#FlattenTheCurve, Twitter, 12/16/2021 6:01:44 PM, 268435


FAQ | Problem?

#FlattenTheCurve_2021-12-16_03-08-29.xlsx
#FlattenTheCurve_2021-12-16_03-08-29.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 16, 2021
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/3m7mxMo
@frankfurtzack
@this0499154500
@soulforsale4
@ecmokaragianni1
@czypionkathomas
@ckemfert
@naomioreskes
@viralvideovlogs
@karl_lauterbach
@mathiaspriebe

Top hashtags:
#flattenthecurve
#covid19
#togetherwecan

Description:
Description
The graph represents a network of 2,076 Twitter users whose tweets in the requested range contained "#FlattenTheCurve", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 16 December 2021 at 11:11 UTC.

The requested start date was Thursday, 16 December 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 10-hour, 52-minute period from Thursday, 02 December 2021 at 01:28 UTC to Wednesday, 15 December 2021 at 12:20 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 2076
Unique Edges : 860
Edges With Duplicates : 4276
Total Edges : 5136
Number of Edge Types : 5
Tweet : 748
Retweet : 1603
MentionsInRetweet : 1867
Replies to : 144
Mentions : 774
Self-Loops : 766
Reciprocated Vertex Pair Ratio : 0.00665715644317641
Reciprocated Edge Ratio : 0.0132262635805385
Connected Components : 323
Single-Vertex Connected Components : 151
Maximum Vertices in a Connected Component : 1143
Maximum Edges in a Connected Component : 3394
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.148367
Graph Density : 0.000491445550990088
Modularity : 0.409475
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,076 Twitter users whose tweets in the requested range contained "#FlattenTheCurve", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 16 December 2021 at 11:11 UTC.

The requested start date was Thursday, 16 December 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 10-hour, 52-minute period from Thursday, 02 December 2021 at 01:28 UTC to Wednesday, 15 December 2021 at 12:20 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : #FlattenTheCurve
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[7] https://www.twitch.tv/nezuryu
[6] https://www.france24.com/en/asia-pacific/20210206-chinese-social-media-pays-tribute-to-virus-whistleblower-on-his-death-anniversary
[5] https://www.robpyne.com.au/monday-matters/
[4] https://www.egmontinstitute.be/publications/
[4] https://allin.illinois.gov/
[4] https://www.hdcapparel.com/products/time-to-flatten-the-tyranny-t-shirt
[2] https://twitter.com/dpaessler/status/1470839951621304324
[2] https://www.youtube.com/watch?v=aP6CPtuN7k4&feature=youtu.be

[2] https://www.youtube.com/watch?v=zu98Pf0hFCc&feature=youtu.be

[2] https://www.youtube.com/watch?v=joj4uK4ITIQ&feature=youtu.be


Top URLs in Tweet in G3:
[1] https://www.spiegel.de/wissenschaft/mensch/harvard-professorin-oreskes-wie-oel-und-gasfirmen-die-oeffentlichkeit-beim-klimawandel-getaeuscht-haben-a-323cf58c-4d33-45e5-88d7-82f6757ed510?d=1639216858&sara_ecid=soci_upd_wbMbjhOSvViISjc8RPU89NcCvtlFcJ
[1] https://twitter.com/tagesschau/status/1465951794555719681
[1] https://twitter.com/peter_simone/status/1467086100703461377
[1] https://twitter.com/bmg_bund/status/1468628216449585160
[1] https://twitter.com/daserste/status/1468950996344737792

Top URLs in Tweet in G4:
[4] https://www.egmontinstitute.be/publications/
[2] https://twitter.com/SoulforSale4/status/1466525163038687233
[2] https://twitter.com/epsilon3141/status/1467078958562922497
[2] https://twitter.com/docknack/status/1469614422595457027
[1] https://twitter.com/DrEricDing/status/1466242996891013124
[1] https://twitter.com/JSchmitzLeipzig/status/1465758568288768001
[1] https://www.youtube.com/watch?v=Ir1ZvI3uvLQ&feature=youtu.be

[1] https://twitter.com/c_drosten/status/1466073669768208387
[1] https://twitter.com/BeauRTL/status/1466532239567687680
[1] https://twitter.com/soulforsale4/status/1466525163038687233

Top URLs in Tweet in G5:
[1] https://twitter.com/mariodujakovic/status/1469338549883478025
[1] https://www.ardmediathek.de/video/doku-und-reportage/corona-station-kampf-ums-ueberleben/wdr/Y3JpZDovL3dkci5kZS9CZWl0cmFnLTI2YWY4ODU5LTMzZTItNDc1OC05OWQzLTViZWVmMjNjY2VkNQ/

Top URLs in Tweet in G6:
[6] https://www.france24.com/en/asia-pacific/20210206-chinese-social-media-pays-tribute-to-virus-whistleblower-on-his-death-anniversary
[1] https://ccforum.biomedcentral.com/articles/10.1186/s13054-021-03831-y
[1] https://pure.au.dk/portal/files/181464339/The_unpleasant_truth_is_the_best_protection_against_coronavirus_Michael_Bang_Petersen.pdf
[1] https://twitter.com/rid1tweets/status/1466828284445040645

Top URLs in Tweet in G7:
[1] https://www.youtube.com/watch?v=-9OvNz7NESQ

[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=268325
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=267605
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=267941
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=268098
[1] https://twitter.com/dpaessler/status/1469585573899911168
[1] https://twitter.com/CorneliusRoemer/status/1469340260681277446
[1] https://www.ndr.de/fernsehen/sendungen/hamburg_journal/Booster-Impfungen-Vielerorts-in-Hamburg-lange-Warteschlangen,hamj116822.html
[1] https://twitter.com/karl_lauterbach/status/1467806125009551368
[1] https://www.youtube.com/watch?v=-9OvNz7NESQ&feature=youtu.be


Top URLs in Tweet in G9:
[1] https://twitter.com/ARD_BaB/status/1470005703301603331
[1] https://twitter.com/alexbeisenherz/status/1469045823757504513
[1] https://twitter.com/wenig_worte/status/1468254400993017856
[1] https://twitter.com/DrTedros/status/1469034366806470659
[1] https://twitter.com/ecmokaragianni1/status/1469413431371522051
[1] https://twitter.com/kakape/status/1466525616556105735
[1] https://twitter.com/HallekMichael/status/1469070635448123400
[1] https://twitter.com/wluef/status/1470023715249401856
[1] https://twitter.com/Anwalt_Jun/status/1470511183811813379
[1] https://twitter.com/dpaessler/status/1470839951621304324

Top Domains
Top Domains in Tweet in Entire Graph:
[114] twitter.com
[31] youtube.com
[19] swarmapp.com
[10] scitechdaily.com
[8] wordpress.com
[7] twitch.tv
[6] france24.com
[5] com.au
[4] nodexlgraphgallery.org
[4] egmontinstitute.be

Top Domains in Tweet in G3:
[4] twitter.com
[1] spiegel.de

Top Domains in Tweet in G4:
[54] twitter.com
[19] swarmapp.com
[4] egmontinstitute.be
[3] facebook.com
[2] youtube.com
[1] berlin.de
[1] ndr.de
[1] wdr.de
[1] sherrybensonpodolchuk.com
[1] 6abc.com

Top Domains in Tweet in G5:
[1] twitter.com
[1] ardmediathek.de

Top Domains in Tweet in G6:
[6] france24.com
[1] biomedcentral.com
[1] au.dk
[1] twitter.com

Top Domains in Tweet in G7:
[4] nodexlgraphgallery.org
[3] twitter.com
[2] youtube.com
[1] ndr.de

Top Domains in Tweet in G9:
[13] twitter.com
[2] mainpost.de
[1] n-tv.de
[1] sueddeutsche.de
[1] zdf.de
[1] welt.de

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1750] flattenthecurve
[402] covid19
[236] togetherwecan
[219] zusammengegencorona
[207] solidaritaet
[206] staysafestayhealthyathome
[205] empathie
[152] wearamask
[119] nagalandagainstcovid
[112] vereeniging



Top Hashtags in Tweet in G1:
[27] flattenthecurve
[2] servicetweet
[1] stayhomestaysafe
[1] stayhomestaysafeallen

Top Hashtags in Tweet in G2:
[194] flattenthecurve
[191] staysafestayhealthyathome
[190] solidaritaet
[190] empathie
[190] zusammengegencorona
[3] lockdownfuerallejetzt
[2] desinfektionsmittel
[1] lasstunseinpaarlebenretten
[1] covid19
[1] notbremsejetzt

Top Hashtags in Tweet in G3:
[10] flattenthecurve
[5] covid19
[3] solidaritaet
[3] empathie
[3] zusammengegencorona
[3] staysafestayhealthyathome
[3] omikron
[1] klimaschutz
[1] fakenews
[1] falsebalance

Top Hashtags in Tweet in G4:
[204] flattenthecurve
[34] covid19
[14] stayathome
[14] staynotathome
[13] coronavirus
[12] stayhome
[11] wirbleibennichtmehrzuhause
[9] omicron
[8] covid
[8] zusammengegencorona

Top Hashtags in Tweet in G5:
[132] flattenthecurve
[7] flattenthedeathtoll
[3] zusammengegencorona
[2] solidaritaet
[2] empathie
[2] staysafestayhealthyathome
[1] ã„rmelhoch
[1] coronaschutzimpfung
[1] covid19
[1] vaccination

Top Hashtags in Tweet in G6:
[97] covid19
[24] flattenthecurve
[3] ecmo
[3] solidaritaet
[3] empathie
[3] zusammengegencorona
[3] staysafestayhealthyathome
[2] omikron
[1] delta
[1] intensivstationen

Top Hashtags in Tweet in G7:
[63] flattenthecurve
[20] omicron
[14] omikron
[7] covid19
[4] delta
[4] solidaritaet
[4] empathie
[4] zusammengegencorona
[4] staysafestayhealthyathome
[4] togetherwecan

Top Hashtags in Tweet in G8:
[51] flattenthecurve
[49] priebshow
[49] satire
[49] wahndemie
[4] geimpft
[1] stayhome
[1] impfung

Top Hashtags in Tweet in G9:
[59] flattenthecurve
[37] covid19
[6] coronavirus
[5] tagesthemen
[4] impfenschuetzt
[2] togetherwecan
[2] omikron
[2] staysafe
[2] omicron
[1] nagaland

Top Hashtags in Tweet in G10:
[18] spandau
[17] a21
[17] 3g
[10] dir2
[8] 2gregel
[7] owis
[6] flattenthecurve
[2] impfzentrum
[1] charlottenburg
[1] mitte

Top Words
Top Words in Tweet in Entire Graph:
[1744] #flattenthecurve
[584] station
[400] #covid19
[336] frankfurtzack
[332] train
[275] mã
[271] ssen
[262] next
[261] stopping
[258] kã

Top Words in Tweet in G1:
[317] frankfurtzack
[244] weihnachten
[244] kind
[243] lebenshilfe
[243] wdr
[243] vorgehen
[243] mã
[243] ssen
[243] ungeimpftes
[243] kã

Top Words in Tweet in G2:
[194] #flattenthecurve
[191] #staysafestayhealthyathome
[190] wisst
[190] #solidaritaet
[190] #empathie
[190] #zusammengegencorona
[190] waren
[190] soulforsale4
[47] wâ
[4] gibt

Top Words in Tweet in G3:
[167] lesenswertes
[167] interview
[167] naomioreskes
[167] jahrzehntelange
[167] desinformationskampagenen
[167] öl
[167] gasindustrie
[166] ckemfert
[166] #klimasch
[10] #flattenthecurve

Top Words in Tweet in G4:
[204] #flattenthecurve
[34] #covid19
[26] zwerenberg
[25] die
[15] cases
[14] macht
[14] #stayathome
[14] #staynotathome
[13] #coronavirus
[13] home

Top Words in Tweet in G5:
[132] #flattenthecurve
[122] czypionkathomas
[93] impfen
[86] müssen
[86] nie
[86] war
[86] wichtig
[86] boostern
[86] maximale
[86] maßnahmen

Top Words in Tweet in G6:
[97] #covid19
[93] ecmokaragianni1
[92] aktuell
[92] erfreulichen
[92] entwicklungen
[92] einsatz
[92] passiven
[92] immunisierung
[92] gegen
[68] neutralisiere

Top Words in Tweet in G7:
[63] #flattenthecurve
[44] karl_lauterbach
[24] war
[23] nie
[20] #omicron
[19] kommt
[19] keine
[18] welle
[17] sondern
[17] wand

Top Words in Tweet in G8:
[51] #flattenthecurve
[49] geklappt
[49] #priebshow
[49] #satire
[49] #wahndemie
[48] mathiaspriebe
[8] frankfurtzack
[6] geht
[6] bitte
[5] mã

Top Words in Tweet in G9:
[59] #flattenthecurve
[37] #covid19
[24] die
[7] need
[7] warum
[7] c_drosten
[7] zahlen
[6] break
[6] take
[6] advised

Top Words in Tweet in G10:
[38] polizeiberlin
[28] die
[28] kolleg
[24] reaktionen
[18] #spandau
[18] gestern
[17] #a21
[17] einhaltung
[17] #3g
[17] regeln

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[271] mã,ssen
[261] next,stopping
[261] stopping,station
[255] kã,nnen
[254] lebenshilfe,wdr
[254] wdr,weihnachten
[254] weihnachten,vorgehen
[254] vorgehen,mã
[254] ssen,ungeimpftes
[254] ungeimpftes,kind

Top Word Pairs in Tweet in G1:
[243] lebenshilfe,wdr
[243] wdr,weihnachten
[243] weihnachten,vorgehen
[243] vorgehen,mã
[243] mã,ssen
[243] ssen,ungeimpftes
[243] ungeimpftes,kind
[243] kind,kã
[243] kã,nnen
[242] frankfurtzack,lebenshilfe

Top Word Pairs in Tweet in G2:
[190] wisst,#solidaritaet
[190] #solidaritaet,#empathie
[190] #empathie,#zusammengegencorona
[190] #zusammengegencorona,#flattenthecurve
[190] #flattenthecurve,#staysafestayhealthyathome
[190] #staysafestayhealthyathome,waren
[189] soulforsale4,wisst
[47] waren,wâ
[2] alle,politisch
[2] politisch,verantwortlichen

Top Word Pairs in Tweet in G3:
[167] lesenswertes,interview
[167] interview,naomioreskes
[167] naomioreskes,jahrzehntelange
[167] jahrzehntelange,desinformationskampagenen
[167] desinformationskampagenen,öl
[167] öl,gasindustrie
[166] ckemfert,lesenswertes
[166] gasindustrie,#klimasch
[5] gegen,#covid19
[4] ecmokaragianni1,aktuell

Top Word Pairs in Tweet in G4:
[18] #covid19,#flattenthecurve
[14] #flattenthecurve,#stayathome
[14] #flattenthecurve,#staynotathome
[13] cases,declined
[13] declined,stay
[13] stay,aware
[13] aware,use
[13] use,caution
[13] caution,#covid19
[11] macht,schnelle

Top Word Pairs in Tweet in G5:
[86] müssen,nie
[86] nie,war
[86] war,#flattenthecurve
[86] #flattenthecurve,wichtig
[86] wichtig,impfen
[86] impfen,boostern
[86] boostern,maximale
[86] maximale,maßnahmen
[85] czypionkathomas,müssen
[35] needs,done

Top Word Pairs in Tweet in G6:
[92] aktuell,erfreulichen
[92] erfreulichen,entwicklungen
[92] entwicklungen,einsatz
[92] einsatz,passiven
[92] passiven,immunisierung
[92] immunisierung,gegen
[92] gegen,#covid19
[91] ecmokaragianni1,aktuell
[68] #covid19,neutralisiere
[23] #covid19,neutralisiereâ

Top Word Pairs in Tweet in G7:
[23] nie,war
[23] war,#flattenthecurve
[17] karl_lauterbach,#omicron
[17] #omicron,kommt
[17] kommt,keine
[17] keine,welle
[17] welle,sondern
[17] sondern,wand
[17] wand,nie
[17] #flattenthecurve,wichtiger

Top Word Pairs in Tweet in G8:
[49] geklappt,#flattenthecurve
[49] #flattenthecurve,#priebshow
[49] #priebshow,#satire
[49] #satire,#wahndemie
[48] mathiaspriebe,geklappt
[4] frankfurtzack,maãÿnahmen
[4] maãÿnahmen,gewã
[4] gewã,hnt
[4] hnt,zunehmend
[4] zunehmend,selbstlã

Top Word Pairs in Tweet in G9:
[24] #covid19,#flattenthecurve
[6] advised,continue
[6] continue,adhering
[6] adhering,#covid19
[6] #covid19,preventive
[6] preventive,measures
[6] measures,such
[6] such,getting
[6] getting,vaccinated
[6] vaccinated,avoiding

Top Word Pairs in Tweet in G10:
[17] gestern,kolleg
[17] kolleg,#a21
[17] #a21,die
[17] die,einhaltung
[17] einhaltung,#3g
[17] #3g,regeln
[17] regeln,bhf
[17] bhf,rathaus
[17] rathaus,#spandau
[17] #spandau,kontrolliert

Top Replied-To
Top Replied-To in Entire Graph:
@ichbin_ro
@karl_lauterbach
@lwhead
@cieseksandra
@susannaharkonen
@frankfurtzack
@govkathyhochul
@philheid1
@maithi_nk
@mrsmertes

Top Replied-To in G1:
@frankfurtzack
@andkiessling
@tagesschau
@webdenews

Top Replied-To in G2:
@soulforsale4

Top Replied-To in G5:
@czypionkathomas

Top Replied-To in G6:
@cieseksandra
@marcel_gehlen

Top Replied-To in G7:
@karl_lauterbach
@ichbin_ro
@maithi_nk
@ingoheuschkel
@sebulino
@hansmichaelbuss
@olafscholz
@kirstenkappert
@dkoch86
@kingsmana1

Top Replied-To in G8:
@robinaluhood

Top Replied-To in G9:
@korinnahennig
@zeitonline
@team_goodnews
@vongammcom
@libra08101

Top Replied-To in G10:
@polizeiberlin

Top Mentioned
Top Mentioned in Entire Graph:
@frankfurtzack
@soulforsale4
@naomioreskes
@ckemfert
@healthnagaland
@czypionkathomas
@ecmokaragianni1
@mygovnagaland
@dipr_nagaland
@airnews_kohima

Top Mentioned in G1:
@frankfurtzack
@mrc314

Top Mentioned in G2:
@soulforsale4
@fleiffheidt789
@rainerrogge

Top Mentioned in G3:
@naomioreskes
@ckemfert
@ecmokaragianni1
@peter_simone
@soulforsale4
@lehr_thorsten
@czypionkathomas
@karl_lauterbach

Top Mentioned in G4:
@egmontinstitute
@womapodolchuk
@jason_phoenix99
@duanepaulmurph

Top Mentioned in G5:
@czypionkathomas
@scholzfriends
@rahaake
@mackayim
@burtscherhelmut
@soulforsale4

Top Mentioned in G6:
@ecmokaragianni1
@cieseksandra
@m_b_petersen
@90schris
@maudzitelmann
@soulforsale4
@czypionkathomas
@karl_lauterbach
@jfuelscher
@abhotten

Top Mentioned in G7:
@karl_lauterbach
@ubugmenot
@ichbin_ro
@soulforsale4
@frankfurtzack
@czypionkathomas
@ecmokaragianni1
@this0499154500
@ckemfert
@naomioreskes

Top Mentioned in G8:
@mathiaspriebe
@frankfurtzack
@robinaluhood
@brat_florida

Top Mentioned in G9:
@c_drosten
@amref_worldwide
@1worldvs1virus
@karinpfeifer17
@isolationbot
@healthnagaland
@violapriesemann
@killoyle
@mpkemper
@ecmokaragianni1

Top Mentioned in G10:
@polizeiberlin
@bacwberlin
@ba_pankow
@niklas1120o
@emmastoned11

Top Tweeters
Top Tweeters in Entire Graph:
@pparzival
@inabster
@chrisbrey1
@viralvideovlogs
@4tchat
@thehill
@scheerenberger
@edwardcalame
@koudaiin
@helperstream

Top Tweeters in G1:
@mrstone0856
@garioncoyote
@hackenstad
@drthomasbruns
@pipo1245671
@markrudolph2701
@vonunter
@stoergroessem
@hamburgerdeern4
@tini68274439

Top Tweeters in G2:
@jolicoeur11
@shellysherrchen
@blackrosie89
@rainerrogge
@electroheinz
@backtopaco
@graf_anarcho
@moothepuk
@maddylina25
@me_for_earth

Top Tweeters in G3:
@btkrth
@larossa05
@halleverkehrt
@liese_mueller
@thomasknorra
@andreas__nagel
@h_odiug
@balelt41
@geirrchris
@parents4future

Top Tweeters in G4:
@jj_angelus
@duanepaulmurph
@iannetts70
@paulydeathwish
@fabcojim
@luisenstadtfoto
@freedumfries
@r34lb0rg
@senfrankniceley
@radio_azureus

Top Tweeters in G5:
@inabster
@helperstream
@bad_woof
@e2dot7182818284
@sosninosename1
@clmerle
@ramblingproses
@mackayim
@bobreeduk
@katrineberhardt

Top Tweeters in G6:
@moritzbhg
@cptleto
@monasmitte
@danielalippke
@heiderosie
@moschaefer66
@mag2012ge
@chihuu
@ichbinschoener
@chabis_ch

Top Tweeters in G7:
@pparzival
@michael_kunz
@die_socke
@mertinsk
@hansmichaelbuss
@publizistikon
@greensaxo
@trullacouch
@dnimmersatt
@printi71

Top Tweeters in G8:
@holgerscherer
@valandir
@manfredmuc1
@karlerbach
@katharina_munz
@mk2000
@stein_til
@blue_eyes_2021
@renaades
@rehbln50

Top Tweeters in G9:
@viralvideovlogs
@zeitonline
@libra08101
@energisch_
@1worldvs1virus
@dpd_de
@musicsunlit
@mainpost
@annamana_
@jpruehmann

Top Tweeters in G10:
@henne38
@dietersteffmann
@wiese_r
@berlinaffaires
@snowy_carpender
@elemob_de
@andreasklamm
@wikinaut
@chronozykelbik2
@tomschreibermda


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.