PPE, Twitter, 1/14/2021 2:37:17 PM, 245594


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PPE_2021-01-14_02-51-21.xlsx
PPE_2021-01-14_02-51-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 14, 2021
Short Description:
PPE via NodeXL https://bit.ly/2LqzgdY
@technicallyron
@angelarayner
@trackntracer
@matthancock
@drrosena
@knitagran
@nurses_united
@borisjohnson
@premnsikka
@ofalafel

Top hashtags:
#ppe
#covid19
#kdppe
#perthtanapon
#telltheworldiloveyou
#บอกโลกให้รู้ว่ากูรักมึง

Description:
Description
The graph represents a network of 9,058 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, 14 January 2021 at 10:59 UTC.

The requested start date was Thursday, 14 January 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 2-day, 2-hour, 23-minute period from Monday, 11 January 2021 at 11:26 UTC to Wednesday, 13 January 2021 at 13:49 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 : 9058
Unique Edges : 4954
Edges With Duplicates : 11540
Total Edges : 16494
Number of Edge Types : 5
Retweet : 5259
MentionsInRetweet : 6350
Tweet : 1440
Replies to : 1357
Mentions : 2088
Self-Loops : 1459
Reciprocated Vertex Pair Ratio : 0.0127025843188787
Reciprocated Edge Ratio : 0.0250865051903114
Connected Components : 1500
Single-Vertex Connected Components : 458
Maximum Vertices in a Connected Component : 3259
Maximum Edges in a Connected Component : 7094
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.222411
Graph Density : 0.000112727827412721
Modularity : 0.564746
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 9,058 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, 14 January 2021 at 10:59 UTC.

The requested start date was Thursday, 14 January 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 2-day, 2-hour, 23-minute period from Monday, 11 January 2021 at 11:26 UTC to Wednesday, 13 January 2021 at 13:49 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:
[71] https://www.chartwellscanhelp.com/#intro
[28] https://www.youtube.com/watch?v=7Qr5JqmqNB8&feature=youtu.be

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

[9] https://www.bbc.co.uk/news/live/world-55614993
[8] https://petition.parliament.uk/petitions/561476
[6] https://wubands.com/
[6] https://psnc.org.uk/our-news/409783/
[5] https://www.instagram.com/accounts/login/
[5] https://twitter.com/DamianTheAussie/status/1349258164072443910
[5] https://www.youtube.com/watch?v=3BCMYRS8wQo&feature=youtu.be


Top URLs in Tweet in G1:
[1] https://www.nursingtimes.net/news/social-care/exclusive-infection-control-experts-issue-open-letter-on-care-home-visiting-16-10-2020/

Top URLs in Tweet in G2:
[4] https://twitter.com/nurses_united/status/1349073850085072898
[4] https://www.chartwellscanhelp.com/
[3] https://www.avvenire.it/amp/mondo/pagine/il-presidente-usa-fuori-da-tutti-i-social-lo-strapotere-di-bigtech-smuove?__twitter_impression=true
[2] https://twitter.com/RoadsideMum/status/1348646428084760576
[2] https://www.nao.org.uk/press-release/investigation-into-government-procurement-during-the-covid-19-pandemic/
[2] https://www.bristolpost.co.uk/news/catering-firm-slammed-charging-11-3982629.amp?__twitter_impression=true
[2] https://www.rcn.org.uk/news-and-events/news/uk-higher-level-ppe-protect-against-new-variant-covid-19-050121
[1] https://twitter.com/DrFrancesRyan/status/1349085468537868290
[1] https://twitter.com/LouiseRegency/status/1349280873233985536
[1] https://twitter.com/grimmand_uk/status/1349265444683862016

Top URLs in Tweet in G4:
[3] https://amruthatechnologies.blogspot.com/2020/08/covid-19-and-great-reset-for.html#more
[2] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=https%3A%2F%2Flink.springer.com%2Farticle%2F10.1007%2Fs11292-020-09451-w
[2] https://docs.google.com/forms/d/e/1FAIpQLSc9WPrM9tpOkZIkoxaun4Mw7rEbxVpK8ZtJeQFEW0lEAPSVzQ/viewform?usp=send_form
[2] https://www.ripclear.com/
[2] https://twitter.com/nazirafzal/status/1348947449193361408
[2] https://www.iol.co.za/news/south-africa/kwazulu-natal/nursing-union-sheds-light-on-the-plight-of-front-line-workers-56c5a253-6687-486a-be5b-45633eafb404
[2] https://twitter.com/munchbunch87/status/1348747916563918849
[2] https://twitter.com/bfjnews/status/1348230609353768960
[2] https://questions-statements.parliament.uk/written-questions/detail/2021-01-06/134017
[2] https://twitter.com/marcusrashford/status/1348749702729244679

Top URLs in Tweet in G5:
[1] https://twitter.com/thattimwalker/status/1349283748613910530

Top URLs in Tweet in G6:
[5] https://www.youtube.com/watch?v=3BCMYRS8wQo&feature=youtu.be

[2] https://www.gmm-tv.com/shop/bright-win-calendar-2021-the-official-calendar-of-bright-win-2021-th
[2] https://www.youtube.com/watch?v=spksBYOlj_E&feature=youtu.be

[2] https://www.youtube.com/watch?v=D_PT--D2x7k&feature=youtu.be

[2] https://myss.mistine.co.th/eventdetail.php?event_id=38&tw
[2] https://www.youtube.com/watch?v=9q1uDTIPxNc&feature=youtu.be

[2] https://www.youtube.com/watch?v=iqWaCW6RfWY&feature=youtu.be

[1] https://twitter.com/TwitterThailand/status/1349323301126950914
[1] https://www.gmm-tv.com/shop/bright-win-blanket-2gether-the-series-th
[1] https://twitter.com/SAHINOP/status/1348842419563888641

Top URLs in Tweet in G8:
[1] https://www.cityam.com/pwc-bags-2-5m-government-contract-to-oversee-ppe-audit/
[1] https://www.nursesunited.org.uk/stories/frontline-nhs-workers-demand-better-ppe/
[1] https://twitter.com/GetBrexit_Done/status/1348617763095502854
[1] https://twitter.com/Jeremy_Hunt/status/1348974365342359552

Top URLs in Tweet in G10:
[1] https://twitter.com/AppgCoronavirus/status/1348966007940009986
[1] https://www.dailymail.co.uk/news/article-8898907/Dossier-reveals-ministers-UNDERBOUGHT-threw-6-75billion-protective-clothing.html?ito=native_share_article-masthead
[1] https://www.chartwellscanhelp.com/#intro
[1] https://twitter.com/roadsidemum/status/1348646428084760576

Top Domains
Top Domains in Tweet in Entire Graph:
[299] twitter.com
[91] co.uk
[75] chartwellscanhelp.com
[70] youtube.com
[30] org.uk
[22] marketserengeti.com
[19] co.za
[16] parliament.uk
[12] gov.uk
[11] co.jp

Top Domains in Tweet in G1:
[1] nursingtimes.net

Top Domains in Tweet in G2:
[30] twitter.com
[5] org.uk
[4] co.uk
[4] chartwellscanhelp.com
[3] avvenire.it
[2] theguardian.com
[1] youtube.com
[1] liberty2019.org
[1] thelondoneconomic.com
[1] bylinetimes.com

Top Domains in Tweet in G4:
[88] twitter.com
[26] co.uk
[6] co.za
[5] blogspot.com
[4] mailchi.mp
[4] youtube.com
[4] google.com
[3] facebook.com
[3] theguardian.com
[3] gov.uk

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

Top Domains in Tweet in G6:
[15] youtube.com
[6] twitter.com
[3] gmm-tv.com
[2] co.th
[1] kazzmarket.com

Top Domains in Tweet in G8:
[2] twitter.com
[1] cityam.com
[1] org.uk

Top Domains in Tweet in G10:
[2] twitter.com
[1] co.uk
[1] chartwellscanhelp.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[299] ppe
[140] covid19
[108] kdppe
[85] perthtanapon
[45] telltheworldiloveyou
[40] บอกโลกให้รู้ว่ากูรักมึง
[34] labourparty
[32] bbrightvc
[30] bb0un
[30] masks



Top Hashtags in Tweet in G1:
[1] corruption
[1] theft
[1] ppe
[1] track

Top Hashtags in Tweet in G2:
[28] ppe
[10] covid19
[8] torycorruption
[7] torylies
[5] johnsonout
[5] johnsonhasfailed
[5] nhs
[4] chumsfund
[3] corruption
[3] theft

Top Hashtags in Tweet in G3:
[1] cleanerjugafrontliner

Top Hashtags in Tweet in G4:
[75] ppe
[27] covid19
[9] facemasks
[7] masks
[6] welding
[6] staysafe
[6] covid
[6] osha
[6] electrical
[5] freeschoolmeals

Top Hashtags in Tweet in G6:
[103] kdppe
[81] perthtanapon
[45] telltheworldiloveyou
[40] บอกโลกให้รู้ว่ากูรักมึง
[30] bb0un
[29] q6บอกโลกperthbas
[24] wabisabi2021
[21] เพิร์ธบาส
[19] bbrightvc
[13] บาสเด็กอ้วนที่แท้จริง

Top Hashtags in Tweet in G7:
[1] corrupt
[1] foodparcels
[1] ppe
[1] testandtrace
[1] gtto

Top Hashtags in Tweet in G8:
[30] ppe
[27] covid19
[3] tory
[1] thunderclapforcarers
[1] traceandtest
[1] ubi
[1] excludeduk
[1] corruption
[1] theft
[1] track

Top Hashtags in Tweet in G10:
[5] covid19
[2] torycronyism
[2] ppe
[1] freeschoolmeal
[1] nhs
[1] safety
[1] sage
[1] freeschoolmeals
[1] torycorruption

Top Words
Top Words in Tweet in Entire Graph:
[5088] ppe
[1589] ok
[1457] gave
[902] test
[858] go
[816] next
[794] hospital
[780] contract
[775] work
[737] bad

Top Words in Tweet in G1:
[1360] ok
[1359] gave
[686] ppe
[684] test
[681] contract
[681] friend
[680] go
[680] bad
[679] next
[678] technicallyron

Top Words in Tweet in G2:
[333] ppe
[149] trace
[138] track
[71] contracts
[69] chartwells_uk
[62] matthancock
[53] money
[52] roadsidemum
[52] group
[51] member

Top Words in Tweet in G3:
[556] hospital
[556] cleaners
[556] forced
[556] reuse
[556] ppe
[556] suits
[556] work
[556] overtime
[556] without
[556] getting

Top Words in Tweet in G4:
[380] ppe
[75] #ppe
[62] covid
[52] more
[43] gue
[34] type
[33] people
[30] full
[30] staff
[29] masks

Top Words in Tweet in G5:
[329] angelarayner
[328] private
[327] kids
[327] left
[327] hungry
[327] companies
[327] line
[327] pockets
[327] profiteer
[327] inadequate

Top Words in Tweet in G6:
[278] ร
[261] น
[174] ว
[168] ก
[146] ท
[135] ม
[135] บ
[115] ส
[103] ง
[103] #kdppe

Top Words in Tweet in G7:
[333] tory
[333] donors
[170] ppe
[166] special
[166] treatment
[166] housing
[166] developments
[166] saving
[166] millions
[166] vip

Top Words in Tweet in G8:
[168] audits
[84] pwc
[84] delivered
[84] dud
[84] bhs
[84] connaught
[84] redcentric
[84] elsewhere
[84] routinely
[84] slated

Top Words in Tweet in G9:
[142] ว
[136] า
[135] บ
[135] คลากรทางการแพทย
[135] ของไทยเร
[135] มต
[135] ดเช
[135] อก
[135] นเร
[135] อยๆแล

Top Words in Tweet in G10:
[109] ppe
[99] government
[57] re
[49] tory
[45] donors
[41] anything
[40] sell
[40] mates
[40] make
[40] profit

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[734] ppe,contract
[716] contract,friend
[714] gave,ppe
[714] friend,ok
[714] ok,go
[714] go,bad
[712] bad,ok
[712] ok,next
[712] next,gave
[712] gave,test

Top Word Pairs in Tweet in G1:
[681] contract,friend
[680] friend,ok
[680] ok,go
[680] go,bad
[679] gave,ppe
[679] ppe,contract
[679] bad,ok
[679] ok,next
[679] next,gave
[679] gave,test

Top Word Pairs in Tweet in G2:
[125] track,trace
[50] compass,group
[49] chartwells_uk,roadsidemum
[48] roadsidemum,chartwells
[48] chartwells,part
[48] part,compass
[48] group,whose
[48] whose,recently
[48] recently,departed
[48] departed,chairman

Top Word Pairs in Tweet in G3:
[556] hospital,cleaners
[556] cleaners,forced
[556] forced,reuse
[556] reuse,ppe
[556] ppe,suits
[556] suits,work
[556] work,overtime
[556] overtime,without
[556] without,getting
[556] getting,paid

Top Word Pairs in Tweet in G4:
[23] covid,19
[23] full,ppe
[16] personal,protective
[15] protective,equipment
[10] face,masks
[9] proper,ppe
[9] ppe,contracts
[9] series,ini
[8] equipment,ppe
[8] pakai,ppe

Top Word Pairs in Tweet in G5:
[327] kids,left
[327] left,hungry
[327] hungry,private
[327] private,companies
[327] companies,line
[327] line,pockets
[327] pockets,profiteer
[327] profiteer,inadequate
[327] inadequate,free
[327] free,school

Top Word Pairs in Tweet in G6:
[71] #kdppe,#perthtanapon
[66] ร,ว
[50] #บอกโลกให,ร
[48] ร,ธ
[46] ว,าก
[46] าก,ร
[46] ร,กม
[43] เพ,ร
[40] กม,ง
[29] ง,#telltheworldiloveyou

Top Word Pairs in Tweet in G7:
[333] tory,donors
[166] donors,special
[166] special,treatment
[166] treatment,housing
[166] housing,developments
[166] developments,saving
[166] saving,millions
[166] millions,tory
[166] donors,vip
[166] vip,access

Top Word Pairs in Tweet in G8:
[84] pwc,delivered
[84] delivered,dud
[84] dud,audits
[84] audits,bhs
[84] bhs,connaught
[84] connaught,redcentric
[84] redcentric,elsewhere
[84] elsewhere,routinely
[84] routinely,slated
[84] slated,regulator

Top Word Pairs in Tweet in G9:
[135] บ,คลากรทางการแพทย
[135] คลากรทางการแพทย,ของไทยเร
[135] ของไทยเร,มต
[135] มต,ดเช
[135] ดเช,อก
[135] อก,นเร
[135] นเร,อยๆแล
[135] อยๆแล,ว
[135] ว,ถ
[135] ถ,าจากข

Top Word Pairs in Tweet in G10:
[40] anything,tory
[40] tory,government
[40] government,sell
[40] sell,mates
[40] mates,donors
[40] donors,make
[40] make,profit
[40] profit,ferries
[40] ferries,ppe
[40] ppe,track

Top Replied-To
Top Replied-To in Entire Graph:
@bwc_ppe
@ppe_ppo
@keir_starmer
@trk__ppe
@mi_ppe_03
@borisjohnson
@marcusrashford
@conservatives
@loosewomen
@piersmorgan

Top Replied-To in G1:
@jonny_nichols
@andalg1

Top Replied-To in G2:
@keir_starmer
@borisjohnson
@marcusrashford
@conservatives
@piersmorgan
@bbcnews
@skynews
@gmb
@juliahb1
@shewore

Top Replied-To in G5:
@polnyypesets
@ellathehassall
@vixxylixxy
@champagnedosser
@katieal
@pureap123
@johnredwood

Top Replied-To in G6:
@niyach_ppe
@dasingerbambam
@ing__ppe
@telltheworldilu
@gunnapatn

Top Replied-To in G8:
@jeremy_hunt
@iamhappytoast
@robbi_k_
@gabrielscally
@keir_starmer
@jogabonito888
@stephen13772426
@inthenorthofuk

Top Replied-To in G9:
@applenlemontea

Top Replied-To in G10:
@rachelreevesmp
@itvpeston
@goodlawproject
@chrisdo30828241
@alexiobailinho
@karlduvall
@m0tacilla_alba
@peterchallis10
@jolyonmaugham

Top Mentioned
Top Mentioned in Entire Graph:
@technicallyron
@notsoaidil
@angelarayner
@drrosena
@vorachatmd
@scheafferoo
@influenzer3
@zaramariac
@premnsikka
@lumkojohnson

Top Mentioned in G1:
@technicallyron
@sunapology
@mojos55
@saltburnlass
@matthancock
@butalzis4oldppl
@bbcgaryr
@tashaduke86

Top Mentioned in G2:
@chartwells_uk
@matthancock
@roadsidemum
@bec2043
@borisjohnson
@marcusrashford
@conservatives
@piersmorgan
@mrbondagee
@keir_starmer

Top Mentioned in G3:
@notsoaidil

Top Mentioned in G4:
@no_ri_ppe_
@training_itti
@seiuva512
@mrglassface
@aspirehouse
@clairejmc_
@rcd_studio
@marialisella

Top Mentioned in G5:
@angelarayner
@technicallyron
@billstickers13
@champagnedosser
@vintiquesmark
@daveburns422
@martind35757404
@glaikitgit
@ellathehassall
@spicerhl

Top Mentioned in G6:
@telltheworldilu
@perthppe
@bbrightvc
@52squared_
@jeab_for_perth
@perthhome_cn
@gunnapatn
@loveppe2003
@nanice7376
@khunp_photo

Top Mentioned in G7:
@drrosena
@angelarayner
@technicallyron
@enprimeurlefty

Top Mentioned in G8:
@premnsikka
@nurses_united
@robbi_k_
@jeremy_hunt
@drrosena
@jewel_thin
@angelarayner
@pjameslibdem
@christinejameis
@cathynewman

Top Mentioned in G9:
@vorachatmd
@sash_cee
@applenlemontea

Top Mentioned in G10:
@siobhanbenita
@goodlawproject
@jujuliagrace
@appgcoronavirus
@rachelreevesmp
@everydoctoruk
@angelarayner
@bellribeiroaddy
@carolinelucas
@drrosena

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@s9tmt
@vivacoid
@watsupafrica
@roblwilson
@serendipitysays
@crweworld
@sosorasora3
@sainsburys
@inquirerdotnet

Top Tweeters in G1:
@tighnacoille
@catwoman1979
@manatrue
@jpofgwynedd
@crooow1
@fubsyshabaroon
@jwomack
@thebonnydoon
@kelownascott
@shonatiger

Top Tweeters in G2:
@tesco
@sandradunn1955
@reuters
@mojos55
@jbwhitesnake
@bbcnews
@skynews
@logansteven
@fiona_fionnagal
@telegraph

Top Tweeters in G3:
@nabilhussein
@syafi_keyrh
@jyuhoonie
@do_sarang
@zaliyana
@ierasairi
@lvfiee
@ammxr_z
@capikwite
@iwaaaaannn

Top Tweeters in G4:
@watsupafrica
@crweworld
@eurekamag
@flashalert_me
@alresfordbear
@frackhazreveal
@worldnewstweet_
@otcdynamics
@davidlaw
@leo77111

Top Tweeters in G5:
@monibhachu
@hacketttom
@justthevax
@andyc2311
@ellih53
@zuluzim909
@vintiquesmark
@__iamsimo
@mickryder5
@anathemajane

Top Tweeters in G6:
@js100radio
@inaverland
@makemeproud17
@nnchisrdb
@lmagiine__1oo1
@52squared_
@md_ppe
@ys_ppe
@i_winnn
@dr_coachbear

Top Tweeters in G7:
@euethnic
@idontmind64
@zuperpie
@seusssl
@hardcandym
@lindenlyn
@alba6363
@lawloreajlawlor
@christinejenk20
@gindy

Top Tweeters in G8:
@christinejameis
@philmorandi
@moiraewesfulone
@wavetop
@sallymos
@gilliangn
@nw_nicholas
@fionn114
@juanluisguerra6
@novashpakova

Top Tweeters in G9:
@guypanupong
@nomi_nee
@greentea_pt
@blink4lisaonly
@pnxbbh
@chaba249
@chorporisrunnin
@peyanan24
@mmeiiaries
@adoholic93

Top Tweeters in G10:
@carolehope2
@magapanthus
@senseichanning
@melisssfmelissa
@rcgothic
@amandarichardts
@bane_baldy
@reggaecrisp1
@huntedteamnick
@maxinepatterson