id sid tid token lemma pos cord-183600-wxfq90zq 1 1 key key NN cord-183600-wxfq90zq 1 2 : : : cord-183600-wxfq90zq 1 3 cord-183600-wxfq90zq cord-183600-wxfq90zq VBN cord-183600-wxfq90zq 1 4 authors author NNS cord-183600-wxfq90zq 1 5 : : : cord-183600-wxfq90zq 1 6 Arthur Arthur NNP cord-183600-wxfq90zq 1 7 , , , cord-183600-wxfq90zq 1 8 Rudy Rudy NNP cord-183600-wxfq90zq 1 9 title title NN cord-183600-wxfq90zq 1 10 : : : cord-183600-wxfq90zq 1 11 Studying study VBG cord-183600-wxfq90zq 1 12 the the DT cord-183600-wxfq90zq 1 13 UK UK NNP cord-183600-wxfq90zq 1 14 Job Job NNP cord-183600-wxfq90zq 1 15 Market Market NNP cord-183600-wxfq90zq 1 16 During during IN cord-183600-wxfq90zq 1 17 the the DT cord-183600-wxfq90zq 1 18 COVID-19 COVID-19 NNP cord-183600-wxfq90zq 1 19 Crisis Crisis NNP cord-183600-wxfq90zq 1 20 with with IN cord-183600-wxfq90zq 1 21 Online Online NNP cord-183600-wxfq90zq 1 22 Job Job NNP cord-183600-wxfq90zq 1 23 Ads ad NNS cord-183600-wxfq90zq 1 24 date date NN cord-183600-wxfq90zq 2 1 : : : cord-183600-wxfq90zq 2 2 2020 2020 CD cord-183600-wxfq90zq 2 3 - - SYM cord-183600-wxfq90zq 2 4 10 10 CD cord-183600-wxfq90zq 2 5 - - HYPH cord-183600-wxfq90zq 2 6 07 07 CD cord-183600-wxfq90zq 2 7 journal journal NN cord-183600-wxfq90zq 2 8 : : : cord-183600-wxfq90zq 3 1 nan nan NNP cord-183600-wxfq90zq 3 2 DOI DOI NNP cord-183600-wxfq90zq 3 3 : : : cord-183600-wxfq90zq 3 4 nan nan NNP cord-183600-wxfq90zq 3 5 sha sha NNP cord-183600-wxfq90zq 3 6 : : : cord-183600-wxfq90zq 3 7 83fd46a8e054b419ecf2f809e2fcefdbff8bb237 83fd46a8e054b419ecf2f809e2fcefdbff8bb237 CD cord-183600-wxfq90zq 3 8 doc_id doc_id CD cord-183600-wxfq90zq 3 9 : : : cord-183600-wxfq90zq 3 10 183600 183600 CD cord-183600-wxfq90zq 3 11 cord_uid cord_uid NNS cord-183600-wxfq90zq 3 12 : : : cord-183600-wxfq90zq 4 1 wxfq90zq wxfq90zq NNP cord-183600-wxfq90zq 5 1 The the DT cord-183600-wxfq90zq 5 2 COVID-19 covid-19 JJ cord-183600-wxfq90zq 5 3 global global JJ cord-183600-wxfq90zq 5 4 pandemic pandemic NN cord-183600-wxfq90zq 5 5 and and CC cord-183600-wxfq90zq 5 6 the the DT cord-183600-wxfq90zq 5 7 lockdown lockdown NN cord-183600-wxfq90zq 5 8 policies policy NNS cord-183600-wxfq90zq 5 9 enacted enact VBN cord-183600-wxfq90zq 5 10 to to TO cord-183600-wxfq90zq 5 11 mitigate mitigate VB cord-183600-wxfq90zq 6 1 it -PRON- PRP cord-183600-wxfq90zq 6 2 have have VBP cord-183600-wxfq90zq 6 3 had have VBN cord-183600-wxfq90zq 6 4 profound profound JJ cord-183600-wxfq90zq 6 5 effects effect NNS cord-183600-wxfq90zq 6 6 on on IN cord-183600-wxfq90zq 6 7 the the DT cord-183600-wxfq90zq 6 8 labour labour NN cord-183600-wxfq90zq 6 9 market market NN cord-183600-wxfq90zq 6 10 . . . cord-183600-wxfq90zq 7 1 Understanding understand VBG cord-183600-wxfq90zq 7 2 these these DT cord-183600-wxfq90zq 7 3 effects effect NNS cord-183600-wxfq90zq 7 4 requires require VBZ cord-183600-wxfq90zq 7 5 us -PRON- PRP cord-183600-wxfq90zq 7 6 to to TO cord-183600-wxfq90zq 7 7 obtain obtain VB cord-183600-wxfq90zq 7 8 and and CC cord-183600-wxfq90zq 7 9 analyse analyse VB cord-183600-wxfq90zq 7 10 data datum NNS cord-183600-wxfq90zq 7 11 in in IN cord-183600-wxfq90zq 7 12 as as RB cord-183600-wxfq90zq 7 13 close close JJ cord-183600-wxfq90zq 7 14 to to IN cord-183600-wxfq90zq 7 15 real real JJ cord-183600-wxfq90zq 7 16 time time NN cord-183600-wxfq90zq 7 17 as as IN cord-183600-wxfq90zq 7 18 possible possible JJ cord-183600-wxfq90zq 7 19 , , , cord-183600-wxfq90zq 7 20 especially especially RB cord-183600-wxfq90zq 7 21 as as IN cord-183600-wxfq90zq 7 22 rules rule NNS cord-183600-wxfq90zq 7 23 change change VBP cord-183600-wxfq90zq 7 24 rapidly rapidly RB cord-183600-wxfq90zq 7 25 and and CC cord-183600-wxfq90zq 7 26 local local JJ cord-183600-wxfq90zq 7 27 lockdowns lockdown NNS cord-183600-wxfq90zq 7 28 are be VBP cord-183600-wxfq90zq 7 29 enacted enact VBN cord-183600-wxfq90zq 7 30 . . . cord-183600-wxfq90zq 8 1 In in IN cord-183600-wxfq90zq 8 2 this this DT cord-183600-wxfq90zq 8 3 work work NN cord-183600-wxfq90zq 8 4 we -PRON- PRP cord-183600-wxfq90zq 8 5 study study VBP cord-183600-wxfq90zq 8 6 the the DT cord-183600-wxfq90zq 8 7 UK UK NNP cord-183600-wxfq90zq 8 8 labour labour NN cord-183600-wxfq90zq 8 9 market market NN cord-183600-wxfq90zq 8 10 by by IN cord-183600-wxfq90zq 8 11 analysing analyse VBG cord-183600-wxfq90zq 8 12 data datum NNS cord-183600-wxfq90zq 8 13 from from IN cord-183600-wxfq90zq 8 14 the the DT cord-183600-wxfq90zq 8 15 online online JJ cord-183600-wxfq90zq 8 16 job job NNP cord-183600-wxfq90zq 8 17 board board NNP cord-183600-wxfq90zq 8 18 Reed.co.uk Reed.co.uk NNP cord-183600-wxfq90zq 8 19 . . . cord-183600-wxfq90zq 9 1 Using use VBG cord-183600-wxfq90zq 9 2 topic topic NN cord-183600-wxfq90zq 9 3 modelling modelling NN cord-183600-wxfq90zq 9 4 and and CC cord-183600-wxfq90zq 9 5 geo geo NN cord-183600-wxfq90zq 9 6 - - HYPH cord-183600-wxfq90zq 9 7 inference inference NN cord-183600-wxfq90zq 9 8 methods method NNS cord-183600-wxfq90zq 9 9 we -PRON- PRP cord-183600-wxfq90zq 9 10 are be VBP cord-183600-wxfq90zq 9 11 able able JJ cord-183600-wxfq90zq 9 12 to to TO cord-183600-wxfq90zq 9 13 break break VB cord-183600-wxfq90zq 9 14 down down RP cord-183600-wxfq90zq 9 15 the the DT cord-183600-wxfq90zq 9 16 data datum NNS cord-183600-wxfq90zq 9 17 by by IN cord-183600-wxfq90zq 9 18 sector sector NN cord-183600-wxfq90zq 9 19 and and CC cord-183600-wxfq90zq 9 20 geography geography NN cord-183600-wxfq90zq 9 21 . . . cord-183600-wxfq90zq 10 1 We -PRON- PRP cord-183600-wxfq90zq 10 2 also also RB cord-183600-wxfq90zq 10 3 study study VBP cord-183600-wxfq90zq 10 4 how how WRB cord-183600-wxfq90zq 10 5 the the DT cord-183600-wxfq90zq 10 6 salary salary NN cord-183600-wxfq90zq 10 7 , , , cord-183600-wxfq90zq 10 8 contract contract NN cord-183600-wxfq90zq 10 9 type type NN cord-183600-wxfq90zq 10 10 and and CC cord-183600-wxfq90zq 10 11 mode mode NN cord-183600-wxfq90zq 10 12 of of IN cord-183600-wxfq90zq 10 13 work work NN cord-183600-wxfq90zq 10 14 have have VBP cord-183600-wxfq90zq 10 15 changed change VBN cord-183600-wxfq90zq 10 16 since since IN cord-183600-wxfq90zq 10 17 the the DT cord-183600-wxfq90zq 10 18 COVID-19 COVID-19 NNP cord-183600-wxfq90zq 10 19 crisis crisis NN cord-183600-wxfq90zq 10 20 hit hit VBD cord-183600-wxfq90zq 10 21 the the DT cord-183600-wxfq90zq 10 22 UK UK NNP cord-183600-wxfq90zq 10 23 in in IN cord-183600-wxfq90zq 10 24 March March NNP cord-183600-wxfq90zq 10 25 . . . cord-183600-wxfq90zq 11 1 Overall overall RB cord-183600-wxfq90zq 11 2 , , , cord-183600-wxfq90zq 11 3 vacancies vacancy NNS cord-183600-wxfq90zq 11 4 were be VBD cord-183600-wxfq90zq 11 5 down down RB cord-183600-wxfq90zq 11 6 by by IN cord-183600-wxfq90zq 11 7 60 60 CD cord-183600-wxfq90zq 11 8 to to TO cord-183600-wxfq90zq 11 9 70 70 CD cord-183600-wxfq90zq 11 10 % % NN cord-183600-wxfq90zq 11 11 in in IN cord-183600-wxfq90zq 11 12 the the DT cord-183600-wxfq90zq 11 13 first first JJ cord-183600-wxfq90zq 11 14 weeks week NNS cord-183600-wxfq90zq 11 15 of of IN cord-183600-wxfq90zq 11 16 lockdown lockdown NN cord-183600-wxfq90zq 11 17 . . . cord-183600-wxfq90zq 12 1 By by IN cord-183600-wxfq90zq 12 2 mid mid JJ cord-183600-wxfq90zq 12 3 September September NNP cord-183600-wxfq90zq 12 4 numbers number NNS cord-183600-wxfq90zq 12 5 had have VBD cord-183600-wxfq90zq 12 6 recovered recover VBN cord-183600-wxfq90zq 12 7 slightly slightly RB cord-183600-wxfq90zq 12 8 , , , cord-183600-wxfq90zq 12 9 though though RB cord-183600-wxfq90zq 12 10 were be VBD cord-183600-wxfq90zq 12 11 still still RB cord-183600-wxfq90zq 12 12 down down RB cord-183600-wxfq90zq 12 13 by by IN cord-183600-wxfq90zq 12 14 40 40 CD cord-183600-wxfq90zq 12 15 to to TO cord-183600-wxfq90zq 12 16 50 50 CD cord-183600-wxfq90zq 12 17 % % NN cord-183600-wxfq90zq 12 18 . . . cord-183600-wxfq90zq 13 1 Broken break VBN cord-183600-wxfq90zq 13 2 down down RP cord-183600-wxfq90zq 13 3 by by IN cord-183600-wxfq90zq 13 4 sector sector NN cord-183600-wxfq90zq 13 5 , , , cord-183600-wxfq90zq 13 6 vacancies vacancy NNS cord-183600-wxfq90zq 13 7 for for IN cord-183600-wxfq90zq 13 8 hospitality hospitality NN cord-183600-wxfq90zq 13 9 and and CC cord-183600-wxfq90zq 13 10 graduate graduate NN cord-183600-wxfq90zq 13 11 jobs job NNS cord-183600-wxfq90zq 13 12 are be VBP cord-183600-wxfq90zq 13 13 greatly greatly RB cord-183600-wxfq90zq 13 14 reduced reduce VBN cord-183600-wxfq90zq 13 15 , , , cord-183600-wxfq90zq 13 16 while while IN cord-183600-wxfq90zq 13 17 there there EX cord-183600-wxfq90zq 13 18 were be VBD cord-183600-wxfq90zq 13 19 more more JJR cord-183600-wxfq90zq 13 20 care care NN cord-183600-wxfq90zq 13 21 work work NN cord-183600-wxfq90zq 13 22 and and CC cord-183600-wxfq90zq 13 23 nursing nursing NN cord-183600-wxfq90zq 13 24 vacancies vacancy NNS cord-183600-wxfq90zq 13 25 during during IN cord-183600-wxfq90zq 13 26 lockdown lockdown NN cord-183600-wxfq90zq 13 27 . . . cord-183600-wxfq90zq 14 1 Differences difference NNS cord-183600-wxfq90zq 14 2 by by IN cord-183600-wxfq90zq 14 3 geography geography NN cord-183600-wxfq90zq 14 4 are be VBP cord-183600-wxfq90zq 14 5 less less RBR cord-183600-wxfq90zq 14 6 significant significant JJ cord-183600-wxfq90zq 14 7 than than IN cord-183600-wxfq90zq 14 8 between between IN cord-183600-wxfq90zq 14 9 sectors sector NNS cord-183600-wxfq90zq 14 10 , , , cord-183600-wxfq90zq 14 11 though though IN cord-183600-wxfq90zq 14 12 there there EX cord-183600-wxfq90zq 14 13 is be VBZ cord-183600-wxfq90zq 14 14 some some DT cord-183600-wxfq90zq 14 15 indication indication NN cord-183600-wxfq90zq 14 16 that that IN cord-183600-wxfq90zq 14 17 local local JJ cord-183600-wxfq90zq 14 18 lockdowns lockdown NNS cord-183600-wxfq90zq 14 19 stall stall VBP cord-183600-wxfq90zq 14 20 recovery recovery NN cord-183600-wxfq90zq 14 21 and and CC cord-183600-wxfq90zq 14 22 less less RBR cord-183600-wxfq90zq 14 23 badly badly RB cord-183600-wxfq90zq 14 24 hit hit VBN cord-183600-wxfq90zq 14 25 areas area NNS cord-183600-wxfq90zq 14 26 may may MD cord-183600-wxfq90zq 14 27 have have VB cord-183600-wxfq90zq 14 28 experienced experience VBN cord-183600-wxfq90zq 14 29 a a DT cord-183600-wxfq90zq 14 30 smaller small JJR cord-183600-wxfq90zq 14 31 reduction reduction NN cord-183600-wxfq90zq 14 32 in in IN cord-183600-wxfq90zq 14 33 vacancies vacancy NNS cord-183600-wxfq90zq 14 34 . . . cord-183600-wxfq90zq 15 1 There there EX cord-183600-wxfq90zq 15 2 are be VBP cord-183600-wxfq90zq 15 3 also also RB cord-183600-wxfq90zq 15 4 small small JJ cord-183600-wxfq90zq 15 5 but but CC cord-183600-wxfq90zq 15 6 significant significant JJ cord-183600-wxfq90zq 15 7 changes change NNS cord-183600-wxfq90zq 15 8 in in IN cord-183600-wxfq90zq 15 9 the the DT cord-183600-wxfq90zq 15 10 median median JJ cord-183600-wxfq90zq 15 11 salary salary NN cord-183600-wxfq90zq 15 12 and and CC cord-183600-wxfq90zq 15 13 number number NN cord-183600-wxfq90zq 15 14 of of IN cord-183600-wxfq90zq 15 15 full full JJ cord-183600-wxfq90zq 15 16 time time NN cord-183600-wxfq90zq 15 17 and and CC cord-183600-wxfq90zq 15 18 permanent permanent JJ cord-183600-wxfq90zq 15 19 jobs job NNS cord-183600-wxfq90zq 15 20 . . . cord-183600-wxfq90zq 16 1 In in IN cord-183600-wxfq90zq 16 2 addition addition NN cord-183600-wxfq90zq 16 3 to to IN cord-183600-wxfq90zq 16 4 these these DT cord-183600-wxfq90zq 16 5 results result NNS cord-183600-wxfq90zq 16 6 , , , cord-183600-wxfq90zq 16 7 this this DT cord-183600-wxfq90zq 16 8 work work NN cord-183600-wxfq90zq 16 9 presents present VBZ cord-183600-wxfq90zq 16 10 an an DT cord-183600-wxfq90zq 16 11 open open JJ cord-183600-wxfq90zq 16 12 methodology methodology NN cord-183600-wxfq90zq 16 13 that that WDT cord-183600-wxfq90zq 16 14 enables enable VBZ cord-183600-wxfq90zq 16 15 a a DT cord-183600-wxfq90zq 16 16 rapid rapid JJ cord-183600-wxfq90zq 16 17 and and CC cord-183600-wxfq90zq 16 18 detailed detailed JJ cord-183600-wxfq90zq 16 19 survey survey NN cord-183600-wxfq90zq 16 20 of of IN cord-183600-wxfq90zq 16 21 the the DT cord-183600-wxfq90zq 16 22 job job NN cord-183600-wxfq90zq 16 23 market market NN cord-183600-wxfq90zq 16 24 in in IN cord-183600-wxfq90zq 16 25 these these DT cord-183600-wxfq90zq 16 26 unsettled unsettled JJ cord-183600-wxfq90zq 16 27 conditions condition NNS cord-183600-wxfq90zq 16 28 . . . cord-183600-wxfq90zq 17 1 The the DT cord-183600-wxfq90zq 17 2 COVID-19 COVID-19 NNP cord-183600-wxfq90zq 17 3 pandemic pandemic NN cord-183600-wxfq90zq 17 4 has have VBZ cord-183600-wxfq90zq 17 5 claimed claim VBN cord-183600-wxfq90zq 17 6 over over IN cord-183600-wxfq90zq 17 7 40,000 40,000 CD cord-183600-wxfq90zq 17 8 lives life NNS cord-183600-wxfq90zq 17 9 in in IN cord-183600-wxfq90zq 17 10 the the DT cord-183600-wxfq90zq 17 11 UK UK NNP cord-183600-wxfq90zq 17 12 as as IN cord-183600-wxfq90zq 17 13 of of IN cord-183600-wxfq90zq 17 14 the the DT cord-183600-wxfq90zq 17 15 June June NNP cord-183600-wxfq90zq 17 16 24th 24th NN cord-183600-wxfq90zq 17 17 [ [ -LRB- cord-183600-wxfq90zq 17 18 1 1 CD cord-183600-wxfq90zq 17 19 ] ] -RRB- cord-183600-wxfq90zq 17 20 . . . cord-183600-wxfq90zq 18 1 The the DT cord-183600-wxfq90zq 18 2 most most RBS cord-183600-wxfq90zq 18 3 drastic drastic JJ cord-183600-wxfq90zq 18 4 measure measure NN cord-183600-wxfq90zq 18 5 to to TO cord-183600-wxfq90zq 18 6 limit limit VB cord-183600-wxfq90zq 18 7 the the DT cord-183600-wxfq90zq 18 8 spread spread NN cord-183600-wxfq90zq 18 9 of of IN cord-183600-wxfq90zq 18 10 has have VBZ cord-183600-wxfq90zq 18 11 been be VBN cord-183600-wxfq90zq 18 12 the the DT cord-183600-wxfq90zq 18 13 imposition imposition NN cord-183600-wxfq90zq 18 14 of of IN cord-183600-wxfq90zq 18 15 so so RB cord-183600-wxfq90zq 18 16 - - HYPH cord-183600-wxfq90zq 18 17 called call VBN cord-183600-wxfq90zq 18 18 lockdown lockdown NN cord-183600-wxfq90zq 18 19 measures measure NNS cord-183600-wxfq90zq 18 20 . . . cord-183600-wxfq90zq 18 21 ' ' '' cord-183600-wxfq90zq 19 1 Lockdown lockdown NN cord-183600-wxfq90zq 19 2 ' ' '' cord-183600-wxfq90zq 19 3 refers refer VBZ cord-183600-wxfq90zq 19 4 to to IN cord-183600-wxfq90zq 19 5 national national JJ cord-183600-wxfq90zq 19 6 or or CC cord-183600-wxfq90zq 19 7 regional regional JJ cord-183600-wxfq90zq 19 8 orders order NNS cord-183600-wxfq90zq 19 9 calling call VBG cord-183600-wxfq90zq 19 10 for for IN cord-183600-wxfq90zq 19 11 the the DT cord-183600-wxfq90zq 19 12 closure closure NN cord-183600-wxfq90zq 19 13 of of IN cord-183600-wxfq90zq 19 14 businesses business NNS cord-183600-wxfq90zq 19 15 and and CC cord-183600-wxfq90zq 19 16 restriction restriction NN cord-183600-wxfq90zq 19 17 of of IN cord-183600-wxfq90zq 19 18 assembly assembly NN cord-183600-wxfq90zq 19 19 and and CC cord-183600-wxfq90zq 19 20 travel travel NN cord-183600-wxfq90zq 19 21 . . . cord-183600-wxfq90zq 20 1 Lockdown lockdown NN cord-183600-wxfq90zq 20 2 policies policy NNS cord-183600-wxfq90zq 20 3 have have VBP cord-183600-wxfq90zq 20 4 not not RB cord-183600-wxfq90zq 20 5 been be VBN cord-183600-wxfq90zq 20 6 uniform uniform JJ cord-183600-wxfq90zq 20 7 across across IN cord-183600-wxfq90zq 20 8 nations nation NNS cord-183600-wxfq90zq 20 9 . . . cord-183600-wxfq90zq 21 1 Some some DT cord-183600-wxfq90zq 21 2 areas area NNS cord-183600-wxfq90zq 21 3 , , , cord-183600-wxfq90zq 21 4 for for IN cord-183600-wxfq90zq 21 5 example example NN cord-183600-wxfq90zq 21 6 Sweden Sweden NNP cord-183600-wxfq90zq 21 7 and and CC cord-183600-wxfq90zq 21 8 Japan Japan NNP cord-183600-wxfq90zq 21 9 , , , cord-183600-wxfq90zq 21 10 implemented implement VBD cord-183600-wxfq90zq 21 11 essentially essentially RB cord-183600-wxfq90zq 21 12 voluntary voluntary JJ cord-183600-wxfq90zq 21 13 measures measure NNS cord-183600-wxfq90zq 21 14 [ [ -LRB- cord-183600-wxfq90zq 21 15 2 2 CD cord-183600-wxfq90zq 21 16 , , , cord-183600-wxfq90zq 21 17 3 3 CD cord-183600-wxfq90zq 21 18 ] ] -RRB- cord-183600-wxfq90zq 21 19 while while IN cord-183600-wxfq90zq 21 20 others other NNS cord-183600-wxfq90zq 21 21 , , , cord-183600-wxfq90zq 21 22 for for IN cord-183600-wxfq90zq 21 23 example example NN cord-183600-wxfq90zq 21 24 China China NNP cord-183600-wxfq90zq 21 25 and and CC cord-183600-wxfq90zq 21 26 Germany Germany NNP cord-183600-wxfq90zq 21 27 , , , cord-183600-wxfq90zq 21 28 imposed impose VBN cord-183600-wxfq90zq 21 29 and and CC cord-183600-wxfq90zq 21 30 enforced enforce VBD cord-183600-wxfq90zq 21 31 quite quite RB cord-183600-wxfq90zq 21 32 severe severe JJ cord-183600-wxfq90zq 21 33 restrictions restriction NNS cord-183600-wxfq90zq 21 34 on on IN cord-183600-wxfq90zq 21 35 assembly assembly NN cord-183600-wxfq90zq 21 36 and and CC cord-183600-wxfq90zq 21 37 business business NN cord-183600-wxfq90zq 21 38 opening opening NN cord-183600-wxfq90zq 21 39 [ [ -LRB- cord-183600-wxfq90zq 21 40 4 4 CD cord-183600-wxfq90zq 21 41 , , , cord-183600-wxfq90zq 21 42 5 5 CD cord-183600-wxfq90zq 21 43 ] ] -RRB- cord-183600-wxfq90zq 21 44 . . . cord-183600-wxfq90zq 22 1 The the DT cord-183600-wxfq90zq 22 2 UK UK NNP cord-183600-wxfq90zq 22 3 's 's POS cord-183600-wxfq90zq 22 4 lockdown lockdown NN cord-183600-wxfq90zq 22 5 policy policy NN cord-183600-wxfq90zq 22 6 was be VBD cord-183600-wxfq90zq 22 7 somewhere somewhere RB cord-183600-wxfq90zq 22 8 between between IN cord-183600-wxfq90zq 22 9 these these DT cord-183600-wxfq90zq 22 10 two two CD cord-183600-wxfq90zq 22 11 extremes extreme NNS cord-183600-wxfq90zq 22 12 . . . cord-183600-wxfq90zq 23 1 Beginning begin VBG cord-183600-wxfq90zq 23 2 somewhat somewhat RB cord-183600-wxfq90zq 23 3 later later RB cord-183600-wxfq90zq 23 4 than than IN cord-183600-wxfq90zq 23 5 many many JJ cord-183600-wxfq90zq 23 6 other other JJ cord-183600-wxfq90zq 23 7 European european JJ cord-183600-wxfq90zq 23 8 nations nation NNS cord-183600-wxfq90zq 23 9 on on IN cord-183600-wxfq90zq 23 10 March March NNP cord-183600-wxfq90zq 23 11 21st 21st NN cord-183600-wxfq90zq 24 1 the the DT cord-183600-wxfq90zq 24 2 UK UK NNP cord-183600-wxfq90zq 24 3 government government NN cord-183600-wxfq90zq 24 4 introduced introduce VBD cord-183600-wxfq90zq 24 5 the the DT cord-183600-wxfq90zq 24 6 The the DT cord-183600-wxfq90zq 24 7 Health Health NNP cord-183600-wxfq90zq 24 8 Protection Protection NNP cord-183600-wxfq90zq 24 9 ( ( -LRB- cord-183600-wxfq90zq 24 10 Coronavirus Coronavirus NNP cord-183600-wxfq90zq 24 11 , , , cord-183600-wxfq90zq 24 12 Business Business NNP cord-183600-wxfq90zq 24 13 Closure Closure NNP cord-183600-wxfq90zq 24 14 ) ) -RRB- cord-183600-wxfq90zq 25 1 ( ( -LRB- cord-183600-wxfq90zq 25 2 England England NNP cord-183600-wxfq90zq 25 3 ) ) -RRB- cord-183600-wxfq90zq 25 4 Regulations Regulations NNPS cord-183600-wxfq90zq 25 5 2020 2020 CD cord-183600-wxfq90zq 26 1 [ [ -LRB- cord-183600-wxfq90zq 26 2 6 6 CD cord-183600-wxfq90zq 26 3 ] ] -RRB- cord-183600-wxfq90zq 26 4 which which WDT cord-183600-wxfq90zq 26 5 was be VBD cord-183600-wxfq90zq 26 6 superseded supersede VBN cord-183600-wxfq90zq 26 7 by by IN cord-183600-wxfq90zq 26 8 the the DT cord-183600-wxfq90zq 26 9 The The NNP cord-183600-wxfq90zq 26 10 Health Health NNP cord-183600-wxfq90zq 26 11 Protection Protection NNP cord-183600-wxfq90zq 26 12 ( ( -LRB- cord-183600-wxfq90zq 26 13 Coronavirus Coronavirus NNP cord-183600-wxfq90zq 26 14 , , , cord-183600-wxfq90zq 26 15 Restrictions Restrictions NNPS cord-183600-wxfq90zq 26 16 ) ) -RRB- cord-183600-wxfq90zq 26 17 ( ( -LRB- cord-183600-wxfq90zq 26 18 England England NNP cord-183600-wxfq90zq 26 19 ) ) -RRB- cord-183600-wxfq90zq 26 20 Regulations Regulations NNPS cord-183600-wxfq90zq 26 21 2020 2020 CD cord-183600-wxfq90zq 26 22 on on IN cord-183600-wxfq90zq 26 23 March March NNP cord-183600-wxfq90zq 26 24 26th 26th NN cord-183600-wxfq90zq 26 25 [ [ -LRB- cord-183600-wxfq90zq 26 26 7 7 CD cord-183600-wxfq90zq 26 27 ] ] -RRB- cord-183600-wxfq90zq 26 28 . . . cord-183600-wxfq90zq 27 1 This this DT cord-183600-wxfq90zq 27 2 piece piece NN cord-183600-wxfq90zq 27 3 of of IN cord-183600-wxfq90zq 27 4 legislation legislation NN cord-183600-wxfq90zq 27 5 , , , cord-183600-wxfq90zq 27 6 which which WDT cord-183600-wxfq90zq 27 7 we -PRON- PRP cord-183600-wxfq90zq 27 8 will will MD cord-183600-wxfq90zq 27 9 hereafter hereafter RB cord-183600-wxfq90zq 27 10 refer refer VB cord-183600-wxfq90zq 27 11 to to IN cord-183600-wxfq90zq 27 12 as as IN cord-183600-wxfq90zq 27 13 ' ' `` cord-183600-wxfq90zq 27 14 lockdown lockdown NN cord-183600-wxfq90zq 27 15 ' ' '' cord-183600-wxfq90zq 27 16 , , , cord-183600-wxfq90zq 27 17 included include VBD cord-183600-wxfq90zq 27 18 restricted restricted JJ cord-183600-wxfq90zq 27 19 freedom freedom NN cord-183600-wxfq90zq 27 20 of of IN cord-183600-wxfq90zq 27 21 movement movement NN cord-183600-wxfq90zq 27 22 , , , cord-183600-wxfq90zq 27 23 bans ban VBZ cord-183600-wxfq90zq 27 24 on on IN cord-183600-wxfq90zq 27 25 gatherings gathering NNS cord-183600-wxfq90zq 27 26 and and CC cord-183600-wxfq90zq 27 27 enforced enforce VBN cord-183600-wxfq90zq 27 28 business business NN cord-183600-wxfq90zq 27 29 closures closure NNS cord-183600-wxfq90zq 27 30 . . . cord-183600-wxfq90zq 28 1 The the DT cord-183600-wxfq90zq 28 2 lifting lifting NN cord-183600-wxfq90zq 28 3 of of IN cord-183600-wxfq90zq 28 4 some some DT cord-183600-wxfq90zq 28 5 of of IN cord-183600-wxfq90zq 28 6 these these DT cord-183600-wxfq90zq 28 7 rules rule NNS cord-183600-wxfq90zq 28 8 began begin VBD cord-183600-wxfq90zq 28 9 on on IN cord-183600-wxfq90zq 28 10 May May NNP cord-183600-wxfq90zq 28 11 13th 13th NN cord-183600-wxfq90zq 28 12 , , , cord-183600-wxfq90zq 28 13 though though IN cord-183600-wxfq90zq 28 14 in in IN cord-183600-wxfq90zq 28 15 some some DT cord-183600-wxfq90zq 28 16 heavily heavily RB cord-183600-wxfq90zq 28 17 affected affect VBN cord-183600-wxfq90zq 28 18 areas area NNS cord-183600-wxfq90zq 28 19 stricter strict JJR cord-183600-wxfq90zq 28 20 measures measure NNS cord-183600-wxfq90zq 28 21 were be VBD cord-183600-wxfq90zq 28 22 retained retain VBN cord-183600-wxfq90zq 28 23 or or CC cord-183600-wxfq90zq 28 24 re re VBN cord-183600-wxfq90zq 28 25 - - VBN cord-183600-wxfq90zq 28 26 imposed impose VBN cord-183600-wxfq90zq 28 27 [ [ -LRB- cord-183600-wxfq90zq 28 28 8 8 CD cord-183600-wxfq90zq 28 29 , , , cord-183600-wxfq90zq 28 30 9 9 CD cord-183600-wxfq90zq 28 31 ] ] -RRB- cord-183600-wxfq90zq 28 32 and and CC cord-183600-wxfq90zq 28 33 the the DT cord-183600-wxfq90zq 28 34 rules rule NNS cord-183600-wxfq90zq 28 35 have have VBP cord-183600-wxfq90zq 28 36 been be VBN cord-183600-wxfq90zq 28 37 subsequently subsequently RB cord-183600-wxfq90zq 28 38 modified modify VBN cord-183600-wxfq90zq 28 39 e.g. e.g. RB cord-183600-wxfq90zq 28 40 ' ' '' cord-183600-wxfq90zq 28 41 the the DT cord-183600-wxfq90zq 28 42 rule rule NN cord-183600-wxfq90zq 28 43 of of IN cord-183600-wxfq90zq 28 44 six six CD cord-183600-wxfq90zq 28 45 ' ' '' cord-183600-wxfq90zq 28 46 [ [ -LRB- cord-183600-wxfq90zq 28 47 10 10 CD cord-183600-wxfq90zq 28 48 ] ] -RRB- cord-183600-wxfq90zq 28 49 . . . cord-183600-wxfq90zq 29 1 The the DT cord-183600-wxfq90zq 29 2 economic economic JJ cord-183600-wxfq90zq 29 3 impacts impact NNS cord-183600-wxfq90zq 29 4 of of IN cord-183600-wxfq90zq 29 5 the the DT cord-183600-wxfq90zq 29 6 COVID-19 COVID-19 NNP cord-183600-wxfq90zq 29 7 crisis crisis NN cord-183600-wxfq90zq 29 8 have have VBP cord-183600-wxfq90zq 29 9 been be VBN cord-183600-wxfq90zq 29 10 severe severe JJ cord-183600-wxfq90zq 29 11 . . . cord-183600-wxfq90zq 30 1 The the DT cord-183600-wxfq90zq 30 2 UK UK NNP cord-183600-wxfq90zq 30 3 saw see VBD cord-183600-wxfq90zq 30 4 a a DT cord-183600-wxfq90zq 30 5 125.9 125.9 CD cord-183600-wxfq90zq 30 6 % % NN cord-183600-wxfq90zq 30 7 increase increase NN cord-183600-wxfq90zq 30 8 in in IN cord-183600-wxfq90zq 30 9 unemployment unemployment NN cord-183600-wxfq90zq 30 10 claims claim NNS cord-183600-wxfq90zq 30 11 between between IN cord-183600-wxfq90zq 30 12 March March NNP cord-183600-wxfq90zq 30 13 and and CC cord-183600-wxfq90zq 30 14 May May NNP cord-183600-wxfq90zq 30 15 and and CC cord-183600-wxfq90zq 30 16 vacancies vacancy NNS cord-183600-wxfq90zq 30 17 dropping drop VBG cord-183600-wxfq90zq 30 18 by by IN cord-183600-wxfq90zq 30 19 58 58 CD cord-183600-wxfq90zq 30 20 % % NN cord-183600-wxfq90zq 30 21 over over IN cord-183600-wxfq90zq 30 22 the the DT cord-183600-wxfq90zq 30 23 same same JJ cord-183600-wxfq90zq 30 24 period period NN cord-183600-wxfq90zq 30 25 [ [ -LRB- cord-183600-wxfq90zq 30 26 11 11 CD cord-183600-wxfq90zq 30 27 ] ] -RRB- cord-183600-wxfq90zq 30 28 , , , cord-183600-wxfq90zq 30 29 though though IN cord-183600-wxfq90zq 30 30 these these DT cord-183600-wxfq90zq 30 31 impacts impact NNS cord-183600-wxfq90zq 30 32 seem seem VBP cord-183600-wxfq90zq 30 33 not not RB cord-183600-wxfq90zq 30 34 to to TO cord-183600-wxfq90zq 30 35 have have VB cord-183600-wxfq90zq 30 36 impacted impact VBN cord-183600-wxfq90zq 30 37 some some DT cord-183600-wxfq90zq 30 38 headline headline NN cord-183600-wxfq90zq 30 39 employment employment NN cord-183600-wxfq90zq 30 40 indicators indicator NNS cord-183600-wxfq90zq 30 41 by by IN cord-183600-wxfq90zq 30 42 May May NNP cord-183600-wxfq90zq 30 43 [ [ -LRB- cord-183600-wxfq90zq 30 44 12 12 CD cord-183600-wxfq90zq 30 45 ] ] -RRB- cord-183600-wxfq90zq 30 46 . . . cord-183600-wxfq90zq 31 1 To to TO cord-183600-wxfq90zq 31 2 provide provide VB cord-183600-wxfq90zq 31 3 support support NN cord-183600-wxfq90zq 31 4 during during IN cord-183600-wxfq90zq 31 5 this this DT cord-183600-wxfq90zq 31 6 period period NN cord-183600-wxfq90zq 31 7 the the DT cord-183600-wxfq90zq 31 8 UK UK NNP cord-183600-wxfq90zq 31 9 government government NN cord-183600-wxfq90zq 31 10 introduced introduce VBD cord-183600-wxfq90zq 31 11 unprecedented unprecedented JJ cord-183600-wxfq90zq 31 12 measures measure NNS cord-183600-wxfq90zq 31 13 : : : cord-183600-wxfq90zq 31 14 namely namely RB cord-183600-wxfq90zq 31 15 the the DT cord-183600-wxfq90zq 31 16 Coronavirus Coronavirus NNP cord-183600-wxfq90zq 31 17 Job Job NNP cord-183600-wxfq90zq 31 18 Retention Retention NNP cord-183600-wxfq90zq 31 19 ( ( -LRB- cord-183600-wxfq90zq 31 20 furlough furlough NN cord-183600-wxfq90zq 31 21 ) ) -RRB- cord-183600-wxfq90zq 31 22 Scheme scheme NN cord-183600-wxfq90zq 31 23 [ [ -LRB- cord-183600-wxfq90zq 31 24 13 13 CD cord-183600-wxfq90zq 31 25 ] ] -RRB- cord-183600-wxfq90zq 31 26 to to TO cord-183600-wxfq90zq 31 27 attempt attempt VB cord-183600-wxfq90zq 31 28 to to TO cord-183600-wxfq90zq 31 29 keep keep VB cord-183600-wxfq90zq 31 30 unemployment unemployment NN cord-183600-wxfq90zq 31 31 rates rate NNS cord-183600-wxfq90zq 31 32 in in IN cord-183600-wxfq90zq 31 33 check check NN cord-183600-wxfq90zq 31 34 by by IN cord-183600-wxfq90zq 31 35 providing provide VBG cord-183600-wxfq90zq 31 36 grants grant NNS cord-183600-wxfq90zq 31 37 to to TO cord-183600-wxfq90zq 31 38 pay pay VB cord-183600-wxfq90zq 31 39 up up IN cord-183600-wxfq90zq 31 40 to to TO cord-183600-wxfq90zq 31 41 80 80 CD cord-183600-wxfq90zq 31 42 % % NN cord-183600-wxfq90zq 31 43 of of IN cord-183600-wxfq90zq 31 44 salaries salary NNS cord-183600-wxfq90zq 31 45 . . . cord-183600-wxfq90zq 32 1 The the DT cord-183600-wxfq90zq 32 2 academic academic JJ cord-183600-wxfq90zq 32 3 study study NN cord-183600-wxfq90zq 32 4 of of IN cord-183600-wxfq90zq 32 5 lockdown lockdown NN cord-183600-wxfq90zq 32 6 has have VBZ cord-183600-wxfq90zq 32 7 necessarily necessarily RB cord-183600-wxfq90zq 32 8 been be VBN cord-183600-wxfq90zq 32 9 re re VBN cord-183600-wxfq90zq 32 10 - - JJ cord-183600-wxfq90zq 32 11 active active JJ cord-183600-wxfq90zq 32 12 and and CC cord-183600-wxfq90zq 32 13 observational observational JJ cord-183600-wxfq90zq 32 14 . . . cord-183600-wxfq90zq 33 1 The the DT cord-183600-wxfq90zq 33 2 rapid rapid JJ cord-183600-wxfq90zq 33 3 onset onset NN cord-183600-wxfq90zq 33 4 of of IN cord-183600-wxfq90zq 33 5 the the DT cord-183600-wxfq90zq 33 6 crisis crisis NN cord-183600-wxfq90zq 33 7 has have VBZ cord-183600-wxfq90zq 33 8 meant mean VBN cord-183600-wxfq90zq 33 9 that that IN cord-183600-wxfq90zq 33 10 researchers researcher NNS cord-183600-wxfq90zq 33 11 have have VBP cord-183600-wxfq90zq 33 12 had have VBN cord-183600-wxfq90zq 33 13 to to TO cord-183600-wxfq90zq 33 14 source source VB cord-183600-wxfq90zq 33 15 and and CC cord-183600-wxfq90zq 33 16 analyse analyse VB cord-183600-wxfq90zq 33 17 real real JJ cord-183600-wxfq90zq 33 18 time time NN cord-183600-wxfq90zq 33 19 labour labour NN cord-183600-wxfq90zq 33 20 market market NN cord-183600-wxfq90zq 33 21 information information NN cord-183600-wxfq90zq 33 22 . . . cord-183600-wxfq90zq 34 1 For for IN cord-183600-wxfq90zq 34 2 example example NN cord-183600-wxfq90zq 34 3 Bick Bick NNP cord-183600-wxfq90zq 34 4 et et NNP cord-183600-wxfq90zq 34 5 . . . cord-183600-wxfq90zq 35 1 al al NNP cord-183600-wxfq90zq 35 2 [ [ -LRB- cord-183600-wxfq90zq 35 3 14 14 CD cord-183600-wxfq90zq 35 4 ] ] -RRB- cord-183600-wxfq90zq 35 5 use use VB cord-183600-wxfq90zq 35 6 an an DT cord-183600-wxfq90zq 35 7 online online JJ cord-183600-wxfq90zq 35 8 labour labour NN cord-183600-wxfq90zq 35 9 market market NN cord-183600-wxfq90zq 35 10 survey survey NN cord-183600-wxfq90zq 35 11 ; ; : cord-183600-wxfq90zq 35 12 Chetty Chetty NNP cord-183600-wxfq90zq 35 13 et et NNP cord-183600-wxfq90zq 35 14 . . . cord-183600-wxfq90zq 36 1 al al NNP cord-183600-wxfq90zq 36 2 . . . cord-183600-wxfq90zq 37 1 [ [ -LRB- cord-183600-wxfq90zq 37 2 15 15 CD cord-183600-wxfq90zq 37 3 ] ] -RRB- cord-183600-wxfq90zq 37 4 use use VB cord-183600-wxfq90zq 37 5 anonymised anonymised JJ cord-183600-wxfq90zq 37 6 data datum NNS cord-183600-wxfq90zq 37 7 from from IN cord-183600-wxfq90zq 37 8 several several JJ cord-183600-wxfq90zq 37 9 large large JJ cord-183600-wxfq90zq 37 10 companies company NNS cord-183600-wxfq90zq 37 11 ; ; : cord-183600-wxfq90zq 37 12 Hensvik Hensvik NNP cord-183600-wxfq90zq 37 13 et et NNP cord-183600-wxfq90zq 37 14 . . . cord-183600-wxfq90zq 38 1 al al NNP cord-183600-wxfq90zq 38 2 . . . cord-183600-wxfq90zq 39 1 [ [ -LRB- cord-183600-wxfq90zq 39 2 16 16 CD cord-183600-wxfq90zq 39 3 ] ] -RRB- cord-183600-wxfq90zq 39 4 use use VBP cord-183600-wxfq90zq 39 5 vacancy vacancy NN cord-183600-wxfq90zq 39 6 postings posting NNS cord-183600-wxfq90zq 39 7 while while IN cord-183600-wxfq90zq 39 8 Forsythe Forsythe NNP cord-183600-wxfq90zq 39 9 et et NNP cord-183600-wxfq90zq 39 10 . . . cord-183600-wxfq90zq 40 1 al al NNP cord-183600-wxfq90zq 40 2 [ [ -LRB- cord-183600-wxfq90zq 40 3 17 17 CD cord-183600-wxfq90zq 40 4 ] ] -RRB- cord-183600-wxfq90zq 40 5 use use VBP cord-183600-wxfq90zq 40 6 data datum NNS cord-183600-wxfq90zq 40 7 from from IN cord-183600-wxfq90zq 40 8 the the DT cord-183600-wxfq90zq 40 9 job job NN cord-183600-wxfq90zq 40 10 market market NN cord-183600-wxfq90zq 40 11 analysis analysis NN cord-183600-wxfq90zq 40 12 company company NN cord-183600-wxfq90zq 40 13 Burning burn VBG cord-183600-wxfq90zq 40 14 Glass Glass NNP cord-183600-wxfq90zq 40 15 1 1 CD cord-183600-wxfq90zq 40 16 . . . cord-183600-wxfq90zq 41 1 This this DT cord-183600-wxfq90zq 41 2 methodology methodology NN cord-183600-wxfq90zq 41 3 yields yield VBZ cord-183600-wxfq90zq 41 4 useful useful JJ cord-183600-wxfq90zq 41 5 insights insight NNS cord-183600-wxfq90zq 41 6 into into IN cord-183600-wxfq90zq 41 7 the the DT cord-183600-wxfq90zq 41 8 effect effect NN cord-183600-wxfq90zq 41 9 of of IN cord-183600-wxfq90zq 41 10 the the DT cord-183600-wxfq90zq 41 11 COVID-19 COVID-19 NNP cord-183600-wxfq90zq 41 12 crisis crisis NN cord-183600-wxfq90zq 41 13 on on IN cord-183600-wxfq90zq 41 14 the the DT cord-183600-wxfq90zq 41 15 labour labour NN cord-183600-wxfq90zq 41 16 market market NN cord-183600-wxfq90zq 41 17 . . . cord-183600-wxfq90zq 42 1 For for IN cord-183600-wxfq90zq 42 2 example example NN cord-183600-wxfq90zq 42 3 [ [ -LRB- cord-183600-wxfq90zq 42 4 17 17 CD cord-183600-wxfq90zq 42 5 ] ] -RRB- cord-183600-wxfq90zq 42 6 show show VBP cord-183600-wxfq90zq 42 7 a a DT cord-183600-wxfq90zq 42 8 44 44 CD cord-183600-wxfq90zq 42 9 % % NN cord-183600-wxfq90zq 42 10 drop drop NN cord-183600-wxfq90zq 42 11 in in IN cord-183600-wxfq90zq 42 12 vacancy vacancy NN cord-183600-wxfq90zq 42 13 postings posting NNS cord-183600-wxfq90zq 42 14 between between IN cord-183600-wxfq90zq 42 15 February February NNP cord-183600-wxfq90zq 42 16 and and CC cord-183600-wxfq90zq 42 17 April April NNP cord-183600-wxfq90zq 42 18 in in IN cord-183600-wxfq90zq 42 19 the the DT cord-183600-wxfq90zq 42 20 US US NNP cord-183600-wxfq90zq 42 21 , , , cord-183600-wxfq90zq 42 22 observed observe VBN cord-183600-wxfq90zq 42 23 across across IN cord-183600-wxfq90zq 42 24 occupational occupational JJ cord-183600-wxfq90zq 42 25 categories category NNS cord-183600-wxfq90zq 42 26 ( ( -LRB- cord-183600-wxfq90zq 42 27 essential essential JJ cord-183600-wxfq90zq 42 28 or or CC cord-183600-wxfq90zq 42 29 non non JJ cord-183600-wxfq90zq 42 30 - - JJ cord-183600-wxfq90zq 42 31 essential essential JJ cord-183600-wxfq90zq 42 32 work work NN cord-183600-wxfq90zq 42 33 ) ) -RRB- cord-183600-wxfq90zq 42 34 as as RB cord-183600-wxfq90zq 42 35 well well RB cord-183600-wxfq90zq 42 36 as as IN cord-183600-wxfq90zq 42 37 states state NNS cord-183600-wxfq90zq 42 38 which which WDT cord-183600-wxfq90zq 42 39 may may MD cord-183600-wxfq90zq 42 40 have have VB cord-183600-wxfq90zq 42 41 had have VBN cord-183600-wxfq90zq 42 42 different different JJ cord-183600-wxfq90zq 42 43 lockdown lockdown NN cord-183600-wxfq90zq 42 44 policies policy NNS cord-183600-wxfq90zq 42 45 . . . cord-183600-wxfq90zq 43 1 Bick Bick NNP cord-183600-wxfq90zq 43 2 et et NNP cord-183600-wxfq90zq 43 3 . . . cord-183600-wxfq90zq 44 1 al al NNP cord-183600-wxfq90zq 44 2 . . . cord-183600-wxfq90zq 45 1 [ [ -LRB- cord-183600-wxfq90zq 45 2 14 14 CD cord-183600-wxfq90zq 45 3 ] ] -RRB- cord-183600-wxfq90zq 45 4 report report VBP cord-183600-wxfq90zq 45 5 similar similar JJ cord-183600-wxfq90zq 45 6 drops drop NNS cord-183600-wxfq90zq 45 7 in in IN cord-183600-wxfq90zq 45 8 the the DT cord-183600-wxfq90zq 45 9 US US NNP cord-183600-wxfq90zq 45 10 across across IN cord-183600-wxfq90zq 45 11 sector sector NN cord-183600-wxfq90zq 45 12 and and CC cord-183600-wxfq90zq 45 13 demographics demographic NNS cord-183600-wxfq90zq 45 14 during during IN cord-183600-wxfq90zq 45 15 the the DT cord-183600-wxfq90zq 45 16 same same JJ cord-183600-wxfq90zq 45 17 period period NN cord-183600-wxfq90zq 45 18 , , , cord-183600-wxfq90zq 45 19 with with IN cord-183600-wxfq90zq 45 20 a a DT cord-183600-wxfq90zq 45 21 slow slow JJ cord-183600-wxfq90zq 45 22 recovery recovery NN cord-183600-wxfq90zq 45 23 in in IN cord-183600-wxfq90zq 45 24 the the DT cord-183600-wxfq90zq 45 25 months month NNS cord-183600-wxfq90zq 45 26 after after RB cord-183600-wxfq90zq 45 27 . . . cord-183600-wxfq90zq 46 1 Analysis analysis NN cord-183600-wxfq90zq 46 2 of of IN cord-183600-wxfq90zq 46 3 vacancy vacancy NN cord-183600-wxfq90zq 46 4 postings posting NNS cord-183600-wxfq90zq 46 5 in in IN cord-183600-wxfq90zq 46 6 Sweden Sweden NNP cord-183600-wxfq90zq 46 7 , , , cord-183600-wxfq90zq 46 8 which which WDT cord-183600-wxfq90zq 46 9 has have VBZ cord-183600-wxfq90zq 46 10 had have VBN cord-183600-wxfq90zq 46 11 probably probably RB cord-183600-wxfq90zq 46 12 the the DT cord-183600-wxfq90zq 46 13 least least JJS cord-183600-wxfq90zq 46 14 restrictive restrictive JJ cord-183600-wxfq90zq 46 15 lockdown lockdown NN cord-183600-wxfq90zq 46 16 in in IN cord-183600-wxfq90zq 46 17 Europe Europe NNP cord-183600-wxfq90zq 46 18 , , , cord-183600-wxfq90zq 46 19 shows show VBZ cord-183600-wxfq90zq 46 20 a a DT cord-183600-wxfq90zq 46 21 drop drop NN cord-183600-wxfq90zq 46 22 in in IN cord-183600-wxfq90zq 46 23 job job NN cord-183600-wxfq90zq 46 24 adverts advert NNS cord-183600-wxfq90zq 46 25 by by IN cord-183600-wxfq90zq 46 26 around around RB cord-183600-wxfq90zq 46 27 40 40 CD cord-183600-wxfq90zq 46 28 % % NN cord-183600-wxfq90zq 46 29 [ [ -LRB- cord-183600-wxfq90zq 46 30 16 16 CD cord-183600-wxfq90zq 46 31 ] ] -RRB- cord-183600-wxfq90zq 46 32 . . . cord-183600-wxfq90zq 47 1 Hensvik Hensvik NNP cord-183600-wxfq90zq 47 2 et et NNP cord-183600-wxfq90zq 47 3 . . . cord-183600-wxfq90zq 48 1 al al NNP cord-183600-wxfq90zq 48 2 . . . cord-183600-wxfq90zq 49 1 also also RB cord-183600-wxfq90zq 49 2 report report VB cord-183600-wxfq90zq 49 3 that that IN cord-183600-wxfq90zq 49 4 job job NN cord-183600-wxfq90zq 49 5 seekers seeker NNS cord-183600-wxfq90zq 49 6 are be VBP cord-183600-wxfq90zq 49 7 searching search VBG cord-183600-wxfq90zq 49 8 less less RBR cord-183600-wxfq90zq 49 9 intensively intensively RB cord-183600-wxfq90zq 49 10 and and CC cord-183600-wxfq90zq 49 11 redirecting redirect VBG cord-183600-wxfq90zq 49 12 their -PRON- PRP$ cord-183600-wxfq90zq 49 13 searches search NNS cord-183600-wxfq90zq 49 14 towards towards IN cord-183600-wxfq90zq 49 15 less less RBR cord-183600-wxfq90zq 49 16 severely severely RB cord-183600-wxfq90zq 49 17 hit hit VBN cord-183600-wxfq90zq 49 18 occupations occupation NNS cord-183600-wxfq90zq 49 19 . . . cord-183600-wxfq90zq 50 1 The the DT cord-183600-wxfq90zq 50 2 effect effect NN cord-183600-wxfq90zq 50 3 of of IN cord-183600-wxfq90zq 50 4 the the DT cord-183600-wxfq90zq 50 5 crisis crisis NN cord-183600-wxfq90zq 50 6 on on IN cord-183600-wxfq90zq 50 7 different different JJ cord-183600-wxfq90zq 50 8 demographic demographic JJ cord-183600-wxfq90zq 50 9 sectors sector NNS cord-183600-wxfq90zq 50 10 of of IN cord-183600-wxfq90zq 50 11 the the DT cord-183600-wxfq90zq 50 12 economy economy NN cord-183600-wxfq90zq 50 13 has have VBZ cord-183600-wxfq90zq 50 14 exacerbated exacerbate VBN cord-183600-wxfq90zq 50 15 previously previously RB cord-183600-wxfq90zq 50 16 existing exist VBG cord-183600-wxfq90zq 50 17 inequalities inequality NNS cord-183600-wxfq90zq 50 18 [ [ -LRB- cord-183600-wxfq90zq 50 19 18 18 CD cord-183600-wxfq90zq 50 20 ] ] -RRB- cord-183600-wxfq90zq 50 21 . . . cord-183600-wxfq90zq 51 1 In in IN cord-183600-wxfq90zq 51 2 Europe Europe NNP cord-183600-wxfq90zq 51 3 Adams Adams NNP cord-183600-wxfq90zq 51 4 - - HYPH cord-183600-wxfq90zq 51 5 Prassl Prassl NNP cord-183600-wxfq90zq 51 6 et et NNP cord-183600-wxfq90zq 51 7 . . . cord-183600-wxfq90zq 52 1 al al NNP cord-183600-wxfq90zq 52 2 . . . cord-183600-wxfq90zq 53 1 [ [ -LRB- cord-183600-wxfq90zq 53 2 19 19 CD cord-183600-wxfq90zq 53 3 ] ] -RRB- cord-183600-wxfq90zq 53 4 found find VBD cord-183600-wxfq90zq 53 5 that that IN cord-183600-wxfq90zq 53 6 workers worker NNS cord-183600-wxfq90zq 53 7 in in IN cord-183600-wxfq90zq 53 8 Germany Germany NNP cord-183600-wxfq90zq 53 9 were be VBD cord-183600-wxfq90zq 53 10 insulated insulate VBN cord-183600-wxfq90zq 53 11 from from IN cord-183600-wxfq90zq 53 12 job job NN cord-183600-wxfq90zq 53 13 losses loss NNS cord-183600-wxfq90zq 53 14 by by IN cord-183600-wxfq90zq 53 15 longstanding longstanding JJ cord-183600-wxfq90zq 53 16 institutional institutional JJ cord-183600-wxfq90zq 53 17 frameworks framework NNS cord-183600-wxfq90zq 53 18 , , , cord-183600-wxfq90zq 53 19 compared compare VBN cord-183600-wxfq90zq 53 20 to to IN cord-183600-wxfq90zq 53 21 workers worker NNS cord-183600-wxfq90zq 53 22 in in IN cord-183600-wxfq90zq 53 23 the the DT cord-183600-wxfq90zq 53 24 UK UK NNP cord-183600-wxfq90zq 53 25 who who WP cord-183600-wxfq90zq 53 26 are be VBP cord-183600-wxfq90zq 53 27 in in IN cord-183600-wxfq90zq 53 28 a a DT cord-183600-wxfq90zq 53 29 much much RB cord-183600-wxfq90zq 53 30 more more RBR cord-183600-wxfq90zq 53 31 precarious precarious JJ cord-183600-wxfq90zq 53 32 position position NN cord-183600-wxfq90zq 53 33 . . . cord-183600-wxfq90zq 54 1 The the DT cord-183600-wxfq90zq 54 2 same same JJ cord-183600-wxfq90zq 54 3 work work NN cord-183600-wxfq90zq 54 4 also also RB cord-183600-wxfq90zq 54 5 finds find VBZ cord-183600-wxfq90zq 54 6 that that IN cord-183600-wxfq90zq 54 7 job job NN cord-183600-wxfq90zq 54 8 losses loss NNS cord-183600-wxfq90zq 54 9 and and CC cord-183600-wxfq90zq 54 10 reductions reduction NNS cord-183600-wxfq90zq 54 11 in in IN cord-183600-wxfq90zq 54 12 earnings earning NNS cord-183600-wxfq90zq 54 13 disproportionately disproportionately RB cord-183600-wxfq90zq 54 14 affect affect VBP cord-183600-wxfq90zq 54 15 women woman NNS cord-183600-wxfq90zq 54 16 , , , cord-183600-wxfq90zq 54 17 workers worker NNS cord-183600-wxfq90zq 54 18 without without IN cord-183600-wxfq90zq 54 19 a a DT cord-183600-wxfq90zq 54 20 university university NN cord-183600-wxfq90zq 54 21 degree degree NN cord-183600-wxfq90zq 54 22 and and CC cord-183600-wxfq90zq 54 23 younger young JJR cord-183600-wxfq90zq 54 24 people people NNS cord-183600-wxfq90zq 54 25 . . . cord-183600-wxfq90zq 55 1 There there EX cord-183600-wxfq90zq 55 2 is be VBZ cord-183600-wxfq90zq 55 3 still still RB cord-183600-wxfq90zq 55 4 serious serious JJ cord-183600-wxfq90zq 55 5 academic academic JJ cord-183600-wxfq90zq 55 6 debate debate NN cord-183600-wxfq90zq 55 7 about about IN cord-183600-wxfq90zq 55 8 the the DT cord-183600-wxfq90zq 55 9 efficacy efficacy NN cord-183600-wxfq90zq 55 10 of of IN cord-183600-wxfq90zq 55 11 lockdown lockdown NN cord-183600-wxfq90zq 55 12 as as IN cord-183600-wxfq90zq 55 13 a a DT cord-183600-wxfq90zq 55 14 disease disease NN cord-183600-wxfq90zq 55 15 control control NN cord-183600-wxfq90zq 55 16 measure measure NN cord-183600-wxfq90zq 55 17 [ [ -LRB- cord-183600-wxfq90zq 55 18 20 20 CD cord-183600-wxfq90zq 55 19 ] ] -RRB- cord-183600-wxfq90zq 55 20 , , , cord-183600-wxfq90zq 55 21 how how WRB cord-183600-wxfq90zq 55 22 it -PRON- PRP cord-183600-wxfq90zq 55 23 should should MD cord-183600-wxfq90zq 55 24 be be VB cord-183600-wxfq90zq 55 25 implemented implement VBN cord-183600-wxfq90zq 55 26 [ [ -LRB- cord-183600-wxfq90zq 55 27 21 21 CD cord-183600-wxfq90zq 55 28 ] ] -RRB- cord-183600-wxfq90zq 55 29 and and CC cord-183600-wxfq90zq 55 30 the the DT cord-183600-wxfq90zq 55 31 negative negative JJ cord-183600-wxfq90zq 55 32 and and CC cord-183600-wxfq90zq 55 33 unintended unintended JJ cord-183600-wxfq90zq 55 34 consequences consequence NNS cord-183600-wxfq90zq 55 35 of of IN cord-183600-wxfq90zq 55 36 these these DT cord-183600-wxfq90zq 55 37 policies policy NNS cord-183600-wxfq90zq 55 38 [ [ -LRB- cord-183600-wxfq90zq 55 39 22 22 CD cord-183600-wxfq90zq 55 40 ] ] -RRB- cord-183600-wxfq90zq 55 41 . . . cord-183600-wxfq90zq 56 1 This this DT cord-183600-wxfq90zq 56 2 work work NN cord-183600-wxfq90zq 56 3 is be VBZ cord-183600-wxfq90zq 56 4 an an DT cord-183600-wxfq90zq 56 5 observational observational JJ cord-183600-wxfq90zq 56 6 study study NN cord-183600-wxfq90zq 56 7 , , , cord-183600-wxfq90zq 56 8 using use VBG cord-183600-wxfq90zq 56 9 jobs job NNS cord-183600-wxfq90zq 56 10 posted post VBN cord-183600-wxfq90zq 56 11 on on IN cord-183600-wxfq90zq 56 12 an an DT cord-183600-wxfq90zq 56 13 online online JJ cord-183600-wxfq90zq 56 14 job job NN cord-183600-wxfq90zq 56 15 board board NN cord-183600-wxfq90zq 56 16 to to TO cord-183600-wxfq90zq 56 17 study study VB cord-183600-wxfq90zq 56 18 the the DT cord-183600-wxfq90zq 56 19 effect effect NN cord-183600-wxfq90zq 56 20 of of IN cord-183600-wxfq90zq 56 21 COVID-19 COVID-19 NNP cord-183600-wxfq90zq 56 22 , , , cord-183600-wxfq90zq 56 23 lockdown lockdown NN cord-183600-wxfq90zq 56 24 and and CC cord-183600-wxfq90zq 56 25 other other JJ cord-183600-wxfq90zq 56 26 disease disease NN cord-183600-wxfq90zq 56 27 control control NN cord-183600-wxfq90zq 56 28 measures measure NNS cord-183600-wxfq90zq 56 29 on on IN cord-183600-wxfq90zq 56 30 the the DT cord-183600-wxfq90zq 56 31 job job NN cord-183600-wxfq90zq 56 32 market market NN cord-183600-wxfq90zq 56 33 in in IN cord-183600-wxfq90zq 56 34 the the DT cord-183600-wxfq90zq 56 35 UK UK NNP cord-183600-wxfq90zq 56 36 . . . cord-183600-wxfq90zq 57 1 We -PRON- PRP cord-183600-wxfq90zq 57 2 will will MD cord-183600-wxfq90zq 57 3 use use VB cord-183600-wxfq90zq 57 4 topic topic NN cord-183600-wxfq90zq 57 5 modelling modelling NN cord-183600-wxfq90zq 57 6 and and CC cord-183600-wxfq90zq 57 7 location location NN cord-183600-wxfq90zq 57 8 inference inference NN cord-183600-wxfq90zq 57 9 methods method NNS cord-183600-wxfq90zq 57 10 on on IN cord-183600-wxfq90zq 57 11 job job NN cord-183600-wxfq90zq 57 12 vacancy vacancy NN cord-183600-wxfq90zq 57 13 data datum NNS cord-183600-wxfq90zq 57 14 to to TO cord-183600-wxfq90zq 57 15 cross cross VB cord-183600-wxfq90zq 57 16 section section NN cord-183600-wxfq90zq 57 17 the the DT cord-183600-wxfq90zq 57 18 data datum NNS cord-183600-wxfq90zq 57 19 by by IN cord-183600-wxfq90zq 57 20 geography geography NN cord-183600-wxfq90zq 57 21 and and CC cord-183600-wxfq90zq 57 22 occupational occupational JJ cord-183600-wxfq90zq 57 23 sector sector NN cord-183600-wxfq90zq 57 24 . . . cord-183600-wxfq90zq 58 1 The the DT cord-183600-wxfq90zq 58 2 aim aim NN cord-183600-wxfq90zq 58 3 is be VBZ cord-183600-wxfq90zq 58 4 to to TO cord-183600-wxfq90zq 58 5 provide provide VB cord-183600-wxfq90zq 58 6 insight insight NN cord-183600-wxfq90zq 58 7 into into IN cord-183600-wxfq90zq 58 8 the the DT cord-183600-wxfq90zq 58 9 magnitude magnitude NN cord-183600-wxfq90zq 58 10 of of IN cord-183600-wxfq90zq 58 11 the the DT cord-183600-wxfq90zq 58 12 effect effect NN cord-183600-wxfq90zq 58 13 of of IN cord-183600-wxfq90zq 58 14 COVID-19 COVID-19 NNP cord-183600-wxfq90zq 58 15 and and CC cord-183600-wxfq90zq 58 16 associated associate VBD cord-183600-wxfq90zq 58 17 policies policy NNS cord-183600-wxfq90zq 58 18 on on IN cord-183600-wxfq90zq 58 19 job job NN cord-183600-wxfq90zq 58 20 vacancies vacancy NNS cord-183600-wxfq90zq 58 21 across across IN cord-183600-wxfq90zq 58 22 sectors sector NNS cord-183600-wxfq90zq 58 23 and and CC cord-183600-wxfq90zq 58 24 geographies geography NNS cord-183600-wxfq90zq 58 25 . . . cord-183600-wxfq90zq 59 1 In in IN cord-183600-wxfq90zq 59 2 particular particular JJ cord-183600-wxfq90zq 59 3 we -PRON- PRP cord-183600-wxfq90zq 59 4 will will MD cord-183600-wxfq90zq 59 5 look look VB cord-183600-wxfq90zq 59 6 at at IN cord-183600-wxfq90zq 59 7 • • NNP cord-183600-wxfq90zq 60 1 The the DT cord-183600-wxfq90zq 60 2 number number NN cord-183600-wxfq90zq 60 3 of of IN cord-183600-wxfq90zq 60 4 job job NN cord-183600-wxfq90zq 60 5 postings posting NNS cord-183600-wxfq90zq 60 6 by by IN cord-183600-wxfq90zq 60 7 date date NN cord-183600-wxfq90zq 60 8 . . . cord-183600-wxfq90zq 61 1 • • NNP cord-183600-wxfq90zq 62 1 Time Time NNP cord-183600-wxfq90zq 62 2 series series NN cord-183600-wxfq90zq 62 3 of of IN cord-183600-wxfq90zq 62 4 vacancies vacancy NNS cord-183600-wxfq90zq 62 5 by by IN cord-183600-wxfq90zq 62 6 sector sector NN cord-183600-wxfq90zq 62 7 . . . cord-183600-wxfq90zq 63 1 • • NNP cord-183600-wxfq90zq 64 1 Time Time NNP cord-183600-wxfq90zq 64 2 series series NN cord-183600-wxfq90zq 64 3 of of IN cord-183600-wxfq90zq 64 4 vacancies vacancy NNS cord-183600-wxfq90zq 64 5 by by IN cord-183600-wxfq90zq 64 6 geographic geographic JJ cord-183600-wxfq90zq 64 7 region region NN cord-183600-wxfq90zq 64 8 . . . cord-183600-wxfq90zq 65 1 • • NNP cord-183600-wxfq90zq 66 1 The the DT cord-183600-wxfq90zq 66 2 distribution distribution NN cord-183600-wxfq90zq 66 3 of of IN cord-183600-wxfq90zq 66 4 salary salary NN cord-183600-wxfq90zq 66 5 ; ; : cord-183600-wxfq90zq 66 6 type type NN cord-183600-wxfq90zq 66 7 of of IN cord-183600-wxfq90zq 66 8 contract contract NN cord-183600-wxfq90zq 66 9 ( ( -LRB- cord-183600-wxfq90zq 66 10 full full JJ cord-183600-wxfq90zq 66 11 time time NN cord-183600-wxfq90zq 66 12 , , , cord-183600-wxfq90zq 66 13 part part NN cord-183600-wxfq90zq 66 14 time time NN cord-183600-wxfq90zq 66 15 , , , cord-183600-wxfq90zq 66 16 fixed fix VBN cord-183600-wxfq90zq 66 17 contract contract NN cord-183600-wxfq90zq 66 18 ) ) -RRB- cord-183600-wxfq90zq 66 19 and and CC cord-183600-wxfq90zq 66 20 mode mode NN cord-183600-wxfq90zq 66 21 of of IN cord-183600-wxfq90zq 66 22 work work NN cord-183600-wxfq90zq 66 23 ( ( -LRB- cord-183600-wxfq90zq 66 24 permanent permanent JJ cord-183600-wxfq90zq 66 25 or or CC cord-183600-wxfq90zq 66 26 temporary temporary JJ cord-183600-wxfq90zq 66 27 ) ) -RRB- cord-183600-wxfq90zq 66 28 before before IN cord-183600-wxfq90zq 66 29 and and CC cord-183600-wxfq90zq 66 30 after after IN cord-183600-wxfq90zq 66 31 the the DT cord-183600-wxfq90zq 66 32 COVID COVID NNP cord-183600-wxfq90zq 66 33 crisis crisis NN cord-183600-wxfq90zq 66 34 hit hit VBD cord-183600-wxfq90zq 66 35 in in IN cord-183600-wxfq90zq 66 36 2020 2020 CD cord-183600-wxfq90zq 66 37 . . . cord-183600-wxfq90zq 67 1 The the DT cord-183600-wxfq90zq 67 2 technical technical JJ cord-183600-wxfq90zq 67 3 approach approach NN cord-183600-wxfq90zq 67 4 we -PRON- PRP cord-183600-wxfq90zq 67 5 take take VBP cord-183600-wxfq90zq 67 6 is be VBZ cord-183600-wxfq90zq 67 7 similar similar JJ cord-183600-wxfq90zq 67 8 to to IN cord-183600-wxfq90zq 67 9 that that DT cord-183600-wxfq90zq 67 10 used use VBN cord-183600-wxfq90zq 67 11 by by IN cord-183600-wxfq90zq 67 12 Burning burn VBG cord-183600-wxfq90zq 67 13 Glass Glass NNP cord-183600-wxfq90zq 67 14 or or CC cord-183600-wxfq90zq 67 15 [ [ -LRB- cord-183600-wxfq90zq 67 16 23 23 CD cord-183600-wxfq90zq 67 17 ] ] -RRB- cord-183600-wxfq90zq 67 18 . . . cord-183600-wxfq90zq 68 1 In in IN cord-183600-wxfq90zq 68 2 [ [ -LRB- cord-183600-wxfq90zq 68 3 23 23 CD cord-183600-wxfq90zq 68 4 ] ] -RRB- cord-183600-wxfq90zq 68 5 Turrell Turrell NNP cord-183600-wxfq90zq 68 6 et et NN cord-183600-wxfq90zq 68 7 . . . cord-183600-wxfq90zq 69 1 al al NNP cord-183600-wxfq90zq 69 2 . . . cord-183600-wxfq90zq 70 1 used use VBD cord-183600-wxfq90zq 70 2 an an DT cord-183600-wxfq90zq 70 3 unsupervised unsupervised JJ cord-183600-wxfq90zq 70 4 machine machine NN cord-183600-wxfq90zq 70 5 learning learning NN cord-183600-wxfq90zq 70 6 method method NN cord-183600-wxfq90zq 70 7 on on IN cord-183600-wxfq90zq 70 8 a a DT cord-183600-wxfq90zq 70 9 corpus corpus NN cord-183600-wxfq90zq 70 10 of of IN cord-183600-wxfq90zq 70 11 online online JJ cord-183600-wxfq90zq 70 12 job job NN cord-183600-wxfq90zq 70 13 adverts advert NNS cord-183600-wxfq90zq 70 14 to to TO cord-183600-wxfq90zq 70 15 discover discover VB cord-183600-wxfq90zq 70 16 how how WRB cord-183600-wxfq90zq 70 17 the the DT cord-183600-wxfq90zq 70 18 labour labour NN cord-183600-wxfq90zq 70 19 market market NN cord-183600-wxfq90zq 70 20 is be VBZ cord-183600-wxfq90zq 70 21 segmented segmented JJ cord-183600-wxfq90zq 70 22 . . . cord-183600-wxfq90zq 71 1 In in IN cord-183600-wxfq90zq 71 2 this this DT cord-183600-wxfq90zq 71 3 work work NN cord-183600-wxfq90zq 71 4 we -PRON- PRP cord-183600-wxfq90zq 71 5 use use VBP cord-183600-wxfq90zq 71 6 a a DT cord-183600-wxfq90zq 71 7 similar similar JJ cord-183600-wxfq90zq 71 8 data data NN cord-183600-wxfq90zq 71 9 set set VBN cord-183600-wxfq90zq 71 10 but but CC cord-183600-wxfq90zq 71 11 apply apply VBP cord-183600-wxfq90zq 71 12 a a DT cord-183600-wxfq90zq 71 13 supervised supervise VBN cord-183600-wxfq90zq 71 14 method method NN cord-183600-wxfq90zq 71 15 which which WDT cord-183600-wxfq90zq 71 16 gives give VBZ cord-183600-wxfq90zq 71 17 more more RBR cord-183600-wxfq90zq 71 18 robust robust JJ cord-183600-wxfq90zq 71 19 results result NNS cord-183600-wxfq90zq 71 20 . . . cord-183600-wxfq90zq 72 1 We -PRON- PRP cord-183600-wxfq90zq 72 2 also also RB cord-183600-wxfq90zq 72 3 add add VBP cord-183600-wxfq90zq 72 4 a a DT cord-183600-wxfq90zq 72 5 location location NN cord-183600-wxfq90zq 72 6 inference inference NN cord-183600-wxfq90zq 72 7 step step NN cord-183600-wxfq90zq 72 8 to to TO cord-183600-wxfq90zq 72 9 enable enable VB cord-183600-wxfq90zq 72 10 a a DT cord-183600-wxfq90zq 72 11 geographic geographic JJ cord-183600-wxfq90zq 72 12 analysis analysis NN cord-183600-wxfq90zq 72 13 . . . cord-183600-wxfq90zq 73 1 We -PRON- PRP cord-183600-wxfq90zq 73 2 collect collect VBP cord-183600-wxfq90zq 73 3 jobs job NNS cord-183600-wxfq90zq 73 4 from from IN cord-183600-wxfq90zq 73 5 the the DT cord-183600-wxfq90zq 73 6 online online JJ cord-183600-wxfq90zq 73 7 job job NNP cord-183600-wxfq90zq 73 8 board board NNP cord-183600-wxfq90zq 73 9 Reed.co.uk Reed.co.uk NNP cord-183600-wxfq90zq 73 10 . . . cord-183600-wxfq90zq 74 1 Reed Reed NNP cord-183600-wxfq90zq 74 2 is be VBZ cord-183600-wxfq90zq 74 3 a a DT cord-183600-wxfq90zq 74 4 large large JJ cord-183600-wxfq90zq 74 5 recruitment recruitment NN cord-183600-wxfq90zq 74 6 agency agency NN cord-183600-wxfq90zq 74 7 and and CC cord-183600-wxfq90zq 74 8 owner owner NN cord-183600-wxfq90zq 74 9 of of IN cord-183600-wxfq90zq 74 10 the the DT cord-183600-wxfq90zq 74 11 UK UK NNP cord-183600-wxfq90zq 74 12 's 's POS cord-183600-wxfq90zq 74 13 first first JJ cord-183600-wxfq90zq 74 14 recruitment recruitment NN cord-183600-wxfq90zq 74 15 website website NN cord-183600-wxfq90zq 74 16 , , , cord-183600-wxfq90zq 74 17 which which WDT cord-183600-wxfq90zq 74 18 recieves recieve VBZ cord-183600-wxfq90zq 74 19 around around IN cord-183600-wxfq90zq 74 20 7 7 CD cord-183600-wxfq90zq 74 21 million million CD cord-183600-wxfq90zq 74 22 visits visit NNS cord-183600-wxfq90zq 74 23 per per IN cord-183600-wxfq90zq 74 24 month month NN cord-183600-wxfq90zq 74 25 2 2 CD cord-183600-wxfq90zq 74 26 . . . cord-183600-wxfq90zq 75 1 Apart apart RB cord-183600-wxfq90zq 75 2 from from IN cord-183600-wxfq90zq 75 3 its -PRON- PRP$ cord-183600-wxfq90zq 75 4 popularity popularity NN cord-183600-wxfq90zq 75 5 , , , cord-183600-wxfq90zq 75 6 what what WP cord-183600-wxfq90zq 75 7 makes make VBZ cord-183600-wxfq90zq 75 8 it -PRON- PRP cord-183600-wxfq90zq 75 9 suitable suitable JJ cord-183600-wxfq90zq 75 10 for for IN cord-183600-wxfq90zq 75 11 this this DT cord-183600-wxfq90zq 75 12 analysis analysis NN cord-183600-wxfq90zq 75 13 is be VBZ cord-183600-wxfq90zq 75 14 an an DT cord-183600-wxfq90zq 75 15 API api NN cord-183600-wxfq90zq 75 16 3 3 CD cord-183600-wxfq90zq 75 17 which which WDT cord-183600-wxfq90zq 75 18 allows allow VBZ cord-183600-wxfq90zq 75 19 for for IN cord-183600-wxfq90zq 75 20 download download NN cord-183600-wxfq90zq 75 21 of of IN cord-183600-wxfq90zq 75 22 job job NN cord-183600-wxfq90zq 75 23 adverts advert NNS cord-183600-wxfq90zq 75 24 . . . cord-183600-wxfq90zq 76 1 We -PRON- PRP cord-183600-wxfq90zq 76 2 have have VBP cord-183600-wxfq90zq 76 3 collected collect VBN cord-183600-wxfq90zq 76 4 job job NN cord-183600-wxfq90zq 76 5 adverts advert NNS cord-183600-wxfq90zq 76 6 from from IN cord-183600-wxfq90zq 76 7 Jan Jan NNP cord-183600-wxfq90zq 76 8 1st 1st NN cord-183600-wxfq90zq 76 9 2020 2020 CD cord-183600-wxfq90zq 76 10 up up IN cord-183600-wxfq90zq 76 11 to to IN cord-183600-wxfq90zq 76 12 September September NNP cord-183600-wxfq90zq 76 13 26th 26th NN cord-183600-wxfq90zq 76 14 2020 2020 CD cord-183600-wxfq90zq 76 15 , , , cord-183600-wxfq90zq 76 16 6 6 CD cord-183600-wxfq90zq 76 17 months month NNS cord-183600-wxfq90zq 76 18 after after IN cord-183600-wxfq90zq 76 19 the the DT cord-183600-wxfq90zq 76 20 UK UK NNP cord-183600-wxfq90zq 76 21 lockdown lockdown NN cord-183600-wxfq90zq 76 22 began begin VBD cord-183600-wxfq90zq 76 23 . . . cord-183600-wxfq90zq 77 1 This this DT cord-183600-wxfq90zq 77 2 gives give VBZ cord-183600-wxfq90zq 77 3 us -PRON- PRP cord-183600-wxfq90zq 77 4 3 3 CD cord-183600-wxfq90zq 77 5 months month NNS cord-183600-wxfq90zq 77 6 of of IN cord-183600-wxfq90zq 77 7 pre pre JJ cord-183600-wxfq90zq 77 8 - - JJ cord-183600-wxfq90zq 77 9 crisis crisis JJ cord-183600-wxfq90zq 77 10 data datum NNS cord-183600-wxfq90zq 77 11 and and CC cord-183600-wxfq90zq 77 12 6 6 CD cord-183600-wxfq90zq 77 13 months month NNS cord-183600-wxfq90zq 77 14 of of IN cord-183600-wxfq90zq 77 15 post post JJ cord-183600-wxfq90zq 77 16 - - JJ cord-183600-wxfq90zq 77 17 crisis crisis JJ cord-183600-wxfq90zq 77 18 data datum NNS cord-183600-wxfq90zq 77 19 -in -in : cord-183600-wxfq90zq 77 20 total total JJ cord-183600-wxfq90zq 77 21 1369355 1369355 CD cord-183600-wxfq90zq 77 22 job job NN cord-183600-wxfq90zq 77 23 adverts advert NNS cord-183600-wxfq90zq 77 24 are be VBP cord-183600-wxfq90zq 77 25 used use VBN cord-183600-wxfq90zq 77 26 . . . cord-183600-wxfq90zq 78 1 This this DT cord-183600-wxfq90zq 78 2 should should MD cord-183600-wxfq90zq 78 3 be be VB cord-183600-wxfq90zq 78 4 sufficient sufficient JJ cord-183600-wxfq90zq 78 5 to to TO cord-183600-wxfq90zq 78 6 establish establish VB cord-183600-wxfq90zq 78 7 a a DT cord-183600-wxfq90zq 78 8 baseline baseline NN cord-183600-wxfq90zq 78 9 of of IN cord-183600-wxfq90zq 78 10 vacancy vacancy NN cord-183600-wxfq90zq 78 11 information information NN cord-183600-wxfq90zq 78 12 before before IN cord-183600-wxfq90zq 78 13 COVID-19 COVID-19 NNP cord-183600-wxfq90zq 78 14 became become VBD cord-183600-wxfq90zq 78 15 a a DT cord-183600-wxfq90zq 78 16 national national JJ cord-183600-wxfq90zq 78 17 issue issue NN cord-183600-wxfq90zq 78 18 , , , cord-183600-wxfq90zq 78 19 the the DT cord-183600-wxfq90zq 78 20 entire entire JJ cord-183600-wxfq90zq 78 21 lockdown lockdown NN cord-183600-wxfq90zq 78 22 period period NN cord-183600-wxfq90zq 78 23 and and CC cord-183600-wxfq90zq 78 24 a a DT cord-183600-wxfq90zq 78 25 significant significant JJ cord-183600-wxfq90zq 78 26 post post JJ cord-183600-wxfq90zq 78 27 lockdown lockdown NN cord-183600-wxfq90zq 78 28 period period NN cord-183600-wxfq90zq 78 29 so so IN cord-183600-wxfq90zq 78 30 that that IN cord-183600-wxfq90zq 78 31 we -PRON- PRP cord-183600-wxfq90zq 78 32 can can MD cord-183600-wxfq90zq 78 33 study study VB cord-183600-wxfq90zq 78 34 any any DT cord-183600-wxfq90zq 78 35 potential potential JJ cord-183600-wxfq90zq 78 36 recovery recovery NN cord-183600-wxfq90zq 78 37 . . . cord-183600-wxfq90zq 79 1 With with IN cord-183600-wxfq90zq 79 2 less less JJR cord-183600-wxfq90zq 79 3 than than IN cord-183600-wxfq90zq 79 4 a a DT cord-183600-wxfq90zq 79 5 year year NN cord-183600-wxfq90zq 79 6 of of IN cord-183600-wxfq90zq 79 7 data datum NNS cord-183600-wxfq90zq 79 8 we -PRON- PRP cord-183600-wxfq90zq 79 9 can can MD cord-183600-wxfq90zq 79 10 not not RB cord-183600-wxfq90zq 79 11 see see VB cord-183600-wxfq90zq 79 12 seasonality seasonality NN cord-183600-wxfq90zq 79 13 , , , cord-183600-wxfq90zq 79 14 especially especially RB cord-183600-wxfq90zq 79 15 seasonal seasonal JJ cord-183600-wxfq90zq 79 16 winter winter NN cord-183600-wxfq90zq 79 17 jobs job NNS cord-183600-wxfq90zq 79 18 which which WDT cord-183600-wxfq90zq 79 19 fall fall VBP cord-183600-wxfq90zq 79 20 outside outside IN cord-183600-wxfq90zq 79 21 the the DT cord-183600-wxfq90zq 79 22 study study NN cord-183600-wxfq90zq 79 23 period period NN cord-183600-wxfq90zq 79 24 , , , cord-183600-wxfq90zq 79 25 or or CC cord-183600-wxfq90zq 79 26 long long JJ cord-183600-wxfq90zq 79 27 term term NN cord-183600-wxfq90zq 79 28 trends trend NNS cord-183600-wxfq90zq 79 29 , , , cord-183600-wxfq90zq 79 30 for for IN cord-183600-wxfq90zq 79 31 example example NN cord-183600-wxfq90zq 79 32 trends trend NNS cord-183600-wxfq90zq 79 33 due due JJ cord-183600-wxfq90zq 79 34 to to IN cord-183600-wxfq90zq 79 35 Brexit Brexit NNP cord-183600-wxfq90zq 79 36 or or CC cord-183600-wxfq90zq 79 37 global global JJ cord-183600-wxfq90zq 79 38 economic economic JJ cord-183600-wxfq90zq 79 39 downturns downturn NNS cord-183600-wxfq90zq 79 40 or or CC cord-183600-wxfq90zq 79 41 upturns upturn NNS cord-183600-wxfq90zq 79 42 . . . cord-183600-wxfq90zq 80 1 Figure figure NN cord-183600-wxfq90zq 80 2 1 1 CD cord-183600-wxfq90zq 80 3 shows show VBZ cord-183600-wxfq90zq 80 4 the the DT cord-183600-wxfq90zq 80 5 number number NN cord-183600-wxfq90zq 80 6 of of IN cord-183600-wxfq90zq 80 7 job job NN cord-183600-wxfq90zq 80 8 adverts advert NNS cord-183600-wxfq90zq 80 9 collected collect VBN cord-183600-wxfq90zq 80 10 per per IN cord-183600-wxfq90zq 80 11 day day NN cord-183600-wxfq90zq 80 12 . . . cord-183600-wxfq90zq 81 1 Job job NN cord-183600-wxfq90zq 81 2 adverts advert NNS cord-183600-wxfq90zq 81 3 which which WDT cord-183600-wxfq90zq 81 4 have have VBP cord-183600-wxfq90zq 81 5 been be VBN cord-183600-wxfq90zq 81 6 deleted delete VBN cord-183600-wxfq90zq 81 7 or or CC cord-183600-wxfq90zq 81 8 removed remove VBN cord-183600-wxfq90zq 81 9 are be VBP cord-183600-wxfq90zq 81 10 returned return VBN cord-183600-wxfq90zq 81 11 by by IN cord-183600-wxfq90zq 81 12 the the DT cord-183600-wxfq90zq 81 13 API API NNP cord-183600-wxfq90zq 81 14 as as IN cord-183600-wxfq90zq 81 15 JSON JSON NNP cord-183600-wxfq90zq 81 16 ( ( -LRB- cord-183600-wxfq90zq 81 17 Javascript Javascript NNP cord-183600-wxfq90zq 81 18 Object Object NNP cord-183600-wxfq90zq 81 19 Notation Notation NNP cord-183600-wxfq90zq 81 20 4 4 CD cord-183600-wxfq90zq 81 21 ) ) -RRB- cord-183600-wxfq90zq 81 22 objects object NNS cord-183600-wxfq90zq 81 23 with with IN cord-183600-wxfq90zq 81 24 all all DT cord-183600-wxfq90zq 81 25 null null JJ cord-183600-wxfq90zq 81 26 values value NNS cord-183600-wxfq90zq 81 27 and and CC cord-183600-wxfq90zq 81 28 are be VBP cord-183600-wxfq90zq 81 29 not not RB cord-183600-wxfq90zq 81 30 included include VBN cord-183600-wxfq90zq 81 31 in in IN cord-183600-wxfq90zq 81 32 Figure figure NN cord-183600-wxfq90zq 81 33 1 1 CD cord-183600-wxfq90zq 81 34 . . . cord-183600-wxfq90zq 82 1 There there EX cord-183600-wxfq90zq 82 2 is be VBZ cord-183600-wxfq90zq 82 3 no no DT cord-183600-wxfq90zq 82 4 indication indication NN cord-183600-wxfq90zq 82 5 that that IN cord-183600-wxfq90zq 82 6 these these DT cord-183600-wxfq90zq 82 7 removed remove VBN cord-183600-wxfq90zq 82 8 job job NN cord-183600-wxfq90zq 82 9 ads ad NNS cord-183600-wxfq90zq 82 10 have have VBP cord-183600-wxfq90zq 82 11 significant significant JJ cord-183600-wxfq90zq 82 12 impact impact NN cord-183600-wxfq90zq 82 13 and and CC cord-183600-wxfq90zq 82 14 they -PRON- PRP cord-183600-wxfq90zq 82 15 represent represent VBP cord-183600-wxfq90zq 82 16 only only RB cord-183600-wxfq90zq 82 17 around around IN cord-183600-wxfq90zq 82 18 3 3 CD cord-183600-wxfq90zq 82 19 % % NN cord-183600-wxfq90zq 82 20 of of IN cord-183600-wxfq90zq 82 21 the the DT cord-183600-wxfq90zq 82 22 total total JJ cord-183600-wxfq90zq 82 23 number number NN cord-183600-wxfq90zq 82 24 of of IN cord-183600-wxfq90zq 82 25 records record NNS cord-183600-wxfq90zq 82 26 , , , cord-183600-wxfq90zq 82 27 spread spread VBD cord-183600-wxfq90zq 82 28 fairly fairly RB cord-183600-wxfq90zq 82 29 uniformly uniformly RB cord-183600-wxfq90zq 82 30 across across IN cord-183600-wxfq90zq 82 31 the the DT cord-183600-wxfq90zq 82 32 period period NN cord-183600-wxfq90zq 82 33 . . . cord-183600-wxfq90zq 83 1 Figure figure NN cord-183600-wxfq90zq 83 2 1 1 CD cord-183600-wxfq90zq 83 3 shows show VBZ cord-183600-wxfq90zq 83 4 some some DT cord-183600-wxfq90zq 83 5 trends trend NNS cord-183600-wxfq90zq 83 6 quite quite RB cord-183600-wxfq90zq 83 7 clearly clearly RB cord-183600-wxfq90zq 83 8 . . . cord-183600-wxfq90zq 84 1 We -PRON- PRP cord-183600-wxfq90zq 84 2 have have VBP cord-183600-wxfq90zq 84 3 indicated indicate VBN cord-183600-wxfq90zq 84 4 some some DT cord-183600-wxfq90zq 84 5 key key JJ cord-183600-wxfq90zq 84 6 events event NNS cord-183600-wxfq90zq 84 7 on on IN cord-183600-wxfq90zq 84 8 the the DT cord-183600-wxfq90zq 84 9 plot plot NN cord-183600-wxfq90zq 84 10 , , , cord-183600-wxfq90zq 84 11 as as RB cord-183600-wxfq90zq 84 12 well well RB cord-183600-wxfq90zq 84 13 as as IN cord-183600-wxfq90zq 84 14 the the DT cord-183600-wxfq90zq 84 15 period period NN cord-183600-wxfq90zq 84 16 we -PRON- PRP cord-183600-wxfq90zq 84 17 have have VBP cord-183600-wxfq90zq 84 18 defined define VBN cord-183600-wxfq90zq 84 19 as as IN cord-183600-wxfq90zq 84 20 ' ' `` cord-183600-wxfq90zq 84 21 lockdown lockdown NN cord-183600-wxfq90zq 84 22 ' ' '' cord-183600-wxfq90zq 84 23 . . . cord-183600-wxfq90zq 85 1 We -PRON- PRP cord-183600-wxfq90zq 85 2 can can MD cord-183600-wxfq90zq 85 3 see see VB cord-183600-wxfq90zq 85 4 that that IN cord-183600-wxfq90zq 85 5 the the DT cord-183600-wxfq90zq 85 6 first first JJ cord-183600-wxfq90zq 85 7 recorded record VBN cord-183600-wxfq90zq 85 8 case case NN cord-183600-wxfq90zq 85 9 of of IN cord-183600-wxfq90zq 85 10 coronavirus coronavirus NN cord-183600-wxfq90zq 85 11 in in IN cord-183600-wxfq90zq 85 12 the the DT cord-183600-wxfq90zq 85 13 UK UK NNP cord-183600-wxfq90zq 85 14 on on IN cord-183600-wxfq90zq 85 15 the the DT cord-183600-wxfq90zq 85 16 31st 31st NN cord-183600-wxfq90zq 85 17 of of IN cord-183600-wxfq90zq 85 18 January January NNP cord-183600-wxfq90zq 85 19 2020 2020 CD cord-183600-wxfq90zq 85 20 is be VBZ cord-183600-wxfq90zq 85 21 associated associate VBN cord-183600-wxfq90zq 85 22 with with IN cord-183600-wxfq90zq 85 23 no no DT cord-183600-wxfq90zq 85 24 particular particular JJ cord-183600-wxfq90zq 85 25 change change NN cord-183600-wxfq90zq 85 26 in in IN cord-183600-wxfq90zq 85 27 trend trend NN cord-183600-wxfq90zq 85 28 . . . cord-183600-wxfq90zq 86 1 At at IN cord-183600-wxfq90zq 86 2 this this DT cord-183600-wxfq90zq 86 3 point point NN cord-183600-wxfq90zq 86 4 coronavirus coronavirus NN cord-183600-wxfq90zq 86 5 was be VBD cord-183600-wxfq90zq 86 6 not not RB cord-183600-wxfq90zq 86 7 considered consider VBN cord-183600-wxfq90zq 86 8 to to TO cord-183600-wxfq90zq 86 9 be be VB cord-183600-wxfq90zq 86 10 a a DT cord-183600-wxfq90zq 86 11 major major JJ cord-183600-wxfq90zq 86 12 issue issue NN cord-183600-wxfq90zq 86 13 in in IN cord-183600-wxfq90zq 86 14 the the DT cord-183600-wxfq90zq 86 15 UK UK NNP cord-183600-wxfq90zq 86 16 . . . cord-183600-wxfq90zq 87 1 The the DT cord-183600-wxfq90zq 87 2 major major JJ cord-183600-wxfq90zq 87 3 drop drop NN cord-183600-wxfq90zq 87 4 in in IN cord-183600-wxfq90zq 87 5 the the DT cord-183600-wxfq90zq 87 6 number number NN cord-183600-wxfq90zq 87 7 of of IN cord-183600-wxfq90zq 87 8 job job NN cord-183600-wxfq90zq 87 9 ads ad NNS cord-183600-wxfq90zq 87 10 posted post VBN cord-183600-wxfq90zq 87 11 starts start NNS cord-183600-wxfq90zq 87 12 on on IN cord-183600-wxfq90zq 87 13 March March NNP cord-183600-wxfq90zq 87 14 16th 16th NN cord-183600-wxfq90zq 87 15 when when WRB cord-183600-wxfq90zq 87 16 UK UK NNP cord-183600-wxfq90zq 87 17 Prime Prime NNP cord-183600-wxfq90zq 87 18 Minister Minister NNP cord-183600-wxfq90zq 87 19 Boris Boris NNP cord-183600-wxfq90zq 87 20 Johnson Johnson NNP cord-183600-wxfq90zq 87 21 issued issue VBD cord-183600-wxfq90zq 87 22 advice advice NN cord-183600-wxfq90zq 87 23 against against IN cord-183600-wxfq90zq 87 24 " " `` cord-183600-wxfq90zq 87 25 non non JJ cord-183600-wxfq90zq 87 26 - - JJ cord-183600-wxfq90zq 87 27 essential essential JJ cord-183600-wxfq90zq 87 28 " " '' cord-183600-wxfq90zq 87 29 travel travel NN cord-183600-wxfq90zq 87 30 and and CC cord-183600-wxfq90zq 87 31 contact contact NN cord-183600-wxfq90zq 87 32 . . . cord-183600-wxfq90zq 88 1 By by IN cord-183600-wxfq90zq 88 2 the the DT cord-183600-wxfq90zq 88 3 time time NN cord-183600-wxfq90zq 88 4 lockdown lockdown NN cord-183600-wxfq90zq 88 5 began begin VBD cord-183600-wxfq90zq 88 6 the the DT cord-183600-wxfq90zq 88 7 number number NN cord-183600-wxfq90zq 88 8 of of IN cord-183600-wxfq90zq 88 9 ads ad NNS cord-183600-wxfq90zq 88 10 was be VBD cord-183600-wxfq90zq 88 11 reduced reduce VBN cord-183600-wxfq90zq 88 12 to to IN cord-183600-wxfq90zq 88 13 under under IN cord-183600-wxfq90zq 88 14 half half NN cord-183600-wxfq90zq 88 15 of of IN cord-183600-wxfq90zq 88 16 the the DT cord-183600-wxfq90zq 88 17 early early JJ cord-183600-wxfq90zq 88 18 year year NN cord-183600-wxfq90zq 88 19 baseline baseline NN cord-183600-wxfq90zq 88 20 . . . cord-183600-wxfq90zq 89 1 A a DT cord-183600-wxfq90zq 89 2 major major JJ cord-183600-wxfq90zq 89 3 spike spike NN cord-183600-wxfq90zq 89 4 in in IN cord-183600-wxfq90zq 89 5 job job NN cord-183600-wxfq90zq 89 6 ads ad NNS cord-183600-wxfq90zq 89 7 is be VBZ cord-183600-wxfq90zq 89 8 associated associate VBN cord-183600-wxfq90zq 89 9 with with IN cord-183600-wxfq90zq 89 10 the the DT cord-183600-wxfq90zq 89 11 second second JJ cord-183600-wxfq90zq 89 12 amendment amendment NN cord-183600-wxfq90zq 89 13 to to IN cord-183600-wxfq90zq 89 14 the the DT cord-183600-wxfq90zq 89 15 Health Health NNP cord-183600-wxfq90zq 89 16 Protection Protection NNP cord-183600-wxfq90zq 89 17 Act Act NNP cord-183600-wxfq90zq 89 18 [ [ -LRB- cord-183600-wxfq90zq 89 19 7 7 CD cord-183600-wxfq90zq 89 20 ] ] -RRB- cord-183600-wxfq90zq 89 21 , , , cord-183600-wxfq90zq 89 22 which which WDT cord-183600-wxfq90zq 89 23 allowed allow VBD cord-183600-wxfq90zq 89 24 for for IN cord-183600-wxfq90zq 89 25 the the DT cord-183600-wxfq90zq 89 26 re re NN cord-183600-wxfq90zq 89 27 - - NN cord-183600-wxfq90zq 89 28 opening opening NN cord-183600-wxfq90zq 89 29 of of IN cord-183600-wxfq90zq 89 30 certain certain JJ cord-183600-wxfq90zq 89 31 businesses business NNS cord-183600-wxfq90zq 89 32 and and CC cord-183600-wxfq90zq 89 33 services service NNS cord-183600-wxfq90zq 89 34 e.g. e.g. IN cord-183600-wxfq90zq 89 35 garden garden NN cord-183600-wxfq90zq 89 36 centres centre NNS cord-183600-wxfq90zq 89 37 , , , cord-183600-wxfq90zq 89 38 tennis tennis NN cord-183600-wxfq90zq 89 39 courts court NNS cord-183600-wxfq90zq 89 40 and and CC cord-183600-wxfq90zq 89 41 recycling recycling NN cord-183600-wxfq90zq 89 42 centres centre NNS cord-183600-wxfq90zq 89 43 . . . cord-183600-wxfq90zq 90 1 Aside aside RB cord-183600-wxfq90zq 90 2 from from IN cord-183600-wxfq90zq 90 3 this this DT cord-183600-wxfq90zq 90 4 spike spike NN cord-183600-wxfq90zq 90 5 , , , cord-183600-wxfq90zq 90 6 the the DT cord-183600-wxfq90zq 90 7 number number NN cord-183600-wxfq90zq 90 8 of of IN cord-183600-wxfq90zq 90 9 jobs job NNS cord-183600-wxfq90zq 90 10 posted post VBN cord-183600-wxfq90zq 90 11 per per IN cord-183600-wxfq90zq 90 12 day day NN cord-183600-wxfq90zq 90 13 has have VBZ cord-183600-wxfq90zq 90 14 slowly slowly RB cord-183600-wxfq90zq 90 15 grown grow VBN cord-183600-wxfq90zq 90 16 from from IN cord-183600-wxfq90zq 90 17 its -PRON- PRP$ cord-183600-wxfq90zq 90 18 nadir nadir NN cord-183600-wxfq90zq 90 19 in in IN cord-183600-wxfq90zq 90 20 mid mid NNP cord-183600-wxfq90zq 90 21 - - NNP cord-183600-wxfq90zq 90 22 April April NNP cord-183600-wxfq90zq 90 23 , , , cord-183600-wxfq90zq 90 24 though though RB cord-183600-wxfq90zq 90 25 has have VBZ cord-183600-wxfq90zq 90 26 still still RB cord-183600-wxfq90zq 90 27 only only RB cord-183600-wxfq90zq 90 28 recovered recover VBN cord-183600-wxfq90zq 90 29 to to IN cord-183600-wxfq90zq 90 30 around around IN cord-183600-wxfq90zq 90 31 50 50 CD cord-183600-wxfq90zq 90 32 % % NN cord-183600-wxfq90zq 90 33 to to TO cord-183600-wxfq90zq 90 34 60 60 CD cord-183600-wxfq90zq 90 35 % % NN cord-183600-wxfq90zq 90 36 of of IN cord-183600-wxfq90zq 90 37 January January NNP cord-183600-wxfq90zq 90 38 and and CC cord-183600-wxfq90zq 90 39 February February NNP cord-183600-wxfq90zq 90 40 levels level NNS cord-183600-wxfq90zq 90 41 . . . cord-183600-wxfq90zq 91 1 There there EX cord-183600-wxfq90zq 91 2 is be VBZ cord-183600-wxfq90zq 91 3 an an DT cord-183600-wxfq90zq 91 4 interesting interesting JJ cord-183600-wxfq90zq 91 5 spike spike NN cord-183600-wxfq90zq 91 6 in in IN cord-183600-wxfq90zq 91 7 the the DT cord-183600-wxfq90zq 91 8 week week NN cord-183600-wxfq90zq 91 9 beginning begin VBG cord-183600-wxfq90zq 91 10 the the DT cord-183600-wxfq90zq 91 11 14th 14th NN cord-183600-wxfq90zq 91 12 of of IN cord-183600-wxfq90zq 91 13 September September NNP cord-183600-wxfq90zq 91 14 . . . cord-183600-wxfq90zq 92 1 This this DT cord-183600-wxfq90zq 92 2 is be VBZ cord-183600-wxfq90zq 92 3 caused cause VBN cord-183600-wxfq90zq 92 4 by by IN cord-183600-wxfq90zq 92 5 the the DT cord-183600-wxfq90zq 92 6 NHS NHS NNP cord-183600-wxfq90zq 92 7 Business Business NNP cord-183600-wxfq90zq 92 8 Services Services NNPS cord-183600-wxfq90zq 92 9 Authority Authority NNP cord-183600-wxfq90zq 92 10 advertising advertising NN cord-183600-wxfq90zq 92 11 8547 8547 CD cord-183600-wxfq90zq 92 12 and and CC cord-183600-wxfq90zq 92 13 7831 7831 CD cord-183600-wxfq90zq 92 14 , , , cord-183600-wxfq90zq 92 15 mostly mostly RB cord-183600-wxfq90zq 92 16 nursing nursing NN cord-183600-wxfq90zq 92 17 , , , cord-183600-wxfq90zq 92 18 jobs job NNS cord-183600-wxfq90zq 92 19 on on IN cord-183600-wxfq90zq 92 20 the the DT cord-183600-wxfq90zq 92 21 16th 16th JJ cord-183600-wxfq90zq 92 22 and and CC cord-183600-wxfq90zq 92 23 18th 18th NN cord-183600-wxfq90zq 92 24 of of IN cord-183600-wxfq90zq 92 25 September September NNP cord-183600-wxfq90zq 92 26 respectively respectively RB cord-183600-wxfq90zq 92 27 . . . cord-183600-wxfq90zq 93 1 Subtracting subtract VBG cord-183600-wxfq90zq 93 2 these these DT cord-183600-wxfq90zq 93 3 ads ad NNS cord-183600-wxfq90zq 93 4 puts put VBZ cord-183600-wxfq90zq 93 5 this this DT cord-183600-wxfq90zq 93 6 week week NN cord-183600-wxfq90zq 93 7 in in IN cord-183600-wxfq90zq 93 8 line line NN cord-183600-wxfq90zq 93 9 with with IN cord-183600-wxfq90zq 93 10 the the DT cord-183600-wxfq90zq 93 11 previous previous JJ cord-183600-wxfq90zq 93 12 several several JJ cord-183600-wxfq90zq 93 13 weeks week NNS cord-183600-wxfq90zq 93 14 . . . cord-183600-wxfq90zq 94 1 Though though IN cord-183600-wxfq90zq 94 2 the the DT cord-183600-wxfq90zq 94 3 main main JJ cord-183600-wxfq90zq 94 4 site site NN cord-183600-wxfq90zq 94 5 is be VBZ cord-183600-wxfq90zq 94 6 searchable searchable JJ cord-183600-wxfq90zq 94 7 by by IN cord-183600-wxfq90zq 94 8 topic topic NN cord-183600-wxfq90zq 94 9 and and CC cord-183600-wxfq90zq 94 10 sector sector NN cord-183600-wxfq90zq 94 11 , , , cord-183600-wxfq90zq 94 12 the the DT cord-183600-wxfq90zq 94 13 JSON JSON NNP cord-183600-wxfq90zq 94 14 payload payload NN cord-183600-wxfq90zq 94 15 returned return VBN cord-183600-wxfq90zq 94 16 by by IN cord-183600-wxfq90zq 94 17 Reed Reed NNP cord-183600-wxfq90zq 94 18 's 's POS cord-183600-wxfq90zq 94 19 API api NN cord-183600-wxfq90zq 94 20 does do VBZ cord-183600-wxfq90zq 94 21 not not RB cord-183600-wxfq90zq 94 22 include include VB cord-183600-wxfq90zq 94 23 a a DT cord-183600-wxfq90zq 94 24 theme theme NN cord-183600-wxfq90zq 94 25 or or CC cord-183600-wxfq90zq 94 26 topic topic NN cord-183600-wxfq90zq 94 27 marker marker NN cord-183600-wxfq90zq 95 1 and and CC cord-183600-wxfq90zq 95 2 so so RB cord-183600-wxfq90zq 95 3 this this DT cord-183600-wxfq90zq 95 4 must must MD cord-183600-wxfq90zq 95 5 be be VB cord-183600-wxfq90zq 95 6 inferred infer VBN cord-183600-wxfq90zq 95 7 . . . cord-183600-wxfq90zq 96 1 Algorithms algorithm NNS cord-183600-wxfq90zq 96 2 such such JJ cord-183600-wxfq90zq 96 3 as as IN cord-183600-wxfq90zq 96 4 LDA LDA NNP cord-183600-wxfq90zq 96 5 [ [ -LRB- cord-183600-wxfq90zq 96 6 24 24 CD cord-183600-wxfq90zq 96 7 ] ] -RRB- cord-183600-wxfq90zq 96 8 and and CC cord-183600-wxfq90zq 96 9 Doc2Vec doc2vec VBP cord-183600-wxfq90zq 96 10 [ [ -LRB- cord-183600-wxfq90zq 96 11 25 25 CD cord-183600-wxfq90zq 96 12 ] ] -RRB- cord-183600-wxfq90zq 97 1 transform transform VB cord-183600-wxfq90zq 97 2 text text NN cord-183600-wxfq90zq 97 3 documents document NNS cord-183600-wxfq90zq 97 4 to to IN cord-183600-wxfq90zq 97 5 low low JJ cord-183600-wxfq90zq 97 6 dimensional dimensional JJ cord-183600-wxfq90zq 97 7 vector vector NN cord-183600-wxfq90zq 97 8 representations representation NNS cord-183600-wxfq90zq 97 9 which which WDT cord-183600-wxfq90zq 97 10 enhance enhance VBP cord-183600-wxfq90zq 97 11 automatic automatic JJ cord-183600-wxfq90zq 97 12 topic topic NN cord-183600-wxfq90zq 97 13 detection detection NN cord-183600-wxfq90zq 97 14 algorithms algorithm NNS cord-183600-wxfq90zq 97 15 . . . cord-183600-wxfq90zq 98 1 LDA LDA NNP cord-183600-wxfq90zq 98 2 has have VBZ cord-183600-wxfq90zq 98 3 previously previously RB cord-183600-wxfq90zq 98 4 been be VBN cord-183600-wxfq90zq 98 5 used use VBN cord-183600-wxfq90zq 98 6 with with IN cord-183600-wxfq90zq 98 7 success success NN cord-183600-wxfq90zq 98 8 on on IN cord-183600-wxfq90zq 98 9 a a DT cord-183600-wxfq90zq 98 10 very very RB cord-183600-wxfq90zq 98 11 similar similar JJ cord-183600-wxfq90zq 98 12 data datum NNS cord-183600-wxfq90zq 98 13 set set VBN cord-183600-wxfq90zq 98 14 [ [ -LRB- cord-183600-wxfq90zq 98 15 23 23 CD cord-183600-wxfq90zq 98 16 , , , cord-183600-wxfq90zq 98 17 26 26 CD cord-183600-wxfq90zq 98 18 ] ] -RRB- cord-183600-wxfq90zq 98 19 . . . cord-183600-wxfq90zq 99 1 We -PRON- PRP cord-183600-wxfq90zq 99 2 attempted attempt VBD cord-183600-wxfq90zq 99 3 to to TO cord-183600-wxfq90zq 99 4 model model VB cord-183600-wxfq90zq 99 5 our -PRON- PRP$ cord-183600-wxfq90zq 99 6 data datum NNS cord-183600-wxfq90zq 99 7 using use VBG cord-183600-wxfq90zq 99 8 both both DT cord-183600-wxfq90zq 99 9 of of IN cord-183600-wxfq90zq 99 10 these these DT cord-183600-wxfq90zq 99 11 methods method NNS cord-183600-wxfq90zq 99 12 . . . cord-183600-wxfq90zq 100 1 Criteria Criteria NNP cord-183600-wxfq90zq 100 2 Number Number NNP cord-183600-wxfq90zq 100 3 hotel hotel NN cord-183600-wxfq90zq 100 4 " " `` cord-183600-wxfq90zq 100 5 hotel hotel NN cord-183600-wxfq90zq 100 6 " " '' cord-183600-wxfq90zq 100 7 in in IN cord-183600-wxfq90zq 100 8 employername employername NNP cord-183600-wxfq90zq 100 9 or or CC cord-183600-wxfq90zq 100 10 ( ( -LRB- cord-183600-wxfq90zq 100 11 " " `` cord-183600-wxfq90zq 100 12 premier premier NNP cord-183600-wxfq90zq 100 13 inn inn NNP cord-183600-wxfq90zq 100 14 " " '' cord-183600-wxfq90zq 100 15 in in IN cord-183600-wxfq90zq 100 16 cleandescr cleandescr NNP cord-183600-wxfq90zq 100 17 and and CC cord-183600-wxfq90zq 100 18 " " `` cord-183600-wxfq90zq 100 19 discounted discount VBN cord-183600-wxfq90zq 100 20 " " '' cord-183600-wxfq90zq 100 21 not not RB cord-183600-wxfq90zq 100 22 in in IN cord-183600-wxfq90zq 100 23 cleandescr cleandescr NNP cord-183600-wxfq90zq 100 24 ) ) -RRB- cord-183600-wxfq90zq 100 25 or or CC cord-183600-wxfq90zq 100 26 ( ( -LRB- cord-183600-wxfq90zq 100 27 " " `` cord-183600-wxfq90zq 100 28 housekeep housekeep NN cord-183600-wxfq90zq 100 29 " " '' cord-183600-wxfq90zq 100 30 in in IN cord-183600-wxfq90zq 100 31 cleantitle cleantitle NN cord-183600-wxfq90zq 100 32 and and CC cord-183600-wxfq90zq 100 33 " " `` cord-183600-wxfq90zq 100 34 hotel hotel NN cord-183600-wxfq90zq 100 35 " " '' cord-183600-wxfq90zq 100 36 in in IN cord-183600-wxfq90zq 100 37 cleandescr cleandescr NNP cord-183600-wxfq90zq 100 38 ) ) -RRB- cord-183600-wxfq90zq 100 39 or or CC cord-183600-wxfq90zq 100 40 ( ( -LRB- cord-183600-wxfq90zq 100 41 " " `` cord-183600-wxfq90zq 100 42 chef chef NN cord-183600-wxfq90zq 100 43 " " '' cord-183600-wxfq90zq 100 44 in in IN cord-183600-wxfq90zq 100 45 cleantitle cleantitle NN cord-183600-wxfq90zq 100 46 and and CC cord-183600-wxfq90zq 100 47 " " `` cord-183600-wxfq90zq 100 48 hotel hotel NN cord-183600-wxfq90zq 100 49 " " '' cord-183600-wxfq90zq 100 50 in in IN cord-183600-wxfq90zq 100 51 cleandescr cleandescr NNP cord-183600-wxfq90zq 100 52 ) ) -RRB- cord-183600-wxfq90zq 101 1 graduate graduate JJ cord-183600-wxfq90zq 101 2 " " `` cord-183600-wxfq90zq 101 3 graduate graduate NN cord-183600-wxfq90zq 101 4 scheme scheme NN cord-183600-wxfq90zq 101 5 " " '' cord-183600-wxfq90zq 101 6 in in IN cord-183600-wxfq90zq 101 7 cleandescr cleandescr NNP cord-183600-wxfq90zq 101 8 108 108 CD cord-183600-wxfq90zq 101 9 nurse nurse NN cord-183600-wxfq90zq 101 10 " " `` cord-183600-wxfq90zq 101 11 registered register VBN cord-183600-wxfq90zq 101 12 nurse nurse NN cord-183600-wxfq90zq 101 13 " " '' cord-183600-wxfq90zq 101 14 in in IN cord-183600-wxfq90zq 101 15 cleantitle cleantitle NN cord-183600-wxfq90zq 101 16 720 720 CD cord-183600-wxfq90zq 101 17 care care VBP cord-183600-wxfq90zq 101 18 " " '' cord-183600-wxfq90zq 101 19 care care NN cord-183600-wxfq90zq 101 20 assistant assistant NN cord-183600-wxfq90zq 101 21 " " '' cord-183600-wxfq90zq 101 22 = = NN cord-183600-wxfq90zq 101 23 = = NFP cord-183600-wxfq90zq 102 1 cleantitle cleantitle NNP cord-183600-wxfq90zq 102 2 1162 1162 CD cord-183600-wxfq90zq 102 3 teacher teacher NN cord-183600-wxfq90zq 102 4 " " `` cord-183600-wxfq90zq 102 5 secondary secondary JJ cord-183600-wxfq90zq 102 6 teacher teacher NN cord-183600-wxfq90zq 102 7 " " '' cord-183600-wxfq90zq 102 8 = = VBZ cord-183600-wxfq90zq 102 9 = = SYM cord-183600-wxfq90zq 102 10 cleantitle cleantitle NN cord-183600-wxfq90zq 102 11 or or CC cord-183600-wxfq90zq 102 12 " " `` cord-183600-wxfq90zq 102 13 primary primary JJ cord-183600-wxfq90zq 102 14 teacher teacher NN cord-183600-wxfq90zq 102 15 " " '' cord-183600-wxfq90zq 102 16 = = VBZ cord-183600-wxfq90zq 102 17 = = NFP cord-183600-wxfq90zq 103 1 cleantitle cleantitle NNP cord-183600-wxfq90zq 103 2 161 161 CD cord-183600-wxfq90zq 103 3 software software NN cord-183600-wxfq90zq 103 4 " " '' cord-183600-wxfq90zq 103 5 software software NN cord-183600-wxfq90zq 103 6 developer developer NN cord-183600-wxfq90zq 103 7 " " '' cord-183600-wxfq90zq 103 8 in in IN cord-183600-wxfq90zq 103 9 cleantitle cleantitle NN cord-183600-wxfq90zq 103 10 or or CC cord-183600-wxfq90zq 103 11 " " `` cord-183600-wxfq90zq 103 12 software software NN cord-183600-wxfq90zq 103 13 engineer engineer NN cord-183600-wxfq90zq 103 14 " " '' cord-183600-wxfq90zq 103 15 in in IN cord-183600-wxfq90zq 103 16 cleantitle cleantitle NN cord-183600-wxfq90zq 103 17 776 776 CD cord-183600-wxfq90zq 103 18 delivery delivery NN cord-183600-wxfq90zq 103 19 " " `` cord-183600-wxfq90zq 103 20 delivery delivery NN cord-183600-wxfq90zq 103 21 driver driver NN cord-183600-wxfq90zq 103 22 " " '' cord-183600-wxfq90zq 103 23 in in IN cord-183600-wxfq90zq 103 24 cleantitle cleantitle NN cord-183600-wxfq90zq 103 25 238 238 CD cord-183600-wxfq90zq 103 26 Table table NN cord-183600-wxfq90zq 103 27 1 1 CD cord-183600-wxfq90zq 103 28 : : : cord-183600-wxfq90zq 104 1 The the DT cord-183600-wxfq90zq 104 2 criteria criterion NNS cord-183600-wxfq90zq 104 3 for for IN cord-183600-wxfq90zq 104 4 each each DT cord-183600-wxfq90zq 104 5 set set NN cord-183600-wxfq90zq 104 6 of of IN cord-183600-wxfq90zq 104 7 seed seed NN cord-183600-wxfq90zq 104 8 job job NN cord-183600-wxfq90zq 104 9 adverts advert NNS cord-183600-wxfq90zq 104 10 and and CC cord-183600-wxfq90zq 104 11 the the DT cord-183600-wxfq90zq 104 12 number number NN cord-183600-wxfq90zq 104 13 matched match VBN cord-183600-wxfq90zq 104 14 in in IN cord-183600-wxfq90zq 104 15 the the DT cord-183600-wxfq90zq 104 16 training training NN cord-183600-wxfq90zq 104 17 set set NN cord-183600-wxfq90zq 104 18 . . . cord-183600-wxfq90zq 105 1 cleantitle cleantitle NNP cord-183600-wxfq90zq 105 2 and and CC cord-183600-wxfq90zq 105 3 cleandescr cleandescr NNP cord-183600-wxfq90zq 105 4 are be VBP cord-183600-wxfq90zq 105 5 the the DT cord-183600-wxfq90zq 105 6 job job NN cord-183600-wxfq90zq 105 7 title title NN cord-183600-wxfq90zq 105 8 and and CC cord-183600-wxfq90zq 105 9 job job NN cord-183600-wxfq90zq 105 10 description description NN cord-183600-wxfq90zq 105 11 after after IN cord-183600-wxfq90zq 105 12 applying apply VBG cord-183600-wxfq90zq 105 13 the the DT cord-183600-wxfq90zq 105 14 pre pre JJ cord-183600-wxfq90zq 105 15 - - JJ cord-183600-wxfq90zq 105 16 processing processing JJ cord-183600-wxfq90zq 105 17 steps step NNS cord-183600-wxfq90zq 105 18 described describe VBN cord-183600-wxfq90zq 105 19 in in IN cord-183600-wxfq90zq 105 20 the the DT cord-183600-wxfq90zq 105 21 text text NN cord-183600-wxfq90zq 105 22 , , , cord-183600-wxfq90zq 105 23 employername employername NNP cord-183600-wxfq90zq 105 24 is be VBZ cord-183600-wxfq90zq 105 25 the the DT cord-183600-wxfq90zq 105 26 name name NN cord-183600-wxfq90zq 105 27 of of IN cord-183600-wxfq90zq 105 28 the the DT cord-183600-wxfq90zq 105 29 organization organization NN cord-183600-wxfq90zq 105 30 posting post VBG cord-183600-wxfq90zq 105 31 the the DT cord-183600-wxfq90zq 105 32 ad ad NN cord-183600-wxfq90zq 105 33 . . . cord-183600-wxfq90zq 106 1 While while IN cord-183600-wxfq90zq 106 2 some some DT cord-183600-wxfq90zq 106 3 categories category NNS cord-183600-wxfq90zq 106 4 of of IN cord-183600-wxfq90zq 106 5 job job NN cord-183600-wxfq90zq 106 6 are be VBP cord-183600-wxfq90zq 106 7 readily readily RB cord-183600-wxfq90zq 106 8 detectable detectable JJ cord-183600-wxfq90zq 106 9 e.g. e.g. RB cord-183600-wxfq90zq 106 10 software software NN cord-183600-wxfq90zq 106 11 developer developer NN cord-183600-wxfq90zq 106 12 , , , cord-183600-wxfq90zq 106 13 the the DT cord-183600-wxfq90zq 106 14 topics topic NNS cord-183600-wxfq90zq 106 15 or or CC cord-183600-wxfq90zq 106 16 clusters cluster NNS cord-183600-wxfq90zq 106 17 detected detect VBN cord-183600-wxfq90zq 106 18 are be VBP cord-183600-wxfq90zq 106 19 often often RB cord-183600-wxfq90zq 106 20 not not RB cord-183600-wxfq90zq 106 21 stable stable JJ cord-183600-wxfq90zq 106 22 when when WRB cord-183600-wxfq90zq 106 23 varying vary VBG cord-183600-wxfq90zq 106 24 the the DT cord-183600-wxfq90zq 106 25 algorithm algorithm NN cord-183600-wxfq90zq 106 26 parameters parameter NNS cord-183600-wxfq90zq 106 27 . . . cord-183600-wxfq90zq 107 1 Measures measure NNS cord-183600-wxfq90zq 107 2 like like IN cord-183600-wxfq90zq 107 3 coherence coherence NN cord-183600-wxfq90zq 107 4 [ [ -LRB- cord-183600-wxfq90zq 107 5 27 27 CD cord-183600-wxfq90zq 107 6 ] ] -RRB- cord-183600-wxfq90zq 107 7 fail fail VBP cord-183600-wxfq90zq 107 8 to to TO cord-183600-wxfq90zq 107 9 provide provide VB cord-183600-wxfq90zq 107 10 obvious obvious JJ cord-183600-wxfq90zq 107 11 evidence evidence NN cord-183600-wxfq90zq 107 12 in in IN cord-183600-wxfq90zq 107 13 favour favour NN cord-183600-wxfq90zq 107 14 of of IN cord-183600-wxfq90zq 107 15 any any DT cord-183600-wxfq90zq 107 16 one one CD cord-183600-wxfq90zq 107 17 parameter parameter NN cord-183600-wxfq90zq 107 18 set set VBN cord-183600-wxfq90zq 107 19 . . . cord-183600-wxfq90zq 108 1 Thus thus RB cord-183600-wxfq90zq 108 2 we -PRON- PRP cord-183600-wxfq90zq 108 3 do do VBP cord-183600-wxfq90zq 108 4 not not RB cord-183600-wxfq90zq 108 5 use use VB cord-183600-wxfq90zq 108 6 unsupervised unsupervised JJ cord-183600-wxfq90zq 108 7 methods method NNS cord-183600-wxfq90zq 108 8 in in IN cord-183600-wxfq90zq 108 9 this this DT cord-183600-wxfq90zq 108 10 work work NN cord-183600-wxfq90zq 108 11 . . . cord-183600-wxfq90zq 109 1 Rather rather RB cord-183600-wxfq90zq 109 2 than than IN cord-183600-wxfq90zq 109 3 infer infer VB cord-183600-wxfq90zq 109 4 job job NN cord-183600-wxfq90zq 109 5 classes class NNS cord-183600-wxfq90zq 109 6 from from IN cord-183600-wxfq90zq 109 7 the the DT cord-183600-wxfq90zq 109 8 data datum NNS cord-183600-wxfq90zq 109 9 as as IN cord-183600-wxfq90zq 109 10 [ [ -LRB- cord-183600-wxfq90zq 109 11 23 23 CD cord-183600-wxfq90zq 109 12 ] ] -RRB- cord-183600-wxfq90zq 109 13 did do VBD cord-183600-wxfq90zq 109 14 , , , cord-183600-wxfq90zq 109 15 we -PRON- PRP cord-183600-wxfq90zq 109 16 want want VBP cord-183600-wxfq90zq 109 17 to to TO cord-183600-wxfq90zq 109 18 study study VB cord-183600-wxfq90zq 109 19 predetermined predetermine VBN cord-183600-wxfq90zq 109 20 categories category NNS cord-183600-wxfq90zq 109 21 of of IN cord-183600-wxfq90zq 109 22 job job NN cord-183600-wxfq90zq 109 23 e.g. e.g. RB cord-183600-wxfq90zq 109 24 nursing nursing NN cord-183600-wxfq90zq 109 25 , , , cord-183600-wxfq90zq 109 26 teaching teaching NN cord-183600-wxfq90zq 109 27 or or CC cord-183600-wxfq90zq 109 28 graduate graduate NN cord-183600-wxfq90zq 109 29 jobs job NNS cord-183600-wxfq90zq 109 30 . . . cord-183600-wxfq90zq 110 1 We -PRON- PRP cord-183600-wxfq90zq 110 2 therefore therefore RB cord-183600-wxfq90zq 110 3 take take VBP cord-183600-wxfq90zq 110 4 a a DT cord-183600-wxfq90zq 110 5 different different JJ cord-183600-wxfq90zq 110 6 and and CC cord-183600-wxfq90zq 110 7 somewhat somewhat RB cord-183600-wxfq90zq 110 8 simpler simple JJR cord-183600-wxfq90zq 110 9 approach approach NN cord-183600-wxfq90zq 110 10 which which WDT cord-183600-wxfq90zq 110 11 nevertheless nevertheless RB cord-183600-wxfq90zq 110 12 suffices suffice VBZ cord-183600-wxfq90zq 110 13 to to TO cord-183600-wxfq90zq 110 14 identify identify VB cord-183600-wxfq90zq 110 15 topics topic NNS cord-183600-wxfq90zq 110 16 . . . cord-183600-wxfq90zq 111 1 For for IN cord-183600-wxfq90zq 111 2 each each DT cord-183600-wxfq90zq 111 3 ad ad NN cord-183600-wxfq90zq 111 4 we -PRON- PRP cord-183600-wxfq90zq 111 5 combine combine VBP cord-183600-wxfq90zq 111 6 the the DT cord-183600-wxfq90zq 111 7 job job NN cord-183600-wxfq90zq 111 8 title title NN cord-183600-wxfq90zq 111 9 with with IN cord-183600-wxfq90zq 111 10 the the DT cord-183600-wxfq90zq 111 11 job job NN cord-183600-wxfq90zq 111 12 description description NN cord-183600-wxfq90zq 111 13 to to TO cord-183600-wxfq90zq 111 14 constitute constitute VB cord-183600-wxfq90zq 111 15 a a DT cord-183600-wxfq90zq 111 16 ' ' `` cord-183600-wxfq90zq 111 17 document document NN cord-183600-wxfq90zq 111 18 ' ' '' cord-183600-wxfq90zq 111 19 . . . cord-183600-wxfq90zq 112 1 The the DT cord-183600-wxfq90zq 112 2 document document NN cord-183600-wxfq90zq 112 3 text text NN cord-183600-wxfq90zq 112 4 is be VBZ cord-183600-wxfq90zq 112 5 cleaned clean VBN cord-183600-wxfq90zq 112 6 to to TO cord-183600-wxfq90zq 112 7 remove remove VB cord-183600-wxfq90zq 112 8 HTML html NN cord-183600-wxfq90zq 112 9 artefacts artefact NNS cord-183600-wxfq90zq 112 10 , , , cord-183600-wxfq90zq 112 11 lower lower RBR cord-183600-wxfq90zq 112 12 - - HYPH cord-183600-wxfq90zq 112 13 cased cased JJ cord-183600-wxfq90zq 112 14 , , , cord-183600-wxfq90zq 112 15 lemmatised lemmatise VBN cord-183600-wxfq90zq 112 16 using use VBG cord-183600-wxfq90zq 112 17 the the DT cord-183600-wxfq90zq 112 18 wordnet wordnet NN cord-183600-wxfq90zq 112 19 lemmatiser lemmatiser NNP cord-183600-wxfq90zq 112 20 [ [ -LRB- cord-183600-wxfq90zq 112 21 28 28 CD cord-183600-wxfq90zq 112 22 ] ] -RRB- cord-183600-wxfq90zq 112 23 and and CC cord-183600-wxfq90zq 112 24 tokenised tokenise VBD cord-183600-wxfq90zq 112 25 . . . cord-183600-wxfq90zq 113 1 Using use VBG cord-183600-wxfq90zq 113 2 data datum NNS cord-183600-wxfq90zq 113 3 from from IN cord-183600-wxfq90zq 113 4 2019 2019 CD cord-183600-wxfq90zq 113 5 ( ( -LRB- cord-183600-wxfq90zq 113 6 Reed Reed NNP cord-183600-wxfq90zq 113 7 job job NN cord-183600-wxfq90zq 113 8 ids id NNS cord-183600-wxfq90zq 113 9 39500000 39500000 CD cord-183600-wxfq90zq 113 10 to to IN cord-183600-wxfq90zq 113 11 39600000 39600000 CD cord-183600-wxfq90zq 113 12 ) ) -RRB- cord-183600-wxfq90zq 113 13 we -PRON- PRP cord-183600-wxfq90zq 113 14 collect collect VBP cord-183600-wxfq90zq 113 15 a a DT cord-183600-wxfq90zq 113 16 number number NN cord-183600-wxfq90zq 113 17 of of IN cord-183600-wxfq90zq 113 18 ' ' `` cord-183600-wxfq90zq 113 19 seed seed NN cord-183600-wxfq90zq 113 20 ' ' '' cord-183600-wxfq90zq 113 21 documents document NNS cord-183600-wxfq90zq 113 22 . . . cord-183600-wxfq90zq 114 1 These these DT cord-183600-wxfq90zq 114 2 seeds seed NNS cord-183600-wxfq90zq 114 3 are be VBP cord-183600-wxfq90zq 114 4 collections collection NNS cord-183600-wxfq90zq 114 5 of of IN cord-183600-wxfq90zq 114 6 job job NN cord-183600-wxfq90zq 114 7 ads ad NNS cord-183600-wxfq90zq 114 8 which which WDT cord-183600-wxfq90zq 114 9 are be VBP cord-183600-wxfq90zq 114 10 representative representative JJ cord-183600-wxfq90zq 114 11 of of IN cord-183600-wxfq90zq 114 12 given give VBN cord-183600-wxfq90zq 114 13 sectors sector NNS cord-183600-wxfq90zq 114 14 S s NN cord-183600-wxfq90zq 114 15 c c NN cord-183600-wxfq90zq 114 16 = = NFP cord-183600-wxfq90zq 115 1 { { -LRB- cord-183600-wxfq90zq 115 2 d d NNP cord-183600-wxfq90zq 115 3 c1 c1 NNP cord-183600-wxfq90zq 115 4 , , , cord-183600-wxfq90zq 115 5 d d NNP cord-183600-wxfq90zq 115 6 c2 c2 NNP cord-183600-wxfq90zq 115 7 , , , cord-183600-wxfq90zq 115 8 . . . cord-183600-wxfq90zq 115 9 . . . cord-183600-wxfq90zq 115 10 . . . cord-183600-wxfq90zq 116 1 , , , cord-183600-wxfq90zq 116 2 d d NNP cord-183600-wxfq90zq 116 3 cn cn NN cord-183600-wxfq90zq 116 4 } } -RRB- cord-183600-wxfq90zq 116 5 . . . cord-183600-wxfq90zq 117 1 The the DT cord-183600-wxfq90zq 117 2 label label NN cord-183600-wxfq90zq 117 3 c c NN cord-183600-wxfq90zq 117 4 is be VBZ cord-183600-wxfq90zq 117 5 a a DT cord-183600-wxfq90zq 117 6 job job NN cord-183600-wxfq90zq 117 7 category category NN cord-183600-wxfq90zq 118 1 e.g. e.g. RB cord-183600-wxfq90zq 118 2 ' ' `` cord-183600-wxfq90zq 118 3 teacher teacher NN cord-183600-wxfq90zq 118 4 ' ' '' cord-183600-wxfq90zq 118 5 and and CC cord-183600-wxfq90zq 118 6 the the DT cord-183600-wxfq90zq 118 7 documents document NNS cord-183600-wxfq90zq 118 8 d d NNP cord-183600-wxfq90zq 118 9 ci ci NNP cord-183600-wxfq90zq 118 10 are be VBP cord-183600-wxfq90zq 118 11 job job NN cord-183600-wxfq90zq 118 12 adverts advert NNS cord-183600-wxfq90zq 118 13 definitively definitively RB cord-183600-wxfq90zq 118 14 in in IN cord-183600-wxfq90zq 118 15 that that DT cord-183600-wxfq90zq 118 16 sector sector NN cord-183600-wxfq90zq 118 17 . . . cord-183600-wxfq90zq 119 1 Table table NN cord-183600-wxfq90zq 119 2 1 1 CD cord-183600-wxfq90zq 119 3 shows show VBZ cord-183600-wxfq90zq 119 4 the the DT cord-183600-wxfq90zq 119 5 criteria criterion NNS cord-183600-wxfq90zq 119 6 for for IN cord-183600-wxfq90zq 119 7 collecting collect VBG cord-183600-wxfq90zq 119 8 the the DT cord-183600-wxfq90zq 119 9 seeds seed NNS cord-183600-wxfq90zq 119 10 and and CC cord-183600-wxfq90zq 119 11 the the DT cord-183600-wxfq90zq 119 12 number number NN cord-183600-wxfq90zq 119 13 in in IN cord-183600-wxfq90zq 119 14 each each DT cord-183600-wxfq90zq 119 15 set set NN cord-183600-wxfq90zq 119 16 . . . cord-183600-wxfq90zq 120 1 The the DT cord-183600-wxfq90zq 120 2 sharp sharp JJ cord-183600-wxfq90zq 120 3 increase increase NN cord-183600-wxfq90zq 120 4 on on IN cord-183600-wxfq90zq 120 5 the the DT cord-183600-wxfq90zq 120 6 right right NN cord-183600-wxfq90zq 120 7 corresponds correspond VBZ cord-183600-wxfq90zq 120 8 to to IN cord-183600-wxfq90zq 120 9 jobs job NNS cord-183600-wxfq90zq 120 10 which which WDT cord-183600-wxfq90zq 120 11 are be VBP cord-183600-wxfq90zq 120 12 very very RB cord-183600-wxfq90zq 120 13 similar similar JJ cord-183600-wxfq90zq 120 14 to to IN cord-183600-wxfq90zq 120 15 the the DT cord-183600-wxfq90zq 120 16 jobs job NNS cord-183600-wxfq90zq 120 17 in in IN cord-183600-wxfq90zq 120 18 each each DT cord-183600-wxfq90zq 120 19 seed seed NN cord-183600-wxfq90zq 120 20 . . . cord-183600-wxfq90zq 121 1 The the DT cord-183600-wxfq90zq 121 2 cutoff cutoff NN cord-183600-wxfq90zq 121 3 is be VBZ cord-183600-wxfq90zq 121 4 chosen choose VBN cord-183600-wxfq90zq 121 5 to to TO cord-183600-wxfq90zq 121 6 be be VB cord-183600-wxfq90zq 121 7 0.1 0.1 CD cord-183600-wxfq90zq 121 8 , , , cord-183600-wxfq90zq 121 9 this this DT cord-183600-wxfq90zq 121 10 is be VBZ cord-183600-wxfq90zq 121 11 rather rather RB cord-183600-wxfq90zq 121 12 high high JJ cord-183600-wxfq90zq 121 13 , , , cord-183600-wxfq90zq 121 14 but but CC cord-183600-wxfq90zq 121 15 the the DT cord-183600-wxfq90zq 121 16 results result NNS cord-183600-wxfq90zq 121 17 in in IN cord-183600-wxfq90zq 121 18 Section section NN cord-183600-wxfq90zq 121 19 3 3 CD cord-183600-wxfq90zq 121 20 are be VBP cord-183600-wxfq90zq 121 21 robust robust JJ cord-183600-wxfq90zq 121 22 to to IN cord-183600-wxfq90zq 121 23 small small JJ cord-183600-wxfq90zq 121 24 variations variation NNS cord-183600-wxfq90zq 121 25 in in IN cord-183600-wxfq90zq 121 26 the the DT cord-183600-wxfq90zq 121 27 cutoff cutoff NN cord-183600-wxfq90zq 121 28 . . . cord-183600-wxfq90zq 122 1 The the DT cord-183600-wxfq90zq 122 2 seeds seed NNS cord-183600-wxfq90zq 122 3 were be VBD cord-183600-wxfq90zq 122 4 chosen choose VBN cord-183600-wxfq90zq 122 5 to to TO cord-183600-wxfq90zq 122 6 highlight highlight VB cord-183600-wxfq90zq 122 7 job job NN cord-183600-wxfq90zq 122 8 categories category NNS cord-183600-wxfq90zq 122 9 which which WDT cord-183600-wxfq90zq 122 10 were be VBD cord-183600-wxfq90zq 122 11 likely likely JJ cord-183600-wxfq90zq 122 12 to to TO cord-183600-wxfq90zq 122 13 be be VB cord-183600-wxfq90zq 122 14 impacted impact VBN cord-183600-wxfq90zq 122 15 differently differently RB cord-183600-wxfq90zq 122 16 by by IN cord-183600-wxfq90zq 122 17 the the DT cord-183600-wxfq90zq 122 18 COVID-19 COVID-19 NNP cord-183600-wxfq90zq 122 19 crisis crisis NN cord-183600-wxfq90zq 122 20 . . . cord-183600-wxfq90zq 123 1 We -PRON- PRP cord-183600-wxfq90zq 123 2 expected expect VBD cord-183600-wxfq90zq 123 3 delivery delivery NN cord-183600-wxfq90zq 123 4 , , , cord-183600-wxfq90zq 123 5 nursing nursing NN cord-183600-wxfq90zq 123 6 and and CC cord-183600-wxfq90zq 123 7 care care NN cord-183600-wxfq90zq 123 8 work work NN cord-183600-wxfq90zq 123 9 demand demand NN cord-183600-wxfq90zq 123 10 to to TO cord-183600-wxfq90zq 123 11 increase increase VB cord-183600-wxfq90zq 123 12 , , , cord-183600-wxfq90zq 123 13 while while IN cord-183600-wxfq90zq 123 14 we -PRON- PRP cord-183600-wxfq90zq 123 15 expected expect VBD cord-183600-wxfq90zq 123 16 hospitality hospitality NN cord-183600-wxfq90zq 123 17 and and CC cord-183600-wxfq90zq 123 18 graduate graduate NN cord-183600-wxfq90zq 123 19 jobs job NNS cord-183600-wxfq90zq 123 20 to to TO cord-183600-wxfq90zq 123 21 decrease decrease VB cord-183600-wxfq90zq 123 22 , , , cord-183600-wxfq90zq 123 23 the the DT cord-183600-wxfq90zq 123 24 latter latter JJ cord-183600-wxfq90zq 123 25 expectation expectation NN cord-183600-wxfq90zq 123 26 informed inform VBN cord-183600-wxfq90zq 123 27 by by IN cord-183600-wxfq90zq 123 28 [ [ -LRB- cord-183600-wxfq90zq 123 29 19 19 CD cord-183600-wxfq90zq 123 30 ] ] -RRB- cord-183600-wxfq90zq 123 31 . . . cord-183600-wxfq90zq 124 1 Software software NN cord-183600-wxfq90zq 124 2 was be VBD cord-183600-wxfq90zq 124 3 chosen choose VBN cord-183600-wxfq90zq 124 4 as as IN cord-183600-wxfq90zq 124 5 a a DT cord-183600-wxfq90zq 124 6 job job NN cord-183600-wxfq90zq 124 7 which which WDT cord-183600-wxfq90zq 124 8 could could MD cord-183600-wxfq90zq 124 9 in in IN cord-183600-wxfq90zq 124 10 principle principle NN cord-183600-wxfq90zq 124 11 be be VB cord-183600-wxfq90zq 124 12 done do VBN cord-183600-wxfq90zq 124 13 remotely remotely RB cord-183600-wxfq90zq 124 14 so so IN cord-183600-wxfq90zq 124 15 it -PRON- PRP cord-183600-wxfq90zq 124 16 would would MD cord-183600-wxfq90zq 124 17 be be VB cord-183600-wxfq90zq 124 18 interesting interesting JJ cord-183600-wxfq90zq 124 19 to to TO cord-183600-wxfq90zq 124 20 see see VB cord-183600-wxfq90zq 124 21 how how WRB cord-183600-wxfq90zq 124 22 this this DT cord-183600-wxfq90zq 124 23 affected affected JJ cord-183600-wxfq90zq 124 24 vacancy vacancy NN cord-183600-wxfq90zq 124 25 numbers number NNS cord-183600-wxfq90zq 124 26 . . . cord-183600-wxfq90zq 125 1 Finally finally RB cord-183600-wxfq90zq 125 2 we -PRON- PRP cord-183600-wxfq90zq 125 3 expected expect VBD cord-183600-wxfq90zq 125 4 the the DT cord-183600-wxfq90zq 125 5 number number NN cord-183600-wxfq90zq 125 6 of of IN cord-183600-wxfq90zq 125 7 teachers teacher NNS cord-183600-wxfq90zq 125 8 required require VBN cord-183600-wxfq90zq 125 9 to to TO cord-183600-wxfq90zq 125 10 be be VB cord-183600-wxfq90zq 125 11 largely largely RB cord-183600-wxfq90zq 125 12 unaffected unaffected JJ cord-183600-wxfq90zq 125 13 by by IN cord-183600-wxfq90zq 125 14 the the DT cord-183600-wxfq90zq 125 15 crisis crisis NN cord-183600-wxfq90zq 125 16 . . . cord-183600-wxfq90zq 126 1 These these DT cord-183600-wxfq90zq 126 2 categories category NNS cord-183600-wxfq90zq 126 3 are be VBP cord-183600-wxfq90zq 126 4 not not RB cord-183600-wxfq90zq 126 5 exhaustive exhaustive JJ cord-183600-wxfq90zq 126 6 and and CC cord-183600-wxfq90zq 126 7 do do VBP cord-183600-wxfq90zq 126 8 not not RB cord-183600-wxfq90zq 126 9 represent represent VB cord-183600-wxfq90zq 126 10 the the DT cord-183600-wxfq90zq 126 11 only only JJ cord-183600-wxfq90zq 126 12 job job NN cord-183600-wxfq90zq 126 13 categories category NNS cord-183600-wxfq90zq 126 14 detectable detectable JJ cord-183600-wxfq90zq 126 15 in in IN cord-183600-wxfq90zq 126 16 the the DT cord-183600-wxfq90zq 126 17 data datum NNS cord-183600-wxfq90zq 126 18 . . . cord-183600-wxfq90zq 127 1 We -PRON- PRP cord-183600-wxfq90zq 127 2 used use VBD cord-183600-wxfq90zq 127 3 Gensim Gensim NNP cord-183600-wxfq90zq 127 4 's 's POS cord-183600-wxfq90zq 127 5 implementation implementation NN cord-183600-wxfq90zq 127 6 of of IN cord-183600-wxfq90zq 127 7 TF TF NNP cord-183600-wxfq90zq 127 8 - - HYPH cord-183600-wxfq90zq 127 9 IDF IDF NNP cord-183600-wxfq90zq 127 10 [ [ -LRB- cord-183600-wxfq90zq 127 11 29 29 CD cord-183600-wxfq90zq 127 12 ] ] -RRB- cord-183600-wxfq90zq 127 13 to to TO cord-183600-wxfq90zq 127 14 transform transform VB cord-183600-wxfq90zq 127 15 each each DT cord-183600-wxfq90zq 127 16 document document NN cord-183600-wxfq90zq 127 17 into into IN cord-183600-wxfq90zq 127 18 a a DT cord-183600-wxfq90zq 127 19 vector vector NN cord-183600-wxfq90zq 127 20 and and CC cord-183600-wxfq90zq 127 21 compute compute VB cord-183600-wxfq90zq 127 22 the the DT cord-183600-wxfq90zq 127 23 cosine cosine NN cord-183600-wxfq90zq 127 24 similarity similarity NN cord-183600-wxfq90zq 127 25 of of IN cord-183600-wxfq90zq 127 26 every every DT cord-183600-wxfq90zq 127 27 job job NN cord-183600-wxfq90zq 127 28 in in IN cord-183600-wxfq90zq 127 29 our -PRON- PRP$ cord-183600-wxfq90zq 127 30 7 7 CD cord-183600-wxfq90zq 127 31 2020 2020 CD cord-183600-wxfq90zq 127 32 collection collection NN cord-183600-wxfq90zq 127 33 with with IN cord-183600-wxfq90zq 127 34 the the DT cord-183600-wxfq90zq 127 35 vectors vector NNS cord-183600-wxfq90zq 127 36 in in IN cord-183600-wxfq90zq 127 37 each each DT cord-183600-wxfq90zq 127 38 seed seed NN cord-183600-wxfq90zq 127 39 set set NN cord-183600-wxfq90zq 127 40 . . . cord-183600-wxfq90zq 128 1 The the DT cord-183600-wxfq90zq 128 2 average average JJ cord-183600-wxfq90zq 128 3 similarity similarity NN cord-183600-wxfq90zq 128 4 score score NN cord-183600-wxfq90zq 128 5 of of IN cord-183600-wxfq90zq 128 6 the the DT cord-183600-wxfq90zq 128 7 target target NN cord-183600-wxfq90zq 128 8 job job NN cord-183600-wxfq90zq 128 9 d d NN cord-183600-wxfq90zq 128 10 t t NN cord-183600-wxfq90zq 128 11 with with IN cord-183600-wxfq90zq 128 12 the the DT cord-183600-wxfq90zq 128 13 jobs job NNS cord-183600-wxfq90zq 128 14 in in IN cord-183600-wxfq90zq 128 15 the the DT cord-183600-wxfq90zq 128 16 seed seed NN cord-183600-wxfq90zq 128 17 set set NN cord-183600-wxfq90zq 128 18 is be VBZ cord-183600-wxfq90zq 128 19 used use VBN cord-183600-wxfq90zq 128 20 as as IN cord-183600-wxfq90zq 128 21 a a DT cord-183600-wxfq90zq 128 22 measure measure NN cord-183600-wxfq90zq 128 23 of of IN cord-183600-wxfq90zq 128 24 the the DT cord-183600-wxfq90zq 128 25 similarity similarity NN cord-183600-wxfq90zq 128 26 of of IN cord-183600-wxfq90zq 128 27 the the DT cord-183600-wxfq90zq 128 28 target target NN cord-183600-wxfq90zq 128 29 job job NN cord-183600-wxfq90zq 128 30 with with IN cord-183600-wxfq90zq 128 31 the the DT cord-183600-wxfq90zq 128 32 job job NN cord-183600-wxfq90zq 128 33 category category NN cord-183600-wxfq90zq 128 34 similarity similarity NN cord-183600-wxfq90zq 128 35 c c NN cord-183600-wxfq90zq 128 36 = = SYM cord-183600-wxfq90zq 128 37 1 1 CD cord-183600-wxfq90zq 128 38 n n NN cord-183600-wxfq90zq 128 39 n n CC cord-183600-wxfq90zq 128 40 i i NN cord-183600-wxfq90zq 129 1 cos cos NNP cord-183600-wxfq90zq 130 1 ( ( -LRB- cord-183600-wxfq90zq 130 2 d d NNP cord-183600-wxfq90zq 130 3 t t NNP cord-183600-wxfq90zq 130 4 , , , cord-183600-wxfq90zq 130 5 d d NNP cord-183600-wxfq90zq 130 6 ci ci NNP cord-183600-wxfq90zq 130 7 ) ) -RRB- cord-183600-wxfq90zq 130 8 . . . cord-183600-wxfq90zq 131 1 Figure figure NN cord-183600-wxfq90zq 131 2 2 2 CD cord-183600-wxfq90zq 131 3 shows show VBZ cord-183600-wxfq90zq 131 4 the the DT cord-183600-wxfq90zq 131 5 ranked ranked JJ cord-183600-wxfq90zq 131 6 similarity similarity NN cord-183600-wxfq90zq 131 7 of of IN cord-183600-wxfq90zq 131 8 each each DT cord-183600-wxfq90zq 131 9 job job NN cord-183600-wxfq90zq 131 10 in in IN cord-183600-wxfq90zq 131 11 the the DT cord-183600-wxfq90zq 131 12 2020 2020 CD cord-183600-wxfq90zq 131 13 data datum NNS cord-183600-wxfq90zq 131 14 set set VBN cord-183600-wxfq90zq 131 15 to to IN cord-183600-wxfq90zq 131 16 each each DT cord-183600-wxfq90zq 131 17 category category NN cord-183600-wxfq90zq 131 18 . . . cord-183600-wxfq90zq 132 1 There there EX cord-183600-wxfq90zq 132 2 is be VBZ cord-183600-wxfq90zq 132 3 a a DT cord-183600-wxfq90zq 132 4 sharp sharp JJ cord-183600-wxfq90zq 132 5 increase increase NN cord-183600-wxfq90zq 132 6 on on IN cord-183600-wxfq90zq 132 7 the the DT cord-183600-wxfq90zq 132 8 right right JJ cord-183600-wxfq90zq 132 9 hand hand NN cord-183600-wxfq90zq 132 10 for for IN cord-183600-wxfq90zq 132 11 jobs job NNS cord-183600-wxfq90zq 132 12 which which WDT cord-183600-wxfq90zq 132 13 are be VBP cord-183600-wxfq90zq 132 14 of of IN cord-183600-wxfq90zq 132 15 the the DT cord-183600-wxfq90zq 132 16 same same JJ cord-183600-wxfq90zq 132 17 type type NN cord-183600-wxfq90zq 132 18 as as IN cord-183600-wxfq90zq 132 19 the the DT cord-183600-wxfq90zq 132 20 ones one NNS cord-183600-wxfq90zq 132 21 in in IN cord-183600-wxfq90zq 132 22 the the DT cord-183600-wxfq90zq 132 23 corresponding corresponding JJ cord-183600-wxfq90zq 132 24 seed seed NN cord-183600-wxfq90zq 132 25 set set NN cord-183600-wxfq90zq 132 26 . . . cord-183600-wxfq90zq 133 1 We -PRON- PRP cord-183600-wxfq90zq 133 2 choose choose VBP cord-183600-wxfq90zq 133 3 a a DT cord-183600-wxfq90zq 133 4 cutoff cutoff NN cord-183600-wxfq90zq 133 5 value value NN cord-183600-wxfq90zq 133 6 of of IN cord-183600-wxfq90zq 133 7 similarity similarity NN cord-183600-wxfq90zq 134 1 c c NN cord-183600-wxfq90zq 134 2 > > XX cord-183600-wxfq90zq 134 3 0.1 0.1 CD cord-183600-wxfq90zq 134 4 and and CC cord-183600-wxfq90zq 134 5 classify classify VB cord-183600-wxfq90zq 134 6 a a DT cord-183600-wxfq90zq 134 7 job job NN cord-183600-wxfq90zq 134 8 as as IN cord-183600-wxfq90zq 134 9 a a DT cord-183600-wxfq90zq 134 10 member member NN cord-183600-wxfq90zq 134 11 of of IN cord-183600-wxfq90zq 134 12 the the DT cord-183600-wxfq90zq 134 13 corresponding corresponding JJ cord-183600-wxfq90zq 134 14 category category NN cord-183600-wxfq90zq 134 15 if if IN cord-183600-wxfq90zq 134 16 its -PRON- PRP$ cord-183600-wxfq90zq 134 17 similarity similarity NN cord-183600-wxfq90zq 134 18 is be VBZ cord-183600-wxfq90zq 134 19 higher high JJR cord-183600-wxfq90zq 134 20 than than IN cord-183600-wxfq90zq 134 21 the the DT cord-183600-wxfq90zq 134 22 cutoff cutoff NN cord-183600-wxfq90zq 134 23 . . . cord-183600-wxfq90zq 135 1 If if IN cord-183600-wxfq90zq 135 2 a a DT cord-183600-wxfq90zq 135 3 job job NN cord-183600-wxfq90zq 135 4 advert advert NN cord-183600-wxfq90zq 135 5 has have VBZ cord-183600-wxfq90zq 135 6 similarity similarity NN cord-183600-wxfq90zq 135 7 higher high JJR cord-183600-wxfq90zq 135 8 than than IN cord-183600-wxfq90zq 135 9 the the DT cord-183600-wxfq90zq 135 10 cutoff cutoff NN cord-183600-wxfq90zq 135 11 with with IN cord-183600-wxfq90zq 135 12 multiple multiple JJ cord-183600-wxfq90zq 135 13 categories category NNS cord-183600-wxfq90zq 135 14 we -PRON- PRP cord-183600-wxfq90zq 135 15 assign assign VBP cord-183600-wxfq90zq 135 16 it -PRON- PRP cord-183600-wxfq90zq 135 17 to to IN cord-183600-wxfq90zq 135 18 the the DT cord-183600-wxfq90zq 135 19 category category NN cord-183600-wxfq90zq 135 20 with with IN cord-183600-wxfq90zq 135 21 which which WDT cord-183600-wxfq90zq 135 22 it -PRON- PRP cord-183600-wxfq90zq 135 23 has have VBZ cord-183600-wxfq90zq 135 24 maximum maximum JJ cord-183600-wxfq90zq 135 25 similarity similarity NN cord-183600-wxfq90zq 135 26 . . . cord-183600-wxfq90zq 136 1 Small small JJ cord-183600-wxfq90zq 136 2 variations variation NNS cord-183600-wxfq90zq 136 3 in in IN cord-183600-wxfq90zq 136 4 the the DT cord-183600-wxfq90zq 136 5 value value NN cord-183600-wxfq90zq 136 6 of of IN cord-183600-wxfq90zq 136 7 the the DT cord-183600-wxfq90zq 136 8 cutoff cutoff NN cord-183600-wxfq90zq 136 9 slightly slightly RB cord-183600-wxfq90zq 136 10 affect affect VBP cord-183600-wxfq90zq 136 11 the the DT cord-183600-wxfq90zq 136 12 absolute absolute JJ cord-183600-wxfq90zq 136 13 number number NN cord-183600-wxfq90zq 136 14 of of IN cord-183600-wxfq90zq 136 15 jobs job NNS cord-183600-wxfq90zq 136 16 matches match NNS cord-183600-wxfq90zq 136 17 , , , cord-183600-wxfq90zq 136 18 but but CC cord-183600-wxfq90zq 136 19 not not RB cord-183600-wxfq90zq 136 20 the the DT cord-183600-wxfq90zq 136 21 relative relative JJ cord-183600-wxfq90zq 136 22 numbers number NNS cord-183600-wxfq90zq 136 23 , , , cord-183600-wxfq90zq 136 24 which which WDT cord-183600-wxfq90zq 136 25 is be VBZ cord-183600-wxfq90zq 136 26 what what WP cord-183600-wxfq90zq 136 27 we -PRON- PRP cord-183600-wxfq90zq 136 28 aim aim VBP cord-183600-wxfq90zq 136 29 to to TO cord-183600-wxfq90zq 136 30 study study VB cord-183600-wxfq90zq 136 31 . . . cord-183600-wxfq90zq 137 1 Location location NN cord-183600-wxfq90zq 137 2 inference inference NN cord-183600-wxfq90zq 137 3 is be VBZ cord-183600-wxfq90zq 137 4 done do VBN cord-183600-wxfq90zq 137 5 using use VBG cord-183600-wxfq90zq 137 6 the the DT cord-183600-wxfq90zq 137 7 ' ' `` cord-183600-wxfq90zq 137 8 location location NN cord-183600-wxfq90zq 137 9 ' ' '' cord-183600-wxfq90zq 137 10 field field NN cord-183600-wxfq90zq 137 11 in in IN cord-183600-wxfq90zq 137 12 the the DT cord-183600-wxfq90zq 137 13 advert advert NN cord-183600-wxfq90zq 137 14 's 's POS cord-183600-wxfq90zq 137 15 JSON JSON NNP cord-183600-wxfq90zq 137 16 . . . cord-183600-wxfq90zq 138 1 Some some DT cord-183600-wxfq90zq 138 2 adverts advert NNS cord-183600-wxfq90zq 138 3 are be VBP cord-183600-wxfq90zq 138 4 only only RB cord-183600-wxfq90zq 138 5 localised localised JJ cord-183600-wxfq90zq 138 6 at at IN cord-183600-wxfq90zq 138 7 the the DT cord-183600-wxfq90zq 138 8 county county NN cord-183600-wxfq90zq 138 9 level level NN cord-183600-wxfq90zq 138 10 , , , cord-183600-wxfq90zq 138 11 e.g. e.g. RB cord-183600-wxfq90zq 138 12 Devon Devon NNP cord-183600-wxfq90zq 138 13 . . . cord-183600-wxfq90zq 139 1 These these DT cord-183600-wxfq90zq 139 2 are be VBP cord-183600-wxfq90zq 139 3 identified identify VBN cord-183600-wxfq90zq 139 4 by by IN cord-183600-wxfq90zq 139 5 checking check VBG cord-183600-wxfq90zq 139 6 against against IN cord-183600-wxfq90zq 139 7 a a DT cord-183600-wxfq90zq 139 8 list list NN cord-183600-wxfq90zq 139 9 of of IN cord-183600-wxfq90zq 139 10 UK UK NNP cord-183600-wxfq90zq 139 11 administrative administrative JJ cord-183600-wxfq90zq 139 12 counties county NNS cord-183600-wxfq90zq 139 13 . . . cord-183600-wxfq90zq 140 1 The the DT cord-183600-wxfq90zq 140 2 rest rest NN cord-183600-wxfq90zq 140 3 of of IN cord-183600-wxfq90zq 140 4 the the DT cord-183600-wxfq90zq 140 5 adverts advert NNS cord-183600-wxfq90zq 140 6 are be VBP cord-183600-wxfq90zq 140 7 checked check VBN cord-183600-wxfq90zq 140 8 by by IN cord-183600-wxfq90zq 140 9 querying query VBG cord-183600-wxfq90zq 140 10 the the DT cord-183600-wxfq90zq 140 11 location location NN cord-183600-wxfq90zq 140 12 field field NN cord-183600-wxfq90zq 140 13 against against IN cord-183600-wxfq90zq 140 14 the the DT cord-183600-wxfq90zq 140 15 Geonames Geonames NNPS cord-183600-wxfq90zq 140 16 [ [ -LRB- cord-183600-wxfq90zq 140 17 30 30 CD cord-183600-wxfq90zq 140 18 ] ] -RRB- cord-183600-wxfq90zq 140 19 and and CC cord-183600-wxfq90zq 140 20 Nominatim Nominatim NNP cord-183600-wxfq90zq 140 21 databases database NNS cord-183600-wxfq90zq 140 22 [ [ -LRB- cord-183600-wxfq90zq 140 23 31 31 CD cord-183600-wxfq90zq 140 24 ] ] -RRB- cord-183600-wxfq90zq 140 25 , , , cord-183600-wxfq90zq 140 26 in in IN cord-183600-wxfq90zq 140 27 that that DT cord-183600-wxfq90zq 140 28 order order NN cord-183600-wxfq90zq 140 29 . . . cord-183600-wxfq90zq 141 1 Geonames Geonames NNP cord-183600-wxfq90zq 141 2 is be VBZ cord-183600-wxfq90zq 141 3 effective effective JJ cord-183600-wxfq90zq 141 4 at at IN cord-183600-wxfq90zq 141 5 returning return VBG cord-183600-wxfq90zq 141 6 co co NN cord-183600-wxfq90zq 141 7 - - NNS cord-183600-wxfq90zq 141 8 ordinates ordinate NNS cord-183600-wxfq90zq 141 9 for for IN cord-183600-wxfq90zq 141 10 larger large JJR cord-183600-wxfq90zq 141 11 towns town NNS cord-183600-wxfq90zq 141 12 and and CC cord-183600-wxfq90zq 141 13 cities city NNS cord-183600-wxfq90zq 141 14 [ [ -LRB- cord-183600-wxfq90zq 141 15 32 32 CD cord-183600-wxfq90zq 141 16 ] ] -RRB- cord-183600-wxfq90zq 141 17 . . . cord-183600-wxfq90zq 142 1 Nominatim Nominatim NNP cord-183600-wxfq90zq 142 2 is be VBZ cord-183600-wxfq90zq 142 3 a a DT cord-183600-wxfq90zq 142 4 web web NN cord-183600-wxfq90zq 142 5 based base VBN cord-183600-wxfq90zq 142 6 geo geo NN cord-183600-wxfq90zq 142 7 - - HYPH cord-183600-wxfq90zq 142 8 coding code VBG cord-183600-wxfq90zq 142 9 service service NN cord-183600-wxfq90zq 142 10 which which WDT cord-183600-wxfq90zq 142 11 uses use VBZ cord-183600-wxfq90zq 142 12 OpenStreetMap OpenStreetMap NNP cord-183600-wxfq90zq 142 13 data datum NNS cord-183600-wxfq90zq 142 14 to to TO cord-183600-wxfq90zq 142 15 find find VB cord-183600-wxfq90zq 142 16 locations location NNS cord-183600-wxfq90zq 142 17 by by IN cord-183600-wxfq90zq 142 18 name name NN cord-183600-wxfq90zq 142 19 and and CC cord-183600-wxfq90zq 142 20 address address NN cord-183600-wxfq90zq 142 21 . . . cord-183600-wxfq90zq 143 1 Since since IN cord-183600-wxfq90zq 143 2 the the DT cord-183600-wxfq90zq 143 3 same same JJ cord-183600-wxfq90zq 143 4 locations location NNS cord-183600-wxfq90zq 143 5 re re VBP cord-183600-wxfq90zq 143 6 - - VBN cord-183600-wxfq90zq 143 7 occur occur VBP cord-183600-wxfq90zq 143 8 multiple multiple JJ cord-183600-wxfq90zq 143 9 times time NNS cord-183600-wxfq90zq 143 10 , , , cord-183600-wxfq90zq 143 11 every every DT cord-183600-wxfq90zq 143 12 Nominatim Nominatim NNP cord-183600-wxfq90zq 143 13 lookup lookup NN cord-183600-wxfq90zq 143 14 is be VBZ cord-183600-wxfq90zq 143 15 saved save VBN cord-183600-wxfq90zq 143 16 in in IN cord-183600-wxfq90zq 143 17 a a DT cord-183600-wxfq90zq 143 18 database database NN cord-183600-wxfq90zq 143 19 which which WDT cord-183600-wxfq90zq 143 20 is be VBZ cord-183600-wxfq90zq 143 21 queried query VBN cord-183600-wxfq90zq 143 22 before before IN cord-183600-wxfq90zq 143 23 calling call VBG cord-183600-wxfq90zq 143 24 the the DT cord-183600-wxfq90zq 143 25 web web NN cord-183600-wxfq90zq 143 26 service service NN cord-183600-wxfq90zq 143 27 . . . cord-183600-wxfq90zq 144 1 This this DT cord-183600-wxfq90zq 144 2 process process NN cord-183600-wxfq90zq 144 3 returns return VBZ cord-183600-wxfq90zq 144 4 GPS GPS NNP cord-183600-wxfq90zq 144 5 coordinates coordinate VBZ cord-183600-wxfq90zq 144 6 or or CC cord-183600-wxfq90zq 144 7 bounding bound VBG cord-183600-wxfq90zq 144 8 boxes box NNS cord-183600-wxfq90zq 144 9 for for IN cord-183600-wxfq90zq 144 10 97 97 CD cord-183600-wxfq90zq 144 11 % % NN cord-183600-wxfq90zq 144 12 of of IN cord-183600-wxfq90zq 144 13 all all DT cord-183600-wxfq90zq 144 14 non non JJ cord-183600-wxfq90zq 144 15 - - JJ cord-183600-wxfq90zq 144 16 null null JJ cord-183600-wxfq90zq 144 17 job job NN cord-183600-wxfq90zq 144 18 adverts advert NNS cord-183600-wxfq90zq 144 19 . . . cord-183600-wxfq90zq 145 1 Figure figure NN cord-183600-wxfq90zq 145 2 3 3 CD cord-183600-wxfq90zq 145 3 shows show VBZ cord-183600-wxfq90zq 145 4 the the DT cord-183600-wxfq90zq 145 5 spatial spatial JJ cord-183600-wxfq90zq 145 6 distribution distribution NN cord-183600-wxfq90zq 145 7 of of IN cord-183600-wxfq90zq 145 8 job job NN cord-183600-wxfq90zq 145 9 ads ad NNS cord-183600-wxfq90zq 145 10 , , , cord-183600-wxfq90zq 145 11 localised localise VBN cord-183600-wxfq90zq 145 12 to to IN cord-183600-wxfq90zq 145 13 NUTS2 nuts2 NN cord-183600-wxfq90zq 145 14 regions region NNS cord-183600-wxfq90zq 145 15 [ [ -LRB- cord-183600-wxfq90zq 145 16 33 33 CD cord-183600-wxfq90zq 145 17 ] ] -RRB- cord-183600-wxfq90zq 145 18 . . . cord-183600-wxfq90zq 146 1 The the DT cord-183600-wxfq90zq 146 2 geographic geographic JJ cord-183600-wxfq90zq 146 3 distribution distribution NN cord-183600-wxfq90zq 146 4 of of IN cord-183600-wxfq90zq 146 5 job job NN cord-183600-wxfq90zq 146 6 adverts advert NNS cord-183600-wxfq90zq 146 7 roughly roughly RB cord-183600-wxfq90zq 146 8 corresponds correspond VBZ cord-183600-wxfq90zq 146 9 to to IN cord-183600-wxfq90zq 146 10 the the DT cord-183600-wxfq90zq 146 11 UK UK NNP cord-183600-wxfq90zq 146 12 population population NN cord-183600-wxfq90zq 146 13 distribution distribution NN cord-183600-wxfq90zq 146 14 . . . cord-183600-wxfq90zq 147 1 The the DT cord-183600-wxfq90zq 147 2 number number NN cord-183600-wxfq90zq 147 3 of of IN cord-183600-wxfq90zq 147 4 ads ad NNS cord-183600-wxfq90zq 147 5 normalised normalise VBN cord-183600-wxfq90zq 147 6 by by IN cord-183600-wxfq90zq 147 7 population population NN cord-183600-wxfq90zq 147 8 ( ( -LRB- cord-183600-wxfq90zq 147 9 the the DT cord-183600-wxfq90zq 147 10 bottom bottom JJ cord-183600-wxfq90zq 147 11 map map NN cord-183600-wxfq90zq 147 12 in in IN cord-183600-wxfq90zq 147 13 figure figure NN cord-183600-wxfq90zq 147 14 3 3 CD cord-183600-wxfq90zq 147 15 ) ) -RRB- cord-183600-wxfq90zq 147 16 , , , cord-183600-wxfq90zq 147 17 shows show VBZ cord-183600-wxfq90zq 147 18 a a DT cord-183600-wxfq90zq 147 19 higher high JJR cord-183600-wxfq90zq 147 20 density density NN cord-183600-wxfq90zq 147 21 in in IN cord-183600-wxfq90zq 147 22 the the DT cord-183600-wxfq90zq 147 23 south south NNP cord-183600-wxfq90zq 147 24 east east NNP cord-183600-wxfq90zq 147 25 . . . cord-183600-wxfq90zq 148 1 This this DT cord-183600-wxfq90zq 148 2 could could MD cord-183600-wxfq90zq 148 3 be be VB cord-183600-wxfq90zq 148 4 reflective reflective JJ cord-183600-wxfq90zq 148 5 of of IN cord-183600-wxfq90zq 148 6 economic economic JJ cord-183600-wxfq90zq 148 7 disparities disparity NNS cord-183600-wxfq90zq 148 8 within within IN cord-183600-wxfq90zq 148 9 the the DT cord-183600-wxfq90zq 148 10 UK UK NNP cord-183600-wxfq90zq 148 11 [ [ -LRB- cord-183600-wxfq90zq 148 12 34 34 CD cord-183600-wxfq90zq 148 13 ] ] -RRB- cord-183600-wxfq90zq 148 14 as as RB cord-183600-wxfq90zq 148 15 well well RB cord-183600-wxfq90zq 148 16 as as IN cord-183600-wxfq90zq 148 17 the the DT cord-183600-wxfq90zq 148 18 relative relative JJ cord-183600-wxfq90zq 148 19 popularity popularity NN cord-183600-wxfq90zq 148 20 of of IN cord-183600-wxfq90zq 148 21 the the DT cord-183600-wxfq90zq 148 22 job job NN cord-183600-wxfq90zq 148 23 board board NNP cord-183600-wxfq90zq 148 24 Reed.co.uk Reed.co.uk NNP cord-183600-wxfq90zq 149 1 in in IN cord-183600-wxfq90zq 149 2 different different JJ cord-183600-wxfq90zq 149 3 regions region NNS cord-183600-wxfq90zq 149 4 . . . cord-183600-wxfq90zq 150 1 Even even RB cord-183600-wxfq90zq 150 2 without without IN cord-183600-wxfq90zq 150 3 knowing know VBG cord-183600-wxfq90zq 150 4 how how WRB cord-183600-wxfq90zq 150 5 use use NN cord-183600-wxfq90zq 150 6 of of IN cord-183600-wxfq90zq 150 7 Reed Reed NNP cord-183600-wxfq90zq 150 8 is be VBZ cord-183600-wxfq90zq 150 9 spread spread VBN cord-183600-wxfq90zq 150 10 across across IN cord-183600-wxfq90zq 150 11 the the DT cord-183600-wxfq90zq 150 12 UK UK NNP cord-183600-wxfq90zq 150 13 we -PRON- PRP cord-183600-wxfq90zq 150 14 can can MD cord-183600-wxfq90zq 150 15 still still RB cord-183600-wxfq90zq 150 16 look look VB cord-183600-wxfq90zq 150 17 at at IN cord-183600-wxfq90zq 150 18 relative relative JJ cord-183600-wxfq90zq 150 19 trends trend NNS cord-183600-wxfq90zq 150 20 . . . cord-183600-wxfq90zq 151 1 Some some DT cord-183600-wxfq90zq 151 2 changes change NNS cord-183600-wxfq90zq 151 3 may may MD cord-183600-wxfq90zq 151 4 reflect reflect VB cord-183600-wxfq90zq 151 5 a a DT cord-183600-wxfq90zq 151 6 drift drift NN cord-183600-wxfq90zq 151 7 in in IN cord-183600-wxfq90zq 151 8 the the DT cord-183600-wxfq90zq 151 9 user user NN cord-183600-wxfq90zq 151 10 base base NN cord-183600-wxfq90zq 151 11 of of IN cord-183600-wxfq90zq 151 12 the the DT cord-183600-wxfq90zq 151 13 site site NN cord-183600-wxfq90zq 151 14 , , , cord-183600-wxfq90zq 151 15 but but CC cord-183600-wxfq90zq 151 16 large large JJ cord-183600-wxfq90zq 151 17 and and CC cord-183600-wxfq90zq 151 18 sudden sudden JJ cord-183600-wxfq90zq 151 19 changes change NNS cord-183600-wxfq90zq 151 20 are be VBP cord-183600-wxfq90zq 151 21 likely likely JJ cord-183600-wxfq90zq 151 22 to to TO cord-183600-wxfq90zq 151 23 be be VB cord-183600-wxfq90zq 151 24 reflective reflective JJ cord-183600-wxfq90zq 151 25 of of IN cord-183600-wxfq90zq 151 26 significant significant JJ cord-183600-wxfq90zq 151 27 exogenous exogenous JJ cord-183600-wxfq90zq 151 28 events event NNS cord-183600-wxfq90zq 151 29 . . . cord-183600-wxfq90zq 151 30 _SP cord-183600-wxfq90zq 152 1 This this DT cord-183600-wxfq90zq 152 2 section section NN cord-183600-wxfq90zq 152 3 presents present VBZ cord-183600-wxfq90zq 152 4 a a DT cord-183600-wxfq90zq 152 5 collection collection NN cord-183600-wxfq90zq 152 6 of of IN cord-183600-wxfq90zq 152 7 time time NN cord-183600-wxfq90zq 152 8 series series NN cord-183600-wxfq90zq 152 9 for for IN cord-183600-wxfq90zq 152 10 different different JJ cord-183600-wxfq90zq 152 11 job job NN cord-183600-wxfq90zq 152 12 classes class NNS cord-183600-wxfq90zq 152 13 identified identify VBN cord-183600-wxfq90zq 152 14 by by IN cord-183600-wxfq90zq 152 15 our -PRON- PRP$ cord-183600-wxfq90zq 152 16 topic topic NN cord-183600-wxfq90zq 152 17 modelling model VBG cord-183600-wxfq90zq 152 18 approach approach NN cord-183600-wxfq90zq 152 19 over over IN cord-183600-wxfq90zq 152 20 the the DT cord-183600-wxfq90zq 152 21 study study NN cord-183600-wxfq90zq 152 22 period period NN cord-183600-wxfq90zq 152 23 . . . cord-183600-wxfq90zq 153 1 These these DT cord-183600-wxfq90zq 153 2 time time NN cord-183600-wxfq90zq 153 3 series series NN cord-183600-wxfq90zq 153 4 are be VBP cord-183600-wxfq90zq 153 5 accompanied accompany VBN cord-183600-wxfq90zq 153 6 by by IN cord-183600-wxfq90zq 153 7 word word NN cord-183600-wxfq90zq 153 8 clouds cloud NNS cord-183600-wxfq90zq 153 9 constructed construct VBN cord-183600-wxfq90zq 153 10 from from IN cord-183600-wxfq90zq 153 11 the the DT cord-183600-wxfq90zq 153 12 titles title NNS cord-183600-wxfq90zq 153 13 of of IN cord-183600-wxfq90zq 153 14 the the DT cord-183600-wxfq90zq 153 15 matched match VBN cord-183600-wxfq90zq 153 16 job job NN cord-183600-wxfq90zq 153 17 adverts advert NNS cord-183600-wxfq90zq 153 18 to to TO cord-183600-wxfq90zq 153 19 give give VB cord-183600-wxfq90zq 153 20 a a DT cord-183600-wxfq90zq 153 21 sense sense NN cord-183600-wxfq90zq 153 22 of of IN cord-183600-wxfq90zq 153 23 the the DT cord-183600-wxfq90zq 153 24 job job NN cord-183600-wxfq90zq 153 25 category category NN cord-183600-wxfq90zq 153 26 . . . cord-183600-wxfq90zq 154 1 The the DT cord-183600-wxfq90zq 154 2 captions caption NNS cord-183600-wxfq90zq 154 3 of of IN cord-183600-wxfq90zq 154 4 the the DT cord-183600-wxfq90zq 154 5 figures figure NNS cord-183600-wxfq90zq 154 6 will will MD cord-183600-wxfq90zq 154 7 give give VB cord-183600-wxfq90zq 154 8 some some DT cord-183600-wxfq90zq 154 9 commentary commentary NN cord-183600-wxfq90zq 154 10 on on IN cord-183600-wxfq90zq 154 11 the the DT cord-183600-wxfq90zq 154 12 observed observed JJ cord-183600-wxfq90zq 154 13 trends trend NNS cord-183600-wxfq90zq 154 14 . . . cord-183600-wxfq90zq 155 1 The the DT cord-183600-wxfq90zq 155 2 job job NN cord-183600-wxfq90zq 155 3 categories category NNS cord-183600-wxfq90zq 155 4 have have VBP cord-183600-wxfq90zq 155 5 been be VBN cord-183600-wxfq90zq 155 6 chosen choose VBN cord-183600-wxfq90zq 155 7 to to TO cord-183600-wxfq90zq 155 8 be be VB cord-183600-wxfq90zq 155 9 representative representative JJ cord-183600-wxfq90zq 155 10 of of IN cord-183600-wxfq90zq 155 11 some some DT cord-183600-wxfq90zq 155 12 key key JJ cord-183600-wxfq90zq 155 13 sectors sector NNS cord-183600-wxfq90zq 155 14 and and CC cord-183600-wxfq90zq 155 15 to to TO cord-183600-wxfq90zq 155 16 show show VB cord-183600-wxfq90zq 155 17 interesting interesting JJ cord-183600-wxfq90zq 155 18 trends trend NNS cord-183600-wxfq90zq 155 19 , , , cord-183600-wxfq90zq 155 20 they -PRON- PRP cord-183600-wxfq90zq 155 21 do do VBP cord-183600-wxfq90zq 155 22 not not RB cord-183600-wxfq90zq 155 23 represent represent VB cord-183600-wxfq90zq 155 24 every every DT cord-183600-wxfq90zq 155 25 job job NN cord-183600-wxfq90zq 155 26 sector sector NN cord-183600-wxfq90zq 155 27 that that WDT cord-183600-wxfq90zq 155 28 can can MD cord-183600-wxfq90zq 155 29 be be VB cord-183600-wxfq90zq 155 30 found find VBN cord-183600-wxfq90zq 155 31 in in IN cord-183600-wxfq90zq 155 32 the the DT cord-183600-wxfq90zq 155 33 data datum NNS cord-183600-wxfq90zq 155 34 . . . cord-183600-wxfq90zq 156 1 [ [ -LRB- cord-183600-wxfq90zq 156 2 19 19 CD cord-183600-wxfq90zq 156 3 ] ] -RRB- cord-183600-wxfq90zq 156 4 we -PRON- PRP cord-183600-wxfq90zq 156 5 find find VBP cord-183600-wxfq90zq 156 6 a a DT cord-183600-wxfq90zq 156 7 drastic drastic JJ cord-183600-wxfq90zq 156 8 drop drop NN cord-183600-wxfq90zq 156 9 in in IN cord-183600-wxfq90zq 156 10 the the DT cord-183600-wxfq90zq 156 11 number number NN cord-183600-wxfq90zq 156 12 of of IN cord-183600-wxfq90zq 156 13 adverts advert NNS cord-183600-wxfq90zq 156 14 for for IN cord-183600-wxfq90zq 156 15 these these DT cord-183600-wxfq90zq 156 16 schemes scheme NNS cord-183600-wxfq90zq 156 17 , , , cord-183600-wxfq90zq 156 18 with with IN cord-183600-wxfq90zq 156 19 a a DT cord-183600-wxfq90zq 156 20 very very RB cord-183600-wxfq90zq 156 21 slow slow JJ cord-183600-wxfq90zq 156 22 recovery recovery NN cord-183600-wxfq90zq 156 23 in in IN cord-183600-wxfq90zq 156 24 the the DT cord-183600-wxfq90zq 156 25 weeks week NNS cord-183600-wxfq90zq 156 26 after after IN cord-183600-wxfq90zq 156 27 lockdown lockdown NN cord-183600-wxfq90zq 156 28 . . . cord-183600-wxfq90zq 156 29 . . . cord-183600-wxfq90zq 157 1 This this DT cord-183600-wxfq90zq 157 2 time time NN cord-183600-wxfq90zq 157 3 series series NN cord-183600-wxfq90zq 157 4 also also RB cord-183600-wxfq90zq 157 5 shows show VBZ cord-183600-wxfq90zq 157 6 an an DT cord-183600-wxfq90zq 157 7 increased increase VBN cord-183600-wxfq90zq 157 8 demand demand NN cord-183600-wxfq90zq 157 9 for for IN cord-183600-wxfq90zq 157 10 care care NN cord-183600-wxfq90zq 157 11 workers worker NNS cord-183600-wxfq90zq 157 12 during during IN cord-183600-wxfq90zq 157 13 the the DT cord-183600-wxfq90zq 157 14 crisis crisis NN cord-183600-wxfq90zq 157 15 , , , cord-183600-wxfq90zq 157 16 especially especially RB cord-183600-wxfq90zq 157 17 during during IN cord-183600-wxfq90zq 157 18 the the DT cord-183600-wxfq90zq 157 19 lockdown lockdown NN cord-183600-wxfq90zq 157 20 period period NN cord-183600-wxfq90zq 157 21 . . . cord-183600-wxfq90zq 158 1 The the DT cord-183600-wxfq90zq 158 2 closure closure NN cord-183600-wxfq90zq 158 3 of of IN cord-183600-wxfq90zq 158 4 many many JJ cord-183600-wxfq90zq 158 5 services service NNS cord-183600-wxfq90zq 158 6 through through IN cord-183600-wxfq90zq 158 7 this this DT cord-183600-wxfq90zq 158 8 period period NN cord-183600-wxfq90zq 158 9 likely likely RB cord-183600-wxfq90zq 158 10 increases increase VBZ cord-183600-wxfq90zq 158 11 the the DT cord-183600-wxfq90zq 158 12 need need NN cord-183600-wxfq90zq 158 13 that that IN cord-183600-wxfq90zq 158 14 older old JJR cord-183600-wxfq90zq 158 15 or or CC cord-183600-wxfq90zq 158 16 disabled disabled JJ cord-183600-wxfq90zq 158 17 people people NNS cord-183600-wxfq90zq 158 18 have have VBP cord-183600-wxfq90zq 158 19 for for IN cord-183600-wxfq90zq 158 20 special special JJ cord-183600-wxfq90zq 158 21 assistance assistance NN cord-183600-wxfq90zq 158 22 . . . cord-183600-wxfq90zq 159 1 Figure figure NN cord-183600-wxfq90zq 159 2 8 8 CD cord-183600-wxfq90zq 159 3 : : : cord-183600-wxfq90zq 160 1 Jobs job NNS cord-183600-wxfq90zq 160 2 matching match VBG cord-183600-wxfq90zq 160 3 ' ' `` cord-183600-wxfq90zq 160 4 teacher teacher NN cord-183600-wxfq90zq 160 5 ' ' '' cord-183600-wxfq90zq 160 6 . . . cord-183600-wxfq90zq 161 1 This this DT cord-183600-wxfq90zq 161 2 time time NN cord-183600-wxfq90zq 161 3 series series NN cord-183600-wxfq90zq 161 4 shows show VBZ cord-183600-wxfq90zq 161 5 a a DT cord-183600-wxfq90zq 161 6 slight slight JJ cord-183600-wxfq90zq 161 7 decrease decrease NN cord-183600-wxfq90zq 161 8 in in IN cord-183600-wxfq90zq 161 9 the the DT cord-183600-wxfq90zq 161 10 demand demand NN cord-183600-wxfq90zq 161 11 for for IN cord-183600-wxfq90zq 161 12 teachers teacher NNS cord-183600-wxfq90zq 161 13 during during IN cord-183600-wxfq90zq 161 14 lockdown lockdown NN cord-183600-wxfq90zq 161 15 , , , cord-183600-wxfq90zq 161 16 however however RB cord-183600-wxfq90zq 161 17 some some DT cord-183600-wxfq90zq 161 18 of of IN cord-183600-wxfq90zq 161 19 the the DT cord-183600-wxfq90zq 161 20 backlog backlog NN cord-183600-wxfq90zq 161 21 seems seem VBZ cord-183600-wxfq90zq 161 22 to to TO cord-183600-wxfq90zq 161 23 have have VB cord-183600-wxfq90zq 161 24 been be VBN cord-183600-wxfq90zq 161 25 filled fill VBN cord-183600-wxfq90zq 161 26 once once RB cord-183600-wxfq90zq 161 27 the the DT cord-183600-wxfq90zq 161 28 first first JJ cord-183600-wxfq90zq 161 29 easing easing NN cord-183600-wxfq90zq 161 30 of of IN cord-183600-wxfq90zq 161 31 restrictions restriction NNS cord-183600-wxfq90zq 161 32 was be VBD cord-183600-wxfq90zq 161 33 announced announce VBN cord-183600-wxfq90zq 161 34 . . . cord-183600-wxfq90zq 162 1 After after IN cord-183600-wxfq90zq 162 2 lockdown lockdown NN cord-183600-wxfq90zq 162 3 the the DT cord-183600-wxfq90zq 162 4 number number NN cord-183600-wxfq90zq 162 5 of of IN cord-183600-wxfq90zq 162 6 vacancies vacancy NNS cord-183600-wxfq90zq 162 7 in in IN cord-183600-wxfq90zq 162 8 this this DT cord-183600-wxfq90zq 162 9 sector sector NN cord-183600-wxfq90zq 162 10 is be VBZ cord-183600-wxfq90zq 162 11 still still RB cord-183600-wxfq90zq 162 12 down down RB cord-183600-wxfq90zq 162 13 slightly slightly RB cord-183600-wxfq90zq 162 14 , , , cord-183600-wxfq90zq 162 15 but but CC cord-183600-wxfq90zq 162 16 is be VBZ cord-183600-wxfq90zq 162 17 reduced reduce VBN cord-183600-wxfq90zq 162 18 far far RB cord-183600-wxfq90zq 162 19 less less JJR cord-183600-wxfq90zq 162 20 than than IN cord-183600-wxfq90zq 162 21 other other JJ cord-183600-wxfq90zq 162 22 sectors sector NNS cord-183600-wxfq90zq 162 23 and and CC cord-183600-wxfq90zq 162 24 the the DT cord-183600-wxfq90zq 162 25 average average NN cord-183600-wxfq90zq 162 26 . . . cord-183600-wxfq90zq 163 1 With with IN cord-183600-wxfq90zq 163 2 most most JJS cord-183600-wxfq90zq 163 3 high high JJ cord-183600-wxfq90zq 163 4 street street NN cord-183600-wxfq90zq 163 5 stores store NNS cord-183600-wxfq90zq 163 6 closed close VBD cord-183600-wxfq90zq 163 7 throughout throughout IN cord-183600-wxfq90zq 163 8 lockdown lockdown NN cord-183600-wxfq90zq 163 9 the the DT cord-183600-wxfq90zq 163 10 number number NN cord-183600-wxfq90zq 163 11 of of IN cord-183600-wxfq90zq 163 12 deliveries delivery NNS cord-183600-wxfq90zq 163 13 could could MD cord-183600-wxfq90zq 163 14 reasonably reasonably RB cord-183600-wxfq90zq 163 15 be be VB cord-183600-wxfq90zq 163 16 expected expect VBN cord-183600-wxfq90zq 163 17 to to TO cord-183600-wxfq90zq 163 18 increase increase VB cord-183600-wxfq90zq 163 19 . . . cord-183600-wxfq90zq 164 1 However however RB cord-183600-wxfq90zq 164 2 , , , cord-183600-wxfq90zq 164 3 at at IN cord-183600-wxfq90zq 164 4 the the DT cord-183600-wxfq90zq 164 5 beginning beginning NN cord-183600-wxfq90zq 164 6 of of IN cord-183600-wxfq90zq 164 7 lockdown lockdown NN cord-183600-wxfq90zq 164 8 the the DT cord-183600-wxfq90zq 164 9 number number NN cord-183600-wxfq90zq 164 10 of of IN cord-183600-wxfq90zq 164 11 adverts advert NNS cord-183600-wxfq90zq 164 12 for for IN cord-183600-wxfq90zq 164 13 drivers driver NNS cord-183600-wxfq90zq 164 14 decreased decrease VBD cord-183600-wxfq90zq 164 15 significantly significantly RB cord-183600-wxfq90zq 164 16 , , , cord-183600-wxfq90zq 164 17 in in IN cord-183600-wxfq90zq 164 18 line line NN cord-183600-wxfq90zq 164 19 with with IN cord-183600-wxfq90zq 164 20 trends trend NNS cord-183600-wxfq90zq 164 21 in in IN cord-183600-wxfq90zq 164 22 other other JJ cord-183600-wxfq90zq 164 23 sectors sector NNS cord-183600-wxfq90zq 164 24 . . . cord-183600-wxfq90zq 165 1 With with IN cord-183600-wxfq90zq 165 2 the the DT cord-183600-wxfq90zq 165 3 easing easing NN cord-183600-wxfq90zq 165 4 of of IN cord-183600-wxfq90zq 165 5 restrictions restriction NNS cord-183600-wxfq90zq 165 6 some some DT cord-183600-wxfq90zq 165 7 of of IN cord-183600-wxfq90zq 165 8 this this DT cord-183600-wxfq90zq 165 9 backlog backlog NN cord-183600-wxfq90zq 165 10 was be VBD cord-183600-wxfq90zq 165 11 filled fill VBN cord-183600-wxfq90zq 165 12 and and CC cord-183600-wxfq90zq 165 13 the the DT cord-183600-wxfq90zq 165 14 number number NN cord-183600-wxfq90zq 165 15 of of IN cord-183600-wxfq90zq 165 16 adverts advert NNS cord-183600-wxfq90zq 165 17 is be VBZ cord-183600-wxfq90zq 165 18 now now RB cord-183600-wxfq90zq 165 19 above above IN cord-183600-wxfq90zq 165 20 pre pre JJ cord-183600-wxfq90zq 165 21 - - JJ cord-183600-wxfq90zq 165 22 crisis crisis JJ cord-183600-wxfq90zq 165 23 levels level NNS cord-183600-wxfq90zq 165 24 . . . cord-183600-wxfq90zq 166 1 This this DT cord-183600-wxfq90zq 166 2 unexpected unexpected JJ cord-183600-wxfq90zq 166 3 behaviour behaviour NN cord-183600-wxfq90zq 166 4 shows show VBZ cord-183600-wxfq90zq 166 5 that that IN cord-183600-wxfq90zq 166 6 companies company NNS cord-183600-wxfq90zq 166 7 reacted react VBD cord-183600-wxfq90zq 166 8 to to IN cord-183600-wxfq90zq 166 9 lockdown lockdown NN cord-183600-wxfq90zq 166 10 by by IN cord-183600-wxfq90zq 166 11 reducing reduce VBG cord-183600-wxfq90zq 166 12 costs cost NNS cord-183600-wxfq90zq 166 13 , , , cord-183600-wxfq90zq 166 14 rather rather RB cord-183600-wxfq90zq 166 15 than than IN cord-183600-wxfq90zq 166 16 hiring hire VBG cord-183600-wxfq90zq 166 17 in in IN cord-183600-wxfq90zq 166 18 anticipation anticipation NN cord-183600-wxfq90zq 166 19 of of IN cord-183600-wxfq90zq 166 20 increased increase VBN cord-183600-wxfq90zq 166 21 demand demand NN cord-183600-wxfq90zq 166 22 . . . cord-183600-wxfq90zq 167 1 The the DT cord-183600-wxfq90zq 167 2 regions region NNS cord-183600-wxfq90zq 167 3 of of IN cord-183600-wxfq90zq 167 4 the the DT cord-183600-wxfq90zq 167 5 UK UK NNP cord-183600-wxfq90zq 167 6 were be VBD cord-183600-wxfq90zq 167 7 not not RB cord-183600-wxfq90zq 167 8 affected affect VBN cord-183600-wxfq90zq 167 9 equally equally RB cord-183600-wxfq90zq 167 10 by by IN cord-183600-wxfq90zq 167 11 COVID-19 COVID-19 NNP cord-183600-wxfq90zq 167 12 . . . cord-183600-wxfq90zq 168 1 As as IN cord-183600-wxfq90zq 168 2 of of IN cord-183600-wxfq90zq 168 3 writing write VBG cord-183600-wxfq90zq 168 4 the the DT cord-183600-wxfq90zq 168 5 death death NN cord-183600-wxfq90zq 168 6 rates rate NNS cord-183600-wxfq90zq 168 7 per per IN cord-183600-wxfq90zq 168 8 100,000 100,000 CD cord-183600-wxfq90zq 168 9 in in IN cord-183600-wxfq90zq 168 10 the the DT cord-183600-wxfq90zq 168 11 North North NNP cord-183600-wxfq90zq 168 12 East East NNP cord-183600-wxfq90zq 168 13 and and CC cord-183600-wxfq90zq 168 14 North North NNP cord-183600-wxfq90zq 168 15 West West NNP cord-183600-wxfq90zq 168 16 were be VBD cord-183600-wxfq90zq 168 17 80.7 80.7 CD cord-183600-wxfq90zq 168 18 and and CC cord-183600-wxfq90zq 168 19 85.7 85.7 CD cord-183600-wxfq90zq 168 20 respectively respectively RB cord-183600-wxfq90zq 168 21 , , , cord-183600-wxfq90zq 168 22 while while IN cord-183600-wxfq90zq 168 23 the the DT cord-183600-wxfq90zq 168 24 rate rate NN cord-183600-wxfq90zq 168 25 in in IN cord-183600-wxfq90zq 168 26 the the DT cord-183600-wxfq90zq 168 27 South South NNP cord-183600-wxfq90zq 168 28 West West NNP cord-183600-wxfq90zq 168 29 was be VBD cord-183600-wxfq90zq 168 30 only only RB cord-183600-wxfq90zq 168 31 33.7 33.7 CD cord-183600-wxfq90zq 168 32 [ [ -LRB- cord-183600-wxfq90zq 168 33 1 1 CD cord-183600-wxfq90zq 168 34 ] ] -RRB- cord-183600-wxfq90zq 168 35 . . . cord-183600-wxfq90zq 169 1 In in IN cord-183600-wxfq90zq 169 2 some some DT cord-183600-wxfq90zq 169 3 areas area NNS cord-183600-wxfq90zq 169 4 with with IN cord-183600-wxfq90zq 169 5 high high JJ cord-183600-wxfq90zq 169 6 case case NN cord-183600-wxfq90zq 169 7 rates rate VBZ cord-183600-wxfq90zq 169 8 a a DT cord-183600-wxfq90zq 169 9 local local JJ cord-183600-wxfq90zq 169 10 lockdown lockdown NN cord-183600-wxfq90zq 169 11 was be VBD cord-183600-wxfq90zq 169 12 imposed impose VBN cord-183600-wxfq90zq 169 13 . . . cord-183600-wxfq90zq 170 1 The the DT cord-183600-wxfq90zq 170 2 first first JJ cord-183600-wxfq90zq 170 3 of of IN cord-183600-wxfq90zq 170 4 these these DT cord-183600-wxfq90zq 170 5 was be VBD cord-183600-wxfq90zq 170 6 the the DT cord-183600-wxfq90zq 170 7 city city NN cord-183600-wxfq90zq 170 8 of of IN cord-183600-wxfq90zq 170 9 Leicester Leicester NNP cord-183600-wxfq90zq 170 10 and and CC cord-183600-wxfq90zq 170 11 surrounding surround VBG cord-183600-wxfq90zq 170 12 areas area NNS cord-183600-wxfq90zq 170 13 on on IN cord-183600-wxfq90zq 170 14 July July NNP cord-183600-wxfq90zq 170 15 4th 4th NN cord-183600-wxfq90zq 170 16 [ [ -LRB- cord-183600-wxfq90zq 170 17 9 9 CD cord-183600-wxfq90zq 170 18 ] ] -RRB- cord-183600-wxfq90zq 170 19 , , , cord-183600-wxfq90zq 170 20 with with IN cord-183600-wxfq90zq 170 21 another another DT cord-183600-wxfq90zq 170 22 significant significant JJ cord-183600-wxfq90zq 170 23 local local JJ cord-183600-wxfq90zq 170 24 lockdown lockdown NN cord-183600-wxfq90zq 170 25 implemented implement VBN cord-183600-wxfq90zq 170 26 on on IN cord-183600-wxfq90zq 170 27 July July NNP cord-183600-wxfq90zq 170 28 25th 25th NN cord-183600-wxfq90zq 170 29 in in IN cord-183600-wxfq90zq 170 30 the the DT cord-183600-wxfq90zq 170 31 area area NN cord-183600-wxfq90zq 170 32 of of IN cord-183600-wxfq90zq 170 33 Blackburn Blackburn NNP cord-183600-wxfq90zq 170 34 with with IN cord-183600-wxfq90zq 170 35 Darwen Darwen NNP cord-183600-wxfq90zq 170 36 [ [ -LRB- cord-183600-wxfq90zq 170 37 8 8 CD cord-183600-wxfq90zq 170 38 ] ] -RRB- cord-183600-wxfq90zq 170 39 . . . cord-183600-wxfq90zq 171 1 Large large JJ cord-183600-wxfq90zq 171 2 areas area NNS cord-183600-wxfq90zq 171 3 of of IN cord-183600-wxfq90zq 171 4 the the DT cord-183600-wxfq90zq 171 5 North North NNP cord-183600-wxfq90zq 171 6 of of IN cord-183600-wxfq90zq 171 7 England England NNP cord-183600-wxfq90zq 171 8 were be VBD cord-183600-wxfq90zq 171 9 subsequently subsequently RB cord-183600-wxfq90zq 171 10 subjected subject VBN cord-183600-wxfq90zq 171 11 to to IN cord-183600-wxfq90zq 171 12 more more RBR cord-183600-wxfq90zq 171 13 severe severe JJ cord-183600-wxfq90zq 171 14 restrictions restriction NNS cord-183600-wxfq90zq 171 15 than than IN cord-183600-wxfq90zq 171 16 the the DT cord-183600-wxfq90zq 171 17 rest rest NN cord-183600-wxfq90zq 171 18 of of IN cord-183600-wxfq90zq 171 19 the the DT cord-183600-wxfq90zq 171 20 UK UK NNP cord-183600-wxfq90zq 171 21 [ [ -LRB- cord-183600-wxfq90zq 171 22 35 35 CD cord-183600-wxfq90zq 171 23 ] ] -RRB- cord-183600-wxfq90zq 171 24 . . . cord-183600-wxfq90zq 172 1 In in IN cord-183600-wxfq90zq 172 2 this this DT cord-183600-wxfq90zq 172 3 section section NN cord-183600-wxfq90zq 172 4 we -PRON- PRP cord-183600-wxfq90zq 172 5 will will MD cord-183600-wxfq90zq 172 6 examine examine VB cord-183600-wxfq90zq 172 7 how how WRB cord-183600-wxfq90zq 172 8 the the DT cord-183600-wxfq90zq 172 9 effect effect NN cord-183600-wxfq90zq 172 10 of of IN cord-183600-wxfq90zq 172 11 the the DT cord-183600-wxfq90zq 172 12 crisis crisis NN cord-183600-wxfq90zq 172 13 on on IN cord-183600-wxfq90zq 172 14 vacancies vacancy NNS cord-183600-wxfq90zq 172 15 was be VBD cord-183600-wxfq90zq 172 16 distributed distribute VBN cord-183600-wxfq90zq 172 17 across across IN cord-183600-wxfq90zq 172 18 the the DT cord-183600-wxfq90zq 172 19 UK UK NNP cord-183600-wxfq90zq 172 20 ; ; : cord-183600-wxfq90zq 172 21 we -PRON- PRP cord-183600-wxfq90zq 172 22 will will MD cord-183600-wxfq90zq 172 23 compare compare VB cord-183600-wxfq90zq 172 24 regions region NNS cord-183600-wxfq90zq 172 25 which which WDT cord-183600-wxfq90zq 172 26 were be VBD cord-183600-wxfq90zq 172 27 affected affect VBN cord-183600-wxfq90zq 172 28 to to IN cord-183600-wxfq90zq 172 29 different different JJ cord-183600-wxfq90zq 172 30 degrees degree NNS cord-183600-wxfq90zq 172 31 by by IN cord-183600-wxfq90zq 172 32 COVID-19 COVID-19 NNP cord-183600-wxfq90zq 172 33 and and CC cord-183600-wxfq90zq 172 34 examine examine VB cord-183600-wxfq90zq 172 35 if if IN cord-183600-wxfq90zq 172 36 local local JJ cord-183600-wxfq90zq 172 37 lockdowns lockdown NNS cord-183600-wxfq90zq 172 38 have have VBP cord-183600-wxfq90zq 172 39 a a DT cord-183600-wxfq90zq 172 40 compounding compounding NN cord-183600-wxfq90zq 172 41 effect effect NN cord-183600-wxfq90zq 172 42 on on IN cord-183600-wxfq90zq 172 43 depressing depress VBG cord-183600-wxfq90zq 172 44 the the DT cord-183600-wxfq90zq 172 45 job job NN cord-183600-wxfq90zq 172 46 vacancy vacancy NN cord-183600-wxfq90zq 172 47 data datum NNS cord-183600-wxfq90zq 172 48 . . . cord-183600-wxfq90zq 173 1 Below below IN cord-183600-wxfq90zq 173 2 we -PRON- PRP cord-183600-wxfq90zq 173 3 show show VBP cord-183600-wxfq90zq 173 4 time time NN cord-183600-wxfq90zq 173 5 series series NN cord-183600-wxfq90zq 173 6 for for IN cord-183600-wxfq90zq 173 7 different different JJ cord-183600-wxfq90zq 173 8 geographic geographic JJ cord-183600-wxfq90zq 173 9 regions region NNS cord-183600-wxfq90zq 173 10 , , , cord-183600-wxfq90zq 173 11 with with IN cord-183600-wxfq90zq 173 12 commentary commentary NN cord-183600-wxfq90zq 173 13 in in IN cord-183600-wxfq90zq 173 14 the the DT cord-183600-wxfq90zq 173 15 captions caption NNS cord-183600-wxfq90zq 173 16 . . . cord-183600-wxfq90zq 174 1 The the DT cord-183600-wxfq90zq 174 2 number number NN cord-183600-wxfq90zq 174 3 of of IN cord-183600-wxfq90zq 174 4 job job NN cord-183600-wxfq90zq 174 5 adverts advert NNS cord-183600-wxfq90zq 174 6 in in IN cord-183600-wxfq90zq 174 7 the the DT cord-183600-wxfq90zq 174 8 North North NNP cord-183600-wxfq90zq 174 9 East East NNP cord-183600-wxfq90zq 174 10 . . . cord-183600-wxfq90zq 175 1 The the DT cord-183600-wxfq90zq 175 2 north north NNP cord-183600-wxfq90zq 175 3 east east NNP cord-183600-wxfq90zq 175 4 was be VBD cord-183600-wxfq90zq 175 5 one one CD cord-183600-wxfq90zq 175 6 of of IN cord-183600-wxfq90zq 175 7 the the DT cord-183600-wxfq90zq 175 8 worst worst RBS cord-183600-wxfq90zq 175 9 affected affected JJ cord-183600-wxfq90zq 175 10 regions region NNS cord-183600-wxfq90zq 175 11 in in IN cord-183600-wxfq90zq 175 12 the the DT cord-183600-wxfq90zq 175 13 UK UK NNP cord-183600-wxfq90zq 175 14 . . . cord-183600-wxfq90zq 176 1 Surprisingly surprisingly RB cord-183600-wxfq90zq 176 2 , , , cord-183600-wxfq90zq 176 3 unlike unlike IN cord-183600-wxfq90zq 176 4 the the DT cord-183600-wxfq90zq 176 5 pattern pattern NN cord-183600-wxfq90zq 176 6 for for IN cord-183600-wxfq90zq 176 7 the the DT cord-183600-wxfq90zq 176 8 whole whole NN cord-183600-wxfq90zq 176 9 of of IN cord-183600-wxfq90zq 176 10 the the DT cord-183600-wxfq90zq 176 11 UK UK NNP cord-183600-wxfq90zq 176 12 and and CC cord-183600-wxfq90zq 176 13 Greater Greater NNP cord-183600-wxfq90zq 176 14 London London NNP cord-183600-wxfq90zq 176 15 , , , cord-183600-wxfq90zq 176 16 after after IN cord-183600-wxfq90zq 176 17 the the DT cord-183600-wxfq90zq 176 18 lockdown lockdown NN cord-183600-wxfq90zq 176 19 eased ease VBD cord-183600-wxfq90zq 176 20 the the DT cord-183600-wxfq90zq 176 21 number number NN cord-183600-wxfq90zq 176 22 of of IN cord-183600-wxfq90zq 176 23 job job NN cord-183600-wxfq90zq 176 24 adverts advert NNS cord-183600-wxfq90zq 176 25 recovered recover VBN cord-183600-wxfq90zq 176 26 to to IN cord-183600-wxfq90zq 176 27 near near IN cord-183600-wxfq90zq 176 28 pre pre JJ cord-183600-wxfq90zq 176 29 - - JJ cord-183600-wxfq90zq 176 30 crisis crisis JJ cord-183600-wxfq90zq 176 31 level level NN cord-183600-wxfq90zq 176 32 by by IN cord-183600-wxfq90zq 176 33 mid mid NNP cord-183600-wxfq90zq 176 34 - - NNP cord-183600-wxfq90zq 176 35 August August NNP cord-183600-wxfq90zq 176 36 . . . cord-183600-wxfq90zq 177 1 However however RB cord-183600-wxfq90zq 177 2 , , , cord-183600-wxfq90zq 177 3 note note VBP cord-183600-wxfq90zq 177 4 that that IN cord-183600-wxfq90zq 177 5 the the DT cord-183600-wxfq90zq 177 6 absolute absolute JJ cord-183600-wxfq90zq 177 7 number number NN cord-183600-wxfq90zq 177 8 of of IN cord-183600-wxfq90zq 177 9 jobs job NNS cord-183600-wxfq90zq 177 10 is be VBZ cord-183600-wxfq90zq 177 11 significantly significantly RB cord-183600-wxfq90zq 177 12 lower low JJR cord-183600-wxfq90zq 177 13 , , , cord-183600-wxfq90zq 177 14 at at IN cord-183600-wxfq90zq 177 15 around around RB cord-183600-wxfq90zq 177 16 200 200 CD cord-183600-wxfq90zq 177 17 postings posting NNS cord-183600-wxfq90zq 177 18 per per IN cord-183600-wxfq90zq 177 19 day day NN cord-183600-wxfq90zq 177 20 . . . cord-183600-wxfq90zq 178 1 Figure figure NN cord-183600-wxfq90zq 178 2 13 13 CD cord-183600-wxfq90zq 178 3 : : : cord-183600-wxfq90zq 179 1 Showing show VBG cord-183600-wxfq90zq 179 2 the the DT cord-183600-wxfq90zq 179 3 number number NN cord-183600-wxfq90zq 179 4 of of IN cord-183600-wxfq90zq 179 5 job job NN cord-183600-wxfq90zq 179 6 adverts advert NNS cord-183600-wxfq90zq 179 7 in in IN cord-183600-wxfq90zq 179 8 the the DT cord-183600-wxfq90zq 179 9 North North NNP cord-183600-wxfq90zq 179 10 West West NNP cord-183600-wxfq90zq 179 11 . . . cord-183600-wxfq90zq 180 1 The the DT cord-183600-wxfq90zq 180 2 North North NNP cord-183600-wxfq90zq 180 3 West West NNP cord-183600-wxfq90zq 180 4 was be VBD cord-183600-wxfq90zq 180 5 the the DT cord-183600-wxfq90zq 180 6 worst worst RBS cord-183600-wxfq90zq 180 7 affected affected JJ cord-183600-wxfq90zq 180 8 region region NN cord-183600-wxfq90zq 180 9 in in IN cord-183600-wxfq90zq 180 10 the the DT cord-183600-wxfq90zq 180 11 UK UK NNP cord-183600-wxfq90zq 180 12 and and CC cord-183600-wxfq90zq 180 13 subject subject JJ cord-183600-wxfq90zq 180 14 to to IN cord-183600-wxfq90zq 180 15 different different JJ cord-183600-wxfq90zq 180 16 rules rule NNS cord-183600-wxfq90zq 180 17 after after IN cord-183600-wxfq90zq 180 18 August August NNP cord-183600-wxfq90zq 180 19 5th 5th NN cord-183600-wxfq90zq 180 20 [ [ -LRB- cord-183600-wxfq90zq 180 21 35 35 CD cord-183600-wxfq90zq 180 22 ] ] -RRB- cord-183600-wxfq90zq 180 23 . . . cord-183600-wxfq90zq 181 1 Despite despite IN cord-183600-wxfq90zq 181 2 this this DT cord-183600-wxfq90zq 181 3 , , , cord-183600-wxfq90zq 181 4 the the DT cord-183600-wxfq90zq 181 5 time time NN cord-183600-wxfq90zq 181 6 series series NNP cord-183600-wxfq90zq 181 7 looks look VBZ cord-183600-wxfq90zq 181 8 broadly broadly RB cord-183600-wxfq90zq 181 9 similar similar JJ cord-183600-wxfq90zq 181 10 to to IN cord-183600-wxfq90zq 181 11 the the DT cord-183600-wxfq90zq 181 12 one one NN cord-183600-wxfq90zq 181 13 for for IN cord-183600-wxfq90zq 181 14 Greater Greater NNP cord-183600-wxfq90zq 181 15 London London NNP cord-183600-wxfq90zq 181 16 , , , cord-183600-wxfq90zq 181 17 Figure Figure NNP cord-183600-wxfq90zq 181 18 _SP cord-183600-wxfq90zq 181 19 11 11 CD cord-183600-wxfq90zq 181 20 , , , cord-183600-wxfq90zq 181 21 and and CC cord-183600-wxfq90zq 181 22 the the DT cord-183600-wxfq90zq 181 23 UK UK NNP cord-183600-wxfq90zq 181 24 as as IN cord-183600-wxfq90zq 181 25 a a DT cord-183600-wxfq90zq 181 26 whole whole NN cord-183600-wxfq90zq 181 27 , , , cord-183600-wxfq90zq 181 28 Figure figure NN cord-183600-wxfq90zq 181 29 1 1 CD cord-183600-wxfq90zq 181 30 . . . cord-183600-wxfq90zq 182 1 [ [ -LRB- cord-183600-wxfq90zq 182 2 9 9 CD cord-183600-wxfq90zq 182 3 ] ] -RRB- cord-183600-wxfq90zq 182 4 . . . cord-183600-wxfq90zq 183 1 There there EX cord-183600-wxfq90zq 183 2 is be VBZ cord-183600-wxfq90zq 183 3 no no DT cord-183600-wxfq90zq 183 4 marked marked JJ cord-183600-wxfq90zq 183 5 change change NN cord-183600-wxfq90zq 183 6 in in IN cord-183600-wxfq90zq 183 7 the the DT cord-183600-wxfq90zq 183 8 number number NN cord-183600-wxfq90zq 183 9 of of IN cord-183600-wxfq90zq 183 10 job job NN cord-183600-wxfq90zq 183 11 adverts advert NNS cord-183600-wxfq90zq 183 12 in in IN cord-183600-wxfq90zq 183 13 response response NN cord-183600-wxfq90zq 183 14 to to IN cord-183600-wxfq90zq 183 15 this this DT cord-183600-wxfq90zq 183 16 local local JJ cord-183600-wxfq90zq 183 17 restriction restriction NN cord-183600-wxfq90zq 183 18 , , , cord-183600-wxfq90zq 183 19 with with IN cord-183600-wxfq90zq 183 20 the the DT cord-183600-wxfq90zq 183 21 count count NN cord-183600-wxfq90zq 183 22 staying stay VBG cord-183600-wxfq90zq 183 23 around around IN cord-183600-wxfq90zq 183 24 its -PRON- PRP$ cord-183600-wxfq90zq 183 25 previous previous JJ cord-183600-wxfq90zq 183 26 ( ( -LRB- cord-183600-wxfq90zq 183 27 depressed depressed JJ cord-183600-wxfq90zq 183 28 ) ) -RRB- cord-183600-wxfq90zq 183 29 level level NN cord-183600-wxfq90zq 183 30 . . . cord-183600-wxfq90zq 184 1 Lifting lift VBG cord-183600-wxfq90zq 184 2 the the DT cord-183600-wxfq90zq 184 3 local local JJ cord-183600-wxfq90zq 184 4 restrictions restriction NNS cord-183600-wxfq90zq 184 5 does do VBZ cord-183600-wxfq90zq 184 6 correspond correspond VB cord-183600-wxfq90zq 184 7 to to IN cord-183600-wxfq90zq 184 8 an an DT cord-183600-wxfq90zq 184 9 increase increase NN cord-183600-wxfq90zq 184 10 in in IN cord-183600-wxfq90zq 184 11 the the DT cord-183600-wxfq90zq 184 12 number number NN cord-183600-wxfq90zq 184 13 of of IN cord-183600-wxfq90zq 184 14 adverts advert NNS cord-183600-wxfq90zq 184 15 posted post VBN cord-183600-wxfq90zq 184 16 , , , cord-183600-wxfq90zq 184 17 but but CC cord-183600-wxfq90zq 184 18 this this DT cord-183600-wxfq90zq 184 19 increase increase NN cord-183600-wxfq90zq 184 20 is be VBZ cord-183600-wxfq90zq 184 21 slight slight JJ cord-183600-wxfq90zq 184 22 and and CC cord-183600-wxfq90zq 184 23 in in IN cord-183600-wxfq90zq 184 24 line line NN cord-183600-wxfq90zq 184 25 with with IN cord-183600-wxfq90zq 184 26 national national JJ cord-183600-wxfq90zq 184 27 trends trend NNS cord-183600-wxfq90zq 184 28 , , , cord-183600-wxfq90zq 184 29 so so IN cord-183600-wxfq90zq 184 30 determining determine VBG cord-183600-wxfq90zq 184 31 causality causality NN cord-183600-wxfq90zq 184 32 requires require VBZ cord-183600-wxfq90zq 184 33 further further JJ cord-183600-wxfq90zq 184 34 investigation investigation NN cord-183600-wxfq90zq 184 35 . . . cord-183600-wxfq90zq 185 1 Figure figure NN cord-183600-wxfq90zq 185 2 15 15 CD cord-183600-wxfq90zq 185 3 . . . cord-183600-wxfq90zq 186 1 There there EX cord-183600-wxfq90zq 186 2 is be VBZ cord-183600-wxfq90zq 186 3 a a DT cord-183600-wxfq90zq 186 4 suggestion suggestion NN cord-183600-wxfq90zq 186 5 that that IN cord-183600-wxfq90zq 186 6 job job NN cord-183600-wxfq90zq 186 7 vacancies vacancy NNS cord-183600-wxfq90zq 186 8 have have VBP cord-183600-wxfq90zq 186 9 stayed stay VBN cord-183600-wxfq90zq 186 10 depressed depressed JJ cord-183600-wxfq90zq 186 11 during during IN cord-183600-wxfq90zq 186 12 the the DT cord-183600-wxfq90zq 186 13 local local JJ cord-183600-wxfq90zq 186 14 lockdown lockdown NN cord-183600-wxfq90zq 186 15 . . . cord-183600-wxfq90zq 187 1 Blackburn Blackburn NNP cord-183600-wxfq90zq 187 2 is be VBZ cord-183600-wxfq90zq 187 3 part part NN cord-183600-wxfq90zq 187 4 of of IN cord-183600-wxfq90zq 187 5 the the DT cord-183600-wxfq90zq 187 6 North North NNP cord-183600-wxfq90zq 187 7 and and CC cord-183600-wxfq90zq 187 8 remains remain VBZ cord-183600-wxfq90zq 187 9 subject subject JJ cord-183600-wxfq90zq 187 10 to to IN cord-183600-wxfq90zq 187 11 different different JJ cord-183600-wxfq90zq 187 12 rules rule NNS cord-183600-wxfq90zq 187 13 [ [ -LRB- cord-183600-wxfq90zq 187 14 35 35 CD cord-183600-wxfq90zq 187 15 ] ] -RRB- cord-183600-wxfq90zq 187 16 , , , cord-183600-wxfq90zq 187 17 so so IN cord-183600-wxfq90zq 187 18 lockdown lockdown NN cord-183600-wxfq90zq 187 19 in in IN cord-183600-wxfq90zq 187 20 this this DT cord-183600-wxfq90zq 187 21 area area NN cord-183600-wxfq90zq 187 22 is be VBZ cord-183600-wxfq90zq 187 23 ongoing ongoing JJ cord-183600-wxfq90zq 187 24 despite despite IN cord-183600-wxfq90zq 187 25 the the DT cord-183600-wxfq90zq 187 26 end end NN cord-183600-wxfq90zq 187 27 of of IN cord-183600-wxfq90zq 187 28 the the DT cord-183600-wxfq90zq 187 29 specific specific JJ cord-183600-wxfq90zq 187 30 period period NN cord-183600-wxfq90zq 187 31 of of IN cord-183600-wxfq90zq 187 32 local local JJ cord-183600-wxfq90zq 187 33 lockdown lockdown NN cord-183600-wxfq90zq 187 34 . . . cord-183600-wxfq90zq 188 1 The the DT cord-183600-wxfq90zq 188 2 spike spike NN cord-183600-wxfq90zq 188 3 immediately immediately RB cord-183600-wxfq90zq 188 4 following follow VBG cord-183600-wxfq90zq 188 5 the the DT cord-183600-wxfq90zq 188 6 end end NN cord-183600-wxfq90zq 188 7 of of IN cord-183600-wxfq90zq 188 8 the the DT cord-183600-wxfq90zq 188 9 local local JJ cord-183600-wxfq90zq 188 10 lockdown lockdown NN cord-183600-wxfq90zq 188 11 is be VBZ cord-183600-wxfq90zq 188 12 observed observe VBN cord-183600-wxfq90zq 188 13 nationally nationally RB cord-183600-wxfq90zq 188 14 ( ( -LRB- cord-183600-wxfq90zq 188 15 corresponding correspond VBG cord-183600-wxfq90zq 188 16 to to IN cord-183600-wxfq90zq 188 17 a a DT cord-183600-wxfq90zq 188 18 large large JJ cord-183600-wxfq90zq 188 19 NHS NHS NNP cord-183600-wxfq90zq 188 20 recruitment recruitment NN cord-183600-wxfq90zq 188 21 campaign campaign NN cord-183600-wxfq90zq 188 22 ) ) -RRB- cord-183600-wxfq90zq 188 23 and and CC cord-183600-wxfq90zq 188 24 is be VBZ cord-183600-wxfq90zq 188 25 not not RB cord-183600-wxfq90zq 188 26 caused cause VBN cord-183600-wxfq90zq 188 27 by by IN cord-183600-wxfq90zq 188 28 lockdown lockdown NN cord-183600-wxfq90zq 188 29 lifting lifting NN cord-183600-wxfq90zq 188 30 . . . cord-183600-wxfq90zq 189 1 Other other JJ cord-183600-wxfq90zq 189 2 interesting interesting JJ cord-183600-wxfq90zq 189 3 information information NN cord-183600-wxfq90zq 189 4 associated associate VBN cord-183600-wxfq90zq 189 5 with with IN cord-183600-wxfq90zq 189 6 job job NN cord-183600-wxfq90zq 189 7 adverts advert NNS cord-183600-wxfq90zq 189 8 includes include VBZ cord-183600-wxfq90zq 189 9 the the DT cord-183600-wxfq90zq 189 10 salary salary NN cord-183600-wxfq90zq 189 11 , , , cord-183600-wxfq90zq 189 12 contract contract NN cord-183600-wxfq90zq 189 13 type type NN cord-183600-wxfq90zq 189 14 ( ( -LRB- cord-183600-wxfq90zq 189 15 temporary temporary JJ cord-183600-wxfq90zq 189 16 , , , cord-183600-wxfq90zq 189 17 permanent permanent JJ cord-183600-wxfq90zq 189 18 or or CC cord-183600-wxfq90zq 189 19 contract contract NN cord-183600-wxfq90zq 189 20 ) ) -RRB- cord-183600-wxfq90zq 189 21 and and CC cord-183600-wxfq90zq 189 22 mode mode NN cord-183600-wxfq90zq 189 23 of of IN cord-183600-wxfq90zq 189 24 employment employment NN cord-183600-wxfq90zq 189 25 ( ( -LRB- cord-183600-wxfq90zq 189 26 full full JJ cord-183600-wxfq90zq 189 27 time time NN cord-183600-wxfq90zq 189 28 or or CC cord-183600-wxfq90zq 189 29 part part NN cord-183600-wxfq90zq 189 30 time time NN cord-183600-wxfq90zq 189 31 ) ) -RRB- cord-183600-wxfq90zq 189 32 . . . cord-183600-wxfq90zq 190 1 In in IN cord-183600-wxfq90zq 190 2 this this DT cord-183600-wxfq90zq 190 3 section section NN cord-183600-wxfq90zq 190 4 we -PRON- PRP cord-183600-wxfq90zq 190 5 investigate investigate VBP cord-183600-wxfq90zq 190 6 if if IN cord-183600-wxfq90zq 190 7 there there EX cord-183600-wxfq90zq 190 8 has have VBZ cord-183600-wxfq90zq 190 9 been be VBN cord-183600-wxfq90zq 190 10 any any DT cord-183600-wxfq90zq 190 11 change change NN cord-183600-wxfq90zq 190 12 in in IN cord-183600-wxfq90zq 190 13 the the DT cord-183600-wxfq90zq 190 14 frequency frequency NN cord-183600-wxfq90zq 190 15 of of IN cord-183600-wxfq90zq 190 16 different different JJ cord-183600-wxfq90zq 190 17 contract contract NN cord-183600-wxfq90zq 190 18 types type NNS cord-183600-wxfq90zq 190 19 , , , cord-183600-wxfq90zq 190 20 modes mode NNS cord-183600-wxfq90zq 190 21 of of IN cord-183600-wxfq90zq 190 22 employment employment NN cord-183600-wxfq90zq 190 23 or or CC cord-183600-wxfq90zq 190 24 distribution distribution NN cord-183600-wxfq90zq 190 25 of of IN cord-183600-wxfq90zq 190 26 salaries salary NNS cord-183600-wxfq90zq 190 27 . . . cord-183600-wxfq90zq 191 1 To to TO cord-183600-wxfq90zq 191 2 do do VB cord-183600-wxfq90zq 191 3 this this DT cord-183600-wxfq90zq 191 4 we -PRON- PRP cord-183600-wxfq90zq 191 5 split split VBD cord-183600-wxfq90zq 191 6 the the DT cord-183600-wxfq90zq 191 7 data datum NNS cord-183600-wxfq90zq 191 8 into into IN cord-183600-wxfq90zq 191 9 two two CD cord-183600-wxfq90zq 191 10 sets set NNS cord-183600-wxfq90zq 191 11 . . . cord-183600-wxfq90zq 192 1 In in IN cord-183600-wxfq90zq 192 2 one one CD cord-183600-wxfq90zq 192 3 set set NN cord-183600-wxfq90zq 192 4 we -PRON- PRP cord-183600-wxfq90zq 192 5 take take VBP cord-183600-wxfq90zq 192 6 job job NN cord-183600-wxfq90zq 192 7 ads ad NNS cord-183600-wxfq90zq 192 8 posted post VBN cord-183600-wxfq90zq 192 9 before before IN cord-183600-wxfq90zq 192 10 07/03/2020 07/03/2020 CD cord-183600-wxfq90zq 192 11 , , , cord-183600-wxfq90zq 192 12 which which WDT cord-183600-wxfq90zq 192 13 we -PRON- PRP cord-183600-wxfq90zq 192 14 identify identify VBP cord-183600-wxfq90zq 192 15 as as IN cord-183600-wxfq90zq 192 16 the the DT cord-183600-wxfq90zq 192 17 last last JJ cord-183600-wxfq90zq 192 18 normal normal JJ cord-183600-wxfq90zq 192 19 week week NN cord-183600-wxfq90zq 192 20 before before IN cord-183600-wxfq90zq 192 21 the the DT cord-183600-wxfq90zq 192 22 corona corona NN cord-183600-wxfq90zq 192 23 crisis crisis NN cord-183600-wxfq90zq 192 24 started start VBD cord-183600-wxfq90zq 192 25 to to TO cord-183600-wxfq90zq 192 26 affect affect VB cord-183600-wxfq90zq 192 27 the the DT cord-183600-wxfq90zq 192 28 number number NN cord-183600-wxfq90zq 192 29 of of IN cord-183600-wxfq90zq 192 30 jobs job NNS cord-183600-wxfq90zq 192 31 ads ad NNS cord-183600-wxfq90zq 192 32 posted post VBN cord-183600-wxfq90zq 192 33 ( ( -LRB- cord-183600-wxfq90zq 192 34 see see VB cord-183600-wxfq90zq 192 35 Figure figure NN cord-183600-wxfq90zq 192 36 1 1 CD cord-183600-wxfq90zq 192 37 ) ) -RRB- cord-183600-wxfq90zq 192 38 . . . cord-183600-wxfq90zq 193 1 In in IN cord-183600-wxfq90zq 193 2 the the DT cord-183600-wxfq90zq 193 3 other other JJ cord-183600-wxfq90zq 193 4 set set NN cord-183600-wxfq90zq 193 5 we -PRON- PRP cord-183600-wxfq90zq 193 6 take take VBP cord-183600-wxfq90zq 193 7 job job NN cord-183600-wxfq90zq 193 8 ads ad NNS cord-183600-wxfq90zq 193 9 posted post VBN cord-183600-wxfq90zq 193 10 after after IN cord-183600-wxfq90zq 193 11 26/03/2020 26/03/2020 CD cord-183600-wxfq90zq 193 12 which which WDT cord-183600-wxfq90zq 193 13 is be VBZ cord-183600-wxfq90zq 193 14 the the DT cord-183600-wxfq90zq 193 15 first first JJ cord-183600-wxfq90zq 193 16 Monday Monday NNP cord-183600-wxfq90zq 193 17 after after IN cord-183600-wxfq90zq 193 18 the the DT cord-183600-wxfq90zq 193 19 enactment enactment NN cord-183600-wxfq90zq 193 20 of of IN cord-183600-wxfq90zq 193 21 lockdown lockdown NN cord-183600-wxfq90zq 193 22 . . . cord-183600-wxfq90zq 194 1 Figure figure NN cord-183600-wxfq90zq 194 2 17 17 CD cord-183600-wxfq90zq 194 3 shows show VBZ cord-183600-wxfq90zq 194 4 the the DT cord-183600-wxfq90zq 194 5 proportion proportion NN cord-183600-wxfq90zq 194 6 of of IN cord-183600-wxfq90zq 194 7 jobs job NNS cord-183600-wxfq90zq 194 8 advertised advertise VBN cord-183600-wxfq90zq 194 9 as as IN cord-183600-wxfq90zq 194 10 temporary temporary JJ cord-183600-wxfq90zq 194 11 , , , cord-183600-wxfq90zq 194 12 permanent permanent JJ cord-183600-wxfq90zq 194 13 or or CC cord-183600-wxfq90zq 194 14 contract contract NN cord-183600-wxfq90zq 194 15 , , , cord-183600-wxfq90zq 194 16 Figure figure NN cord-183600-wxfq90zq 194 17 18 18 CD cord-183600-wxfq90zq 194 18 shows show VBZ cord-183600-wxfq90zq 194 19 the the DT cord-183600-wxfq90zq 194 20 proportion proportion NN cord-183600-wxfq90zq 194 21 of of IN cord-183600-wxfq90zq 194 22 jobs job NNS cord-183600-wxfq90zq 194 23 advertised advertise VBN cord-183600-wxfq90zq 194 24 as as IN cord-183600-wxfq90zq 194 25 full full JJ cord-183600-wxfq90zq 194 26 time time NN cord-183600-wxfq90zq 194 27 or or CC cord-183600-wxfq90zq 194 28 part part NN cord-183600-wxfq90zq 194 29 time time NN cord-183600-wxfq90zq 194 30 and and CC cord-183600-wxfq90zq 194 31 Figure figure NN cord-183600-wxfq90zq 194 32 19 19 CD cord-183600-wxfq90zq 194 33 shows show VBZ cord-183600-wxfq90zq 194 34 the the DT cord-183600-wxfq90zq 194 35 distribution distribution NN cord-183600-wxfq90zq 194 36 of of IN cord-183600-wxfq90zq 194 37 advertised advertised JJ cord-183600-wxfq90zq 194 38 salaries salary NNS cord-183600-wxfq90zq 194 39 . . . cord-183600-wxfq90zq 195 1 There there EX cord-183600-wxfq90zq 195 2 is be VBZ cord-183600-wxfq90zq 195 3 a a DT cord-183600-wxfq90zq 195 4 very very RB cord-183600-wxfq90zq 195 5 small small JJ cord-183600-wxfq90zq 195 6 ( ( -LRB- cord-183600-wxfq90zq 195 7 but but CC cord-183600-wxfq90zq 195 8 significant significant JJ cord-183600-wxfq90zq 195 9 under under IN cord-183600-wxfq90zq 195 10 a a DT cord-183600-wxfq90zq 195 11 t t NN cord-183600-wxfq90zq 195 12 - - HYPH cord-183600-wxfq90zq 195 13 test test NN cord-183600-wxfq90zq 195 14 and and CC cord-183600-wxfq90zq 195 15 KS KS NNP cord-183600-wxfq90zq 195 16 - - HYPH cord-183600-wxfq90zq 195 17 test test NN cord-183600-wxfq90zq 195 18 , , , cord-183600-wxfq90zq 195 19 p p NN cord-183600-wxfq90zq 195 20 - - HYPH cord-183600-wxfq90zq 195 21 value value NN cord-183600-wxfq90zq 195 22 < < XX cord-183600-wxfq90zq 195 23 10 10 CD cord-183600-wxfq90zq 195 24 −10 −10 NNP cord-183600-wxfq90zq 195 25 ) ) -RRB- cord-183600-wxfq90zq 195 26 increase increase VBP cord-183600-wxfq90zq 195 27 in in IN cord-183600-wxfq90zq 195 28 mean mean JJ cord-183600-wxfq90zq 195 29 and and CC cord-183600-wxfq90zq 195 30 median median JJ cord-183600-wxfq90zq 195 31 annual annual JJ cord-183600-wxfq90zq 195 32 salary salary NN cord-183600-wxfq90zq 195 33 . . . cord-183600-wxfq90zq 196 1 There there EX cord-183600-wxfq90zq 196 2 is be VBZ cord-183600-wxfq90zq 196 3 also also RB cord-183600-wxfq90zq 196 4 a a DT cord-183600-wxfq90zq 196 5 slight slight JJ cord-183600-wxfq90zq 196 6 but but CC cord-183600-wxfq90zq 196 7 significant significant JJ cord-183600-wxfq90zq 196 8 ( ( -LRB- cord-183600-wxfq90zq 196 9 χ χ CD cord-183600-wxfq90zq 196 10 2 2 CD cord-183600-wxfq90zq 196 11 test test NN cord-183600-wxfq90zq 196 12 p p NN cord-183600-wxfq90zq 196 13 - - HYPH cord-183600-wxfq90zq 196 14 value value NN cord-183600-wxfq90zq 196 15 < < XX cord-183600-wxfq90zq 196 16 10 10 CD cord-183600-wxfq90zq 196 17 −10 −10 NNP cord-183600-wxfq90zq 196 18 ) ) -RRB- cord-183600-wxfq90zq 196 19 trend trend NN cord-183600-wxfq90zq 196 20 towards towards IN cord-183600-wxfq90zq 196 21 part part NN cord-183600-wxfq90zq 196 22 time time NN cord-183600-wxfq90zq 196 23 and and CC cord-183600-wxfq90zq 196 24 nonpermanent nonpermanent JJ cord-183600-wxfq90zq 196 25 jobs job NNS cord-183600-wxfq90zq 196 26 . . . cord-183600-wxfq90zq 196 27 _SP cord-183600-wxfq90zq 197 1 The the DT cord-183600-wxfq90zq 197 2 data datum NNS cord-183600-wxfq90zq 197 3 tells tell VBZ cord-183600-wxfq90zq 197 4 us -PRON- PRP cord-183600-wxfq90zq 197 5 that that IN cord-183600-wxfq90zq 197 6 the the DT cord-183600-wxfq90zq 197 7 job job NN cord-183600-wxfq90zq 197 8 market market NN cord-183600-wxfq90zq 197 9 has have VBZ cord-183600-wxfq90zq 197 10 been be VBN cord-183600-wxfq90zq 197 11 hit hit VBN cord-183600-wxfq90zq 197 12 hard hard RB cord-183600-wxfq90zq 197 13 by by IN cord-183600-wxfq90zq 197 14 the the DT cord-183600-wxfq90zq 197 15 COVID-19 COVID-19 NNP cord-183600-wxfq90zq 197 16 crisis crisis NN cord-183600-wxfq90zq 197 17 . . . cord-183600-wxfq90zq 198 1 Companies company NNS cord-183600-wxfq90zq 198 2 have have VBP cord-183600-wxfq90zq 198 3 responded respond VBN cord-183600-wxfq90zq 198 4 by by IN cord-183600-wxfq90zq 198 5 reducing reduce VBG cord-183600-wxfq90zq 198 6 hiring hire VBG cord-183600-wxfq90zq 198 7 significantly significantly RB cord-183600-wxfq90zq 198 8 . . . cord-183600-wxfq90zq 199 1 Certain certain JJ cord-183600-wxfq90zq 199 2 sectors sector NNS cord-183600-wxfq90zq 199 3 , , , cord-183600-wxfq90zq 199 4 like like IN cord-183600-wxfq90zq 199 5 hospitality hospitality NN cord-183600-wxfq90zq 199 6 and and CC cord-183600-wxfq90zq 199 7 graduate graduate NN cord-183600-wxfq90zq 199 8 recruitment recruitment NN cord-183600-wxfq90zq 199 9 , , , cord-183600-wxfq90zq 199 10 have have VBP cord-183600-wxfq90zq 199 11 been be VBN cord-183600-wxfq90zq 199 12 particularly particularly RB cord-183600-wxfq90zq 199 13 affected affect VBN cord-183600-wxfq90zq 199 14 while while IN cord-183600-wxfq90zq 199 15 others other NNS cord-183600-wxfq90zq 199 16 , , , cord-183600-wxfq90zq 199 17 like like UH cord-183600-wxfq90zq 199 18 care care NN cord-183600-wxfq90zq 199 19 work work NN cord-183600-wxfq90zq 199 20 and and CC cord-183600-wxfq90zq 199 21 teaching teaching NN cord-183600-wxfq90zq 199 22 , , , cord-183600-wxfq90zq 199 23 are be VBP cord-183600-wxfq90zq 199 24 relatively relatively RB cord-183600-wxfq90zq 199 25 unaffected unaffected JJ cord-183600-wxfq90zq 199 26 . . . cord-183600-wxfq90zq 200 1 The the DT cord-183600-wxfq90zq 200 2 conditions condition NNS cord-183600-wxfq90zq 200 3 of of IN cord-183600-wxfq90zq 200 4 work work NN cord-183600-wxfq90zq 200 5 in in IN cord-183600-wxfq90zq 200 6 a a DT cord-183600-wxfq90zq 200 7 post post JJ cord-183600-wxfq90zq 200 8 COVID-19 covid-19 JJ cord-183600-wxfq90zq 200 9 world world NN cord-183600-wxfq90zq 200 10 , , , cord-183600-wxfq90zq 200 11 at at IN cord-183600-wxfq90zq 200 12 least least JJS cord-183600-wxfq90zq 200 13 in in IN cord-183600-wxfq90zq 200 14 terms term NNS cord-183600-wxfq90zq 200 15 of of IN cord-183600-wxfq90zq 200 16 contracts contract NNS cord-183600-wxfq90zq 200 17 , , , cord-183600-wxfq90zq 200 18 hours hour NNS cord-183600-wxfq90zq 200 19 of of IN cord-183600-wxfq90zq 200 20 employment employment NN cord-183600-wxfq90zq 200 21 and and CC cord-183600-wxfq90zq 200 22 salary salary NN cord-183600-wxfq90zq 200 23 seem seem VBP cord-183600-wxfq90zq 200 24 to to TO cord-183600-wxfq90zq 200 25 be be VB cord-183600-wxfq90zq 200 26 broadly broadly RB cord-183600-wxfq90zq 200 27 unchanged unchanged JJ cord-183600-wxfq90zq 200 28 but but CC cord-183600-wxfq90zq 200 29 with with IN cord-183600-wxfq90zq 200 30 a a DT cord-183600-wxfq90zq 200 31 slight slight JJ cord-183600-wxfq90zq 200 32 shift shift NN cord-183600-wxfq90zq 200 33 towards towards IN cord-183600-wxfq90zq 200 34 higher high JJR cord-183600-wxfq90zq 200 35 salary salary NN cord-183600-wxfq90zq 200 36 , , , cord-183600-wxfq90zq 200 37 non non JJ cord-183600-wxfq90zq 200 38 - - JJ cord-183600-wxfq90zq 200 39 permanent permanent JJ cord-183600-wxfq90zq 200 40 and and CC cord-183600-wxfq90zq 200 41 part part NN cord-183600-wxfq90zq 200 42 time time NN cord-183600-wxfq90zq 200 43 work work NN cord-183600-wxfq90zq 200 44 . . . cord-183600-wxfq90zq 201 1 One one CD cord-183600-wxfq90zq 201 2 hypothesis hypothesis NN cord-183600-wxfq90zq 201 3 is be VBZ cord-183600-wxfq90zq 201 4 that that IN cord-183600-wxfq90zq 201 5 the the DT cord-183600-wxfq90zq 201 6 lower lower RBR cord-183600-wxfq90zq 201 7 paying pay VBG cord-183600-wxfq90zq 201 8 jobs job NNS cord-183600-wxfq90zq 201 9 are be VBP cord-183600-wxfq90zq 201 10 n't not RB cord-183600-wxfq90zq 201 11 being be VBG cord-183600-wxfq90zq 201 12 advertised advertise VBN cord-183600-wxfq90zq 201 13 , , , cord-183600-wxfq90zq 201 14 increasing increase VBG cord-183600-wxfq90zq 201 15 the the DT cord-183600-wxfq90zq 201 16 median median JJ cord-183600-wxfq90zq 201 17 salary salary NN cord-183600-wxfq90zq 201 18 , , , cord-183600-wxfq90zq 201 19 while while IN cord-183600-wxfq90zq 201 20 the the DT cord-183600-wxfq90zq 201 21 jobs job NNS cord-183600-wxfq90zq 201 22 that that WDT cord-183600-wxfq90zq 201 23 are be VBP cord-183600-wxfq90zq 201 24 being be VBG cord-183600-wxfq90zq 201 25 advertised advertise VBN cord-183600-wxfq90zq 201 26 are be VBP cord-183600-wxfq90zq 201 27 shifting shift VBG cord-183600-wxfq90zq 201 28 towards towards IN cord-183600-wxfq90zq 201 29 part part NN cord-183600-wxfq90zq 201 30 time time NN cord-183600-wxfq90zq 201 31 and and CC cord-183600-wxfq90zq 201 32 less less RBR cord-183600-wxfq90zq 201 33 fixed fix VBN cord-183600-wxfq90zq 201 34 contracts contract NNS cord-183600-wxfq90zq 201 35 , , , cord-183600-wxfq90zq 201 36 as as IN cord-183600-wxfq90zq 201 37 companies company NNS cord-183600-wxfq90zq 201 38 try try VBP cord-183600-wxfq90zq 201 39 to to TO cord-183600-wxfq90zq 201 40 hedge hedge VB cord-183600-wxfq90zq 201 41 against against IN cord-183600-wxfq90zq 201 42 future future JJ cord-183600-wxfq90zq 201 43 uncertainty uncertainty NN cord-183600-wxfq90zq 201 44 . . . cord-183600-wxfq90zq 202 1 There there EX cord-183600-wxfq90zq 202 2 may may MD cord-183600-wxfq90zq 202 3 also also RB cord-183600-wxfq90zq 202 4 be be VB cord-183600-wxfq90zq 202 5 seasonal seasonal JJ cord-183600-wxfq90zq 202 6 and and CC cord-183600-wxfq90zq 202 7 long long JJ cord-183600-wxfq90zq 202 8 term term NN cord-183600-wxfq90zq 202 9 trends trend NNS cord-183600-wxfq90zq 202 10 . . . cord-183600-wxfq90zq 203 1 A a DT cord-183600-wxfq90zq 203 2 full full JJ cord-183600-wxfq90zq 203 3 understanding understanding NN cord-183600-wxfq90zq 203 4 of of IN cord-183600-wxfq90zq 203 5 this this DT cord-183600-wxfq90zq 203 6 pattern pattern NN cord-183600-wxfq90zq 203 7 requires require VBZ cord-183600-wxfq90zq 203 8 more more JJR cord-183600-wxfq90zq 203 9 data datum NNS cord-183600-wxfq90zq 203 10 . . . cord-183600-wxfq90zq 204 1 Regional regional JJ cord-183600-wxfq90zq 204 2 differences difference NNS cord-183600-wxfq90zq 204 3 are be VBP cord-183600-wxfq90zq 204 4 not not RB cord-183600-wxfq90zq 204 5 as as RB cord-183600-wxfq90zq 204 6 strong strong JJ cord-183600-wxfq90zq 204 7 as as IN cord-183600-wxfq90zq 204 8 sectoral sectoral JJ cord-183600-wxfq90zq 204 9 ones one NNS cord-183600-wxfq90zq 204 10 , , , cord-183600-wxfq90zq 204 11 mirroring mirror VBG cord-183600-wxfq90zq 204 12 the the DT cord-183600-wxfq90zq 204 13 results result NNS cord-183600-wxfq90zq 204 14 obtained obtain VBN cord-183600-wxfq90zq 204 15 in in IN cord-183600-wxfq90zq 204 16 the the DT cord-183600-wxfq90zq 204 17 US US NNP cord-183600-wxfq90zq 204 18 by by IN cord-183600-wxfq90zq 204 19 [ [ -LRB- cord-183600-wxfq90zq 204 20 17 17 CD cord-183600-wxfq90zq 204 21 ] ] -RRB- cord-183600-wxfq90zq 204 22 . . . cord-183600-wxfq90zq 205 1 The the DT cord-183600-wxfq90zq 205 2 North North NNP cord-183600-wxfq90zq 205 3 East East NNP cord-183600-wxfq90zq 205 4 seems seem VBZ cord-183600-wxfq90zq 205 5 to to TO cord-183600-wxfq90zq 205 6 have have VB cord-183600-wxfq90zq 205 7 recovered recover VBN cord-183600-wxfq90zq 205 8 faster fast RBR cord-183600-wxfq90zq 205 9 than than IN cord-183600-wxfq90zq 205 10 the the DT cord-183600-wxfq90zq 205 11 national national JJ cord-183600-wxfq90zq 205 12 average average NN cord-183600-wxfq90zq 205 13 , , , cord-183600-wxfq90zq 205 14 but but CC cord-183600-wxfq90zq 205 15 the the DT cord-183600-wxfq90zq 205 16 absolute absolute JJ cord-183600-wxfq90zq 205 17 number number NN cord-183600-wxfq90zq 205 18 of of IN cord-183600-wxfq90zq 205 19 adverts advert NNS cord-183600-wxfq90zq 205 20 in in IN cord-183600-wxfq90zq 205 21 this this DT cord-183600-wxfq90zq 205 22 area area NN cord-183600-wxfq90zq 205 23 is be VBZ cord-183600-wxfq90zq 205 24 much much RB cord-183600-wxfq90zq 205 25 lower low JJR cord-183600-wxfq90zq 205 26 than than IN cord-183600-wxfq90zq 205 27 in in IN cord-183600-wxfq90zq 205 28 other other JJ cord-183600-wxfq90zq 205 29 regions region NNS cord-183600-wxfq90zq 205 30 . . . cord-183600-wxfq90zq 206 1 This this DT cord-183600-wxfq90zq 206 2 could could MD cord-183600-wxfq90zq 206 3 be be VB cord-183600-wxfq90zq 206 4 due due JJ cord-183600-wxfq90zq 206 5 to to IN cord-183600-wxfq90zq 206 6 a a DT cord-183600-wxfq90zq 206 7 number number NN cord-183600-wxfq90zq 206 8 of of IN cord-183600-wxfq90zq 206 9 factors factor NNS cord-183600-wxfq90zq 206 10 : : : cord-183600-wxfq90zq 206 11 a a DT cord-183600-wxfq90zq 206 12 previously previously RB cord-183600-wxfq90zq 206 13 depressed depressed JJ cord-183600-wxfq90zq 206 14 local local JJ cord-183600-wxfq90zq 206 15 job job NN cord-183600-wxfq90zq 206 16 market market NN cord-183600-wxfq90zq 206 17 ; ; : cord-183600-wxfq90zq 206 18 the the DT cord-183600-wxfq90zq 206 19 local local JJ cord-183600-wxfq90zq 206 20 ( ( -LRB- cord-183600-wxfq90zq 206 21 un)popularity un)popularity NN cord-183600-wxfq90zq 206 22 of of IN cord-183600-wxfq90zq 206 23 Reed Reed NNP cord-183600-wxfq90zq 206 24 or or CC cord-183600-wxfq90zq 206 25 even even RB cord-183600-wxfq90zq 206 26 that that IN cord-183600-wxfq90zq 206 27 the the DT cord-183600-wxfq90zq 206 28 types type NNS cord-183600-wxfq90zq 206 29 of of IN cord-183600-wxfq90zq 206 30 jobs job NNS cord-183600-wxfq90zq 206 31 available available JJ cord-183600-wxfq90zq 206 32 in in IN cord-183600-wxfq90zq 206 33 this this DT cord-183600-wxfq90zq 206 34 region region NN cord-183600-wxfq90zq 206 35 not not RB cord-183600-wxfq90zq 206 36 being be VBG cord-183600-wxfq90zq 206 37 openly openly RB cord-183600-wxfq90zq 206 38 advertised advertise VBN cord-183600-wxfq90zq 206 39 online online RB cord-183600-wxfq90zq 206 40 . . . cord-183600-wxfq90zq 207 1 Further further JJ cord-183600-wxfq90zq 207 2 investigation investigation NN cord-183600-wxfq90zq 207 3 is be VBZ cord-183600-wxfq90zq 207 4 required require VBN cord-183600-wxfq90zq 207 5 before before IN cord-183600-wxfq90zq 207 6 any any DT cord-183600-wxfq90zq 207 7 strong strong JJ cord-183600-wxfq90zq 207 8 conclusions conclusion NNS cord-183600-wxfq90zq 207 9 can can MD cord-183600-wxfq90zq 207 10 be be VB cord-183600-wxfq90zq 207 11 drawn draw VBN cord-183600-wxfq90zq 207 12 . . . cord-183600-wxfq90zq 208 1 It -PRON- PRP cord-183600-wxfq90zq 208 2 also also RB cord-183600-wxfq90zq 208 3 seems seem VBZ cord-183600-wxfq90zq 208 4 that that IN cord-183600-wxfq90zq 208 5 local local JJ cord-183600-wxfq90zq 208 6 lockdowns lockdown NNS cord-183600-wxfq90zq 208 7 do do VBP cord-183600-wxfq90zq 208 8 not not RB cord-183600-wxfq90zq 208 9 have have VB cord-183600-wxfq90zq 208 10 a a DT cord-183600-wxfq90zq 208 11 compounding compounding NN cord-183600-wxfq90zq 208 12 effect effect NN cord-183600-wxfq90zq 208 13 on on IN cord-183600-wxfq90zq 208 14 the the DT cord-183600-wxfq90zq 208 15 job job NN cord-183600-wxfq90zq 208 16 market market NN cord-183600-wxfq90zq 208 17 but but CC cord-183600-wxfq90zq 208 18 may may MD cord-183600-wxfq90zq 208 19 postpone postpone VB cord-183600-wxfq90zq 208 20 recovery recovery NN cord-183600-wxfq90zq 208 21 , , , cord-183600-wxfq90zq 208 22 though though IN cord-183600-wxfq90zq 208 23 again again RB cord-183600-wxfq90zq 208 24 more more JJR cord-183600-wxfq90zq 208 25 investigation investigation NN cord-183600-wxfq90zq 208 26 is be VBZ cord-183600-wxfq90zq 208 27 required require VBN cord-183600-wxfq90zq 208 28 to to TO cord-183600-wxfq90zq 208 29 fully fully RB cord-183600-wxfq90zq 208 30 support support VB cord-183600-wxfq90zq 208 31 this this DT cord-183600-wxfq90zq 208 32 conclusion conclusion NN cord-183600-wxfq90zq 208 33 . . . cord-183600-wxfq90zq 209 1 Future future JJ cord-183600-wxfq90zq 209 2 work work NN cord-183600-wxfq90zq 209 3 could could MD cord-183600-wxfq90zq 209 4 look look VB cord-183600-wxfq90zq 209 5 at at IN cord-183600-wxfq90zq 209 6 improving improve VBG cord-183600-wxfq90zq 209 7 our -PRON- PRP$ cord-183600-wxfq90zq 209 8 topic topic NN cord-183600-wxfq90zq 209 9 detection detection NN cord-183600-wxfq90zq 209 10 algorithms algorithm NNS cord-183600-wxfq90zq 209 11 , , , cord-183600-wxfq90zq 209 12 for for IN cord-183600-wxfq90zq 209 13 example example NN cord-183600-wxfq90zq 209 14 using use VBG cord-183600-wxfq90zq 209 15 a a DT cord-183600-wxfq90zq 209 16 semi semi RB cord-183600-wxfq90zq 209 17 - - JJ cord-183600-wxfq90zq 209 18 supervised supervised JJ cord-183600-wxfq90zq 209 19 approach approach NN cord-183600-wxfq90zq 209 20 to to TO cord-183600-wxfq90zq 209 21 detect detect VB cord-183600-wxfq90zq 209 22 known know VBN cord-183600-wxfq90zq 209 23 sectors sector NNS cord-183600-wxfq90zq 209 24 [ [ -LRB- cord-183600-wxfq90zq 209 25 36 36 CD cord-183600-wxfq90zq 209 26 ] ] -RRB- cord-183600-wxfq90zq 209 27 . . . cord-183600-wxfq90zq 210 1 We -PRON- PRP cord-183600-wxfq90zq 210 2 could could MD cord-183600-wxfq90zq 210 3 also also RB cord-183600-wxfq90zq 210 4 perform perform VB cord-183600-wxfq90zq 210 5 topic topic NN cord-183600-wxfq90zq 210 6 detection detection NN cord-183600-wxfq90zq 210 7 within within IN cord-183600-wxfq90zq 210 8 sectors sector NNS cord-183600-wxfq90zq 210 9 to to TO cord-183600-wxfq90zq 210 10 study study VB cord-183600-wxfq90zq 210 11 changes change NNS cord-183600-wxfq90zq 210 12 in in IN cord-183600-wxfq90zq 210 13 job job NN cord-183600-wxfq90zq 210 14 descriptions description NNS cord-183600-wxfq90zq 210 15 in in IN cord-183600-wxfq90zq 210 16 response response NN cord-183600-wxfq90zq 210 17 to to IN cord-183600-wxfq90zq 210 18 new new JJ cord-183600-wxfq90zq 210 19 conditions condition NNS cord-183600-wxfq90zq 210 20 of of IN cord-183600-wxfq90zq 210 21 work work NN cord-183600-wxfq90zq 210 22 e.g. e.g. IN cord-183600-wxfq90zq 210 23 an an DT cord-183600-wxfq90zq 210 24 increase increase NN cord-183600-wxfq90zq 210 25 in in IN cord-183600-wxfq90zq 210 26 home home NN cord-183600-wxfq90zq 210 27 working work VBG cord-183600-wxfq90zq 210 28 [ [ -LRB- cord-183600-wxfq90zq 210 29 37 37 CD cord-183600-wxfq90zq 210 30 ] ] -RRB- cord-183600-wxfq90zq 210 31 . . . cord-183600-wxfq90zq 211 1 The the DT cord-183600-wxfq90zq 211 2 topic topic NN cord-183600-wxfq90zq 211 3 and and CC cord-183600-wxfq90zq 211 4 geographic geographic JJ cord-183600-wxfq90zq 211 5 filters filter NNS cord-183600-wxfq90zq 211 6 can can MD cord-183600-wxfq90zq 211 7 be be VB cord-183600-wxfq90zq 211 8 combined combine VBN cord-183600-wxfq90zq 211 9 to to TO cord-183600-wxfq90zq 211 10 look look VB cord-183600-wxfq90zq 211 11 at at IN cord-183600-wxfq90zq 211 12 e.g. e.g. RB cord-183600-wxfq90zq 211 13 ' ' `` cord-183600-wxfq90zq 211 14 teaching teach VBG cord-183600-wxfq90zq 211 15 jobs job NNS cord-183600-wxfq90zq 211 16 in in IN cord-183600-wxfq90zq 211 17 the the DT cord-183600-wxfq90zq 211 18 south south NNP cord-183600-wxfq90zq 211 19 west west NNP cord-183600-wxfq90zq 211 20 ' ' '' cord-183600-wxfq90zq 211 21 and and CC cord-183600-wxfq90zq 211 22 the the DT cord-183600-wxfq90zq 211 23 salary salary NN cord-183600-wxfq90zq 211 24 and and CC cord-183600-wxfq90zq 211 25 contract contract NN cord-183600-wxfq90zq 211 26 type type NN cord-183600-wxfq90zq 211 27 analysis analysis NN cord-183600-wxfq90zq 211 28 can can MD cord-183600-wxfq90zq 211 29 be be VB cord-183600-wxfq90zq 211 30 performed perform VBN cord-183600-wxfq90zq 211 31 on on IN cord-183600-wxfq90zq 211 32 a a DT cord-183600-wxfq90zq 211 33 sectoral sectoral JJ cord-183600-wxfq90zq 211 34 or or CC cord-183600-wxfq90zq 211 35 geographic geographic JJ cord-183600-wxfq90zq 211 36 level level NN cord-183600-wxfq90zq 211 37 . . . cord-183600-wxfq90zq 212 1 The the DT cord-183600-wxfq90zq 212 2 most most RBS cord-183600-wxfq90zq 212 3 effective effective JJ cord-183600-wxfq90zq 212 4 way way NN cord-183600-wxfq90zq 212 5 to to TO cord-183600-wxfq90zq 212 6 enable enable VB cord-183600-wxfq90zq 212 7 stakeholders stakeholder NNS cord-183600-wxfq90zq 212 8 to to TO cord-183600-wxfq90zq 212 9 get get VB cord-183600-wxfq90zq 212 10 this this DT cord-183600-wxfq90zq 212 11 information information NN cord-183600-wxfq90zq 212 12 is be VBZ cord-183600-wxfq90zq 212 13 likely likely RB cord-183600-wxfq90zq 212 14 the the DT cord-183600-wxfq90zq 212 15 creation creation NN cord-183600-wxfq90zq 212 16 of of IN cord-183600-wxfq90zq 212 17 an an DT cord-183600-wxfq90zq 212 18 interactive interactive JJ cord-183600-wxfq90zq 212 19 dashboard dashboard NN cord-183600-wxfq90zq 212 20 using use VBG cord-183600-wxfq90zq 212 21 the the DT cord-183600-wxfq90zq 212 22 methodology methodology NN cord-183600-wxfq90zq 212 23 and and CC cord-183600-wxfq90zq 212 24 data datum NNS cord-183600-wxfq90zq 212 25 described describe VBN cord-183600-wxfq90zq 212 26 in in IN cord-183600-wxfq90zq 212 27 this this DT cord-183600-wxfq90zq 212 28 work work NN cord-183600-wxfq90zq 212 29 . . . cord-183600-wxfq90zq 213 1 The the DT cord-183600-wxfq90zq 213 2 research research NN cord-183600-wxfq90zq 213 3 of of IN cord-183600-wxfq90zq 213 4 [ [ -LRB- cord-183600-wxfq90zq 213 5 23 23 CD cord-183600-wxfq90zq 213 6 ] ] -RRB- cord-183600-wxfq90zq 213 7 as as RB cord-183600-wxfq90zq 213 8 well well RB cord-183600-wxfq90zq 213 9 as as IN cord-183600-wxfq90zq 213 10 the the DT cord-183600-wxfq90zq 213 11 company company NN cord-183600-wxfq90zq 213 12 Burning burn VBG cord-183600-wxfq90zq 213 13 Glass Glass NNP cord-183600-wxfq90zq 213 14 shows show VBZ cord-183600-wxfq90zq 213 15 that that IN cord-183600-wxfq90zq 213 16 using use VBG cord-183600-wxfq90zq 213 17 machine machine NN cord-183600-wxfq90zq 213 18 learning learning NN cord-183600-wxfq90zq 213 19 and and CC cord-183600-wxfq90zq 213 20 geo geo NN cord-183600-wxfq90zq 213 21 - - HYPH cord-183600-wxfq90zq 213 22 inference inference NN cord-183600-wxfq90zq 213 23 techniques technique NNS cord-183600-wxfq90zq 213 24 on on IN cord-183600-wxfq90zq 213 25 job job NN cord-183600-wxfq90zq 213 26 ads ad NNS cord-183600-wxfq90zq 213 27 can can MD cord-183600-wxfq90zq 213 28 help help VB cord-183600-wxfq90zq 213 29 us -PRON- PRP cord-183600-wxfq90zq 213 30 to to TO cord-183600-wxfq90zq 213 31 understand understand VB cord-183600-wxfq90zq 213 32 labour labour NN cord-183600-wxfq90zq 213 33 market market NN cord-183600-wxfq90zq 213 34 trends trend NNS cord-183600-wxfq90zq 213 35 and and CC cord-183600-wxfq90zq 213 36 skills skill NNS cord-183600-wxfq90zq 213 37 demand demand VBP cord-183600-wxfq90zq 213 38 . . . cord-183600-wxfq90zq 214 1 This this DT cord-183600-wxfq90zq 214 2 research research NN cord-183600-wxfq90zq 214 3 shows show VBZ cord-183600-wxfq90zq 214 4 these these DT cord-183600-wxfq90zq 214 5 methods method NNS cord-183600-wxfq90zq 214 6 can can MD cord-183600-wxfq90zq 214 7 be be VB cord-183600-wxfq90zq 214 8 used use VBN cord-183600-wxfq90zq 214 9 to to TO cord-183600-wxfq90zq 214 10 study study VB cord-183600-wxfq90zq 214 11 short short JJ cord-183600-wxfq90zq 214 12 term term NN cord-183600-wxfq90zq 214 13 shocks shock NNS cord-183600-wxfq90zq 214 14 to to IN cord-183600-wxfq90zq 214 15 the the DT cord-183600-wxfq90zq 214 16 labour labour NN cord-183600-wxfq90zq 214 17 market market NN cord-183600-wxfq90zq 214 18 , , , cord-183600-wxfq90zq 214 19 such such JJ cord-183600-wxfq90zq 214 20 as as IN cord-183600-wxfq90zq 214 21 COVID-19 COVID-19 NNP cord-183600-wxfq90zq 214 22 and and CC cord-183600-wxfq90zq 214 23 associated associate VBD cord-183600-wxfq90zq 214 24 lockdown lockdown NN cord-183600-wxfq90zq 214 25 policies policy NNS cord-183600-wxfq90zq 214 26 . . . cord-183600-wxfq90zq 215 1 This this DT cord-183600-wxfq90zq 215 2 paper paper NN cord-183600-wxfq90zq 215 3 presents present VBZ cord-183600-wxfq90zq 215 4 a a DT cord-183600-wxfq90zq 215 5 simple simple JJ cord-183600-wxfq90zq 215 6 and and CC cord-183600-wxfq90zq 215 7 transparent transparent JJ cord-183600-wxfq90zq 215 8 way way NN cord-183600-wxfq90zq 215 9 to to TO cord-183600-wxfq90zq 215 10 study study VB cord-183600-wxfq90zq 215 11 the the DT cord-183600-wxfq90zq 215 12 effect effect NN cord-183600-wxfq90zq 215 13 of of IN cord-183600-wxfq90zq 215 14 economic economic JJ cord-183600-wxfq90zq 215 15 shocks shock NNS cord-183600-wxfq90zq 215 16 and and CC cord-183600-wxfq90zq 215 17 major major JJ cord-183600-wxfq90zq 215 18 government government NN cord-183600-wxfq90zq 215 19 interventions intervention NNS cord-183600-wxfq90zq 215 20 on on IN cord-183600-wxfq90zq 215 21 labour labour NN cord-183600-wxfq90zq 215 22 market market NN cord-183600-wxfq90zq 215 23 activity activity NN cord-183600-wxfq90zq 215 24 across across IN cord-183600-wxfq90zq 215 25 employment employment NN cord-183600-wxfq90zq 215 26 sectors sector NNS cord-183600-wxfq90zq 215 27 and and CC cord-183600-wxfq90zq 215 28 geographies geography NNS cord-183600-wxfq90zq 215 29 . . . cord-183600-wxfq90zq 216 1 This this DT cord-183600-wxfq90zq 216 2 is be VBZ cord-183600-wxfq90zq 216 3 complementary complementary JJ cord-183600-wxfq90zq 216 4 data datum NNS cord-183600-wxfq90zq 216 5 to to IN cord-183600-wxfq90zq 216 6 e.g. e.g. RB cord-183600-wxfq90zq 216 7 survey survey NN cord-183600-wxfq90zq 216 8 methodology methodology NN cord-183600-wxfq90zq 216 9 [ [ -LRB- cord-183600-wxfq90zq 216 10 15 15 CD cord-183600-wxfq90zq 216 11 ] ] -RRB- cord-183600-wxfq90zq 216 12 and and CC cord-183600-wxfq90zq 216 13 is be VBZ cord-183600-wxfq90zq 216 14 accessible accessible JJ cord-183600-wxfq90zq 216 15 to to IN cord-183600-wxfq90zq 216 16 academics academic NNS cord-183600-wxfq90zq 216 17 , , , cord-183600-wxfq90zq 216 18 unlike unlike IN cord-183600-wxfq90zq 216 19 the the DT cord-183600-wxfq90zq 216 20 very very RB cord-183600-wxfq90zq 216 21 useful useful JJ cord-183600-wxfq90zq 216 22 but but CC cord-183600-wxfq90zq 216 23 opaque opaque JJ cord-183600-wxfq90zq 216 24 methodology methodology NN cord-183600-wxfq90zq 216 25 of of IN cord-183600-wxfq90zq 216 26 [ [ -LRB- cord-183600-wxfq90zq 216 27 17 17 CD cord-183600-wxfq90zq 216 28 ] ] -RRB- cord-183600-wxfq90zq 216 29 and and CC cord-183600-wxfq90zq 216 30 Burning Burning NNP cord-183600-wxfq90zq 216 31 Glass Glass NNP cord-183600-wxfq90zq 216 32 . . . cord-183600-wxfq90zq 217 1 Though though IN cord-183600-wxfq90zq 217 2 ' ' `` cord-183600-wxfq90zq 217 3 evidence evidence NN cord-183600-wxfq90zq 217 4 based base VBN cord-183600-wxfq90zq 217 5 policy policy NN cord-183600-wxfq90zq 217 6 ' ' '' cord-183600-wxfq90zq 217 7 is be VBZ cord-183600-wxfq90zq 217 8 something something NN cord-183600-wxfq90zq 217 9 of of IN cord-183600-wxfq90zq 217 10 a a DT cord-183600-wxfq90zq 217 11 catchphrase catchphrase NN cord-183600-wxfq90zq 217 12 [ [ -LRB- cord-183600-wxfq90zq 217 13 38 38 CD cord-183600-wxfq90zq 217 14 ] ] -RRB- cord-183600-wxfq90zq 217 15 , , , cord-183600-wxfq90zq 217 16 it -PRON- PRP cord-183600-wxfq90zq 217 17 is be VBZ cord-183600-wxfq90zq 217 18 of of RB cord-183600-wxfq90zq 217 19 course course NN cord-183600-wxfq90zq 217 20 desirable desirable JJ cord-183600-wxfq90zq 217 21 that that DT cord-183600-wxfq90zq 217 22 policy policy NN cord-183600-wxfq90zq 217 23 makers maker NNS cord-183600-wxfq90zq 217 24 consider consider VBP cord-183600-wxfq90zq 217 25 all all PDT cord-183600-wxfq90zq 217 26 the the DT cord-183600-wxfq90zq 217 27 available available JJ cord-183600-wxfq90zq 217 28 information information NN cord-183600-wxfq90zq 217 29 before before IN cord-183600-wxfq90zq 217 30 taking take VBG cord-183600-wxfq90zq 217 31 action action NN cord-183600-wxfq90zq 217 32 . . . cord-183600-wxfq90zq 218 1 The the DT cord-183600-wxfq90zq 218 2 effect effect NN cord-183600-wxfq90zq 218 3 on on IN cord-183600-wxfq90zq 218 4 the the DT cord-183600-wxfq90zq 218 5 job job NN cord-183600-wxfq90zq 218 6 market market NN cord-183600-wxfq90zq 218 7 should should MD cord-183600-wxfq90zq 218 8 be be VB cord-183600-wxfq90zq 218 9 considered consider VBN cord-183600-wxfq90zq 218 10 when when WRB cord-183600-wxfq90zq 218 11 extending extend VBG cord-183600-wxfq90zq 218 12 or or CC cord-183600-wxfq90zq 218 13 relaxing relaxing JJ cord-183600-wxfq90zq 218 14 lockdown lockdown NN cord-183600-wxfq90zq 218 15 rules rule NNS cord-183600-wxfq90zq 218 16 and and CC cord-183600-wxfq90zq 218 17 especially especially RB cord-183600-wxfq90zq 218 18 in in IN cord-183600-wxfq90zq 218 19 relation relation NN cord-183600-wxfq90zq 218 20 to to IN cord-183600-wxfq90zq 218 21 extending extend VBG cord-183600-wxfq90zq 218 22 or or CC cord-183600-wxfq90zq 218 23 ending end VBG cord-183600-wxfq90zq 218 24 furlough furlough NN cord-183600-wxfq90zq 218 25 and and CC cord-183600-wxfq90zq 218 26 other other JJ cord-183600-wxfq90zq 218 27 compensation compensation NN cord-183600-wxfq90zq 218 28 schemes scheme NNS cord-183600-wxfq90zq 218 29 . . . cord-183600-wxfq90zq 219 1 We -PRON- PRP cord-183600-wxfq90zq 219 2 hope hope VBP cord-183600-wxfq90zq 219 3 that that IN cord-183600-wxfq90zq 219 4 this this DT cord-183600-wxfq90zq 219 5 paper paper NN cord-183600-wxfq90zq 219 6 and and CC cord-183600-wxfq90zq 219 7 its -PRON- PRP$ cord-183600-wxfq90zq 219 8 methods method NNS cord-183600-wxfq90zq 219 9 provide provide VBP cord-183600-wxfq90zq 219 10 valuable valuable JJ cord-183600-wxfq90zq 219 11 insights insight NNS cord-183600-wxfq90zq 219 12 for for IN cord-183600-wxfq90zq 219 13 broad broad JJ cord-183600-wxfq90zq 219 14 or or CC cord-183600-wxfq90zq 219 15 targeted targeted JJ cord-183600-wxfq90zq 219 16 policy policy NN cord-183600-wxfq90zq 219 17 interventions intervention NNS cord-183600-wxfq90zq 219 18 . . . cord-183600-wxfq90zq 220 1 Swedish swedish JJ cord-183600-wxfq90zq 220 2 public public JJ cord-183600-wxfq90zq 220 3 health health NN cord-183600-wxfq90zq 220 4 authority authority NN cord-183600-wxfq90zq 220 5 guidance guidance NN cord-183600-wxfq90zq 220 6 Japan Japan NNP cord-183600-wxfq90zq 220 7 state state NN cord-183600-wxfq90zq 220 8 of of IN cord-183600-wxfq90zq 220 9 emergency emergency NN cord-183600-wxfq90zq 220 10 declaration declaration NN cord-183600-wxfq90zq 220 11 Wuhan Wuhan NNP cord-183600-wxfq90zq 220 12 lockdown lockdown NN cord-183600-wxfq90zq 220 13 travel travel NN cord-183600-wxfq90zq 220 14 restrictions restriction NNS cord-183600-wxfq90zq 221 1 The the DT cord-183600-wxfq90zq 221 2 health health NN cord-183600-wxfq90zq 221 3 protection protection NN cord-183600-wxfq90zq 221 4 ( ( -LRB- cord-183600-wxfq90zq 221 5 coronavirus coronavirus NN cord-183600-wxfq90zq 221 6 , , , cord-183600-wxfq90zq 221 7 business business NN cord-183600-wxfq90zq 221 8 closure closure NN cord-183600-wxfq90zq 221 9 ) ) -RRB- cord-183600-wxfq90zq 222 1 ( ( -LRB- cord-183600-wxfq90zq 222 2 england england NNP cord-183600-wxfq90zq 222 3 ) ) -RRB- cord-183600-wxfq90zq 222 4 regulations regulation NNS cord-183600-wxfq90zq 222 5 2020 2020 CD cord-183600-wxfq90zq 223 1 The the DT cord-183600-wxfq90zq 223 2 health health NN cord-183600-wxfq90zq 223 3 protection protection NN cord-183600-wxfq90zq 223 4 ( ( -LRB- cord-183600-wxfq90zq 223 5 coronavirus coronavirus NN cord-183600-wxfq90zq 223 6 , , , cord-183600-wxfq90zq 223 7 restrictions restriction NNS cord-183600-wxfq90zq 223 8 ) ) -RRB- cord-183600-wxfq90zq 223 9 ( ( -LRB- cord-183600-wxfq90zq 223 10 england england NNP cord-183600-wxfq90zq 223 11 ) ) -RRB- cord-183600-wxfq90zq 223 12 regulations regulation NNS cord-183600-wxfq90zq 223 13 2020 2020 CD cord-183600-wxfq90zq 224 1 The the DT cord-183600-wxfq90zq 224 2 health health NN cord-183600-wxfq90zq 224 3 protection protection NN cord-183600-wxfq90zq 224 4 ( ( -LRB- cord-183600-wxfq90zq 224 5 coronavirus coronavirus NN cord-183600-wxfq90zq 224 6 , , , cord-183600-wxfq90zq 224 7 restrictions restriction NNS cord-183600-wxfq90zq 224 8 ) ) -RRB- cord-183600-wxfq90zq 224 9 ( ( -LRB- cord-183600-wxfq90zq 224 10 blackburn blackburn NNP cord-183600-wxfq90zq 224 11 with with IN cord-183600-wxfq90zq 224 12 darwen darwen NNP cord-183600-wxfq90zq 224 13 and and CC cord-183600-wxfq90zq 224 14 luton luton NNP cord-183600-wxfq90zq 224 15 ) ) -RRB- cord-183600-wxfq90zq 224 16 regulations regulation NNS cord-183600-wxfq90zq 224 17 2020 2020 CD cord-183600-wxfq90zq 225 1 ( ( -LRB- cord-183600-wxfq90zq 225 2 si si NNP cord-183600-wxfq90zq 225 3 2020/800 2020/800 CD cord-183600-wxfq90zq 225 4 ) ) -RRB- cord-183600-wxfq90zq 226 1 The the DT cord-183600-wxfq90zq 226 2 health health NN cord-183600-wxfq90zq 226 3 protection protection NN cord-183600-wxfq90zq 226 4 ( ( -LRB- cord-183600-wxfq90zq 226 5 coronavirus coronavirus NN cord-183600-wxfq90zq 226 6 , , , cord-183600-wxfq90zq 226 7 restrictions restriction NNS cord-183600-wxfq90zq 226 8 ) ) -RRB- cord-183600-wxfq90zq 226 9 ( ( -LRB- cord-183600-wxfq90zq 226 10 leicester leicester NNP cord-183600-wxfq90zq 226 11 ) ) -RRB- cord-183600-wxfq90zq 226 12 regulations regulation NNS cord-183600-wxfq90zq 226 13 2020 2020 CD cord-183600-wxfq90zq 226 14 ( ( -LRB- cord-183600-wxfq90zq 226 15 si si NNP cord-183600-wxfq90zq 226 16 2020/685 2020/685 NNP cord-183600-wxfq90zq 226 17 ) ) -RRB- cord-183600-wxfq90zq 226 18 ) ) -RRB- cord-183600-wxfq90zq 227 1 ( ( -LRB- cord-183600-wxfq90zq 227 2 england england NNP cord-183600-wxfq90zq 227 3 ) ) -RRB- cord-183600-wxfq90zq 228 1 ( ( -LRB- cord-183600-wxfq90zq 228 2 amendment amendment NN cord-183600-wxfq90zq 228 3 ) ) -RRB- cord-183600-wxfq90zq 228 4 ( ( -LRB- cord-183600-wxfq90zq 228 5 no no UH cord-183600-wxfq90zq 228 6 . . NN cord-183600-wxfq90zq 228 7 4 4 LS cord-183600-wxfq90zq 228 8 ) ) -RRB- cord-183600-wxfq90zq 228 9 regulations regulation NNS cord-183600-wxfq90zq 228 10 2020 2020 CD cord-183600-wxfq90zq 229 1 Iza Iza NNP cord-183600-wxfq90zq 229 2 covid-19 covid-19 NNP cord-183600-wxfq90zq 229 3 crisis crisis NN cord-183600-wxfq90zq 229 4 response response NN cord-183600-wxfq90zq 229 5 monitoring monitoring NN cord-183600-wxfq90zq 229 6 : : : cord-183600-wxfq90zq 229 7 short short JJ cord-183600-wxfq90zq 229 8 - - HYPH cord-183600-wxfq90zq 229 9 run run NN cord-183600-wxfq90zq 229 10 labor labor NN cord-183600-wxfq90zq 229 11 market market NN cord-183600-wxfq90zq 229 12 impacts impact NNS cord-183600-wxfq90zq 229 13 of of IN cord-183600-wxfq90zq 229 14 covid-19 covid-19 NNP cord-183600-wxfq90zq 229 15 UK UK NNP cord-183600-wxfq90zq 229 16 unemployment unemployment NN cord-183600-wxfq90zq 229 17 Coronavirus Coronavirus NNP cord-183600-wxfq90zq 229 18 job job NN cord-183600-wxfq90zq 229 19 retention retention NN cord-183600-wxfq90zq 229 20 scheme scheme NN cord-183600-wxfq90zq 229 21 Real real JJ cord-183600-wxfq90zq 229 22 - - HYPH cord-183600-wxfq90zq 229 23 time time NN cord-183600-wxfq90zq 229 24 labor labor NN cord-183600-wxfq90zq 229 25 market market NN cord-183600-wxfq90zq 229 26 estimates estimate NNS cord-183600-wxfq90zq 229 27 during during IN cord-183600-wxfq90zq 229 28 the the DT cord-183600-wxfq90zq 229 29 2020 2020 CD cord-183600-wxfq90zq 229 30 coronavirus coronavirus NN cord-183600-wxfq90zq 229 31 outbreak outbreak NN cord-183600-wxfq90zq 229 32 Real real JJ cord-183600-wxfq90zq 229 33 - - HYPH cord-183600-wxfq90zq 229 34 time time NN cord-183600-wxfq90zq 229 35 economics economic NNS cord-183600-wxfq90zq 229 36 : : : cord-183600-wxfq90zq 230 1 A a DT cord-183600-wxfq90zq 230 2 new new JJ cord-183600-wxfq90zq 230 3 platform platform NN cord-183600-wxfq90zq 230 4 to to TO cord-183600-wxfq90zq 230 5 track track VB cord-183600-wxfq90zq 230 6 the the DT cord-183600-wxfq90zq 230 7 impacts impact NNS cord-183600-wxfq90zq 230 8 of of IN cord-183600-wxfq90zq 230 9 covid-19 covid-19 CD cord-183600-wxfq90zq 230 10 on on IN cord-183600-wxfq90zq 230 11 people people NNS cord-183600-wxfq90zq 230 12 , , , cord-183600-wxfq90zq 230 13 businesses business NNS cord-183600-wxfq90zq 230 14 , , , cord-183600-wxfq90zq 230 15 and and CC cord-183600-wxfq90zq 230 16 communities community NNS cord-183600-wxfq90zq 230 17 using use VBG cord-183600-wxfq90zq 230 18 private private JJ cord-183600-wxfq90zq 230 19 sector sector NN cord-183600-wxfq90zq 230 20 data data NN cord-183600-wxfq90zq 230 21 Job Job NNP cord-183600-wxfq90zq 230 22 search search NN cord-183600-wxfq90zq 230 23 during during IN cord-183600-wxfq90zq 230 24 the the DT cord-183600-wxfq90zq 230 25 covid-19 covid-19 NNP cord-183600-wxfq90zq 230 26 crisis crisis NN cord-183600-wxfq90zq 230 27 Labor Labor NNP cord-183600-wxfq90zq 230 28 Demand Demand NNP cord-183600-wxfq90zq 230 29 in in IN cord-183600-wxfq90zq 230 30 the the DT cord-183600-wxfq90zq 230 31 time time NN cord-183600-wxfq90zq 230 32 of of IN cord-183600-wxfq90zq 230 33 COVID-19 covid-19 NN cord-183600-wxfq90zq 230 34 : : : cord-183600-wxfq90zq 230 35 Evidence evidence NN cord-183600-wxfq90zq 230 36 from from IN cord-183600-wxfq90zq 230 37 vacancy vacancy NN cord-183600-wxfq90zq 230 38 postings posting NNS cord-183600-wxfq90zq 230 39 and and CC cord-183600-wxfq90zq 230 40 UI UI NNP cord-183600-wxfq90zq 230 41 claims claim VBZ cord-183600-wxfq90zq 230 42 Determinants determinant NNS cord-183600-wxfq90zq 230 43 of of IN cord-183600-wxfq90zq 230 44 disparities disparity NNS cord-183600-wxfq90zq 230 45 in in IN cord-183600-wxfq90zq 230 46 covid-19 covid-19 CD cord-183600-wxfq90zq 230 47 job job NN cord-183600-wxfq90zq 230 48 losses loss NNS cord-183600-wxfq90zq 230 49 Coronavirus Coronavirus NNP cord-183600-wxfq90zq 230 50 disease disease NN cord-183600-wxfq90zq 230 51 2019 2019 CD cord-183600-wxfq90zq 230 52 : : : cord-183600-wxfq90zq 230 53 the the DT cord-183600-wxfq90zq 230 54 harms harm NNS cord-183600-wxfq90zq 230 55 of of IN cord-183600-wxfq90zq 230 56 exaggerated exaggerated JJ cord-183600-wxfq90zq 230 57 information information NN cord-183600-wxfq90zq 230 58 and and CC cord-183600-wxfq90zq 230 59 non non JJ cord-183600-wxfq90zq 230 60 - - JJ cord-183600-wxfq90zq 230 61 evidence evidence NN cord-183600-wxfq90zq 230 62 - - HYPH cord-183600-wxfq90zq 230 63 based base VBN cord-183600-wxfq90zq 230 64 measures measure NNS cord-183600-wxfq90zq 230 65 Physical physical JJ cord-183600-wxfq90zq 230 66 distancing distance VBG cord-183600-wxfq90zq 230 67 interventions intervention NNS cord-183600-wxfq90zq 230 68 and and CC cord-183600-wxfq90zq 230 69 incidence incidence NN cord-183600-wxfq90zq 230 70 of of IN cord-183600-wxfq90zq 230 71 coronavirus coronavirus NN cord-183600-wxfq90zq 230 72 disease disease NN cord-183600-wxfq90zq 230 73 2019 2019 CD cord-183600-wxfq90zq 230 74 : : : cord-183600-wxfq90zq 230 75 natural natural JJ cord-183600-wxfq90zq 230 76 experiment experiment NN cord-183600-wxfq90zq 230 77 in in IN cord-183600-wxfq90zq 230 78 149 149 CD cord-183600-wxfq90zq 230 79 countries country NNS cord-183600-wxfq90zq 231 1 An an DT cord-183600-wxfq90zq 231 2 improved improved JJ cord-183600-wxfq90zq 231 3 measure measure NN cord-183600-wxfq90zq 231 4 of of IN cord-183600-wxfq90zq 231 5 deaths death NNS cord-183600-wxfq90zq 231 6 due due JJ cord-183600-wxfq90zq 231 7 to to IN cord-183600-wxfq90zq 231 8 covid-19 covid-19 NNP cord-183600-wxfq90zq 231 9 in in IN cord-183600-wxfq90zq 231 10 england england NNP cord-183600-wxfq90zq 231 11 and and CC cord-183600-wxfq90zq 231 12 wales wales NNP cord-183600-wxfq90zq 231 13 Using use VBG cord-183600-wxfq90zq 231 14 online online JJ cord-183600-wxfq90zq 231 15 job job NN cord-183600-wxfq90zq 231 16 vacancies vacancy NNS cord-183600-wxfq90zq 231 17 to to TO cord-183600-wxfq90zq 231 18 understand understand VB cord-183600-wxfq90zq 231 19 the the DT cord-183600-wxfq90zq 231 20 uk uk NNP cord-183600-wxfq90zq 231 21 labour labour NN cord-183600-wxfq90zq 231 22 market market NN cord-183600-wxfq90zq 231 23 from from IN cord-183600-wxfq90zq 231 24 the the DT cord-183600-wxfq90zq 231 25 bottom bottom NN cord-183600-wxfq90zq 231 26 - - HYPH cord-183600-wxfq90zq 231 27 up up RP cord-183600-wxfq90zq 231 28 Latent latent JJ cord-183600-wxfq90zq 231 29 dirichlet dirichlet JJ cord-183600-wxfq90zq 231 30 allocation allocation NN cord-183600-wxfq90zq 231 31 Distributed distribute VBN cord-183600-wxfq90zq 231 32 representations representation NNS cord-183600-wxfq90zq 231 33 of of IN cord-183600-wxfq90zq 231 34 sentences sentence NNS cord-183600-wxfq90zq 231 35 and and CC cord-183600-wxfq90zq 231 36 documents document NNS cord-183600-wxfq90zq 231 37 Using use VBG cord-183600-wxfq90zq 231 38 job job NN cord-183600-wxfq90zq 231 39 vacancies vacancy NNS cord-183600-wxfq90zq 231 40 to to TO cord-183600-wxfq90zq 231 41 understand understand VB cord-183600-wxfq90zq 231 42 the the DT cord-183600-wxfq90zq 231 43 effects effect NNS cord-183600-wxfq90zq 231 44 of of IN cord-183600-wxfq90zq 231 45 labour labour NN cord-183600-wxfq90zq 231 46 market market NN cord-183600-wxfq90zq 231 47 mismatch mismatch NN cord-183600-wxfq90zq 231 48 on on IN cord-183600-wxfq90zq 231 49 uk uk NNP cord-183600-wxfq90zq 231 50 output output NN cord-183600-wxfq90zq 231 51 and and CC cord-183600-wxfq90zq 231 52 productivity productivity NN cord-183600-wxfq90zq 231 53 Exploring explore VBG cord-183600-wxfq90zq 231 54 the the DT cord-183600-wxfq90zq 231 55 space space NN cord-183600-wxfq90zq 231 56 of of IN cord-183600-wxfq90zq 231 57 topic topic NN cord-183600-wxfq90zq 231 58 coherence coherence NN cord-183600-wxfq90zq 231 59 measures measure VBZ cord-183600-wxfq90zq 231 60 WordNet wordnet NN cord-183600-wxfq90zq 231 61 : : : cord-183600-wxfq90zq 231 62 An An NNP cord-183600-wxfq90zq 231 63 Electronic Electronic NNP cord-183600-wxfq90zq 231 64 Lexical Lexical NNP cord-183600-wxfq90zq 231 65 Database Database NNP cord-183600-wxfq90zq 231 66 , , , cord-183600-wxfq90zq 231 67 Bradford Bradford NNP cord-183600-wxfq90zq 231 68 Books Books NNP cord-183600-wxfq90zq 231 69 Software Software NNP cord-183600-wxfq90zq 231 70 Framework Framework NNP cord-183600-wxfq90zq 231 71 for for IN cord-183600-wxfq90zq 231 72 Topic Topic NNP cord-183600-wxfq90zq 231 73 Modelling model VBG cord-183600-wxfq90zq 231 74 with with IN cord-183600-wxfq90zq 231 75 Large large JJ cord-183600-wxfq90zq 231 76 Corpora Corpora NNP cord-183600-wxfq90zq 231 77 Social Social NNP cord-183600-wxfq90zq 231 78 sensing sensing NN cord-183600-wxfq90zq 231 79 of of IN cord-183600-wxfq90zq 231 80 floods flood NNS cord-183600-wxfq90zq 231 81 in in IN cord-183600-wxfq90zq 231 82 the the DT cord-183600-wxfq90zq 231 83 uk uk NNP cord-183600-wxfq90zq 231 84 Relationship Relationship NNP cord-183600-wxfq90zq 231 85 of of IN cord-183600-wxfq90zq 231 86 nuts nuts JJ cord-183600-wxfq90zq 231 87 areas area NNS cord-183600-wxfq90zq 231 88 to to IN cord-183600-wxfq90zq 231 89 uk uk NNP cord-183600-wxfq90zq 231 90 administrative administrative JJ cord-183600-wxfq90zq 231 91 geographies geography NNS cord-183600-wxfq90zq 231 92 Divided divide VBN cord-183600-wxfq90zq 231 93 and and CC cord-183600-wxfq90zq 231 94 connected connect VBN cord-183600-wxfq90zq 231 95 : : : cord-183600-wxfq90zq 231 96 Regional regional JJ cord-183600-wxfq90zq 231 97 inequalities inequality NNS cord-183600-wxfq90zq 231 98 in in IN cord-183600-wxfq90zq 231 99 the the DT cord-183600-wxfq90zq 231 100 north north NN cord-183600-wxfq90zq 231 101 , , , cord-183600-wxfq90zq 231 102 the the DT cord-183600-wxfq90zq 231 103 uk uk NNP cord-183600-wxfq90zq 231 104 and and CC cord-183600-wxfq90zq 231 105 the the DT cord-183600-wxfq90zq 231 106 developed developed JJ cord-183600-wxfq90zq 231 107 world world NN cord-183600-wxfq90zq 232 1 The the DT cord-183600-wxfq90zq 232 2 health health NN cord-183600-wxfq90zq 232 3 protection protection NN cord-183600-wxfq90zq 232 4 ( ( -LRB- cord-183600-wxfq90zq 232 5 coronavirus coronavirus NN cord-183600-wxfq90zq 232 6 , , , cord-183600-wxfq90zq 232 7 restrictions restriction NNS cord-183600-wxfq90zq 232 8 on on IN cord-183600-wxfq90zq 232 9 gatherings gathering NNS cord-183600-wxfq90zq 232 10 ) ) -RRB- cord-183600-wxfq90zq 232 11 ( ( -LRB- cord-183600-wxfq90zq 232 12 north north NNP cord-183600-wxfq90zq 232 13 of of IN cord-183600-wxfq90zq 232 14 england england NNP cord-183600-wxfq90zq 232 15 ) ) -RRB- cord-183600-wxfq90zq 232 16 regulations regulation NNS cord-183600-wxfq90zq 232 17 2020 2020 CD cord-183600-wxfq90zq 233 1 Labeled label VBN cord-183600-wxfq90zq 233 2 lda lda NNP cord-183600-wxfq90zq 233 3 : : : cord-183600-wxfq90zq 234 1 A a DT cord-183600-wxfq90zq 234 2 supervised supervise VBN cord-183600-wxfq90zq 234 3 topic topic NN cord-183600-wxfq90zq 234 4 model model NN cord-183600-wxfq90zq 234 5 for for IN cord-183600-wxfq90zq 234 6 credit credit NN cord-183600-wxfq90zq 234 7 attribution attribution NN cord-183600-wxfq90zq 234 8 in in IN cord-183600-wxfq90zq 234 9 multi multi JJ cord-183600-wxfq90zq 234 10 - - JJ cord-183600-wxfq90zq 234 11 labeled label VBN cord-183600-wxfq90zq 234 12 corpora corpora NN cord-183600-wxfq90zq 234 13 COVID-19 covid-19 JJ cord-183600-wxfq90zq 234 14 and and CC cord-183600-wxfq90zq 234 15 remote remote JJ cord-183600-wxfq90zq 234 16 work work NN cord-183600-wxfq90zq 234 17 : : : cord-183600-wxfq90zq 234 18 an an DT cord-183600-wxfq90zq 234 19 early early JJ cord-183600-wxfq90zq 234 20 look look NN cord-183600-wxfq90zq 234 21 at at IN cord-183600-wxfq90zq 234 22 US US NNP cord-183600-wxfq90zq 234 23 data datum NNS cord-183600-wxfq90zq 235 1 What what WP cord-183600-wxfq90zq 235 2 is be VBZ cord-183600-wxfq90zq 235 3 wrong wrong JJ cord-183600-wxfq90zq 235 4 with with IN cord-183600-wxfq90zq 235 5 evidence evidence NN cord-183600-wxfq90zq 235 6 based base VBN cord-183600-wxfq90zq 235 7 policy policy NN cord-183600-wxfq90zq 235 8 , , , cord-183600-wxfq90zq 235 9 and and CC cord-183600-wxfq90zq 235 10 how how WRB cord-183600-wxfq90zq 235 11 can can MD cord-183600-wxfq90zq 235 12 it -PRON- PRP cord-183600-wxfq90zq 235 13 be be VB cord-183600-wxfq90zq 235 14 improved improve VBN cord-183600-wxfq90zq 235 15 ? ? .