PPE, Twitter, 4/9/2021 12:48:50 PM, 252418


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PPE_2021-04-08_00-51-25.xlsx
PPE_2021-04-08_00-51-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 09, 2021
Short Description:
PPE via NodeXL https://bit.ly/3d3kSTZ
@drericding
@keyamacynewx
@raggedtp
@woodsiepants34
@fordnation
@drmwarner
@freespeech_0
@kollerkunzultz
@azray_han
@alisongeorge10

Top hashtags:
#covid19
#eu
#ppe
#kdppe
#perthtanapon
#canucks
#whatshappeninginmyanmar
#apr5coup

Description:
Description
The graph represents a network of 8,363 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 08 April 2021 at 07:58 UTC.

The requested start date was Tuesday, 06 April 2021 at 00:01 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 3-day, 2-hour, 11-minute period from Friday, 02 April 2021 at 11:20 UTC to Monday, 05 April 2021 at 13:32 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 : 8363
Unique Edges : 3036
Edges With Duplicates : 13104
Total Edges : 16140
Number of Edge Types : 5
Retweet : 6108
MentionsInRetweet : 6896
Tweet : 1120
Mentions : 1269
Replies to : 747
Self-Loops : 1139
Reciprocated Vertex Pair Ratio : 0.00774178180085755
Reciprocated Edge Ratio : 0.0153646141118071
Connected Components : 997
Single-Vertex Connected Components : 302
Maximum Vertices in a Connected Component : 2955
Maximum Edges in a Connected Component : 6249
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 6.432903
Graph Density : 0.00012098998838948
Modularity : 0.52829
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 8,363 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 08 April 2021 at 07:58 UTC.

The requested start date was Tuesday, 06 April 2021 at 00:01 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 3-day, 2-hour, 11-minute period from Friday, 02 April 2021 at 11:20 UTC to Monday, 05 April 2021 at 13:32 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 : PPE
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:
[69] https://www.patriots.com/video/a-patriotic-mission-for-ppe
[56] https://www.theguardian.com/world/2021/apr/01/tory-donor-lobbied-minister-to-speed-up-his-65m-ppe-deal
[17] https://www.youtube.com/watch?v=DUT1sIlDhdU&feature=youtu.be

[12] https://youtu.be/TJzuM19ZUJc
[5] https://www.theguardian.com/world/2021/apr/01/tory-donor-lobbied-minister-to-speed-up-his-65m-ppe-deal?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1617285443
[4] https://www.instagram.com/accounts/login/
[4] https://www.vlive.tv/video/243409
[4] https://www.abc.net.au/radio-australia/programs/pacificbeat/cairns-community-sending-ppe-to-help-with-png-covid-19-outbreak/13289368
[4] https://www.theguardian.com/society/2021/apr/03/nhs-feels-strain-tens-thousands-staff-long-covid
[4] https://twitter.com/ppetrends/status/1377956919533441027

Top URLs in Tweet in G1:
[1] https://twitter.com/azfarheri/status/1378372478095876097

Top URLs in Tweet in G2:
[1] https://twitter.com/pobanerjee/status/1377923034141581315

Top URLs in Tweet in G4:
[1] https://twitter.com/kirankumar9783/status/1355714731047223302

Top URLs in Tweet in G5:
[1] https://trib.al/8CS3Waw
[1] https://cnn.it/31Wp29T
[1] https://cnn.it/3ujK7Hb
[1] https://trib.al/Ai5LOv2
[1] https://cnn.it/3ujOh1P
[1] https://cnn.it/3wqND4E

Top URLs in Tweet in G6:
[4] https://twitter.com/ppetrends/status/1377956919533441027
[4] https://www.instagram.com/accounts/login/
[4] https://www.vlive.tv/video/243409
[2] https://www.youtube.com/watch?v=YTY43qLtLQo&feature=youtu.be

[2] https://m.oasis.weibo.cn/v1/h5/share?sid=4622720593041102
[2] https://share.api.weibo.cn/share/213270677.html?weibo_id=4621537330333340
[1] https://twitter.com/khungreentea/status/1377979781589897217
[1] https://bit.ly/2PzLbrQ
[1] https://bit.ly/2OqmWfc
[1] https://twitter.com/i/events/1377917156457779204

Top URLs in Tweet in G7:
[12] https://youtu.be/TJzuM19ZUJc
[3] https://www.theguardian.com/world/2021/apr/01/tory-donor-lobbied-minister-to-speed-up-his-65m-ppe-deal?CMP=Share_AndroidApp_Other
[3] https://www.linkedin.com/slink?code=eDqQ3fM
[2] https://www.independent.co.uk/news/uk/home-news/covid-ppe-modern-slavery-gloves-uk-b1825502.html
[2] https://www.liveinhomecare.com/n95-cloth-masks-still-in-demand-one-year-after-covid-19-outbreak/information/
[2] https://twitter.com/Kollerkunzultz/status/1378461423110606848
[2] https://www.entmediahub.com.ng/erika-pr-diva-enyolu-teams-up-with-afro-centre-to-distribute-gift-cards-ppe/
[2] https://www.aplitrak.com/?adid=bmF0aGFuZS4yNjQ2Ni50d2lAc2VhcmNoYWJpbGl0eS5hcGxpdHJhay5jb20
[2] https://www.inceptivemind.com/binish-desai-recycles-discarded-ppe-kits-face-masks-brick-2-0/18427/
[1] https://www.lapresse.it/politica/2021/04/02/lega-meloni-incontro-budapest-importante-allargare-rete-a-destra-ppe-2/?utm_source=twitter&utm_medium=social&utm_campaign=lapressetwitter

Top URLs in Tweet in G8:
[7] https://www.theguardian.com/world/2021/apr/01/tory-donor-lobbied-minister-to-speed-up-his-65m-ppe-deal
[2] https://www.abc.net.au/news/2020-09-10/coronavirus-queensland-ipswich-hospital-cluster-ppe-concerns/12639518
[1] https://twitter.com/suss_mark/status/1378860114191417347
[1] https://twitter.com/florencerounda2/status/1379003848002535424
[1] https://twitter.com/marcuschown/status/1378971862592524288
[1] https://www.smh.com.au/business/workplace/doctors-warn-national-advice-on-masks-is-failing-healthcare-workers-20200802-p55hqn.html
[1] https://www.abc.net.au/news/2021-03-31/queensland-covid-vaccine-rollout-delayed-coronavirus-outbreak/100038478
[1] https://twitter.com/PoliticsForScot/status/1378822697086545921
[1] https://www.theguardian.com/politics/2020/nov/18/ppe-suppliers-with-political-ties-given-high-priority-status-report-reveals
[1] https://www.abc.net.au/news/2021-04-03/qld-covid-outbreak-princess-alexandra-hospital-lockdown-ppe/100045672?utm_source=abc_news_web&utm_medium=content_shared&utm_content=twitter&utm_campaign=abc_news_web

Top URLs in Tweet in G10:
[2] https://www.thetimes.co.uk/article/tory-donor-david-meller-awarded-164m-contracts-after-phone-call-6pm5j65x9
[2] https://www.theguardian.com/world/2021/apr/01/tory-donor-lobbied-minister-to-speed-up-his-65m-ppe-deal
[1] https://www.theguardian.com/world/2021/apr/01/tory-donor-lobbied-minister-to-speed-up-his-65m-ppe-deal?CMP=Share_iOSApp_Other

Top Domains
Top Domains in Tweet in Entire Graph:
[145] twitter.com
[80] theguardian.com
[69] patriots.com
[50] co.uk
[29] youtube.com
[12] youtu.be
[8] net.au
[6] ppe-for-usa.com
[5] vlive.tv
[5] ppe.pl

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G2:
[1] twitter.com

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[4] cnn.it
[2] trib.al

Top Domains in Tweet in G6:
[9] twitter.com
[5] vlive.tv
[4] instagram.com
[4] weibo.cn
[3] facebook.com
[3] youtube.com
[2] bit.ly

Top Domains in Tweet in G7:
[48] twitter.com
[14] co.uk
[12] youtu.be
[5] theguardian.com
[3] youtube.com
[3] linkedin.com
[2] liveinhomecare.com
[2] cnn.com
[2] google.com
[2] theepochtimes.com

Top Domains in Tweet in G8:
[8] theguardian.com
[5] twitter.com
[4] net.au
[1] com.au

Top Domains in Tweet in G10:
[3] theguardian.com
[2] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[206] covid19
[169] eu
[151] ppe
[131] kdppe
[120] perthtanapon
[54] canucks
[53] whatshappeninginmyanmar
[48] apr5coup
[44] bb0un
[39] そその奇妙な初見感想



Top Hashtags in Tweet in G3:
[2] fordfailedontario

Top Hashtags in Tweet in G4:
[1] covid19
[1] recycling
[1] environment
[1] economy

Top Hashtags in Tweet in G6:
[128] kdppe
[117] perthtanapon
[44] bb0un
[24] บุ๋นเปรม
[20] perthxsasivdayspecial
[18] ifensixbounprem
[16] อมยิ้มของบุ๋นไออุ่นของเฮีย
[13] คนของแปลน
[12] planrathavit
[12] bounnoppanut

Top Hashtags in Tweet in G7:
[42] ppe
[12] covid19
[9] bs2021
[7] covid
[6] safetyfirst
[6] masks
[4] protection
[4] facemask
[4] staysafe
[4] 青天を衝け

Top Hashtags in Tweet in G8:
[3] iceg
[3] covid19aus
[3] notaprilfoolsday
[2] auspol
[2] ppe
[2] covid19
[1] flags
[1] openyoureyes
[1] crimesagainsthumanity
[1] eu

Top Hashtags in Tweet in G9:
[1] cr17bankstatements

Top Hashtags in Tweet in G10:
[158] eu
[5] ppe
[1] foi

Top Words
Top Words in Tweet in Entire Graph:
[4798] ppe
[1651] covid
[1371] virus
[1318] sure
[1311] making
[1310] life
[1298] goes
[1292] hot
[1290] azray_han
[1289] exist

Top Words in Tweet in G1:
[1292] ppe
[1290] azray_han
[1288] life
[1288] goes
[1288] covid
[1288] didnt
[1288] exist
[1288] anymore
[1288] steaming
[1288] hot

Top Words in Tweet in G2:
[605] ppe
[594] keyamacynewx
[594] last
[594] night
[594] 3am
[594] somebody
[594] stole
[594] car
[594] hertfordshire
[594] ware

Top Words in Tweet in G3:
[394] salon
[392] kollerkunzultz
[392] wife
[391] video
[391] ikea
[391] north
[391] york
[391] open
[391] appointment
[391] investing

Top Words in Tweet in G4:
[763] wear
[384] ppe
[382] mask
[379] day
[378] whole
[371] lunghealthdoc
[9] ghasiate
[4] kit
[4] one
[3] paid

Top Words in Tweet in G5:
[363] ppe
[305] killing
[305] fish
[304] birds
[303] waste
[303] lifesaving
[303] personal
[303] protective
[303] equipment
[303] wildlife

Top Words in Tweet in G6:
[514] น
[212] 2021
[204] ppetrends
[203] อรอยย
[203] มในท
[203] กเช
[202] 04
[198] จ
[198] าก
[198] #

Top Words in Tweet in G7:
[229] ppe
[42] #ppe
[36] covid
[32] visit
[26] census
[24] masks
[22] work
[21] more
[20] government
[19] mask

Top Words in Tweet in G8:
[128] ppe
[37] trace
[34] track
[29] borisjohnson
[23] government
[22] money
[22] tory
[21] failed
[21] covid
[21] airborne

Top Words in Tweet in G9:
[181] expose
[180] expect
[180] more
[180] coordinated
[180] attacks
[180] next
[180] few
[180] days
[180] politically
[180] protected

Top Words in Tweet in G10:
[284] uk
[264] eu
[258] vaccines
[169] dalbideu
[159] ventilators
[158] still
[158] awaits
[158] ordered
[158] ignores
[158] needed

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1288] life,goes
[1288] goes,covid
[1288] covid,didnt
[1288] didnt,exist
[1288] exist,anymore
[1288] anymore,steaming
[1288] steaming,hot
[1288] hot,sweats
[1288] sweats,ppe
[1288] ppe,making

Top Word Pairs in Tweet in G1:
[1288] life,goes
[1288] goes,covid
[1288] covid,didnt
[1288] didnt,exist
[1288] exist,anymore
[1288] anymore,steaming
[1288] steaming,hot
[1288] hot,sweats
[1288] sweats,ppe
[1288] ppe,making

Top Word Pairs in Tweet in G2:
[594] last,night
[594] night,3am
[594] 3am,somebody
[594] somebody,stole
[594] stole,car
[594] car,hertfordshire
[594] hertfordshire,ware
[594] ware,unfortunately
[594] unfortunately,ambulance
[594] ambulance,uniform

Top Word Pairs in Tweet in G3:
[391] video,ikea
[391] ikea,north
[391] north,york
[391] open,salon
[390] york,morning
[390] morning,wife
[390] wife,open
[390] salon,appointment
[390] appointment,investing
[389] kollerkunzultz,video

Top Word Pairs in Tweet in G4:
[380] wear,mask
[379] ppe,wear
[378] whole,day
[378] day,ppe
[377] wear,whole
[367] lunghealthdoc,wear
[9] ghasiate,wear
[4] ppe,kit
[2] saw,lot
[2] lot,mixed

Top Word Pairs in Tweet in G5:
[303] waste,lifesaving
[303] lifesaving,personal
[303] personal,protective
[303] protective,equipment
[303] equipment,ppe
[303] ppe,killing
[303] killing,birds
[303] birds,fish
[303] fish,wildlife
[303] wildlife,globe

Top Word Pairs in Tweet in G6:
[203] อรอยย,มในท
[203] มในท,กเช
[198] #,ppeค
[198] ppeค,อรอยย
[195] 2021,04
[193] 04,03
[192] นพร,งน
[192] น,าา
[190] น,ดเล
[190] ดเล,นเทรนด

Top Word Pairs in Tweet in G7:
[14] visit,home
[13] covid,19
[13] ve,filled
[13] census,officers
[13] officers,visit
[13] home,working
[13] working,same
[13] same,way
[13] government,guidance
[12] way,postal

Top Word Pairs in Tweet in G8:
[32] track,trace
[16] airborne,ppe
[16] ppe,contracts
[12] china,make
[9] ppe,ppe
[9] full,airborne
[7] health,care
[7] joeblack123412,iamlistening666
[7] iamlistening666,borisjohnson
[7] failed,track

Top Word Pairs in Tweet in G9:
[180] expect,more
[180] more,coordinated
[180] coordinated,attacks
[180] attacks,next
[180] next,few
[180] few,days
[180] days,expose
[180] expose,politically
[180] politically,protected
[180] protected,wealthy

Top Word Pairs in Tweet in G10:
[158] eu,still
[158] still,awaits
[158] awaits,vaccines
[158] vaccines,ordered
[158] ordered,uk
[158] uk,ignores
[158] ignores,needed
[158] needed,ventilators
[158] ventilators,#eu
[100] again,eu

Top Replied-To
Top Replied-To in Entire Graph:
@ppe_ppo
@ppe_ee825
@cnn
@sflecce
@ruthdavidsonmsp
@iroharu8
@kii85l
@emmett_dog
@fai_ppe
@nadiawhittomemp

Top Replied-To in G1:
@azray_han

Top Replied-To in G2:
@keyamacynewx

Top Replied-To in G3:
@mikepmoffatt
@kollerkunzultz
@jaustin206
@wikisteff
@homebythelake

Top Replied-To in G4:
@lunghealthdoc
@nehanotknown
@cinnabar_dust

Top Replied-To in G5:
@cnn
@lebronlisi
@cnnpolitics
@cnni

Top Replied-To in G6:
@ing__ppe
@worada____
@wine_zorory
@boomytorao
@moo_katoon_ppe
@kwangg28
@perthppe

Top Replied-To in G8:
@matthancock
@10downingstreet
@youarelobbylud
@safeexpectation
@chrischirp
@theendisnigh10
@danivonuk
@immorsamjoe
@rec777777
@borisjohnson

Top Replied-To in G10:
@daily_express
@dalbideu
@bocaverite

Top Mentioned
Top Mentioned in Entire Graph:
@azray_han
@keyamacynewx
@kollerkunzultz
@lunghealthdoc
@cnn
@ppetrends
@dalbideu
@thabomakwakwa
@raggedtp
@drericding

Top Mentioned in G1:
@azray_han
@amrlamnnn
@janahkiyot
@k_izzuddin

Top Mentioned in G2:
@keyamacynewx
@johnrashton47
@goughcj
@twitter
@theonlypeterkay

Top Mentioned in G3:
@kollerkunzultz
@brooksfallis
@mikepmoffatt
@shawnadamsson
@ishatreza
@kraekerc
@plssignoff
@homebythelake
@blm8688

Top Mentioned in G4:
@lunghealthdoc
@ghasiate
@governmentindia
@pmoindia
@bjp4india
@amitshah
@narendramodi_in
@dr_saurabh19
@nehanotknown

Top Mentioned in G5:
@cnn
@cnni
@cnnpolitics
@oversightdems
@minervasbard
@nwigolfer
@stewartlopez14

Top Mentioned in G6:
@ppetrends
@perthppe
@loveinppe
@bb0un
@perthplangun
@allaroundperth
@praewadio
@besideboun
@onealways_bb0un
@mirror_org

Top Mentioned in G7:
@psycholdham
@turfnet
@tfilastin
@chuckchaffin11
@censuscalder

Top Mentioned in G8:
@borisjohnson
@zoso771
@nicolasturgeon
@stattisconie
@matthancock
@iamlistening666
@patientsafe3
@nick_coatsworth
@jolyonmaugham
@joeblack123412

Top Mentioned in G9:
@thabomakwakwa
@_afro_politan
@mmodiba10
@nkanyiso_ngqulu

Top Mentioned in G10:
@dalbideu
@cpass12david
@unlockdemocracy
@robevansgdn
@keyamacynewx
@georgegreenwood
@jackieruby5
@ruthvenphilip
@davidschneider
@paullewis

Top Tweeters
Top Tweeters in Entire Graph:
@infoitinterno
@tesco
@threadreaderapp
@pairsonnalitesu
@s9tmt
@edinburghwatch
@cagney1991
@independent
@evankirstel
@inquirerdotnet

Top Tweeters in G1:
@hafizatulnasuha
@theisyraf
@meowwwissa
@tatadinosaur
@atiqahrhm
@adibkhld
@nabilahudatahar
@_hz___
@arolselamat
@malequearrasyid

Top Tweeters in G2:
@roadwarrior29
@dr_shibley
@ks_1968
@jackalsbynight
@fydsy
@neurolawguy
@pam_nashes
@rawlimark
@brokentwitty
@mjowen174

Top Tweeters in G3:
@milatrud11
@marytheluckyone
@bozzo1931
@worldincrisis1
@andymeanie
@desicool21
@anneottley
@haselcheck
@barryjwoods
@lauren_808

Top Tweeters in G4:
@yaminivalli_01
@jsingh2252
@nareanmurali
@lals131999
@bjp4india
@mskumar143
@suryask_offl
@luckkybaba
@rajgupt87999322
@bns5

Top Tweeters in G5:
@cagney1991
@fwdcrocblu
@tzdiscovery
@noybsk2017
@ikateufel
@amb0306
@mijomojo1
@njmike731
@perukakatia
@djradar

Top Tweeters in G6:
@bumbimknok
@schinarat
@inaverland
@boonzoonlee
@turrruk
@tkmmtrigon
@juthamas161
@bigb_vcent88
@nunamaki_kyumin
@byunlutan

Top Tweeters in G7:
@infoitinterno
@pairsonnalitesu
@lawlor224
@pearl_pare
@nepal_news_en
@wangadir
@payzay_
@svenradio
@jamaalaldin_tv
@shivakap

Top Tweeters in G8:
@edinburghwatch
@dailymirror
@royalmail
@abcnews
@sheelaghg
@trackntracer
@katepotts11
@dpjhodges
@bibbeth6
@sillyshib

Top Tweeters in G9:
@nkanyiso_ngqulu
@siyanqezo
@mxo1
@azania_kal
@redkalaharian
@johny_theblessd
@ttbogoshi
@tshephoses
@mytouchrecords
@bantumarine

Top Tweeters in G10:
@daily_express
@imoanalothutchy
@safarisara
@boogwinchester
@hausofrushdi
@huwsayer
@june4th
@samljpage
@cmwheatley56
@phyl_jones