PPE, Twitter, 3/21/2021 3:05:49 PM, 250945


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PPE_2021-03-21_01-08-02.xlsx
PPE_2021-03-21_01-08-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 21, 2021
Short Description:
PPE via NodeXL https://bit.ly/3tI2N3e
@davidschneider
@jujuliagrace
@goodlawproject
@innealadair
@mettlesometeri
@bobservant
@trackntracer
@borisjohnson
@matthancock
@iamlistening666

Top hashtags:
#kdppe
#20ปีนี้เราอยู่กับเพิร์ธ
#perthtanapon
#unioncoeventspace

Description:
Description
The graph represents a network of 7,555 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, 21 March 2021 at 08:15 UTC.

The requested start date was Sunday, 21 March 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, 2-hour, 3-minute period from Thursday, 18 March 2021 at 11:28 UTC to Saturday, 20 March 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 : 7555
Unique Edges : 4056
Edges With Duplicates : 13347
Total Edges : 17403
Number of Edge Types : 5
Retweet : 5665
MentionsInRetweet : 6861
Tweet : 1835
Replies to : 1011
Mentions : 2031
Self-Loops : 1858
Reciprocated Vertex Pair Ratio : 0.0129496402877698
Reciprocated Edge Ratio : 0.0255681818181818
Connected Components : 1205
Single-Vertex Connected Components : 406
Maximum Vertices in a Connected Component : 2989
Maximum Edges in a Connected Component : 6559
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.513121
Graph Density : 0.000148027517558555
Modularity : 0.489571
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 7,555 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, 21 March 2021 at 08:15 UTC.

The requested start date was Sunday, 21 March 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, 2-hour, 3-minute period from Thursday, 18 March 2021 at 11:28 UTC to Saturday, 20 March 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:
[71] https://www.youtube.com/watch?v=eFxMvlmNdi4&feature=youtu.be

[25] https://www.thetimes.co.uk/article/supplier-of-unusable-ppe-made-17m-gpm92hvzr
[22] https://datalabs.optisolbusiness.com/
[22] https://www.youtube.com/watch?v=lawRwyaMVOY&feature=youtu.be

[19] https://www.foxnews.com/politics/pennsylvania-ppe-stockpiled-at-farm-show-site-republican-state-senator-claims
[17] https://www.youtube.com/watch?v=TuCWVgEjMRY&feature=youtu.be

[15] https://ewn.co.za/2021/03/18/khusela-diko-given-extension-to-respond-to-siu-questions-relating-to-ppe-tender
[12] https://www.independent.co.uk/news/uk/politics/coronavirus-ppe-contract-tory-donor-b1818645.html?utm_content=Echobox&utm_medium=Social&utm_source=Twitter#Echobox=1616245694
[10] https://ppe-for-usa.com/Made-In-USA-N95-Box-of-25-Face-Masks-for-Consumers-p266110077
[9] https://www.youtube.com/watch?v=nvBz4RCRjBU&feature=youtu.be


Top URLs in Tweet in G1:
[1] https://twitter.com/SkyNews/status/1367537308736630792
[1] https://twitter.com/leehurstcomic/status/1372904559476113411
[1] https://twitter.com/andyverity/status/1372854164552884226

Top URLs in Tweet in G2:
[9] https://www.youtube.com/watch?v=nvBz4RCRjBU&feature=youtu.be

[7] https://www.instagram.com/accounts/login/
[5] https://www.youtube.com/watch?v=Dzubh7oASRI&feature=youtu.be

[4] https://www.joox.com/common_redirect.html?page=artist&id=5460988&appshare=iphone&area=th&lang=th
[3] https://www.youtube.com/watch?v=3hXH4CBfuLQ&feature=youtu.be

[2] https://docs.google.com/forms/d/e/1FAIpQLSc8tnfK8h9p-p1S4-3PTjFBcFu2PbT45dy-ibIhcDoIzXoEaw/closedform
[2] https://twitter.com/kiwivitamin/status/1372511663073587200/photo/1
[2] https://www.youtube.com/watch?v=BnNNGLBu9mQ&feature=youtu.be

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

[2] https://www.youtube.com/shorts/Zy6umjg9duE

Top URLs in Tweet in G3:
[71] https://www.youtube.com/watch?v=eFxMvlmNdi4&feature=youtu.be

[5] https://amruthatechnologies.blogspot.com/2018/08/how-to-select-right-valve-design-video.html
[3] https://www.linkedin.com/slink?code=eDqQ3fM
[2] https://www.foxnews.com/politics/pennsylvania-ppe-stockpiled-at-farm-show-site-republican-state-senator-claims
[2] https://www.dagospia.com/rubrica-3/politica/botte-orban-europa-premier-ungherese-dopo-rsquo-uscita-ppe-264379.htm
[2] https://twitter.com/jccosico/status/1372732423511797760
[2] https://www.forteshealth.com/
[2] https://www.wjtv.com/news/attorney-generals-office-recovers-nearly-500k-ppe-items-from-price-gouger/?utm_campaign=socialflow&utm_source=t.co&utm_medium=referral
[2] https://www.justgiving.com/fundraising/picup-ppe
[1] https://drive.google.com/drive/folders/1E924bXrYhlrGmPtnzg-DyCivP6D9oH-c?usp=sharing

Top URLs in Tweet in G4:
[6] https://www.theguardian.com/commentisfree/2021/mar/17/johnson-covid-deaths-inquiry-lockdown-ppe-test-and-trace-cronyism
[1] https://twitter.com/shaunlintern/status/1372567585523445761
[1] https://www.theguardian.com/uk-news/2021/jan/23/three-men-arrested-amid-inquiry-into-6m-covid-loan?CMP=Share_iOSApp_Other
[1] https://www.thetimes.co.uk/article/supplier-of-unusable-ppe-made-17m-gpm92hvzr

Top URLs in Tweet in G5:
[2] https://www.thetimes.co.uk/article/labour-mp-sadiq-khan-no-offence-but-im-too-clever-to-be-a-bus-driver-p5kdspfb2
[1] https://twitter.com/StefSimanowitz/status/1283928853052825600?s=20
[1] https://twitter.com/speirin/status/1370114515333943302?s=19
[1] https://goodlawproject.org
[1] https://www.bbc.co.uk/news/uk-england-london-56404444
[1] https://twitter.com/ukiswitheu/status/1372699914929594368
[1] https://www.theguardian.com/uk-news/2021/mar/17/labour-calls-for-full-covid-public-inquiry-starting-in-june
[1] https://twitter.com/profdanhicks/status/1372844706468610051
[1] https://twitter.com/itvpeston/status/1372331919799648256
[1] https://twitter.com/Gladiat02534950/status/1372582835735908355

Top URLs in Tweet in G6:
[9] https://www.thetimes.co.uk/article/supplier-of-unusable-ppe-made-17m-gpm92hvzr
[1] https://rebrand.ly/uc-2pap-1603
[1] https://twitter.com/riteoffittage/status/1372529840381890560
[1] https://twitter.com/DKShrewsbury/status/1372594944599334915

Top URLs in Tweet in G8:
[12] https://www.independent.co.uk/news/uk/politics/coronavirus-ppe-contract-tory-donor-b1818645.html?utm_content=Echobox&utm_medium=Social&utm_source=Twitter#Echobox=1616245694
[1] https://twitter.com/afneil/status/1373185362349154304
[1] https://twitter.com/andreajenkyns/status/1372873233997950977
[1] https://twitter.com/EmmaLBriant/status/1372859100929916931

Top URLs in Tweet in G9:
[15] https://www.thetimes.co.uk/article/supplier-of-unusable-ppe-made-17m-gpm92hvzr
[1] https://www.dailymail.co.uk/news/article-9364305/British-woman-millions-brokering-deals-UK-Government-PPE-behalf-Chinese-firm.html
[1] https://goodlawproject.org/news/hiring-public-law-litigator/

Top Domains
Top Domains in Tweet in Entire Graph:
[188] twitter.com
[159] youtube.com
[94] co.uk
[27] theguardian.com
[23] foxnews.com
[22] optisolbusiness.com
[16] co.za
[14] bit.ly
[13] ppe-for-usa.com
[13] 17.live

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

Top Domains in Tweet in G2:
[33] twitter.com
[23] youtube.com
[7] instagram.com
[4] google.com
[4] joox.com
[2] co.th
[2] bit.ly
[1] facebook.com
[1] tweeplers.com
[1] myfun.live

Top Domains in Tweet in G3:
[81] youtube.com
[52] twitter.com
[16] co.uk
[7] ppe.pl
[5] foxnews.com
[5] theguardian.com
[5] blogspot.com
[3] linkedin.com
[2] europa.eu
[2] gov.uk

Top Domains in Tweet in G4:
[7] theguardian.com
[1] twitter.com
[1] co.uk

Top Domains in Tweet in G5:
[10] twitter.com
[4] co.uk
[4] theguardian.com
[1] goodlawproject.org
[1] opendemocracy.net
[1] threadreaderapp.com

Top Domains in Tweet in G6:
[9] co.uk
[2] twitter.com
[1] rebrand.ly

Top Domains in Tweet in G8:
[12] co.uk
[3] twitter.com

Top Domains in Tweet in G9:
[16] co.uk
[1] goodlawproject.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[966] kdppe
[963] 20ปีนี้เราอยู่กับเพิร์ธ
[702] perthtanapon
[542] unioncoeventspace
[369] happy20thperthday
[242] perthsday20th
[218] ppe
[88] meanplanxtaro
[78] perthsaintsation
[74] covid19



Top Hashtags in Tweet in G1:
[1] bbcqt
[1] mytwitteranniversary

Top Hashtags in Tweet in G2:
[966] kdppe
[962] 20ปีนี้เราอยู่กับเพิร์ธ
[702] perthtanapon
[542] unioncoeventspace
[367] happy20thperthday
[241] perthsday20th
[88] meanplanxtaro
[78] perthsaintsation
[53] perththanapon
[51] trigon

Top Hashtags in Tweet in G3:
[58] ppe
[11] covid19
[6] staysafe
[6] covid
[6] ndt
[6] osha
[6] welding
[5] nhs
[5] safety
[5] mfg

Top Hashtags in Tweet in G4:
[1] peoplescovidenquiry

Top Hashtags in Tweet in G5:
[8] ppe
[3] se2021
[3] covid
[2] herdimmuityscandal
[2] nhs
[2] covidvaccine
[1] torysycophant
[1] eunationalists
[1] torylies
[1] toryscum

Top Hashtags in Tweet in G6:
[1] whyaretheydoingthis
[1] torycorruption

Top Hashtags in Tweet in G8:
[1] endlondonrule
[1] ianhislop
[1] cheltenhamfestival
[1] coviddeaths
[1] nhs

Top Hashtags in Tweet in G9:
[1] wedideverthingwepossiblycould

Top Hashtags in Tweet in G10:
[2] panorama

Top Words
Top Words in Tweet in Entire Graph:
[4042] ppe
[1685] น
[1637] ร
[1451] covid
[1425] ก
[1277] deaths
[1252] kids
[1247] billions
[1220] law
[1205] breaking

Top Words in Tweet in G1:
[1120] ppe
[1108] davidschneider
[1105] billions
[1104] disgraceful
[1104] covid
[1103] 130k
[1103] deaths
[1103] cronies
[1103] breaking
[1103] international

Top Words in Tweet in G2:
[1664] น
[1626] ร
[1399] ก
[1091] ธ
[989] บเพ
[983] #20ป
[978] เราอย
[966] #kdppe
[702] #perthtanapon
[542] #unioncoeventspace

Top Words in Tweet in G3:
[344] ppe
[79] take
[77] world
[75] care
[73] kids
[73] supplies
[72] once
[72] teachers
[72] online
[71] ordering

Top Words in Tweet in G4:
[578] staff
[304] jujuliagrace
[299] saying
[294] nhs
[286] those
[286] don
[285] job
[285] security
[285] deserve
[285] raise

Top Words in Tweet in G5:
[150] ppe
[51] contracts
[44] borisjohnson
[37] mates
[36] trace
[34] take
[33] matthancock
[32] government
[31] herd
[31] immunity

Top Words in Tweet in G6:
[140] ppe
[108] contracts
[81] govt
[79] high
[79] court
[79] ruled
[79] acted
[79] unlawfully
[79] failing
[79] publish

Top Words in Tweet in G7:
[354] today
[177] pampanga
[177] announced
[177] household
[177] lockdown
[177] immediately
[177] stringently
[177] implemented
[177] caravan
[176] pinoyakoblog

Top Words in Tweet in G8:
[103] ppe
[34] sillyshib
[30] forget
[30] govt
[30] uk
[29] media
[28] billions
[28] concentrating
[28] vaccination
[28] programme

Top Words in Tweet in G9:
[103] goodlawproject
[90] someone
[90] help
[89] job
[88] exciting
[88] alert
[88] looking
[88] litigation
[88] defence
[88] democratic

Top Words in Tweet in G10:
[113] resign
[112] starmer
[112] found
[112] think
[111] stated
[111] nicola
[111] sturgeon
[111] broken
[111] ministerial
[111] code

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1168] international,law
[1167] covid,deaths
[1166] cronies,ppe
[1165] 130k,covid
[1165] billions,cronies
[1164] breaking,international
[1163] 4m,kids
[1163] kids,poverty
[1162] deaths,billions
[1162] ppe,breaking

Top Word Pairs in Tweet in G1:
[1103] disgraceful,130k
[1103] 130k,covid
[1103] covid,deaths
[1103] deaths,billions
[1103] billions,cronies
[1103] cronies,ppe
[1103] ppe,breaking
[1103] breaking,international
[1103] international,law
[1103] law,4m

Top Word Pairs in Tweet in G2:
[1091] ร,ธ
[982] #20ป,น
[978] น,เราอย
[978] ก,บเพ
[973] เราอย,ก
[968] บเพ,ร
[473] #kdppe,#perthtanapon
[459] ธ,#unioncoeventspace
[167] ธ,#kdppe
[148] #perthtanapon,#kdppe

Top Word Pairs in Tweet in G3:
[71] take,care
[71] care,kids
[71] kids,teachers
[71] teachers,ordering
[71] ordering,online
[71] online,ppe
[71] ppe,teaching
[71] teaching,supplies
[71] supplies,printer
[71] printer,cartridges

Top Word Pairs in Tweet in G4:
[291] nhs,staff
[285] those,saying
[285] saying,nhs
[285] staff,job
[285] job,security
[285] security,don
[285] don,deserve
[285] deserve,raise
[285] raise,healthcare
[285] healthcare,staff

Top Word Pairs in Tweet in G5:
[31] herd,immunity
[30] late,lockdowns
[29] lockdowns,cheltenham
[29] cheltenham,races
[29] races,take
[29] take,chin
[29] chin,herd
[29] track,trace
[25] johnson,guilty
[25] guilty,late

Top Word Pairs in Tweet in G6:
[101] ppe,contracts
[79] high,court
[79] court,ruled
[79] ruled,govt
[79] govt,acted
[79] acted,unlawfully
[79] unlawfully,failing
[79] failing,publish
[79] publish,details
[79] details,dozens

Top Word Pairs in Tweet in G7:
[177] pampanga,announced
[177] announced,household
[177] household,lockdown
[177] lockdown,immediately
[177] immediately,stringently
[177] stringently,implemented
[177] implemented,today
[177] today,today
[177] today,caravan
[176] pinoyakoblog,pampanga

Top Word Pairs in Tweet in G8:
[28] media,govt
[28] govt,concentrating
[28] concentrating,uk
[28] uk,vaccination
[28] vaccination,programme
[28] programme,good
[28] good,forget
[27] rozkez67,media
[23] buying,ppe
[22] government,buying

Top Word Pairs in Tweet in G9:
[88] exciting,job
[88] job,alert
[88] alert,looking
[88] looking,someone
[88] someone,help
[88] help,litigation
[88] litigation,defence
[88] defence,democratic
[88] democratic,institutions
[87] goodlawproject,exciting

Top Word Pairs in Tweet in G10:
[111] starmer,stated
[111] stated,nicola
[111] nicola,sturgeon
[111] sturgeon,resign
[111] resign,found
[111] found,broken
[111] broken,ministerial
[111] ministerial,code
[111] code,didn
[111] didn,think

Top Replied-To
Top Replied-To in Entire Graph:
@davidjmarkey
@matthancock
@afneil
@ppe_ppo
@bbcquestiontime
@dame_agnes
@stevemc79064531
@drphilhammond
@ing__ppe
@fiooooooo_ppe

Top Replied-To in G1:
@davidschneider
@angelaeagle
@helenmarypike

Top Replied-To in G2:
@ing__ppe
@perthppe
@ps_officialth
@ployxppe
@c_aom_91
@nf_ppe
@marksiw4t
@kazzmagazine
@gunnapatn
@ys_ppe

Top Replied-To in G4:
@jujuliagrace
@factsreason
@ultragrumpy
@wovlad
@jcurtis4891

Top Replied-To in G5:
@matthancock
@drphilhammond
@keir_starmer
@borisjohnson
@pippacrerar
@douglas4moray
@doctor_oxford
@mrjamesob
@lbc
@james4doncaster

Top Replied-To in G6:
@lia_nici
@bren4bassetlaw
@otto_english
@jolyonmaugham
@bbcnews
@ukgovscotland
@beresford33
@grahammarshall5
@takeito99428406
@maryriddell

Top Replied-To in G8:
@afneil
@resfoundation
@johnandi
@kennyfarq
@andreajenkyns
@sillyshib
@insipidwanker
@northlakekid
@kymysmith

Top Replied-To in G9:
@mac63_i
@charlielindlar
@peterjukes
@stuart27hardy

Top Replied-To in G10:
@natalies931

Top Mentioned
Top Mentioned in Entire Graph:
@davidschneider
@perthppe
@jujuliagrace
@pinoyakoblog
@goodlawproject
@mettlesometeri
@bobservant
@innealadair
@ps_officialth
@siwapornch

Top Mentioned in G1:
@davidschneider
@drjogrady
@bankaudits1
@jonjonessnr
@nhsstaffcovid19
@peterstefanovi2
@uksfo
@lenniemerrick1

Top Mentioned in G2:
@perthppe
@ps_officialth
@withpperth
@telltheworldilu
@jeab_for_perth
@forperth1
@khunp_photo
@crushonperth
@ppekeepgoing
@teraha19982001

Top Mentioned in G3:
@brexitbuster
@siuk_cumbria
@neotropenews

Top Mentioned in G4:
@jujuliagrace
@davidschneider
@ne_bylines
@chrisdo30828241
@everydoctoruk
@goodlawproject
@matthancock
@borisjohnson
@helenbenson1

Top Mentioned in G5:
@borisjohnson
@iamlistening666
@matthancock
@drphilhammond
@uklabour
@pippacrerar
@conservatives
@keir_starmer
@doctor_oxford
@10downingstreet

Top Mentioned in G6:
@innealadair
@inchorinfinity
@bbcnews
@glasgowswestend
@bbcbreakfast
@bbcpress
@jolyonmaugham
@davidschneider
@jamessunderl
@ofcom

Top Mentioned in G7:
@pinoyakoblog
@raffymagno

Top Mentioned in G8:
@sillyshib
@rozkez67
@bill_esterson
@afneil
@independent
@nalra1234
@evanhd
@davidschneider
@knutcrosswords
@jujuliagrace

Top Mentioned in G9:
@goodlawproject
@campbellclaret
@davidschneider
@uklabour
@christweetsta
@martinslewis
@ukcag
@londoncag
@iandunt
@matthewstadlen

Top Mentioned in G10:
@mettlesometeri
@jujuliagrace
@davidschneider
@butwhatifitsall
@natalies931
@goodlawproject
@jeremybear123

Top Tweeters
Top Tweeters in Entire Graph:
@s9tmt
@pln_123
@falconhamada_90
@56perumal
@dhruvbhim
@roblwilson
@independent
@inquirerdotnet
@pckj3627
@lesleygsmith3

Top Tweeters in G1:
@johnjoechad
@mojos55
@shirleyyoung2
@bernardmceldown
@jwahjwah
@terryelaineh1
@teajunkie1
@orwell4ever
@innerfury4k
@raheemdickson

Top Tweeters in G2:
@noonathty
@pankatze
@kinc_png
@bumbimknok
@kanya_gift
@schinarat
@pimmy1994
@ohxsehunn
@boonzoonlee
@tkmmtrigon

Top Tweeters in G3:
@paulpaul49
@frackhazreveal
@caravaggio12
@eprnetwork
@judgedewie
@mancunianmedic
@meena_elf
@crazyrichjason
@usg_ringo
@burgundybrogues

Top Tweeters in G4:
@sandradunn1955
@thefabledaesop
@msvanillarose
@yrotitna
@hepworthclare
@svenradio
@phyl_jones
@paulduffy1192
@scarbro8
@amandas81849097

Top Tweeters in G5:
@forumeditor
@alanlsg
@drumeshprabhu
@eutopean
@mrtallerjerry
@kingking3107
@lprivileged
@birdonthewire3
@robinpaulinman
@rednorthuk

Top Tweeters in G6:
@lesleygsmith3
@hazelglasgow
@mckinlay_liz
@jbwhitesnake
@esme_hornbeam
@ferguson2811
@bbcnews
@mrmalky
@csibike1
@samljpage

Top Tweeters in G7:
@mrsunlawyer
@tintirintin22
@georgefranches
@jazmasigan_2
@picochu89
@peachichuu
@jeostle
@nightcat2609
@princessfrance
@mjqp57

Top Tweeters in G8:
@s9tmt
@falconhamada_90
@independent
@mae_carson2
@tartancobweb
@magapanthus
@natalie91231732
@meallyhen
@lunaperla
@steceng22

Top Tweeters in G9:
@fleming77
@safarisara
@peterjukes
@stfilansdream
@hardcandym
@canuckuk
@lindarich48
@davebancroft
@__eidola__
@clan_macdonald

Top Tweeters in G10:
@parsifel43
@sharpeleven
@fran_b__
@redsarah99
@phillipsbarrie
@jeromethegnome
@thesismis
@whitbyemma
@samcro1882
@bane_baldy


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