PPE, Twitter, 9/19/2021 2:43:19 PM, 262405


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PPE_2021-09-19_01-06-25.xlsx
PPE_2021-09-19_01-06-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 19, 2021
Short Description:
PPE via NodeXL https://bit.ly/39hpdAf
@jolyonmaugham
@dgurdasani1
@freespeech_0
@paulstenton1
@universalmaski2
@njbbari3
@_biancah
@busycactus
@susan29191404
@iamgoingtosleep

Top hashtags:
#ppe
#แพทริค
#brightwincharity2gether
#เคอแพท
#help
#bwcharity2gether
#bs2021

Description:
Description
The graph represents a network of 8,403 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 Sunday, 19 September 2021 at 08:13 UTC.

The requested start date was Sunday, 19 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, 3-hour, 3-minute period from Wednesday, 15 September 2021 at 09:18 UTC to Friday, 17 September 2021 at 12:21 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 : 8403
Unique Edges : 4010
Edges With Duplicates : 12590
Total Edges : 16600
Number of Edge Types : 5
Retweet : 5826
MentionsInRetweet : 7020
Tweet : 1110
Replies to : 1006
Mentions : 1638
Self-Loops : 1143
Reciprocated Vertex Pair Ratio : 0.0111587015329125
Reciprocated Edge Ratio : 0.0220711180470405
Connected Components : 1078
Single-Vertex Connected Components : 370
Maximum Vertices in a Connected Component : 2957
Maximum Edges in a Connected Component : 6462
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 5.252297
Graph Density : 0.000127064378312424
Modularity : 0.536693
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,403 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 Sunday, 19 September 2021 at 08:13 UTC.

The requested start date was Sunday, 19 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, 3-hour, 3-minute period from Wednesday, 15 September 2021 at 09:18 UTC to Friday, 17 September 2021 at 12:21 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:
[47] 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
[15] https://www.thelondoneconomic.com/politics/ppe-worth-2-8-billion-is-useless-minister-admits-290990/
[14] https://walescovidvictims.walesonline.co.uk/
[11] https://twitter.com/JolyonMaugham/status/1438426780965146624
[10] https://www.rte.ie/news/politics/2021/0916/1247116-pac/
[8] https://www.instagram.com/accounts/login/
[8] https://goodlawproject.org/news/tory-party-102m-ppe-contract/
[6] https://www.amazon.ca/dp/B08XN5W5ZR/ref=cm_sw_r_tw_dp_XB85PCG6R7BEBYRK90VW

Top URLs in Tweet in G1:
[23] https://www.theyworkforyou.com/wrans/?id=2021-08-18.HL2327.h
[23] 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
[1] https://twitter.com/JolyonMaugham/status/1369645056060178432?s=19
[1] https://twitter.com/PrivateEyeNews/status/1438774941151793155
[1] https://twitter.com/JolyonMaugham/status/1438426780965146624
[1] https://twitter.com/KayBurley/status/1438032148137664513

Top URLs in Tweet in G4:
[7] https://www.thelondoneconomic.com/politics/ppe-worth-2-8-billion-is-useless-minister-admits-290990/
[6] https://twitter.com/JolyonMaugham/status/1438426780965146624
[5] https://www.youtube.com/watch?v=enY9Ca3o1Wk&feature=youtu.be

[5] https://www.theguardian.com/world/live/2021/sep/17/coronavirus-live-news-austria-to-hear-first-lawsuit-over-resort-outbreak-africa-vaccine-shortfall-raises-risk-of-deadly-variants-who-warns?CMP=share_btn_tw
[2] https://twitter.com/yogarespecter/status/1437815592468287488
[2] https://www.instagram.com/accounts/login/
[2] https://twitter.com/jolyonmaugham/status/1438426780965146624
[2] https://www.rte.ie/news/politics/2021/0916/1247116-pac/
[2] https://oxford.onlinesurveys.ac.uk/vod-17-09-21
[2] https://hardshell.co.uk/collections/type-iir-surgical-face-mask-uk

Top URLs in Tweet in G5:
[2] https://twitter.com/hkbws_project/status/1438504535643750407
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2F100033852964155%2Fposts%2F589866418818452%2F%3Fd%3Dn
[1] https://twitter.com/hkbws_project/status/1438001568763109379

Top URLs in Tweet in G6:
[3] https://twitter.com/bridgerollo/status/1438657004055121921

Top URLs in Tweet in G8:
[14] https://walescovidvictims.walesonline.co.uk/
[5] https://www.standard.co.uk/news/uk/ppe-government-nhs-lee-liverpool-b955876.html
[4] https://goodlawproject.org/news/tory-party-102m-ppe-contract/
[1] https://www.independent.co.uk/news/health/covid-deaths-uk-coronavirus-cases-latest-b1792224.html
[1] https://www.thelondoneconomic.com/politics/ppe-worth-2-8-billion-is-useless-minister-admits-290990/?utm_medium=onesignal&utm_source=onesignalwp&utm_campaign=sitepush
[1] https://www.theguardian.com/politics/2021/sep/16/rules-gm-farming-cars-top-uk-bonfire-eu-laws-brexit
[1] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[1] https://www.bbc.com/news/uk-wales-57726939
[1] https://twitter.com/StephenGraham73/status/1438477696053522432
[1] https://twitter.com/JolyonMaugham/status/1438426780965146624?s=20

Top URLs in Tweet in G10:
[1] https://twitter.com/emergencybk/status/1438777963340722178
[1] https://twitter.com/thetimes/status/1438548409636556800
[1] https://twitter.com/paul_dowsley/status/1438692866725859335

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[135] ppe
[59] แพทริค
[58] brightwincharity2gether
[57] เคอแพท
[55] help
[48] bwcharity2gether
[40] bs2021
[36] covid19
[27] into1patrick
[18] ppe更衣室



Top Hashtags in Tweet in G1:
[5] universalcredit
[2] ppe
[1] torycriminals
[1] nhs
[1] toryincompetence
[1] torycorruption
[1] tories

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

Top Hashtags in Tweet in G4:
[55] ppe
[9] covid19
[7] safety
[6] facemask
[6] mask
[5] ppesupplies
[5] えなこ
[5] えなこりん
[5] gloves
[5] covid

Top Hashtags in Tweet in G5:
[58] brightwincharity2gether
[48] bwcharity2gether
[4] ไบร์ทวิน
[4] bbrightvc
[2] winmetawin
[2] love3000charityproject
[1] brightwin

Top Hashtags in Tweet in G6:
[10] covid19vic
[4] covid19aus

Top Hashtags in Tweet in G7:
[1] 1team1fight
[1] playbold

Top Hashtags in Tweet in G8:
[24] help
[14] walescovidinquiry
[6] ppe
[3] nhs
[2] toryliars
[2] toryscum
[2] covid19
[1] liar
[1] brexitchaos
[1] carehomes

Top Hashtags in Tweet in G9:
[1] kimyohan23_charityhbdproject
[1] 김요한
[1] คิมโยฮัน
[1] kimyohan

Top Hashtags in Tweet in G10:
[11] wankers
[6] covididiots
[1] firstworldproblems
[1] ppe
[1] constructionworkers

Top Words
Top Words in Tweet in Entire Graph:
[6582] ppe
[2012] jolyonmaugham
[1954] cost
[1942] 8bn
[1565] unusable
[1559] 18
[1554] between
[1531] 22
[1512] total
[1512] gone

Top Words in Tweet in G1:
[3490] ppe
[1957] jolyonmaugham
[1881] 8bn
[1880] cost
[1508] unusable
[1495] between
[1495] 18
[1495] 22
[1461] woah
[1461] value

Top Words in Tweet in G2:
[514] 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
[514] 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
[514] ポケットのすみっこちゃんたちが可愛くないですか
[513] fn0zyaq03en3ydw

Top Words in Tweet in G3:
[854] ด
[431] นต
[428] patrick_thfc
[427] ในฐานะบ
[427] คลากรทางการแพทย
[427] านหน
[427] า
[427] โรงพยาบาลช
[427] มพวง
[427] จ

Top Words in Tweet in G4:
[293] ppe
[55] #ppe
[36] covid
[25] face
[23] sa
[22] need
[22] care
[21] ด
[20] safety
[20] masks

Top Words in Tweet in G5:
[627] ช
[306] ด
[269] น
[235] n95
[180] rescue
[155] jackhangu
[130] donation
[119] ปกรณ
[119] hang
[119] dong

Top Words in Tweet in G6:
[202] ppe
[179] nurses
[175] full
[155] shifts
[153] _biancah
[153] 12
[152] meanwhile
[152] hour
[150] doctors
[150] pulling

Top Words in Tweet in G7:
[187] blue
[186] honoured
[186] wear
[186] rcb
[186] 20th
[186] september
[186] pay
[186] tribute
[186] frontline
[186] warriors

Top Words in Tweet in G8:
[92] ppe
[32] care
[29] drneenajha
[26] know
[24] #help
[24] wales
[23] home
[22] testing
[20] channel4
[20] louise

Top Words in Tweet in G9:
[116] บ
[116] มโยฮ
[115] kimyohan23rd
[115] charity
[115] hbd
[115] project
[115] านแครอทค
[115] นไทยแลนด
[115] ส
[115] งมอบช

Top Words in Tweet in G10:
[98] ppe
[48] full
[33] nurses
[25] 12
[25] work
[18] staff
[18] anti
[17] covid
[16] being
[16] prguy17

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1549] unusable,ppe
[1530] between,18
[1530] 18,22
[1508] total,ppe
[1498] ppe,spending
[1494] 8bn,between
[1494] 22,value
[1494] value,total
[1493] woah,8bn
[1493] spending,gone

Top Word Pairs in Tweet in G1:
[1502] unusable,ppe
[1495] between,18
[1495] 18,22
[1461] woah,8bn
[1461] 8bn,between
[1461] 22,value
[1461] value,total
[1461] total,ppe
[1461] ppe,spending
[1461] spending,gone

Top Word Pairs in Tweet in G2:
[514] 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
[514] 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
[513] 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 G3:
[427] patrick_thfc,ในฐานะบ
[427] ในฐานะบ,คลากรทางการแพทย
[427] คลากรทางการแพทย,ด
[427] ด,านหน
[427] านหน,า
[427] า,โรงพยาบาลช
[427] โรงพยาบาลช,มพวง
[427] มพวง,จ
[427] จ,งหว
[427] งหว,ดนครราชส

Top Word Pairs in Tweet in G4:
[17] covid,19
[13] full,ppe
[11] face,masks
[11] ช,ด
[11] ด,ppe
[11] ppe,worth
[8] personal,protective
[8] protective,equipment
[8] care,homes
[8] fit,purpose

Top Word Pairs in Tweet in G5:
[306] ช,ด
[233] ช,น
[119] hang,dong
[119] dong,rescue
[119] rescue,club
[87] ให,ก
[87] ขณะน,ทางโครงการของได
[87] ทางโครงการของได,เราส
[87] เราส,งมอบอ
[87] งมอบอ,ปกรณ

Top Word Pairs in Tweet in G6:
[173] full,ppe
[152] 12,hour
[152] hour,shifts
[151] shifts,full
[150] meanwhile,nurses
[150] nurses,doctors
[150] doctors,pulling
[150] pulling,12
[149] _biancah,meanwhile
[29] drs,nurses

Top Word Pairs in Tweet in G7:
[186] honoured,wear
[186] wear,blue
[186] blue,rcb
[186] rcb,20th
[186] 20th,september
[186] september,pay
[186] pay,tribute
[186] tribute,frontline
[186] frontline,warriors
[186] warriors,worked

Top Word Pairs in Tweet in G8:
[22] care,home
[20] louise,ran
[20] ran,care
[19] first,wave
[19] wave,ppe
[18] ppe,oxygen
[18] oxygen,testing
[18] testing,read
[17] #help,louise
[14] read,devastating

Top Word Pairs in Tweet in G9:
[115] kimyohan23rd,charity
[115] charity,hbd
[115] hbd,project
[115] project,บ
[115] บ,านแครอทค
[115] านแครอทค,มโยฮ
[115] มโยฮ,นไทยแลนด
[115] นไทยแลนด,ส
[115] ส,งมอบช
[115] งมอบช,ดppe

Top Word Pairs in Tweet in G10:
[48] full,ppe
[12] 12,hour
[12] work,ppe
[11] hour,shifts
[11] shifts,full
[11] nurses,work
[11] ppe,vic
[11] vic,tradies
[11] tradies,striking
[11] striking,protest

Top Replied-To
Top Replied-To in Entire Graph:
@jolyonmaugham
@ppe_ee825
@dickgordondg
@214_ppe
@tachi_ppe
@ppe_ppo
@drneenajha
@ppe_pl
@younashi__
@craigirvinee

Top Replied-To in G1:
@jolyonmaugham
@poleymcpoleface
@dochawking
@steelslat
@57timj
@over_the_thrill
@jpublik

Top Replied-To in G3:
@patrick_thfc

Top Replied-To in G4:
@cfsurrey

Top Replied-To in G6:
@_biancah
@cfmeujohnsetka
@praterabove
@selga55
@jillastark
@vansenate
@angietrianta
@pavlovapitt
@sw98465188
@lurkingbird222

Top Replied-To in G8:
@drneenajha
@nursingnotesuk
@channel4
@borisjohnson
@stephengraham73
@hodkinsonalice
@jmcrookston
@dhscgovuk
@corscadden
@rachelclairej1

Top Replied-To in G10:
@paul_dowsley
@prguy17
@bridgerollo
@catheri10122439
@susiecartledge
@marctennant
@incrediblemelk
@abcnews
@ferriersteph
@stevepricemedia

Top Mentioned
Top Mentioned in Entire Graph:
@jolyonmaugham
@fn0zyaq03en3ydw
@patrick_thfc
@dggbbchompoonut
@imvkohli
@jackhangu
@_biancah
@carrotkimyohan
@hkbws_project
@safetyppeplug1

Top Mentioned in G1:
@jolyonmaugham
@fascinatorfun
@amandajanecole
@teresamac1212
@bearlykat
@brendondino
@mmaher70
@michaelgove
@crwbin1
@jimbethell

Top Mentioned in G2:
@fn0zyaq03en3ydw

Top Mentioned in G3:
@patrick_thfc
@dggbbchompoonut
@chotikapoy

Top Mentioned in G4:
@sondongpyox101
@ima1958
@spidey_e
@bastard_bot87
@whitehoneyshop

Top Mentioned in G5:
@jackhangu
@hkbws_project
@nat_nattyvc
@bbrightvchkg

Top Mentioned in G6:
@_biancah
@sparnis
@cfmeuvictas
@kaymcv
@selga55
@kenpcg
@profmiketoole
@billbowtell
@theprojecttv
@clachlans

Top Mentioned in G7:
@imvkohli

Top Mentioned in G8:
@drneenajha
@borisjohnson
@channel4
@stephengraham73
@spearce33801
@sajidjavid
@matthancock
@jackthorne
@marcmunden
@conservatives

Top Mentioned in G9:
@carrotkimyohan
@wei__official

Top Mentioned in G10:
@abcmelbourne
@prguy17
@michellejaybee
@ronnisalt
@abcnews
@divinadecampo
@marctennant
@bridgerollo
@incrediblemelk
@paul_dowsley

Top Tweeters
Top Tweeters in Entire Graph:
@kirin_brewery
@caramelcorn1971
@zazoomblog
@infoitinterno
@mrdjones
@s9tmt
@durobelinda
@1denmadrid
@roblwilson
@independent

Top Tweeters in G1:
@s9tmt
@dingabelle
@christinejameis
@spanishdan1
@xraypat
@60sparkle
@fiona_fionnagal
@irisstylosa
@marciaj64
@theroigner

Top Tweeters in G2:
@du_bois
@tobikujira
@drifter_n
@lady_smoker_
@leber_gebe
@jackscarecrow
@mirrored_button
@pantyosu
@monaugnt
@h_noir

Top Tweeters in G3:
@peungzwb
@nnnampueng
@aps_ln
@allqopnk
@jaxohhiizz
@hanligam_
@pcrbnz
@w_poonpat
@_onlyoil
@jarpracha

Top Tweeters in G4:
@zazoomblog
@infoitinterno
@inilahdotcom
@wildwalkerwoman
@theisyraf
@immo_reedb
@dada_n_ns
@jacanews
@june627
@h_jasmine

Top Tweeters in G5:
@seasky_19
@cazzcha
@cakemania17
@finkhun
@fdstdt2102
@nkulsin
@gemstone_11
@kee39054873
@youbvc
@imyourahgase

Top Tweeters in G6:
@sallyrmelb
@neric16
@heb2205
@absalomedia
@veritasever
@kate_eviva
@thewillowghost
@jiangyin
@mickkime
@koparafallskid

Top Tweeters in G7:
@ghazanfar6016
@houseswapan
@lazyflaxcoin
@kohlicultone8
@desaidipen7
@durgeshpatel89
@kurumbuvivek
@imrankingkhan7
@hariwanshchauh1
@abeda999

Top Tweeters in G8:
@margymayell
@caroljhedges
@strengthtodream
@iromg
@ephemeragrrl
@metanoia100
@yeswombat
@ianrslack2
@susanchubb1
@west_views

Top Tweeters in G9:
@bali2098
@yohani_mom922
@chonnnn_nn
@imppppun
@pnd_cdelta
@dongpyomyson
@duanlo96
@19790765
@sopita_tong
@wooyarizer

Top Tweeters in G10:
@3wombats
@corruptnsw
@leel06lee
@bprophetable
@jrehnj
@jaquix173
@abcnews
@9newsmelb
@cousincat
@eve5810


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