PPE, Twitter, 9/17/2021 3:30:19 PM, 262268


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PPE_2021-09-17_00-59-10.xlsx
PPE_2021-09-17_00-59-10.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 17, 2021
Short Description:
PPE via NodeXL https://bit.ly/2Z8Z9p2
@jolyonmaugham
@everydoctoruk
@katynurse27
@johnryder48
@haus_ppl
@jtwebb
@torstenbell
@garryswift1
@trishgreenhalgh
@nursingnotesuk

Top hashtags:
#ppe
#gmmtvsafehouseday2
#bs2021
#brightwincharity2gether
#covid19

Description:
Description
The graph represents a network of 8,370 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 Friday, 17 September 2021 at 08:07 UTC.

The requested start date was Friday, 17 September 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 2-day, 5-hour, 24-minute period from Tuesday, 14 September 2021 at 06:58 UTC to Thursday, 16 September 2021 at 12:22 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 : 8370
Unique Edges : 3652
Edges With Duplicates : 12501
Total Edges : 16153
Number of Edge Types : 5
Retweet : 5747
MentionsInRetweet : 6742
Replies to : 946
Tweet : 1191
Mentions : 1527
Self-Loops : 1233
Reciprocated Vertex Pair Ratio : 0.0122873345935728
Reciprocated Edge Ratio : 0.0242763772175537
Connected Components : 1142
Single-Vertex Connected Components : 379
Maximum Vertices in a Connected Component : 2488
Maximum Edges in a Connected Component : 5245
Maximum Geodesic Distance (Diameter) : 25
Average Geodesic Distance : 5.102462
Graph Density : 0.000122315200618771
Modularity : 0.529546
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,370 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 Friday, 17 September 2021 at 08:07 UTC.

The requested start date was Friday, 17 September 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 2-day, 5-hour, 24-minute period from Tuesday, 14 September 2021 at 06:58 UTC to Thursday, 16 September 2021 at 12:22 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:
[46] https://www.youtube.com/watch?v=enY9Ca3o1Wk&feature=youtu.be

[24] https://www.theyworkforyou.com/wrans/?id=2021-08-18.HL2327.h
[24] https://www.nao.org.uk/wp-content/uploads/2020/11/The-supply-of-personal-protective-equipment-PPE-during-the-COVID-19-pandemic.pdf
[9] https://www.instagram.com/accounts/login/
[8] https://twitter.com/JolyonMaugham/status/1438426780965146624
[8] https://www.rte.ie/news/politics/2021/0916/1247116-pac/
[7] https://www.afternic.com:443/forsale/g.et?utm_source=TDFS_DASLNC&utm_medium=DASLNC&utm_campaign=TDFS_DASLNC&traffic_type=TDFS_DASLNC&traffic_id=daslnc&
[6] https://subscribe.bylinetimes.com/
[5] http://ws-jp.co.jp/2020/12/06/science-technology-18-coronavirus-21/
[5] https://twitter.com/jolyonmaugham/status/1438426780965146624

Top URLs in Tweet in G1:
[21] https://www.theyworkforyou.com/wrans/?id=2021-08-18.HL2327.h
[21] https://www.nao.org.uk/wp-content/uploads/2020/11/The-supply-of-personal-protective-equipment-PPE-during-the-COVID-19-pandemic.pdf
[2] https://twitter.com/jolyonmaugham/status/1438426780965146624
[2] https://morningstaronline.co.uk/article/b/covid-could-have-been-slowed-decent-sick-pay-and-proper-ppe
[1] https://twitter.com/JolyonMaugham/status/1438426780965146624
[1] https://www.mirror.co.uk/news/politics/tory-donors-13million-profit-ppe-24932301
[1] https://twitter.com/KayBurley/status/1438032148137664513
[1] https://twitter.com/RichardBurgon/status/1438190323042226188
[1] https://www.thecanary.co/uk/news/2021/09/13/unions-blast-the-tories-for-making-the-pandemic-much-worse-than-it-had-to-be/?__s=dqutwnz8mt2pukara7wz

Top URLs in Tweet in G4:
[5] https://www.youtube.com/watch?v=enY9Ca3o1Wk&feature=youtu.be

[4] https://twitter.com/JolyonMaugham/status/1438426780965146624
[3] https://twitter.com/voguemagazine/status/1437580251966681091
[2] https://www.sabcnews.com/sabcnews/allegations-of-ppe-tender-corruption-could-have-been-avoided-public-service-accountability-monitor/
[2] https://store.playstation.com/en-us/home/games
[2] https://www.theglobalfund.org/en/blog/2021-09-14-vaccines-alone-wont-defeat-the-variants/
[2] https://twitter.com/yogarespecter/status/1437815592468287488
[2] https://twitter.com/jolyonmaugham/status/1438426780965146624
[2] https://www.rte.ie/news/politics/2021/0916/1247116-pac/
[2] https://thegreenmarble.co.uk/

Top URLs in Tweet in G5:
[2] https://www.theyworkforyou.com/wrans/?id=2021-08-18.HL2327.h
[2] https://www.nao.org.uk/wp-content/uploads/2020/11/The-supply-of-personal-protective-equipment-PPE-during-the-COVID-19-pandemic.pdf
[1] https://airtable.com/shrHtVGGipg7bix4n
[1] https://twitter.com/JolyonMaugham/status/1438426780965146624
[1] https://twitter.com/EveryDoctorUK/status/1437506501443301382
[1] https://twitter.com/everydoctoruk/status/1438080349230206981
[1] https://www.dailymail.co.uk/news/article-9990011/Mother-cancer-victim-says-daughter-alive-not-delays-getting-person-appointment.html

Top URLs in Tweet in G6:
[1] https://twitter.com/rcbtweets/status/1437619613856976896

Top URLs in Tweet in G9:
[1] https://twitter.com/maytoyotayo/status/1438386912570396673
[1] https://www.pna.gov.ph/articles/1153626
[1] http://www.radyopilipinas.ph/rp-one/articles/national/coa-nilinaw-na-walang-nakasaad-sa-2020-audit-report-ng-doh-na-may-overpricing-at-korapsyon-sa-pagbili-ng-covid-ppe
[1] http://www.radyopilipinas.ph/rp-one/articles/national/ilang-mambabatas-naniniwalang-naaayon-sa-batas-ang-pagbili-ng-ps-dbm-ng-covid-ppe
[1] https://cnnphilippines.com/news/2021/9/14/Palace-inspection-report-signing-China-PPE-orders.html?fbclid=IwAR0d5lC8dqGwmyStElbQgwObEcMPlzNSmxRKmPoY77jofBU2OWGQqCdhHHU
[1] https://newsinfo.inquirer.net/1488175/ex-procurement-head-insists-no-overprice-in-prices-of-ppe-supplies?utm_medium=Social&utm_source=Twitter#Echobox=1631692940-1
[1] https://www.pna.gov.ph/articles/1153594
[1] https://ptvnews.ph/doh-ppe-procurement-was-urgent-done-in-accordance-with-law/

Top URLs in Tweet in G10:
[2] https://twitter.com/AliciaAlonsoCLU/status/1437099580685012995?s=09
[1] https://twitter.com/F_Bierry/status/1437687161114013697
[1] https://www.lalibre.be/economie/conjoncture/2021/09/16/bruxelles-cree-une-instance-a-6-milliards-deuros-pour-affronter-les-futures-pandemies-RVWFDQQPKNGPZD6BUVO2HZPBUM/
[1] https://twitter.com/Suanzes/status/1438041117509947398
[1] https://twitter.com/QuienTiroLaTiza/status/1437205623435894790?s=09
[1] https://twitter.com/YqueBola/status/1435747338056785925?s=09
[1] https://twitter.com/Jancelito99/status/1436804289377226753?s=09
[1] https://twitter.com/Alexanva/status/1435708603378372618
[1] https://twitter.com/AliciaAlonsoCLU/status/1436060175295733765?s=09
[1] https://twitter.com/AliciaAlonsoCLU/status/1436060230044078083?s=09

Top Domains
Top Domains in Tweet in Entire Graph:
[175] twitter.com
[66] youtube.com
[63] co.uk
[27] co.jp
[27] org.uk
[24] theyworkforyou.com
[22] ppe.pl
[11] bylinetimes.com
[10] rte.ie
[10] rappler.com

Top Domains in Tweet in G1:
[21] theyworkforyou.com
[21] org.uk
[5] twitter.com
[3] co.uk
[1] thecanary.co

Top Domains in Tweet in G4:
[63] twitter.com
[25] co.uk
[7] youtube.com
[5] linkedin.com
[4] co.za
[4] reedb.com
[3] gov.uk
[2] sabcnews.com
[2] org.uk
[2] playstation.com

Top Domains in Tweet in G5:
[3] twitter.com
[2] theyworkforyou.com
[2] org.uk
[1] airtable.com
[1] co.uk

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G9:
[2] gov.ph
[2] radyopilipinas.ph
[1] twitter.com
[1] cnnphilippines.com
[1] inquirer.net
[1] ptvnews.ph

Top Domains in Tweet in G10:
[22] twitter.com
[1] lalibre.be
[1] blogspot.com
[1] europa.eu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[140] ppe
[48] gmmtvsafehouseday2
[48] bs2021
[48] brightwincharity2gether
[44] covid19
[40] gmmtvsafehouseday3
[33] kdppe
[29] perthtanapon
[27] mixxiw
[23] covid



Top Hashtags in Tweet in G1:
[4] ppe
[2] torycorruption
[2] tuc21
[2] covid18
[1] pmqs
[1] toryincompetence
[1] borisjohnsonout
[1] tories

Top Hashtags in Tweet in G2:
[1] 1team1fight
[1] playbold

Top Hashtags in Tweet in G3:
[1] เราจะฝ่าวิกฤติโควิดไปด้วยกัน
[1] patrickbd2021_project

Top Hashtags in Tweet in G4:
[53] ppe
[14] safety
[7] covid19
[5] construction
[5] covid
[4] rcb
[4] staysafe
[4] ppesupplies
[4] safetyfirst
[4] equipment

Top Hashtags in Tweet in G5:
[5] universalcredit
[3] nhs
[1] standupfornhsstaff
[1] medtwitter
[1] teamgp
[1] scrapnhsbill
[1] trackandtrace
[1] torycorruption
[1] toryincompetence
[1] borisbrokebritain

Top Hashtags in Tweet in G6:
[3] playbold
[3] 1team1fight
[1] wearechallengers
[1] ipl2021
[1] rcb

Top Hashtags in Tweet in G8:
[48] brightwincharity2gether
[3] bbrightvc
[2] love3000charityproject
[1] ไบร์ทวิน
[1] winmetawin

Top Hashtags in Tweet in G9:
[1] workingpcoo

Top Hashtags in Tweet in G10:
[11] mazinnamdikanu
[9] soscuba
[4] cubaesunadictadura
[3] soteu21
[2] strasbourg
[1] hera
[1] alma
[1] soteu
[1] stateoftheunion
[1] health

Top Words
Top Words in Tweet in Entire Graph:
[6413] ppe
[1668] jolyonmaugham
[1626] cost
[1607] 8bn
[1433] unusable
[1432] 18
[1419] between
[1409] 22
[1395] total
[1389] gone

Top Words in Tweet in G1:
[3045] ppe
[1616] jolyonmaugham
[1557] 8bn
[1557] cost
[1382] unusable
[1369] between
[1369] 18
[1369] 22
[1334] woah
[1334] value

Top Words in Tweet in G2:
[497] blue
[496] honoured
[496] wear
[496] rcb
[496] 20th
[496] september
[496] pay
[496] tribute
[496] frontline
[496] warriors

Top Words in Tweet in G3:
[970] ด
[489] นต
[486] patrick_thfc
[485] ในฐานะบ
[485] คลากรทางการแพทย
[485] านหน
[485] า
[485] โรงพยาบาลช
[485] มพวง
[485] จ

Top Words in Tweet in G4:
[338] ppe
[53] #ppe
[48] ng
[47] sa
[40] covid
[30] more
[28] ด
[24] ช
[24] ang
[24] 19

Top Words in Tweet in G5:
[313] ppe
[240] everydoctoruk
[240] date
[239] covid
[233] gps
[232] fought
[232] insufficient
[232] none
[232] everything
[232] keep

Top Words in Tweet in G6:
[595] blue
[367] rcb
[281] rcbtweets
[192] 20th
[189] wear
[181] honoured
[181] ppe
[178] kkr
[176] jersey
[173] kit

Top Words in Tweet in G7:
[206] 地方の小児科医先生が前に載せてたすみっコぐらしスクラブが届いたので早速着てみた
[206] でも午前中発熱対応でppe着けてたからか誰にも気付かれず
[206] ポケットのすみっこちゃんたちが可愛くないですか
[205] fn0zyaq03en3ydw

Top Words in Tweet in G8:
[607] ช
[304] น
[201] n95
[152] ด
[151] nat_nattyvc
[151] ขณะน
[151] ทางโครงการของได
[151] เราส
[151] งมอบอ
[151] ปกรณ

Top Words in Tweet in G9:
[88] ppe
[63] ng
[55] sa
[53] procurement
[52] ang
[32] doh
[30] face
[29] hearing
[25] ppe's
[25] dbm

Top Words in Tweet in G10:
[35] ppe
[31] parlement
[31] ppe_fr
[29] europarl_es
[28] française
[26] vonderleyen
[24] discours
[23] union
[22] parlamentoue
[21] européen

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1424] unusable,ppe
[1407] between,18
[1407] 18,22
[1386] total,ppe
[1376] ppe,spending
[1372] 8bn,between
[1372] 22,value
[1372] value,total
[1371] woah,8bn
[1371] spending,gone

Top Word Pairs in Tweet in G1:
[1377] unusable,ppe
[1369] between,18
[1369] 18,22
[1334] woah,8bn
[1334] 8bn,between
[1334] 22,value
[1334] value,total
[1334] total,ppe
[1334] ppe,spending
[1334] spending,gone

Top Word Pairs in Tweet in G2:
[496] honoured,wear
[496] wear,blue
[496] blue,rcb
[496] rcb,20th
[496] 20th,september
[496] september,pay
[496] pay,tribute
[496] tribute,frontline
[496] frontline,warriors
[496] warriors,worked

Top Word Pairs in Tweet in G3:
[485] patrick_thfc,ในฐานะบ
[485] ในฐานะบ,คลากรทางการแพทย
[485] คลากรทางการแพทย,ด
[485] ด,านหน
[485] านหน,า
[485] า,โรงพยาบาลช
[485] โรงพยาบาลช,มพวง
[485] มพวง,จ
[485] จ,งหว
[485] งหว,ดนครราชส

Top Word Pairs in Tweet in G4:
[17] covid,19
[15] full,ppe
[14] ด,ppe
[12] ppe,kit
[11] ช,ด
[10] ng,ppe
[9] face,masks
[8] face,shield
[8] personal,protective
[8] protective,equipment

Top Word Pairs in Tweet in G5:
[240] date,ppe
[232] gps,fought
[232] fought,covid
[232] insufficient,date
[232] none,everything
[232] everything,keep
[230] everydoctoruk,gps
[184] covid,insufficient
[184] ppe,none
[183] keep,pat

Top Word Pairs in Tweet in G6:
[185] wear,blue
[175] rcb,wear
[175] blue,jersey
[167] jersey,kkr
[167] kkr,20th
[167] 20th,rcb
[167] rcb,honoured
[167] honoured,sport
[167] sport,blue
[167] blue,kit

Top Word Pairs in Tweet in G7:
[206] 地方の小児科医先生が前に載せてたすみっコぐらしスクラブが届いたので早速着てみた,でも午前中発熱対応でppe着けてたからか誰にも気付かれず
[206] でも午前中発熱対応でppe着けてたからか誰にも気付かれず,ポケットのすみっこちゃんたちが可愛くないですか
[205] fn0zyaq03en3ydw,地方の小児科医先生が前に載せてたすみっコぐらしスクラブが届いたので早速着てみた

Top Word Pairs in Tweet in G8:
[303] ช,น
[152] ช,ด
[151] ขณะน,ทางโครงการของได
[151] ทางโครงการของได,เราส
[151] เราส,งมอบอ
[151] งมอบอ,ปกรณ
[151] ปกรณ,ทางการแพทย
[151] ทางการแพทย,ช
[151] ช,ดppe
[151] ดppe,700

Top Word Pairs in Tweet in G9:
[20] face,masks
[20] ps,dbm
[18] procurement,face
[18] masks,ppe's
[18] ppe's,accordance
[18] accordance,law
[18] house,hearing
[18] hearing,looking
[18] looking,doh
[18] doh,procurement

Top Word Pairs in Tweet in G10:
[22] parlamentoue,europarl_es
[21] parlement,européen
[20] état,union
[20] européen,strasbourg
[19] discours,vonderleyen
[19] vonderleyen,état
[19] union,parlement
[19] strasbourg,langue
[19] langue,française
[19] française,ppe_fr

Top Replied-To
Top Replied-To in Entire Graph:
@hoppe_ppe_
@ppe
@jolyonmaugham
@fai_ppe
@tachi_ppe
@younashi__
@ma_ppe_exchange
@ppe_space
@ppe_pl
@emmett_dog

Top Replied-To in G1:
@jolyonmaugham
@fascinatorfun
@campbellclaret
@jujuliagrace
@nicola97037049
@dochawking
@steelslat
@57timj
@ed_jennings
@over_the_thrill

Top Replied-To in G3:
@patrick_thfc

Top Replied-To in G5:
@nursingnotesuk
@everydoctoruk
@oliverdowden
@kareny56
@johnryder48
@binitakane
@gmcuk
@luke50490576

Top Replied-To in G9:
@lakasngtimog
@cnnphilippines
@ai_ceniza
@inquirerdotnet
@nilesneel
@ryanlingo_
@eimorpsantos
@kfinew
@whitefang88888
@azarcazm

Top Replied-To in G10:
@ppe
@agnesevren
@norges14
@uprpeninsuleib1
@avecbellamy
@asandermep
@observacuba
@aliciaalonsoclu
@cubanoselmundo
@berto_blanco0

Top Mentioned
Top Mentioned in Entire Graph:
@jolyonmaugham
@imvkohli
@patrick_thfc
@dggbbchompoonut
@rcbtweets
@everydoctoruk
@fn0zyaq03en3ydw
@nat_nattyvc
@carrotkimyohan
@imszmcullen

Top Mentioned in G1:
@jolyonmaugham
@fascinatorfun
@bearlykat
@everydoctoruk
@brendondino
@michaelgove
@robinma46884829
@amandajanecole
@over_the_thrill
@jujuliagrace

Top Mentioned in G2:
@imvkohli

Top Mentioned in G3:
@patrick_thfc
@dggbbchompoonut
@chotikapoy

Top Mentioned in G4:
@ftpzq4cj0zqt00l
@bastard_bot87
@simon_s70
@seanseanjbreen
@tgnewstv
@cnbsafe
@sondongpyox101
@ima1958

Top Mentioned in G5:
@everydoctoruk
@jolyonmaugham
@nhsactivistrn
@pippins6133
@nursingnotesuk
@martinremains
@graham_r
@mmaher70
@borisjohnson
@peterpetermac1

Top Mentioned in G6:
@rcbtweets
@imvkohli
@ajith_tweets
@man4_cricket
@imgovinddd

Top Mentioned in G7:
@fn0zyaq03en3ydw

Top Mentioned in G8:
@nat_nattyvc
@hkbws_project
@bbrightvchkg

Top Mentioned in G9:
@alfredogenom
@mirasga
@cnnphilippines
@senateph
@dozz3h_vbril
@ddsbbm
@lakasngtimog
@pcoogov
@pplmanuel
@love_meow_24

Top Mentioned in G10:
@ppe_fr
@europarl_es
@vonderleyen
@parlamentoue
@agnesevren
@fxbellamy
@ppe
@emekagift
@f_bierry
@berto_blanco0

Top Tweeters
Top Tweeters in Entire Graph:
@asahibeer_jp
@caramelcorn1971
@housefoods_now
@mrdjones
@edinburghwatch
@s9tmt
@1denmadrid
@roblwilson
@independent
@sosorasora3

Top Tweeters in G1:
@s9tmt
@dingabelle
@spanishdan1
@xraypat
@60sparkle
@fiona_fionnagal
@theroigner
@hughjaeger
@bernardmceldown
@natalie91231732

Top Tweeters in G2:
@dany_gokul
@rc__cult
@ghazanfar6016
@deepakr46532915
@kingvirat183
@houseswapan
@satishshakya143
@pandu0430
@ede_ganesh
@vishalkmumbai

Top Tweeters in G3:
@peungzwb
@nnnampueng
@aps_ln
@allqopnk
@jaxohhiizz
@hanligam_
@pcrbnz
@sunray8693
@w_poonpat
@n_u_m_f_o_npm

Top Tweeters in G4:
@inilahdotcom
@theisyraf
@immo_reedb
@jacanews
@june627
@august11877
@iripann
@lwazmerodlams
@ideagov
@evelyn_nakayi

Top Tweeters in G5:
@wildwalkerwoman
@christinejameis
@emocionycambio
@lanct22
@hausofrushdi
@christoclifford
@kevthecheff
@david96212152
@juliecuninghame
@daisybelll

Top Tweeters in G6:
@rbharathi22
@sbr_offl
@sundhar_srt10
@mahesh_imran
@prajwal_gowda1
@imgovinddd
@deejaysaikumar
@krishx008
@jagadee62204751
@raxraksh

Top Tweeters in G7:
@du_bois
@drifter_n
@lady_smoker_
@leber_gebe
@jackscarecrow
@pantyosu
@andy_sv650s
@rakisis568
@pikorinn3
@fukami_tkn

Top Tweeters in G8:
@pangadul
@seasky_19
@thanmaporn1
@cakemania17
@fanta95336807
@1sarly
@nkulsin
@gemstone_11
@youbvc
@beer_wallee

Top Tweeters in G9:
@inquirerdotnet
@mmda
@amuraovonn
@manilabulletin
@cnnphilippines
@ptvph
@kimmbadbadon
@drogoluvsbubwit
@aczent1
@sylviapalomare5

Top Tweeters in G10:
@legrouxvincent
@diksmeks
@fayau1
@okechukwunabob
@merlofr
@turenne1611
@ejinechi
@emekagift
@christf21
@evariste50