to to IN cord-299363-y7o8ovf9 125 15 22 22 CD cord-299363-y7o8ovf9 125 16 January January NNP cord-299363-y7o8ovf9 125 17 2020 2020 CD cord-299363-y7o8ovf9 125 18 date date NN cord-299363-y7o8ovf9 125 19 increased increase VBN cord-299363-y7o8ovf9 125 20 by by IN cord-299363-y7o8ovf9 125 21 0.1254 0.1254 CD cord-299363-y7o8ovf9 125 22 cases case NNS cord-299363-y7o8ovf9 125 23 in in IN cord-299363-y7o8ovf9 125 24 100,000 100,000 CD cord-299363-y7o8ovf9 125 25 people people NNS cord-299363-y7o8ovf9 125 26 . . . cord-299363-y7o8ovf9 126 1 Built build VBN cord-299363-y7o8ovf9 126 2 on on IN cord-299363-y7o8ovf9 126 3 the the DT cord-299363-y7o8ovf9 126 4 spatial spatial JJ cord-299363-y7o8ovf9 126 5 panel panel NN cord-299363-y7o8ovf9 126 6 data datum NNS cord-299363-y7o8ovf9 126 7 of of IN cord-299363-y7o8ovf9 126 8 31 31 CD cord-299363-y7o8ovf9 126 9 regions region NNS cord-299363-y7o8ovf9 126 10 in in IN cord-299363-y7o8ovf9 126 11 China China NNP cord-299363-y7o8ovf9 126 12 from from IN cord-299363-y7o8ovf9 126 13 22 22 CD cord-299363-y7o8ovf9 126 14 January January NNP cord-299363-y7o8ovf9 126 15 2020 2020 CD cord-299363-y7o8ovf9 126 16 to to IN cord-299363-y7o8ovf9 126 17 10 10 CD cord-299363-y7o8ovf9 126 18 March March NNP cord-299363-y7o8ovf9 126 19 2020 2020 CD cord-299363-y7o8ovf9 126 20 , , , cord-299363-y7o8ovf9 126 21 we -PRON- PRP cord-299363-y7o8ovf9 126 22 investigated investigate VBD cord-299363-y7o8ovf9 126 23 the the DT cord-299363-y7o8ovf9 126 24 influencing influence VBG cord-299363-y7o8ovf9 126 25 variables variable NNS cord-299363-y7o8ovf9 126 26 ( ( -LRB- cord-299363-y7o8ovf9 126 27 the the DT cord-299363-y7o8ovf9 126 28 rate rate NN cord-299363-y7o8ovf9 126 29 of of IN cord-299363-y7o8ovf9 126 30 deaths death NNS cord-299363-y7o8ovf9 126 31 and and CC cord-299363-y7o8ovf9 126 32 recovered recover VBN cord-299363-y7o8ovf9 126 33 cases case NNS cord-299363-y7o8ovf9 126 34 ) ) -RRB- cord-299363-y7o8ovf9 126 35 and and CC cord-299363-y7o8ovf9 126 36 their -PRON- PRP$ cord-299363-y7o8ovf9 126 37 spatial spatial JJ cord-299363-y7o8ovf9 126 38 spillover spillover NN cord-299363-y7o8ovf9 126 39 effects effect NNS cord-299363-y7o8ovf9 126 40 of of IN cord-299363-y7o8ovf9 126 41 COVID-19 covid-19 NN cord-299363-y7o8ovf9 126 42 . . . cord-299363-y7o8ovf9 127 1 Before before IN cord-299363-y7o8ovf9 127 2 we -PRON- PRP cord-299363-y7o8ovf9 127 3 built build VBD cord-299363-y7o8ovf9 127 4 and and CC cord-299363-y7o8ovf9 127 5 compared compare VBD cord-299363-y7o8ovf9 127 6 the the DT cord-299363-y7o8ovf9 127 7 spatial spatial JJ cord-299363-y7o8ovf9 127 8 panel panel NN cord-299363-y7o8ovf9 127 9 data datum NNS cord-299363-y7o8ovf9 127 10 models model NNS cord-299363-y7o8ovf9 127 11 , , , cord-299363-y7o8ovf9 127 12 we -PRON- PRP cord-299363-y7o8ovf9 127 13 tested test VBD cord-299363-y7o8ovf9 127 14 the the DT cord-299363-y7o8ovf9 127 15 cross cross JJ cord-299363-y7o8ovf9 127 16 - - JJ cord-299363-y7o8ovf9 127 17 sectional sectional JJ cord-299363-y7o8ovf9 127 18 dependence dependence NN cord-299363-y7o8ovf9 127 19 using use VBG cord-299363-y7o8ovf9 127 20 the the DT cord-299363-y7o8ovf9 127 21 Pesaran Pesaran NNP cord-299363-y7o8ovf9 127 22 test test NN cord-299363-y7o8ovf9 127 23 . . . cord-299363-y7o8ovf9 128 1 We -PRON- PRP cord-299363-y7o8ovf9 128 2 thus thus RB cord-299363-y7o8ovf9 128 3 found find VBD cord-299363-y7o8ovf9 128 4 cross cross JJ cord-299363-y7o8ovf9 128 5 - - JJ cord-299363-y7o8ovf9 128 6 sectional sectional JJ cord-299363-y7o8ovf9 128 7 dependence dependence NN cord-299363-y7o8ovf9 128 8 between between IN cord-299363-y7o8ovf9 128 9 the the DT cord-299363-y7o8ovf9 128 10 units unit NNS cord-299363-y7o8ovf9 128 11 . . . cord-299363-y7o8ovf9 129 1 Among among IN cord-299363-y7o8ovf9 129 2 the the DT cord-299363-y7o8ovf9 129 3 panel panel NN cord-299363-y7o8ovf9 129 4 data data NN cord-299363-y7o8ovf9 129 5 regression regression NN cord-299363-y7o8ovf9 129 6 models model NNS cord-299363-y7o8ovf9 129 7 estimated estimate VBN cord-299363-y7o8ovf9 129 8 to to TO cord-299363-y7o8ovf9 129 9 capture capture VB cord-299363-y7o8ovf9 129 10 spatial spatial JJ cord-299363-y7o8ovf9 129 11 effects effect NNS cord-299363-y7o8ovf9 129 12 , , , cord-299363-y7o8ovf9 129 13 the the DT cord-299363-y7o8ovf9 129 14 most most RBS cord-299363-y7o8ovf9 129 15 efficient efficient JJ cord-299363-y7o8ovf9 129 16 and and CC cord-299363-y7o8ovf9 129 17 consistent consistent JJ cord-299363-y7o8ovf9 129 18 model model NN cord-299363-y7o8ovf9 129 19 was be VBD cord-299363-y7o8ovf9 129 20 determined determine VBN cord-299363-y7o8ovf9 129 21 according accord VBG cord-299363-y7o8ovf9 129 22 to to IN cord-299363-y7o8ovf9 129 23 the the DT cord-299363-y7o8ovf9 129 24 maximum maximum JJ cord-299363-y7o8ovf9 129 25 pseudo pseudo JJ cord-299363-y7o8ovf9 129 26 - - HYPH cord-299363-y7o8ovf9 129 27 R r JJ cord-299363-y7o8ovf9 129 28 2 2 CD cord-299363-y7o8ovf9 129 29 , , , cord-299363-y7o8ovf9 129 30 LR lr NN cord-299363-y7o8ovf9 129 31 - - HYPH cord-299363-y7o8ovf9 129 32 test test NN cord-299363-y7o8ovf9 129 33 , , , cord-299363-y7o8ovf9 129 34 LM LM NNP cord-299363-y7o8ovf9 129 35 - - HYPH cord-299363-y7o8ovf9 129 36 test test NN cord-299363-y7o8ovf9 129 37 statistics statistic NNS cord-299363-y7o8ovf9 129 38 , , , cord-299363-y7o8ovf9 129 39 and and CC cord-299363-y7o8ovf9 129 40 minimum minimum JJ cord-299363-y7o8ovf9 129 41 AICc AICc NNS cord-299363-y7o8ovf9 129 42 and and CC cord-299363-y7o8ovf9 129 43 BIC BIC NNP cord-299363-y7o8ovf9 129 44 values value NNS cord-299363-y7o8ovf9 129 45 . . . cord-299363-y7o8ovf9 130 1 The the DT cord-299363-y7o8ovf9 130 2 results result NNS cord-299363-y7o8ovf9 130 3 of of IN cord-299363-y7o8ovf9 130 4 the the DT cord-299363-y7o8ovf9 130 5 model model NN cord-299363-y7o8ovf9 130 6 comparison comparison NN cord-299363-y7o8ovf9 130 7 allowed allow VBD cord-299363-y7o8ovf9 130 8 us -PRON- PRP cord-299363-y7o8ovf9 130 9 to to TO cord-299363-y7o8ovf9 130 10 select select VB cord-299363-y7o8ovf9 130 11 the the DT cord-299363-y7o8ovf9 130 12 SLX SLX NNP cord-299363-y7o8ovf9 130 13 from from IN cord-299363-y7o8ovf9 130 14 the the DT cord-299363-y7o8ovf9 130 15 predicted predict VBN cord-299363-y7o8ovf9 130 16 spatial spatial JJ cord-299363-y7o8ovf9 130 17 panel panel NN cord-299363-y7o8ovf9 130 18 data datum NNS cord-299363-y7o8ovf9 130 19 models model NNS cord-299363-y7o8ovf9 130 20 for for IN cord-299363-y7o8ovf9 130 21 interpretation interpretation NN cord-299363-y7o8ovf9 130 22 . . . cord-299363-y7o8ovf9 131 1 In in IN cord-299363-y7o8ovf9 131 2 the the DT cord-299363-y7o8ovf9 131 3 SLX SLX NNP cord-299363-y7o8ovf9 131 4 model model NN cord-299363-y7o8ovf9 131 5 , , , cord-299363-y7o8ovf9 131 6 the the DT cord-299363-y7o8ovf9 131 7 spatial spatial JJ cord-299363-y7o8ovf9 131 8 effects effect NNS cord-299363-y7o8ovf9 131 9 of of IN cord-299363-y7o8ovf9 131 10 the the DT cord-299363-y7o8ovf9 131 11 dependent dependent JJ cord-299363-y7o8ovf9 131 12 and and CC cord-299363-y7o8ovf9 131 13 independent independent JJ cord-299363-y7o8ovf9 131 14 variables variable NNS cord-299363-y7o8ovf9 131 15 were be VBD cord-299363-y7o8ovf9 131 16 examined examine VBN cord-299363-y7o8ovf9 131 17 separately separately RB cord-299363-y7o8ovf9 131 18 . . . cord-299363-y7o8ovf9 132 1 Specifically specifically RB cord-299363-y7o8ovf9 132 2 , , , cord-299363-y7o8ovf9 132 3 the the DT cord-299363-y7o8ovf9 132 4 independent independent JJ cord-299363-y7o8ovf9 132 5 variables variable NNS cord-299363-y7o8ovf9 132 6 effects effect NNS cord-299363-y7o8ovf9 132 7 were be VBD cord-299363-y7o8ovf9 132 8 split split VBN cord-299363-y7o8ovf9 132 9 into into IN cord-299363-y7o8ovf9 132 10 the the DT cord-299363-y7o8ovf9 132 11 total total JJ cord-299363-y7o8ovf9 132 12 , , , cord-299363-y7o8ovf9 132 13 indirect indirect JJ cord-299363-y7o8ovf9 132 14 ( ( -LRB- cord-299363-y7o8ovf9 132 15 spatial spatial JJ cord-299363-y7o8ovf9 132 16 spillover spillover NN cord-299363-y7o8ovf9 132 17 effects effect NNS cord-299363-y7o8ovf9 132 18 ) ) -RRB- cord-299363-y7o8ovf9 132 19 , , , cord-299363-y7o8ovf9 132 20 and and CC cord-299363-y7o8ovf9 132 21 direct direct JJ cord-299363-y7o8ovf9 132 22 effects effect NNS cord-299363-y7o8ovf9 132 23 in in IN cord-299363-y7o8ovf9 132 24 order order NN cord-299363-y7o8ovf9 132 25 to to TO cord-299363-y7o8ovf9 132 26 improve improve VB cord-299363-y7o8ovf9 132 27 the the DT cord-299363-y7o8ovf9 132 28 identification identification NN cord-299363-y7o8ovf9 132 29 of of IN cord-299363-y7o8ovf9 132 30 the the DT cord-299363-y7o8ovf9 132 31 actual actual JJ cord-299363-y7o8ovf9 132 32 impacts impact NNS cord-299363-y7o8ovf9 132 33 and and CC cord-299363-y7o8ovf9 132 34 spatial spatial JJ cord-299363-y7o8ovf9 132 35 interactions interaction NNS cord-299363-y7o8ovf9 132 36 of of IN cord-299363-y7o8ovf9 132 37 the the DT cord-299363-y7o8ovf9 132 38 factor factor NN cord-299363-y7o8ovf9 132 39 components component NNS cord-299363-y7o8ovf9 132 40 on on IN cord-299363-y7o8ovf9 132 41 COVID-19 COVID-19 NNP cord-299363-y7o8ovf9 132 42 . . . cord-299363-y7o8ovf9 133 1 We -PRON- PRP cord-299363-y7o8ovf9 133 2 thus thus RB cord-299363-y7o8ovf9 133 3 draw draw VBP cord-299363-y7o8ovf9 133 4 the the DT cord-299363-y7o8ovf9 133 5 following follow VBG cord-299363-y7o8ovf9 133 6 conclusions conclusion NNS cord-299363-y7o8ovf9 133 7 : : : cord-299363-y7o8ovf9 134 1 • • NNP cord-299363-y7o8ovf9 135 1 As as IN cord-299363-y7o8ovf9 135 2 per per IN cord-299363-y7o8ovf9 135 3 the the DT cord-299363-y7o8ovf9 135 4 total total JJ cord-299363-y7o8ovf9 135 5 effect effect NN cord-299363-y7o8ovf9 135 6 , , , cord-299363-y7o8ovf9 135 7 the the DT cord-299363-y7o8ovf9 135 8 rate rate NN cord-299363-y7o8ovf9 135 9 of of IN cord-299363-y7o8ovf9 135 10 deaths death NNS cord-299363-y7o8ovf9 135 11 has have VBZ cord-299363-y7o8ovf9 135 12 significant significant JJ cord-299363-y7o8ovf9 135 13 positive positive JJ cord-299363-y7o8ovf9 135 14 effects effect NNS cord-299363-y7o8ovf9 135 15 , , , cord-299363-y7o8ovf9 135 16 while while IN cord-299363-y7o8ovf9 135 17 the the DT cord-299363-y7o8ovf9 135 18 rate rate NN cord-299363-y7o8ovf9 135 19 of of IN cord-299363-y7o8ovf9 135 20 recovered recover VBN cord-299363-y7o8ovf9 135 21 cases case NNS cord-299363-y7o8ovf9 135 22 has have VBZ cord-299363-y7o8ovf9 135 23 significant significant JJ cord-299363-y7o8ovf9 135 24 negative negative JJ cord-299363-y7o8ovf9 135 25 effects effect NNS cord-299363-y7o8ovf9 135 26 on on IN cord-299363-y7o8ovf9 135 27 COVID-19 COVID-19 NNP cord-299363-y7o8ovf9 135 28 . . . cord-299363-y7o8ovf9 136 1 • • NNP cord-299363-y7o8ovf9 137 1 As as IN cord-299363-y7o8ovf9 137 2 per per IN cord-299363-y7o8ovf9 137 3 the the DT cord-299363-y7o8ovf9 137 4 direct direct JJ cord-299363-y7o8ovf9 137 5 effect effect NN cord-299363-y7o8ovf9 137 6 , , , cord-299363-y7o8ovf9 137 7 the the DT cord-299363-y7o8ovf9 137 8 rate rate NN cord-299363-y7o8ovf9 137 9 of of IN cord-299363-y7o8ovf9 137 10 deaths death NNS cord-299363-y7o8ovf9 137 11 has have VBZ cord-299363-y7o8ovf9 137 12 significant significant JJ cord-299363-y7o8ovf9 137 13 positive positive JJ cord-299363-y7o8ovf9 137 14 effects effect NNS cord-299363-y7o8ovf9 137 15 on on IN cord-299363-y7o8ovf9 137 16 COVID-19 COVID-19 NNP cord-299363-y7o8ovf9 137 17 . . . cord-299363-y7o8ovf9 138 1 That that RB cord-299363-y7o8ovf9 138 2 is is RB cord-299363-y7o8ovf9 138 3 , , , cord-299363-y7o8ovf9 138 4 a a DT cord-299363-y7o8ovf9 138 5 one one CD cord-299363-y7o8ovf9 138 6 - - HYPH cord-299363-y7o8ovf9 138 7 percent percent NN cord-299363-y7o8ovf9 138 8 increase increase NN cord-299363-y7o8ovf9 138 9 in in IN cord-299363-y7o8ovf9 138 10 the the DT cord-299363-y7o8ovf9 138 11 rate rate NN cord-299363-y7o8ovf9 138 12 of of IN cord-299363-y7o8ovf9 138 13 deaths death NNS cord-299363-y7o8ovf9 138 14 leads lead VBZ cord-299363-y7o8ovf9 138 15 to to IN cord-299363-y7o8ovf9 138 16 32 32 CD cord-299363-y7o8ovf9 138 17 % % NN cord-299363-y7o8ovf9 138 18 the the DT cord-299363-y7o8ovf9 138 19 rate rate NN cord-299363-y7o8ovf9 138 20 of of IN cord-299363-y7o8ovf9 138 21 confirmed confirm VBN cord-299363-y7o8ovf9 138 22 positive positive JJ cord-299363-y7o8ovf9 138 23 changes change NNS cord-299363-y7o8ovf9 138 24 . . . cord-299363-y7o8ovf9 139 1 In in IN cord-299363-y7o8ovf9 139 2 addition addition NN cord-299363-y7o8ovf9 139 3 , , , cord-299363-y7o8ovf9 139 4 the the DT cord-299363-y7o8ovf9 139 5 recovered recover VBN cord-299363-y7o8ovf9 139 6 cases case NNS cord-299363-y7o8ovf9 139 7 have have VBP cord-299363-y7o8ovf9 139 8 significant significant JJ cord-299363-y7o8ovf9 139 9 negative negative JJ cord-299363-y7o8ovf9 139 10 effects effect NNS cord-299363-y7o8ovf9 139 11 on on IN cord-299363-y7o8ovf9 139 12 COVID-19 COVID-19 NNP cord-299363-y7o8ovf9 139 13 . . . cord-299363-y7o8ovf9 140 1 That that RB cord-299363-y7o8ovf9 140 2 is is RB cord-299363-y7o8ovf9 140 3 , , , cord-299363-y7o8ovf9 140 4 a a DT cord-299363-y7o8ovf9 140 5 one one CD cord-299363-y7o8ovf9 140 6 - - HYPH cord-299363-y7o8ovf9 140 7 percent percent NN cord-299363-y7o8ovf9 140 8 increases increase NNS cord-299363-y7o8ovf9 140 9 in in IN cord-299363-y7o8ovf9 140 10 the the DT cord-299363-y7o8ovf9 140 11 rate rate NN cord-299363-y7o8ovf9 140 12 of of IN cord-299363-y7o8ovf9 140 13 recovered recover VBN cord-299363-y7o8ovf9 140 14 cases case NNS cord-299363-y7o8ovf9 140 15 leads lead VBZ cord-299363-y7o8ovf9 140 16 to to IN cord-299363-y7o8ovf9 140 17 0.7 0.7 CD cord-299363-y7o8ovf9 140 18 % % NN cord-299363-y7o8ovf9 140 19 confirmed confirm VBD cord-299363-y7o8ovf9 140 20 negative negative JJ cord-299363-y7o8ovf9 140 21 changes change NNS cord-299363-y7o8ovf9 140 22 . . . cord-299363-y7o8ovf9 141 1 • • NNP cord-299363-y7o8ovf9 142 1 As as IN cord-299363-y7o8ovf9 142 2 per per IN cord-299363-y7o8ovf9 142 3 the the DT cord-299363-y7o8ovf9 142 4 indirect indirect JJ cord-299363-y7o8ovf9 142 5 effect effect NN cord-299363-y7o8ovf9 142 6 , , , cord-299363-y7o8ovf9 142 7 the the DT cord-299363-y7o8ovf9 142 8 rate rate NN cord-299363-y7o8ovf9 142 9 of of IN cord-299363-y7o8ovf9 142 10 deaths death NNS cord-299363-y7o8ovf9 142 11 has have VBZ cord-299363-y7o8ovf9 142 12 significant significant JJ cord-299363-y7o8ovf9 142 13 positive positive JJ cord-299363-y7o8ovf9 142 14 effects effect NNS cord-299363-y7o8ovf9 142 15 on on IN cord-299363-y7o8ovf9 142 16 COVID-19 covid-19 CD cord-299363-y7o8ovf9 142 17 in in IN cord-299363-y7o8ovf9 142 18 the the DT cord-299363-y7o8ovf9 142 19 neighbouring neighbouring JJ cord-299363-y7o8ovf9 142 20 region region NN cord-299363-y7o8ovf9 142 21 . . . cord-299363-y7o8ovf9 143 1 That that RB cord-299363-y7o8ovf9 143 2 is is RB cord-299363-y7o8ovf9 143 3 , , , cord-299363-y7o8ovf9 143 4 a a DT cord-299363-y7o8ovf9 143 5 one one CD cord-299363-y7o8ovf9 143 6 - - HYPH cord-299363-y7o8ovf9 143 7 percent percent NN cord-299363-y7o8ovf9 143 8 increase increase NN cord-299363-y7o8ovf9 143 9 in in IN cord-299363-y7o8ovf9 143 10 the the DT cord-299363-y7o8ovf9 143 11 rate rate NN cord-299363-y7o8ovf9 143 12 of of IN cord-299363-y7o8ovf9 143 13 deaths death NNS cord-299363-y7o8ovf9 143 14 leads lead VBZ cord-299363-y7o8ovf9 143 15 to to IN cord-299363-y7o8ovf9 143 16 1.7 1.7 CD cord-299363-y7o8ovf9 143 17 % % NN cord-299363-y7o8ovf9 143 18 confirmed confirm VBD cord-299363-y7o8ovf9 143 19 positive positive JJ cord-299363-y7o8ovf9 143 20 changes change NNS cord-299363-y7o8ovf9 143 21 in in IN cord-299363-y7o8ovf9 143 22 the the DT cord-299363-y7o8ovf9 143 23 neighbouring neighbouring JJ cord-299363-y7o8ovf9 143 24 regions region NNS cord-299363-y7o8ovf9 143 25 . . . cord-299363-y7o8ovf9 144 1 However however RB cord-299363-y7o8ovf9 144 2 , , , cord-299363-y7o8ovf9 144 3 the the DT cord-299363-y7o8ovf9 144 4 rate rate NN cord-299363-y7o8ovf9 144 5 of of IN cord-299363-y7o8ovf9 144 6 recovered recover VBN cord-299363-y7o8ovf9 144 7 cases case NNS cord-299363-y7o8ovf9 144 8 did do VBD cord-299363-y7o8ovf9 144 9 not not RB cord-299363-y7o8ovf9 144 10 have have VB cord-299363-y7o8ovf9 144 11 significant significant JJ cord-299363-y7o8ovf9 144 12 negative negative JJ cord-299363-y7o8ovf9 144 13 effects effect NNS cord-299363-y7o8ovf9 144 14 on on IN cord-299363-y7o8ovf9 144 15 COVID-19 COVID-19 NNP cord-299363-y7o8ovf9 144 16 . . . cord-299363-y7o8ovf9 145 1 • • NNP cord-299363-y7o8ovf9 146 1 As as IN cord-299363-y7o8ovf9 146 2 a a DT cord-299363-y7o8ovf9 146 3 result result NN cord-299363-y7o8ovf9 146 4 of of IN cord-299363-y7o8ovf9 146 5 the the DT cord-299363-y7o8ovf9 146 6 temporal temporal JJ cord-299363-y7o8ovf9 146 7 effect effect NN cord-299363-y7o8ovf9 146 8 analysis analysis NN cord-299363-y7o8ovf9 146 9 , , , cord-299363-y7o8ovf9 146 10 the the DT cord-299363-y7o8ovf9 146 11 rate rate NN cord-299363-y7o8ovf9 146 12 of of IN cord-299363-y7o8ovf9 146 13 confirmed confirm VBN cord-299363-y7o8ovf9 146 14 cases case NNS cord-299363-y7o8ovf9 146 15 is be VBZ cord-299363-y7o8ovf9 146 16 increasing increase VBG cord-299363-y7o8ovf9 146 17 day day NN cord-299363-y7o8ovf9 146 18 by by IN cord-299363-y7o8ovf9 146 19 day day NN cord-299363-y7o8ovf9 146 20 . . . cord-299363-y7o8ovf9 147 1 We -PRON- PRP cord-299363-y7o8ovf9 147 2 compared compare VBD cord-299363-y7o8ovf9 147 3 the the DT cord-299363-y7o8ovf9 147 4 date date NN cord-299363-y7o8ovf9 147 5 of of IN cord-299363-y7o8ovf9 147 6 22 22 CD cord-299363-y7o8ovf9 147 7 January January NNP cord-299363-y7o8ovf9 147 8 2020 2020 CD cord-299363-y7o8ovf9 147 9 with with IN cord-299363-y7o8ovf9 147 10 the the DT cord-299363-y7o8ovf9 147 11 date date NN cord-299363-y7o8ovf9 147 12 of of IN cord-299363-y7o8ovf9 147 13 10 10 CD cord-299363-y7o8ovf9 147 14 March March NNP cord-299363-y7o8ovf9 147 15 2020 2020 CD cord-299363-y7o8ovf9 147 16 , , , cord-299363-y7o8ovf9 147 17 the the DT cord-299363-y7o8ovf9 147 18 confirmed confirm VBN cord-299363-y7o8ovf9 147 19 cases case NNS cord-299363-y7o8ovf9 147 20 had have VBD cord-299363-y7o8ovf9 147 21 increased increase VBN cord-299363-y7o8ovf9 147 22 nearly nearly RB cord-299363-y7o8ovf9 147 23 by by IN cord-299363-y7o8ovf9 147 24 0.13 0.13 CD cord-299363-y7o8ovf9 147 25 cases case NNS cord-299363-y7o8ovf9 147 26 per per IN cord-299363-y7o8ovf9 147 27 100,000 100,000 CD cord-299363-y7o8ovf9 147 28 people people NNS cord-299363-y7o8ovf9 147 29 , , , cord-299363-y7o8ovf9 147 30 in in IN cord-299363-y7o8ovf9 147 31 other other JJ cord-299363-y7o8ovf9 147 32 word word NN cord-299363-y7o8ovf9 147 33 , , , cord-299363-y7o8ovf9 147 34 13 13 CD cord-299363-y7o8ovf9 147 35 cases case NNS cord-299363-y7o8ovf9 147 36 per per IN cord-299363-y7o8ovf9 147 37 10,000,000 10,000,000 CD cord-299363-y7o8ovf9 147 38 people people NNS cord-299363-y7o8ovf9 147 39 . . . cord-299363-y7o8ovf9 148 1 Some some DT cord-299363-y7o8ovf9 148 2 limitations limitation NNS cord-299363-y7o8ovf9 148 3 need need VBP cord-299363-y7o8ovf9 148 4 to to TO cord-299363-y7o8ovf9 148 5 be be VB cord-299363-y7o8ovf9 148 6 addressed address VBN cord-299363-y7o8ovf9 148 7 while while IN cord-299363-y7o8ovf9 148 8 discussing discuss VBG cord-299363-y7o8ovf9 148 9 the the DT cord-299363-y7o8ovf9 148 10 results result NNS cord-299363-y7o8ovf9 148 11 of of IN cord-299363-y7o8ovf9 148 12 the the DT cord-299363-y7o8ovf9 148 13 present present JJ cord-299363-y7o8ovf9 148 14 study study NN cord-299363-y7o8ovf9 148 15 . . . cord-299363-y7o8ovf9 149 1 We -PRON- PRP cord-299363-y7o8ovf9 149 2 can can MD cord-299363-y7o8ovf9 149 3 not not RB cord-299363-y7o8ovf9 149 4 model model VB cord-299363-y7o8ovf9 149 5 the the DT cord-299363-y7o8ovf9 149 6 rate rate NN cord-299363-y7o8ovf9 149 7 of of IN cord-299363-y7o8ovf9 149 8 deaths death NNS cord-299363-y7o8ovf9 149 9 because because IN cord-299363-y7o8ovf9 149 10 of of IN cord-299363-y7o8ovf9 149 11 the the DT cord-299363-y7o8ovf9 149 12 presence presence NN cord-299363-y7o8ovf9 149 13 of of IN cord-299363-y7o8ovf9 149 14 high high JJ cord-299363-y7o8ovf9 149 15 proportion proportion NN cord-299363-y7o8ovf9 149 16 of of IN cord-299363-y7o8ovf9 149 17 zeros zero NNS cord-299363-y7o8ovf9 149 18 . . . cord-299363-y7o8ovf9 150 1 In in IN cord-299363-y7o8ovf9 150 2 addition addition NN cord-299363-y7o8ovf9 150 3 , , , cord-299363-y7o8ovf9 150 4 we -PRON- PRP cord-299363-y7o8ovf9 150 5 consider consider VBP cord-299363-y7o8ovf9 150 6 that that IN cord-299363-y7o8ovf9 150 7 the the DT cord-299363-y7o8ovf9 150 8 time time NN cord-299363-y7o8ovf9 150 9 period period NN cord-299363-y7o8ovf9 150 10 is be VBZ cord-299363-y7o8ovf9 150 11 short short JJ cord-299363-y7o8ovf9 150 12 . . . cord-299363-y7o8ovf9 151 1 Future future JJ cord-299363-y7o8ovf9 151 2 research research NN cord-299363-y7o8ovf9 151 3 can can MD cord-299363-y7o8ovf9 151 4 be be VB cord-299363-y7o8ovf9 151 5 examined examine VBN cord-299363-y7o8ovf9 151 6 with with IN cord-299363-y7o8ovf9 151 7 a a DT cord-299363-y7o8ovf9 151 8 big big JJ cord-299363-y7o8ovf9 151 9 dataset dataset NN cord-299363-y7o8ovf9 151 10 . . . cord-299363-y7o8ovf9 152 1 In in IN cord-299363-y7o8ovf9 152 2 general general JJ cord-299363-y7o8ovf9 152 3 , , , cord-299363-y7o8ovf9 152 4 this this DT cord-299363-y7o8ovf9 152 5 study study NN cord-299363-y7o8ovf9 152 6 had have VBD cord-299363-y7o8ovf9 152 7 provided provide VBN cord-299363-y7o8ovf9 152 8 researchers researcher NNS cord-299363-y7o8ovf9 152 9 with with IN cord-299363-y7o8ovf9 152 10 information information NN cord-299363-y7o8ovf9 152 11 about about IN cord-299363-y7o8ovf9 152 12 the the DT cord-299363-y7o8ovf9 152 13 effects effect NNS cord-299363-y7o8ovf9 152 14 of of IN cord-299363-y7o8ovf9 152 15 the the DT cord-299363-y7o8ovf9 152 16 spread spread NN cord-299363-y7o8ovf9 152 17 of of IN cord-299363-y7o8ovf9 152 18 the the DT cord-299363-y7o8ovf9 152 19 COVID-19 COVID-19 NNP cord-299363-y7o8ovf9 152 20 virus virus NN cord-299363-y7o8ovf9 152 21 . . . cord-299363-y7o8ovf9 153 1 Therefore therefore RB cord-299363-y7o8ovf9 153 2 , , , cord-299363-y7o8ovf9 153 3 the the DT cord-299363-y7o8ovf9 153 4 effects effect NNS cord-299363-y7o8ovf9 153 5 of of IN cord-299363-y7o8ovf9 153 6 the the DT cord-299363-y7o8ovf9 153 7 spread spread NN cord-299363-y7o8ovf9 153 8 of of IN cord-299363-y7o8ovf9 153 9 the the DT cord-299363-y7o8ovf9 153 10 virus virus NN cord-299363-y7o8ovf9 153 11 have have VBP cord-299363-y7o8ovf9 153 12 been be VBN cord-299363-y7o8ovf9 153 13 addressed address VBN cord-299363-y7o8ovf9 153 14 both both CC cord-299363-y7o8ovf9 153 15 spatially spatially RB cord-299363-y7o8ovf9 153 16 and and CC cord-299363-y7o8ovf9 153 17 temporally temporally RB cord-299363-y7o8ovf9 153 18 , , , cord-299363-y7o8ovf9 153 19 and and CC cord-299363-y7o8ovf9 153 20 efforts effort NNS cord-299363-y7o8ovf9 153 21 have have VBP cord-299363-y7o8ovf9 153 22 been be VBN cord-299363-y7o8ovf9 153 23 made make VBN cord-299363-y7o8ovf9 153 24 to to TO cord-299363-y7o8ovf9 153 25 produce produce VB cord-299363-y7o8ovf9 153 26 information information NN cord-299363-y7o8ovf9 153 27 that that WDT cord-299363-y7o8ovf9 153 28 would would MD cord-299363-y7o8ovf9 153 29 be be VB cord-299363-y7o8ovf9 153 30 useful useful JJ cord-299363-y7o8ovf9 153 31 to to IN cord-299363-y7o8ovf9 153 32 all all DT cord-299363-y7o8ovf9 153 33 humanity humanity NN cord-299363-y7o8ovf9 153 34 . . . cord-299363-y7o8ovf9 154 1 0.0418 0.0418 CD cord-299363-y7o8ovf9 155 1 * * NFP cord-299363-y7o8ovf9 155 2 * * NFP cord-299363-y7o8ovf9 155 3 0.0373 0.0373 CD cord-299363-y7o8ovf9 156 1 * * NFP cord-299363-y7o8ovf9 156 2 * * NFP cord-299363-y7o8ovf9 156 3 0.0417 0.0417 CD cord-299363-y7o8ovf9 157 1 * * NFP cord-299363-y7o8ovf9 157 2 * * NFP cord-299363-y7o8ovf9 157 3 0.0366 0.0366 CD cord-299363-y7o8ovf9 157 4 * * NFP cord-299363-y7o8ovf9 157 5 * * NFP cord-299363-y7o8ovf9 157 6 0.0393 0.0393 CD cord-299363-y7o8ovf9 158 1 * * NFP cord-299363-y7o8ovf9 158 2 * * NFP cord-299363-y7o8ovf9 158 3 0.0412 0.0412 CD cord-299363-y7o8ovf9 158 4 * * NFP cord-299363-y7o8ovf9 158 5 * * NFP cord-299363-y7o8ovf9 158 6 0.0393 0.0393 CD cord-299363-y7o8ovf9 159 1 * * NFP cord-299363-y7o8ovf9 159 2 * * NFP cord-299363-y7o8ovf9 159 3 04/02/2020 04/02/2020 CD cord-299363-y7o8ovf9 159 4 0.0516 0.0516 CD cord-299363-y7o8ovf9 160 1 * * NFP cord-299363-y7o8ovf9 160 2 * * NFP cord-299363-y7o8ovf9 160 3 * * NFP cord-299363-y7o8ovf9 160 4 0.0463 0.0463 CD cord-299363-y7o8ovf9 161 1 * * NFP cord-299363-y7o8ovf9 161 2 * * NFP cord-299363-y7o8ovf9 161 3 * * NFP cord-299363-y7o8ovf9 161 4 0.0516 0.0516 CD cord-299363-y7o8ovf9 162 1 * * NFP cord-299363-y7o8ovf9 162 2 * * NFP cord-299363-y7o8ovf9 162 3 * * NFP cord-299363-y7o8ovf9 162 4 0.0455 0.0455 CD cord-299363-y7o8ovf9 163 1 * * NFP cord-299363-y7o8ovf9 163 2 * * NFP cord-299363-y7o8ovf9 163 3 * * NFP cord-299363-y7o8ovf9 163 4 0.0488 0.0488 CD cord-299363-y7o8ovf9 163 5 * * NFP cord-299363-y7o8ovf9 163 6 * * NFP cord-299363-y7o8ovf9 163 7 * * NFP cord-299363-y7o8ovf9 163 8 0.0512 0.0512 CD cord-299363-y7o8ovf9 164 1 * * NFP cord-299363-y7o8ovf9 164 2 * * NFP cord-299363-y7o8ovf9 164 3 * * NFP cord-299363-y7o8ovf9 164 4 0.0487 0.0487 NFP cord-299363-y7o8ovf9 164 5 * * NFP cord-299363-y7o8ovf9 164 6 * * NFP cord-299363-y7o8ovf9 164 7 * * NFP cord-299363-y7o8ovf9 164 8 05/02/2020 05/02/2020 CD cord-299363-y7o8ovf9 164 9 0.0594 0.0594 CD cord-299363-y7o8ovf9 165 1 * * NFP cord-299363-y7o8ovf9 165 2 * * NFP cord-299363-y7o8ovf9 165 3 * * NFP cord-299363-y7o8ovf9 165 4 0.0534 0.0534 CD cord-299363-y7o8ovf9 165 5 * * NFP cord-299363-y7o8ovf9 165 6 * * NFP cord-299363-y7o8ovf9 165 7 * * NFP cord-299363-y7o8ovf9 165 8 0.0594 0.0594 CD cord-299363-y7o8ovf9 165 9 * * NFP cord-299363-y7o8ovf9 165 10 * * NFP cord-299363-y7o8ovf9 165 11 * * NFP cord-299363-y7o8ovf9 165 12 0.0524 0.0524 NFP cord-299363-y7o8ovf9 165 13 * * NFP cord-299363-y7o8ovf9 165 14 * * NFP cord-299363-y7o8ovf9 165 15 * * NFP cord-299363-y7o8ovf9 165 16 0.0562 0.0562 CD cord-299363-y7o8ovf9 166 1 * * NFP cord-299363-y7o8ovf9 166 2 * * NFP cord-299363-y7o8ovf9 166 3 * * NFP cord-299363-y7o8ovf9 166 4 0.0589 0.0589 NFP cord-299363-y7o8ovf9 166 5 * * NFP cord-299363-y7o8ovf9 166 6 * * NFP cord-299363-y7o8ovf9 166 7 * * NFP cord-299363-y7o8ovf9 166 8 0.0561 0.0561 CD cord-299363-y7o8ovf9 167 1 * * NFP cord-299363-y7o8ovf9 167 2 * * NFP cord-299363-y7o8ovf9 167 3 * * NFP cord-299363-y7o8ovf9 167 4 06/02/2020 06/02/2020 CD cord-299363-y7o8ovf9 167 5 0.0660 0.0660 CD cord-299363-y7o8ovf9 168 1 * * NFP cord-299363-y7o8ovf9 168 2 * * NFP cord-299363-y7o8ovf9 168 3 * * NFP cord-299363-y7o8ovf9 168 4 0.0593 0.0593 NFP cord-299363-y7o8ovf9 168 5 * * NFP cord-299363-y7o8ovf9 168 6 * * NFP cord-299363-y7o8ovf9 168 7 * * NFP cord-299363-y7o8ovf9 168 8 0.0659 0.0659 CD cord-299363-y7o8ovf9 168 9 * * NFP cord-299363-y7o8ovf9 168 10 * * NFP cord-299363-y7o8ovf9 168 11 * * NFP cord-299363-y7o8ovf9 168 12 0.0582 0.0582 CD cord-299363-y7o8ovf9 169 1 * * NFP cord-299363-y7o8ovf9 169 2 * * NFP cord-299363-y7o8ovf9 169 3 * * NFP cord-299363-y7o8ovf9 169 4 0.0624 0.0624 CD cord-299363-y7o8ovf9 169 5 * * NFP cord-299363-y7o8ovf9 169 6 * * NFP cord-299363-y7o8ovf9 169 7 * * NFP cord-299363-y7o8ovf9 169 8 0.0654 0.0654 CD cord-299363-y7o8ovf9 170 1 * * NFP cord-299363-y7o8ovf9 170 2 * * NFP cord-299363-y7o8ovf9 170 3 * * NFP cord-299363-y7o8ovf9 170 4 0.0622 0.0622 CD cord-299363-y7o8ovf9 171 1 * * NFP cord-299363-y7o8ovf9 171 2 * * NFP cord-299363-y7o8ovf9 171 3 * * NFP cord-299363-y7o8ovf9 171 4 07/02/2020 07/02/2020 CD cord-299363-y7o8ovf9 171 5 0.0716 0.0716 CD cord-299363-y7o8ovf9 172 1 * * NFP cord-299363-y7o8ovf9 172 2 * * NFP cord-299363-y7o8ovf9 172 3 * * NFP cord-299363-y7o8ovf9 172 4 0.0641 0.0641 CD cord-299363-y7o8ovf9 172 5 * * NFP cord-299363-y7o8ovf9 172 6 * * NFP cord-299363-y7o8ovf9 172 7 * * NFP cord-299363-y7o8ovf9 172 8 0.0715 0.0715 ADD cord-299363-y7o8ovf9 173 1 * * NFP cord-299363-y7o8ovf9 173 2 * * NFP cord-299363-y7o8ovf9 173 3 * * NFP cord-299363-y7o8ovf9 173 4 0.0631 0.0631 CD cord-299363-y7o8ovf9 174 1 * * NFP cord-299363-y7o8ovf9 174 2 * * NFP cord-299363-y7o8ovf9 174 3 * * NFP cord-299363-y7o8ovf9 174 4 0.0675 0.0675 CD cord-299363-y7o8ovf9 174 5 * * NFP cord-299363-y7o8ovf9 174 6 * * NFP cord-299363-y7o8ovf9 174 7 * * NFP cord-299363-y7o8ovf9 174 8 0.0708 0.0708 CD cord-299363-y7o8ovf9 175 1 * * NFP cord-299363-y7o8ovf9 175 2 * * NFP cord-299363-y7o8ovf9 175 3 * * NFP cord-299363-y7o8ovf9 175 4 0.0674 0.0674 NFP cord-299363-y7o8ovf9 175 5 * * NFP cord-299363-y7o8ovf9 175 6 * * NFP cord-299363-y7o8ovf9 175 7 * * NFP cord-299363-y7o8ovf9 175 8 08/02/2020 08/02/2020 CD cord-299363-y7o8ovf9 175 9 0.0743 0.0743 ADD cord-299363-y7o8ovf9 176 1 * * NFP cord-299363-y7o8ovf9 176 2 * * NFP cord-299363-y7o8ovf9 176 3 * * NFP cord-299363-y7o8ovf9 176 4 0.0663 0.0663 NFP cord-299363-y7o8ovf9 176 5 * * NFP cord-299363-y7o8ovf9 176 6 * * NFP cord-299363-y7o8ovf9 176 7 * * NFP cord-299363-y7o8ovf9 176 8 0.0743 0.0743 ADD cord-299363-y7o8ovf9 176 9 * * NFP cord-299363-y7o8ovf9 176 10 * * NFP cord-299363-y7o8ovf9 176 11 * * NFP cord-299363-y7o8ovf9 176 12 0.0651 0.0651 CD cord-299363-y7o8ovf9 177 1 * * NFP cord-299363-y7o8ovf9 177 2 * * NFP cord-299363-y7o8ovf9 177 3 * * NFP cord-299363-y7o8ovf9 177 4 0.0698 0.0698 NFP cord-299363-y7o8ovf9 177 5 * * NFP cord-299363-y7o8ovf9 177 6 * * NFP cord-299363-y7o8ovf9 177 7 * * NFP cord-299363-y7o8ovf9 177 8 0.0731 0.0731 CD cord-299363-y7o8ovf9 178 1 * * NFP cord-299363-y7o8ovf9 178 2 * * NFP cord-299363-y7o8ovf9 178 3 * * NFP cord-299363-y7o8ovf9 178 4 0.0697 0.0697 CD cord-299363-y7o8ovf9 179 1 * * NFP cord-299363-y7o8ovf9 179 2 * * NFP cord-299363-y7o8ovf9 179 3 * * NFP cord-299363-y7o8ovf9 179 4 09/02/2020 09/02/2020 CD cord-299363-y7o8ovf9 179 5 0.0756 0.0756 CD cord-299363-y7o8ovf9 180 1 * * NFP cord-299363-y7o8ovf9 180 2 * * NFP cord-299363-y7o8ovf9 180 3 * * NFP cord-299363-y7o8ovf9 180 4 0.0669 0.0669 CD cord-299363-y7o8ovf9 180 5 * * NFP cord-299363-y7o8ovf9 180 6 * * NFP cord-299363-y7o8ovf9 180 7 * * NFP cord-299363-y7o8ovf9 180 8 0.0756 0.0756 CD cord-299363-y7o8ovf9 181 1 * * NFP cord-299363-y7o8ovf9 181 2 * * NFP cord-299363-y7o8ovf9 181 3 * * NFP cord-299363-y7o8ovf9 181 4 0.0659 0.0659 CD cord-299363-y7o8ovf9 182 1 * * NFP cord-299363-y7o8ovf9 182 2 * * NFP cord-299363-y7o8ovf9 182 3 * * NFP cord-299363-y7o8ovf9 182 4 0.0705 0.0705 CD cord-299363-y7o8ovf9 183 1 * * NFP cord-299363-y7o8ovf9 183 2 * * NFP cord-299363-y7o8ovf9 183 3 * * NFP cord-299363-y7o8ovf9 183 4 0.0740 0.0740 CD cord-299363-y7o8ovf9 183 5 * * NFP cord-299363-y7o8ovf9 183 6 * * NFP cord-299363-y7o8ovf9 183 7 * * NFP cord-299363-y7o8ovf9 183 8 0.0705 0.0705 CD cord-299363-y7o8ovf9 184 1 * * NFP cord-299363-y7o8ovf9 184 2 * * NFP cord-299363-y7o8ovf9 184 3 * * NFP cord-299363-y7o8ovf9 184 4 10/02/2020 10/02/2020 CD cord-299363-y7o8ovf9 184 5 0.0759 0.0759 CD cord-299363-y7o8ovf9 185 1 * * NFP cord-299363-y7o8ovf9 185 2 * * NFP cord-299363-y7o8ovf9 185 3 * * NFP cord-299363-y7o8ovf9 185 4 0.0667 0.0667 CD cord-299363-y7o8ovf9 186 1 * * NFP cord-299363-y7o8ovf9 186 2 * * NFP cord-299363-y7o8ovf9 186 3 * * NFP cord-299363-y7o8ovf9 186 4 0.0759 0.0759 CD cord-299363-y7o8ovf9 187 1 * * NFP cord-299363-y7o8ovf9 187 2 * * NFP cord-299363-y7o8ovf9 187 3 * * NFP cord-299363-y7o8ovf9 187 4 0.0655 0.0655 CD cord-299363-y7o8ovf9 187 5 * * NFP cord-299363-y7o8ovf9 187 6 * * NFP cord-299363-y7o8ovf9 187 7 * * NFP cord-299363-y7o8ovf9 187 8 0.0702 0.0702 CD cord-299363-y7o8ovf9 187 9 * * NFP cord-299363-y7o8ovf9 187 10 * * NFP cord-299363-y7o8ovf9 187 11 * * NFP cord-299363-y7o8ovf9 187 12 0.0737 0.0737 CD cord-299363-y7o8ovf9 188 1 * * NFP cord-299363-y7o8ovf9 188 2 * * NFP cord-299363-y7o8ovf9 188 3 * * NFP cord-299363-y7o8ovf9 188 4 0.0702 0.0702 CD cord-299363-y7o8ovf9 188 5 * * NFP cord-299363-y7o8ovf9 188 6 * * NFP cord-299363-y7o8ovf9 188 7 * * NFP cord-299363-y7o8ovf9 188 8 11/02/2020 11/02/2020 CD cord-299363-y7o8ovf9 188 9 0.0747 0.0747 CD cord-299363-y7o8ovf9 189 1 * * NFP cord-299363-y7o8ovf9 189 2 * * NFP cord-299363-y7o8ovf9 189 3 * * NFP cord-299363-y7o8ovf9 189 4 0.0651 0.0651 CD cord-299363-y7o8ovf9 190 1 * * NFP cord-299363-y7o8ovf9 190 2 * * NFP cord-299363-y7o8ovf9 190 3 * * NFP cord-299363-y7o8ovf9 190 4 0.0747 0.0747 CD cord-299363-y7o8ovf9 191 1 * * NFP cord-299363-y7o8ovf9 191 2 * * NFP cord-299363-y7o8ovf9 191 3 * * NFP cord-299363-y7o8ovf9 191 4 0.0638 0.0638 CD cord-299363-y7o8ovf9 191 5 * * NFP cord-299363-y7o8ovf9 191 6 * * NFP cord-299363-y7o8ovf9 191 7 * * NFP cord-299363-y7o8ovf9 191 8 0.0685 0.0685 CD cord-299363-y7o8ovf9 192 1 * * NFP cord-299363-y7o8ovf9 192 2 * * NFP cord-299363-y7o8ovf9 192 3 * * NFP cord-299363-y7o8ovf9 192 4 0.0719 0.0719 CD cord-299363-y7o8ovf9 193 1 * * NFP cord-299363-y7o8ovf9 193 2 * * NFP cord-299363-y7o8ovf9 193 3 * * NFP cord-299363-y7o8ovf9 193 4 0.0684 0.0684 CD cord-299363-y7o8ovf9 194 1 * * NFP cord-299363-y7o8ovf9 194 2 * * NFP cord-299363-y7o8ovf9 194 3 * * NFP cord-299363-y7o8ovf9 194 4 12/02/2020 12/02/2020 CD cord-299363-y7o8ovf9 194 5 0.0782 0.0782 CD cord-299363-y7o8ovf9 195 1 * * NFP cord-299363-y7o8ovf9 195 2 * * NFP cord-299363-y7o8ovf9 195 3 * * NFP cord-299363-y7o8ovf9 195 4 0.0684 0.0684 CD cord-299363-y7o8ovf9 196 1 * * NFP cord-299363-y7o8ovf9 196 2 * * NFP cord-299363-y7o8ovf9 196 3 * * NFP cord-299363-y7o8ovf9 196 4 0.0782 0.0782 CD cord-299363-y7o8ovf9 196 5 * * NFP cord-299363-y7o8ovf9 196 6 * * NFP cord-299363-y7o8ovf9 196 7 * * NFP cord-299363-y7o8ovf9 196 8 0.0672 0.0672 NFP cord-299363-y7o8ovf9 197 1 * * NFP cord-299363-y7o8ovf9 197 2 * * NFP cord-299363-y7o8ovf9 197 3 * * NFP cord-299363-y7o8ovf9 197 4 0.0720 0.0720 CD cord-299363-y7o8ovf9 198 1 * * NFP cord-299363-y7o8ovf9 198 2 * * NFP cord-299363-y7o8ovf9 198 3 * * NFP cord-299363-y7o8ovf9 198 4 0.0756 0.0756 CD cord-299363-y7o8ovf9 199 1 * * NFP cord-299363-y7o8ovf9 199 2 * * NFP cord-299363-y7o8ovf9 199 3 * * NFP cord-299363-y7o8ovf9 199 4 0.0720 0.0720 CD cord-299363-y7o8ovf9 200 1 * * NFP cord-299363-y7o8ovf9 200 2 * * NFP cord-299363-y7o8ovf9 200 3 * * NFP cord-299363-y7o8ovf9 200 4 13/02/2020 13/02/2020 CD cord-299363-y7o8ovf9 200 5 0.1051 0.1051 CD cord-299363-y7o8ovf9 201 1 * * NFP cord-299363-y7o8ovf9 201 2 * * NFP cord-299363-y7o8ovf9 201 3 * * NFP cord-299363-y7o8ovf9 201 4 0.0926 0.0926 CD cord-299363-y7o8ovf9 201 5 * * NFP cord-299363-y7o8ovf9 201 6 * * NFP cord-299363-y7o8ovf9 201 7 * * NFP cord-299363-y7o8ovf9 201 8 0.1051 0.1051 CD cord-299363-y7o8ovf9 202 1 * * NFP cord-299363-y7o8ovf9 202 2 * * NFP cord-299363-y7o8ovf9 202 3 * * NFP cord-299363-y7o8ovf9 202 4 0.0911 0.0911 CD cord-299363-y7o8ovf9 203 1 * * NFP cord-299363-y7o8ovf9 203 2 * * NFP cord-299363-y7o8ovf9 203 3 * * NFP cord-299363-y7o8ovf9 203 4 0.0975 0.0975 CD cord-299363-y7o8ovf9 204 1 * * NFP cord-299363-y7o8ovf9 204 2 * * NFP cord-299363-y7o8ovf9 204 3 * * NFP cord-299363-y7o8ovf9 204 4 0.1023 0.1023 CD cord-299363-y7o8ovf9 204 5 * * NFP cord-299363-y7o8ovf9 204 6 * * NFP cord-299363-y7o8ovf9 204 7 * * NFP cord-299363-y7o8ovf9 204 8 0.0975 0.0975 CD cord-299363-y7o8ovf9 205 1 * * NFP cord-299363-y7o8ovf9 205 2 * * NFP cord-299363-y7o8ovf9 205 3 * * NFP cord-299363-y7o8ovf9 205 4 14/02/2020 14/02/2020 CD cord-299363-y7o8ovf9 205 5 0.1161 0.1161 CD cord-299363-y7o8ovf9 205 6 * * NFP cord-299363-y7o8ovf9 205 7 * * NFP cord-299363-y7o8ovf9 205 8 * * NFP cord-299363-y7o8ovf9 205 9 0.1025 0.1025 CD cord-299363-y7o8ovf9 206 1 * * NFP cord-299363-y7o8ovf9 206 2 * * NFP cord-299363-y7o8ovf9 206 3 * * NFP cord-299363-y7o8ovf9 206 4 0.1161 0.1161 CD cord-299363-y7o8ovf9 206 5 * * NFP cord-299363-y7o8ovf9 206 6 * * NFP cord-299363-y7o8ovf9 206 7 * * NFP cord-299363-y7o8ovf9 206 8 0.1008 0.1008 CD cord-299363-y7o8ovf9 206 9 * * NFP cord-299363-y7o8ovf9 206 10 * * NFP cord-299363-y7o8ovf9 206 11 * * NFP cord-299363-y7o8ovf9 206 12 0.1078 0.1078 CD cord-299363-y7o8ovf9 206 13 * * NFP cord-299363-y7o8ovf9 206 14 * * NFP cord-299363-y7o8ovf9 206 15 * * NFP cord-299363-y7o8ovf9 206 16 0.1131 0.1131 CD cord-299363-y7o8ovf9 206 17 * * NFP cord-299363-y7o8ovf9 206 18 * * NFP cord-299363-y7o8ovf9 206 19 * * NFP cord-299363-y7o8ovf9 206 20 0.1078 0.1078 CD cord-299363-y7o8ovf9 206 21 * * NFP cord-299363-y7o8ovf9 206 22 * * NFP cord-299363-y7o8ovf9 206 23 * * NFP cord-299363-y7o8ovf9 206 24 15/02/2020 15/02/2020 CD cord-299363-y7o8ovf9 206 25 0.1127 0.1127 CD cord-299363-y7o8ovf9 207 1 * * NFP cord-299363-y7o8ovf9 207 2 * * NFP cord-299363-y7o8ovf9 207 3 * * NFP cord-299363-y7o8ovf9 207 4 0.0987 0.0987 CD cord-299363-y7o8ovf9 208 1 * * NFP cord-299363-y7o8ovf9 208 2 * * NFP cord-299363-y7o8ovf9 208 3 * * NFP cord-299363-y7o8ovf9 208 4 0.1127 0.1127 CD cord-299363-y7o8ovf9 209 1 * * NFP cord-299363-y7o8ovf9 209 2 * * NFP cord-299363-y7o8ovf9 209 3 * * NFP cord-299363-y7o8ovf9 209 4 0.0969 0.0969 CD cord-299363-y7o8ovf9 210 1 * * NFP cord-299363-y7o8ovf9 210 2 * * NFP cord-299363-y7o8ovf9 210 3 * * NFP cord-299363-y7o8ovf9 210 4 0.1037 0.1037 CD cord-299363-y7o8ovf9 210 5 * * NFP cord-299363-y7o8ovf9 210 6 * * NFP cord-299363-y7o8ovf9 210 7 * * NFP cord-299363-y7o8ovf9 210 8 0.1088 0.1088 CD cord-299363-y7o8ovf9 211 1 * * NFP cord-299363-y7o8ovf9 211 2 * * NFP cord-299363-y7o8ovf9 211 3 * * NFP cord-299363-y7o8ovf9 211 4 0.1036 0.1036 CD cord-299363-y7o8ovf9 211 5 * * NFP cord-299363-y7o8ovf9 211 6 * * NFP cord-299363-y7o8ovf9 211 7 * * NFP cord-299363-y7o8ovf9 211 8 J J NNP cord-299363-y7o8ovf9 211 9 o o NN cord-299363-y7o8ovf9 211 10 u u NN cord-299363-y7o8ovf9 211 11 r r NN cord-299363-y7o8ovf9 211 12 n n NN cord-299363-y7o8ovf9 211 13 a a DT cord-299363-y7o8ovf9 211 14 l l NN cord-299363-y7o8ovf9 211 15 P p NN cord-299363-y7o8ovf9 211 16 r r NN cord-299363-y7o8ovf9 211 17 e e NN cord-299363-y7o8ovf9 212 1 -p -p : cord-299363-y7o8ovf9 213 1 r r NN cord-299363-y7o8ovf9 213 2 o o NN cord-299363-y7o8ovf9 213 3 o o NN cord-299363-y7o8ovf9 213 4 f f NN cord-299363-y7o8ovf9 213 5 References References NNPS cord-299363-y7o8ovf9 213 6 Coronavirus Coronavirus NNP cord-299363-y7o8ovf9 213 7 : : : cord-299363-y7o8ovf9 214 1 EU EU NNP cord-299363-y7o8ovf9 214 2 mobilises mobilises NNP cord-299363-y7o8ovf9 214 3 € € $ cord-299363-y7o8ovf9 214 4 10 10 CD cord-299363-y7o8ovf9 214 5 million million CD cord-299363-y7o8ovf9 214 6 for for IN cord-299363-y7o8ovf9 214 7 research research NN cord-299363-y7o8ovf9 214 8 Coronavirus Coronavirus NNP cord-299363-y7o8ovf9 214 9 : : : cord-299363-y7o8ovf9 215 1 UK UK NNP cord-299363-y7o8ovf9 215 2 donates donate VBZ cord-299363-y7o8ovf9 215 3 £ £ $ cord-299363-y7o8ovf9 215 4 20 20 CD cord-299363-y7o8ovf9 215 5 m m NN cord-299363-y7o8ovf9 215 6 to to TO cord-299363-y7o8ovf9 215 7 speed speed VB cord-299363-y7o8ovf9 215 8 up up RP cord-299363-y7o8ovf9 215 9 vaccine vaccine NN cord-299363-y7o8ovf9 215 10 Panel Panel NNP cord-299363-y7o8ovf9 215 11 data data NN cord-299363-y7o8ovf9 215 12 econometrics econometric NNS cord-299363-y7o8ovf9 215 13 with with IN cord-299363-y7o8ovf9 215 14 R R NNP cord-299363-y7o8ovf9 215 15 Applied Applied NNP cord-299363-y7o8ovf9 215 16 spatial spatial JJ cord-299363-y7o8ovf9 215 17 econometrics econometric NNS cord-299363-y7o8ovf9 215 18 : : : cord-299363-y7o8ovf9 215 19 raising raise VBG cord-299363-y7o8ovf9 215 20 the the DT cord-299363-y7o8ovf9 215 21 bar bar NN cord-299363-y7o8ovf9 215 22 Spatial Spatial NNP cord-299363-y7o8ovf9 215 23 Panel Panel NNP cord-299363-y7o8ovf9 215 24 Data Data NNP cord-299363-y7o8ovf9 215 25 Models Models NNPS cord-299363-y7o8ovf9 216 1 The the DT cord-299363-y7o8ovf9 216 2 SAGE SAGE NNP cord-299363-y7o8ovf9 216 3 handbook handbook NN cord-299363-y7o8ovf9 216 4 of of IN cord-299363-y7o8ovf9 216 5 spatial spatial JJ cord-299363-y7o8ovf9 216 6 analysis analysis NN cord-299363-y7o8ovf9 216 7 : : : cord-299363-y7o8ovf9 216 8 Sage Sage NNP cord-299363-y7o8ovf9 216 9 Handbook Handbook NNP cord-299363-y7o8ovf9 216 10 of of IN cord-299363-y7o8ovf9 216 11 spatial spatial JJ cord-299363-y7o8ovf9 216 12 statistics statistic NNS cord-299363-y7o8ovf9 216 13 How how WRB cord-299363-y7o8ovf9 216 14 to to TO cord-299363-y7o8ovf9 216 15 interpret interpret VB cord-299363-y7o8ovf9 216 16 the the DT cord-299363-y7o8ovf9 216 17 coefficients coefficient NNS cord-299363-y7o8ovf9 216 18 of of IN cord-299363-y7o8ovf9 216 19 spatial spatial JJ cord-299363-y7o8ovf9 216 20 models model NNS cord-299363-y7o8ovf9 216 21 : : : cord-299363-y7o8ovf9 216 22 Spillovers spillover NNS cord-299363-y7o8ovf9 216 23 , , , cord-299363-y7o8ovf9 216 24 direct direct JJ cord-299363-y7o8ovf9 216 25 and and CC cord-299363-y7o8ovf9 216 26 indirect indirect JJ cord-299363-y7o8ovf9 216 27 effects effect NNS cord-299363-y7o8ovf9 217 1 A a DT cord-299363-y7o8ovf9 217 2 generalized generalized JJ cord-299363-y7o8ovf9 217 3 spatial spatial JJ cord-299363-y7o8ovf9 217 4 two two CD cord-299363-y7o8ovf9 217 5 - - HYPH cord-299363-y7o8ovf9 217 6 stage stage NN cord-299363-y7o8ovf9 217 7 least least JJS cord-299363-y7o8ovf9 217 8 squares square NNS cord-299363-y7o8ovf9 217 9 procedure procedure NN cord-299363-y7o8ovf9 217 10 for for IN cord-299363-y7o8ovf9 217 11 estimating estimate VBG cord-299363-y7o8ovf9 217 12 a a DT cord-299363-y7o8ovf9 217 13 spatial spatial JJ cord-299363-y7o8ovf9 217 14 autoregressive autoregressive JJ cord-299363-y7o8ovf9 217 15 model model NN cord-299363-y7o8ovf9 217 16 with with IN cord-299363-y7o8ovf9 217 17 autoregressive autoregressive JJ cord-299363-y7o8ovf9 217 18 disturbances disturbance NNS cord-299363-y7o8ovf9 217 19 Analysis Analysis NNP cord-299363-y7o8ovf9 217 20 of of IN cord-299363-y7o8ovf9 217 21 cross cross JJ cord-299363-y7o8ovf9 217 22 - - JJ cord-299363-y7o8ovf9 217 23 sectional sectional JJ cord-299363-y7o8ovf9 217 24 data datum NNS cord-299363-y7o8ovf9 217 25 and and CC cord-299363-y7o8ovf9 217 26 panel panel NN cord-299363-y7o8ovf9 217 27 data datum NNS cord-299363-y7o8ovf9 217 28 with with IN cord-299363-y7o8ovf9 217 29 application application NN cord-299363-y7o8ovf9 217 30 of of IN cord-299363-y7o8ovf9 217 31 STATA STATA NNP cord-299363-y7o8ovf9 217 32 Estimation Estimation NNP cord-299363-y7o8ovf9 217 33 of of IN cord-299363-y7o8ovf9 217 34 spatial spatial JJ cord-299363-y7o8ovf9 217 35 autoregressive autoregressive JJ cord-299363-y7o8ovf9 217 36 panel panel NN cord-299363-y7o8ovf9 217 37 data datum NNS cord-299363-y7o8ovf9 217 38 models model NNS cord-299363-y7o8ovf9 217 39 with with IN cord-299363-y7o8ovf9 217 40 fixed fix VBN cord-299363-y7o8ovf9 217 41 effects effect NNS cord-299363-y7o8ovf9 217 42 An an DT cord-299363-y7o8ovf9 217 43 introduction introduction NN cord-299363-y7o8ovf9 217 44 to to IN cord-299363-y7o8ovf9 217 45 spatial spatial JJ cord-299363-y7o8ovf9 217 46 econometrics econometric NNS cord-299363-y7o8ovf9 217 47 Outbreak outbreak NN cord-299363-y7o8ovf9 217 48 of of IN cord-299363-y7o8ovf9 217 49 Pneumonia Pneumonia NNP cord-299363-y7o8ovf9 217 50 of of IN cord-299363-y7o8ovf9 217 51 Unknown Unknown NNP cord-299363-y7o8ovf9 217 52 Etiology etiology NN cord-299363-y7o8ovf9 217 53 in in IN cord-299363-y7o8ovf9 217 54 Wuhan Wuhan NNP cord-299363-y7o8ovf9 217 55 China China NNP cord-299363-y7o8ovf9 217 56 : : : cord-299363-y7o8ovf9 217 57 the the DT cord-299363-y7o8ovf9 217 58 Mystery Mystery NNP cord-299363-y7o8ovf9 217 59 and and CC cord-299363-y7o8ovf9 217 60 the the DT cord-299363-y7o8ovf9 217 61 Miracle Miracle NNP cord-299363-y7o8ovf9 217 62 General General NNP cord-299363-y7o8ovf9 217 63 diagnostic diagnostic JJ cord-299363-y7o8ovf9 217 64 tests test NNS cord-299363-y7o8ovf9 217 65 for for IN cord-299363-y7o8ovf9 217 66 cross cross NN cord-299363-y7o8ovf9 217 67 section section NN cord-299363-y7o8ovf9 217 68 dependence dependence NN cord-299363-y7o8ovf9 217 69 in in IN cord-299363-y7o8ovf9 217 70 panels panel NNS cord-299363-y7o8ovf9 217 71 . . . cord-299363-y7o8ovf9 218 1 Primerdesign Primerdesign NNP cord-299363-y7o8ovf9 218 2 launches launch VBZ cord-299363-y7o8ovf9 218 3 molecular molecular JJ cord-299363-y7o8ovf9 218 4 test test NN cord-299363-y7o8ovf9 218 5 for for IN cord-299363-y7o8ovf9 218 6 new new JJ cord-299363-y7o8ovf9 218 7 coronavirus coronavirus NN cord-299363-y7o8ovf9 218 8 İleri İleri NNP cord-299363-y7o8ovf9 218 9 panel panel NN cord-299363-y7o8ovf9 218 10 veri veri NNP cord-299363-y7o8ovf9 218 11 analizi analizi NNP cord-299363-y7o8ovf9 218 12 stata stata NNP cord-299363-y7o8ovf9 218 13 uygulamalı uygulamalı NNP cord-299363-y7o8ovf9 218 14 Clinical Clinical NNP cord-299363-y7o8ovf9 218 15 Characteristics Characteristics NNPS cord-299363-y7o8ovf9 218 16 of of IN cord-299363-y7o8ovf9 218 17 138 138 CD cord-299363-y7o8ovf9 218 18 Hospitalized hospitalize VBN cord-299363-y7o8ovf9 218 19 Patients patient NNS cord-299363-y7o8ovf9 218 20 With with IN cord-299363-y7o8ovf9 218 21 2019 2019 CD cord-299363-y7o8ovf9 218 22 Novel Novel NNP cord-299363-y7o8ovf9 218 23 Coronavirus Coronavirus NNP cord-299363-y7o8ovf9 218 24 - - HYPH cord-299363-y7o8ovf9 218 25 Infected infect VBN cord-299363-y7o8ovf9 218 26 Pneumonia Pneumonia NNP cord-299363-y7o8ovf9 218 27 in in IN cord-299363-y7o8ovf9 218 28 Wuhan Wuhan NNP cord-299363-y7o8ovf9 219 1 The the DT cord-299363-y7o8ovf9 219 2 spatial spatial JJ cord-299363-y7o8ovf9 219 3 characteristics characteristic NNS cord-299363-y7o8ovf9 219 4 and and CC cord-299363-y7o8ovf9 219 5 influencing influence VBG cord-299363-y7o8ovf9 219 6 factors factor NNS cord-299363-y7o8ovf9 219 7 of of IN cord-299363-y7o8ovf9 219 8 modal modal JJ cord-299363-y7o8ovf9 219 9 accessibility accessibility NN cord-299363-y7o8ovf9 219 10 gaps gap NNS cord-299363-y7o8ovf9 219 11 : : : cord-299363-y7o8ovf9 219 12 A a DT cord-299363-y7o8ovf9 219 13 case case NN cord-299363-y7o8ovf9 219 14 study study NN cord-299363-y7o8ovf9 219 15 for for IN cord-299363-y7o8ovf9 219 16 Guangzhou Guangzhou NNP cord-299363-y7o8ovf9 219 17 Mekansal Mekansal NNP cord-299363-y7o8ovf9 219 18 etkileşim etkileşim NNP cord-299363-y7o8ovf9 219 19 analizi analizi NNP