PPE, Twitter, 12/31/2021 1:20:10 PM, 269258


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PPE_2021-12-31_00-59-10.xlsx
PPE_2021-12-31_00-59-10.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 31, 2021
Short Description:
PPE via NodeXL https://bit.ly/32F1aeL
@j_g_allen
@ebonyt_phd
@djmikeyt2
@em_resus
@mancunianmedic
@dminghella
@goodlawproject
@rozkez67
@bestforbritain
@trackntracer

Top hashtags:
#perthtanapon
#ppe
#kdppe
#covid
#covid19
#iglivexg2p
#telltheworldiloveyou
#nhs

Description:
Description
The graph represents a network of 8,599 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, 31 December 2021 at 09:08 UTC.

The requested start date was Friday, 31 December 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, 3-hour, 31-minute period from Tuesday, 28 December 2021 at 08:49 UTC to Thursday, 30 December 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 : 8599
Unique Edges : 4420
Edges With Duplicates : 12328
Total Edges : 16748
Number of Edge Types : 5
Retweet : 5665
MentionsInRetweet : 6906
Tweet : 1105
Replies to : 1291
Mentions : 1781
Self-Loops : 1132
Reciprocated Vertex Pair Ratio : 0.0104200236330433
Reciprocated Edge Ratio : 0.0206251328938975
Connected Components : 1071
Single-Vertex Connected Components : 303
Maximum Vertices in a Connected Component : 4859
Maximum Edges in a Connected Component : 10733
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.163819
Graph Density : 0.000127221228410635
Modularity : 0.557124
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,599 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, 31 December 2021 at 09:08 UTC.

The requested start date was Friday, 31 December 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, 3-hour, 31-minute period from Tuesday, 28 December 2021 at 08:49 UTC to Thursday, 30 December 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:
[18] https://www.independent.co.uk/news/health/covid-ppe-donation-uk-latest-whitehall-b1979453.html
[15] https://www.instagram.com/accounts/login/
[15] https://boltahindustan.in/bh-news/jayant-chaudhary-questions-pm-modi-as-police-lathi-charged-on-doctors/
[11] https://www.youtube.com/watch?v=eKM9e2QvZHs&feature=youtu.be

[7] https://www.theguardian.com/uk-news/2021/oct/18/uk-government-told-reveal-firms-given-vip-covid-contracts-ppe
[7] https://www.snopes.com/fact-check/trump-admin-seizing-ppe/
[6] https://twitter.com/PandaScottish/status/1340988404490788864
[6] https://ppe-for-usa.com/NIOSH-Approved-N95-High-Filtration-Face-Masks-for-Consumers-Made-In-USA-p266110077
[5] https://twitter.com/MOE_PPE/status/1476500234511728640
[5] https://twitter.com/j_g_allen/status/1476176934568611843

Top URLs in Tweet in G1:
[2] https://www.hse.gov.uk/coronavirus/ppe-face-masks/face-coverings-and-face-masks.htm
[1] https://twitter.com/noodles_nood/status/1475516931671310345

Top URLs in Tweet in G2:
[2] https://www.independent.co.uk/news/health/covid-ppe-donation-uk-latest-whitehall-b1979453.html
[1] https://www.acgih.org/covid-19-fact-sheet-worker-resp/
[1] https://twitter.com/frontline_RN/status/1475517406244126722
[1] https://app.independent.co.uk/
[1] https://twitter.com/acgrayling/status/1476452978781474816
[1] https://twitter.com/RemainRevoke/status/1475516612736430080

Top URLs in Tweet in G3:
[1] https://twitter.com/linnjarte/status/1475409382141792256

Top URLs in Tweet in G4:
[1] https://twitter.com/shesinscrubs/status/1474551645472268290
[1] https://www.ahajournals.org/doi/10.1161/CIRCOUTCOMES.121.008396?cookieSet=1

Top URLs in Tweet in G5:
[4] https://www.independent.co.uk/news/health/covid-ppe-donation-uk-latest-whitehall-b1979453.html
[4] https://www.youtube.com/watch?v=86MFk-PPE-c

[3] https://twitter.com/j_g_allen/status/1476176934568611843
[2] https://edition.independent.co.uk/edition/uk.co.independent.issue.281221/147358/index.html
[2] https://twitter.com/nickmmark/status/1475295024266964996
[2] https://twitter.com/EM_RESUS/status/1475965126218076162
[2] https://peing.net/ja/mita_ppe?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[2] https://www.youtube.com/watch?v=86MFk-PPE-c&feature=youtu.be

[2] https://peing.net/ja/ka_na_ppe?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[1] https://shop.etcbranding.com/products?csrf_token=74cab0af54dda50d0330d12f9c2b636b6e6aa76bd6cb&ee=2&k=ppe&km=a&p=1&s=papr

Top URLs in Tweet in G6:
[1] https://thenewdaily.com.au/finance/2021/12/29/michael-pascoe-covid-aged-care-homes/?utm_source=Adestra&utm_medium=email&utm_campaign=Morning%20News%20-%2020211230
[1] https://twitter.com/suxhypocrisy/status/1476203695461203969
[1] https://twitter.com/smh/status/1475753888087162882

Top URLs in Tweet in G7:
[7] https://www.theguardian.com/uk-news/2021/oct/18/uk-government-told-reveal-firms-given-vip-covid-contracts-ppe
[1] https://www.protecdirect.co.uk/Personal-Protective-Equipment-PPE-/Respiratory-Protective-Equipment/Disposable-FFP3-Respirators~c~AEC
[1] https://twitter.com/Daily_Express/status/1476111115289518080
[1] https://www.standard.co.uk/news/uk/grant-shapps-britain-activists-government-metropolitan-police-b974127.html
[1] https://twitter.com/brexitbin/status/1475434773938061315

Top URLs in Tweet in G8:
[1] https://www.theguardian.com/world/2021/dec/29/johnson-blamed-for-covid-test-shortages-as-cases-hit-record-183000
[1] https://twitter.com/BallouxFrancois/status/1475567608787345411

Top URLs in Tweet in G9:
[1] https://twitter.com/meralhece/status/1476144376149680133

Top URLs in Tweet in G10:
[3] https://www.mirror.co.uk/news/politics/piles-unused-ppe-costing-1million-25391211
[2] https://twitter.com/cactus_woman/status/1475532236124471303
[1] https://www.independent.co.uk/news/health/covid-ppe-donation-uk-latest-whitehall-b1979453.html
[1] https://news.sky.com/story/nurses-essentially-working-long-hours-for-free-to-try-keep-services-running-survey-shows-12506077
[1] https://twitter.com/atticrahman/status/1476284387125780491
[1] https://twitter.com/Dugcam/status/1476179293646602249
[1] https://www.hse.gov.uk/coronavirus/ppe-face-masks/face-coverings-and-face-masks.htm
[1] https://twitter.com/jdpoc/status/1475906649730732039
[1] https://twitter.com/allthecitizens/status/1406967092340039681

Top Domains
Top Domains in Tweet in Entire Graph:
[252] twitter.com
[58] co.uk
[43] youtube.com
[19] theguardian.com
[17] instagram.com
[17] ppe-for-usa.com
[15] boltahindustan.in
[14] co.jp
[10] peing.net
[10] ppe.pl

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

Top Domains in Tweet in G2:
[3] co.uk
[3] twitter.com
[1] acgih.org

Top Domains in Tweet in G3:
[1] twitter.com

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

Top Domains in Tweet in G5:
[71] twitter.com
[20] co.uk
[9] youtube.com
[4] peing.net
[3] mcrsafetyeurope.com
[2] reedb.com
[2] stekcare.com
[2] sociabble.com
[1] etcbranding.com
[1] challenges.org

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

Top Domains in Tweet in G7:
[7] theguardian.com
[2] co.uk
[2] twitter.com

Top Domains in Tweet in G8:
[1] theguardian.com
[1] twitter.com

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[6] twitter.com
[4] co.uk
[1] sky.com
[1] gov.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[142] perthtanapon
[141] ppe
[133] kdppe
[60] covid
[59] covid19
[50] iglivexg2p
[40] telltheworldiloveyou
[38] nhs
[37] oxygen
[20] noplanjoe



Top Hashtags in Tweet in G2:
[4] nhs
[1] yournhsneedsyou
[1] nhsprivatisation
[1] johnsonout

Top Hashtags in Tweet in G3:
[2] covid19
[1] frontlineworkers
[1] longcovidwork
[1] ffp3
[1] onted
[1] sohot
[1] ihatesummer

Top Hashtags in Tweet in G4:
[1] scenesafety
[1] neetpgcounselling
[1] neetpg2021

Top Hashtags in Tweet in G5:
[38] ppe
[13] covid19
[10] nhs
[8] covid
[5] innovation
[5] coronavirus
[5] torycorruption
[4] covidー19
[4] covid_19
[4] sars_cov_2

Top Hashtags in Tweet in G6:
[6] auspol
[2] covid19nsw
[1] scottythegaslighter
[1] ppe
[1] masks
[1] lnp
[1] pandemic
[1] notmypm
[1] covid19
[1] covid19au

Top Hashtags in Tweet in G8:
[1] skynews

Top Hashtags in Tweet in G10:
[2] johnsonoutnow
[1] torymates
[1] torycorruption
[1] nhsprivatisation
[1] torycriminals
[1] torycovidcatastrophe
[1] toriesout

Top Words
Top Words in Tweet in Entire Graph:
[5850] ppe
[1048] nurses
[867] see
[836] क
[810] masks
[765] people
[762] covid
[693] त
[658] ग
[654] contracts

Top Words in Tweet in G1:
[1681] ppe
[599] j_g_allen
[569] masks
[553] people
[550] both
[549] see
[549] lot
[549] sides
[549] making
[549] simple

Top Words in Tweet in G2:
[422] ppe
[384] mates
[377] contracts
[376] christmas
[375] 000
[374] anyone
[374] forgotten
[374] over
[374] mps
[374] second

Top Words in Tweet in G3:
[846] nurses
[427] ebonyt_phd
[424] water
[423] shout
[423] ve
[423] told
[423] drink
[423] station
[423] wear
[423] certain

Top Words in Tweet in G4:
[292] cpr
[249] without
[228] perform
[212] em_resus
[212] pandemic
[202] during
[201] hi
[201] doc
[201] believe
[201] global

Top Words in Tweet in G5:
[258] ppe
[55] covid
[38] #ppe
[36] masks
[26] work
[22] face
[21] staff
[21] full
[20] people
[19] being

Top Words in Tweet in G6:
[224] ppe
[194] scottmorrisonmp
[188] full
[186] hi
[186] yesterdays
[186] presser
[186] live
[186] texted
[186] 12
[186] hour

Top Words in Tweet in G7:
[160] protests
[159] policing
[159] insulate
[159] britain
[158] 4m
[158] mancunianmedic
[157] see
[157] grant
[157] shapps
[157] appalled

Top Words in Tweet in G8:
[167] trace
[161] person
[159] track
[158] pay
[157] uk
[157] flat
[157] refuse
[157] 37
[157] billion
[157] lost

Top Words in Tweet in G9:
[368] crisis
[216] ppe
[184] shortage
[184] lateral
[184] flows
[184] fuel
[183] dminghella
[17] djmikeyt2
[17] anyone
[17] forgotten

Top Words in Tweet in G10:
[118] ppe
[57] track
[56] trace
[45] political
[33] contracts
[32] tory
[31] nhs
[30] jujuliagrace
[26] donors
[19] given

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[606] ppe,contracts
[571] see,lot
[571] lot,people
[571] both,sides
[571] taught,ppe
[570] people,both
[570] sides,making
[570] making,simple
[570] simple,mistakes
[570] mistakes,masks

Top Word Pairs in Tweet in G1:
[549] see,lot
[549] lot,people
[549] people,both
[549] both,sides
[549] sides,making
[549] making,simple
[549] simple,mistakes
[549] mistakes,masks
[549] masks,studied
[549] studied,ppe

Top Word Pairs in Tweet in G2:
[376] ppe,contracts
[376] contracts,mates
[374] anyone,forgotten
[374] forgotten,over
[374] over,christmas
[374] christmas,mps
[374] mps,second
[374] second,jobs
[374] jobs,ppe
[374] mates,170

Top Word Pairs in Tweet in G3:
[423] shout,nurses
[423] nurses,ve
[423] ve,told
[423] told,drink
[423] drink,water
[423] water,nurses
[423] nurses,station
[423] station,wear
[423] wear,certain
[423] certain,nails

Top Word Pairs in Tweet in G4:
[228] perform,cpr
[201] hi,doc
[201] doc,believe
[201] believe,perform
[201] cpr,during
[201] during,global
[201] global,pandemic
[201] pandemic,without
[201] without,protecting
[200] em_resus,hi

Top Word Pairs in Tweet in G5:
[13] full,ppe
[11] proper,ppe
[11] face,masks
[10] without,ppe
[10] healthcare,workers
[6] covid,patients
[6] covid,19
[6] put,ppe
[5] trump,secured
[5] ppe,covid

Top Word Pairs in Tweet in G6:
[188] full,ppe
[186] hi,scottmorrisonmp
[186] scottmorrisonmp,yesterdays
[186] yesterdays,presser
[186] presser,live
[186] live,texted
[186] texted,12
[186] 12,hour
[186] hour,shift
[186] shift,full

Top Word Pairs in Tweet in G7:
[159] policing,insulate
[159] insulate,britain
[159] britain,protests
[157] see,grant
[157] grant,shapps
[157] shapps,appalled
[157] appalled,4m
[157] 4m,bill
[157] bill,met
[157] met,policing

Top Word Pairs in Tweet in G8:
[159] track,trace
[157] person,uk
[157] uk,flat
[157] flat,refuse
[157] refuse,pay
[157] pay,37
[157] 37,billion
[157] billion,lost
[157] lost,rabbit
[157] rabbit,hole

Top Word Pairs in Tweet in G9:
[184] shortage,lateral
[184] lateral,flows
[184] flows,fuel
[184] fuel,crisis
[184] crisis,ppe
[184] ppe,crisis
[183] dminghella,shortage
[17] djmikeyt2,anyone
[17] anyone,forgotten
[17] forgotten,over

Top Word Pairs in Tweet in G10:
[54] track,trace
[19] ppe,contracts
[16] pr,hr
[15] rot,runs
[15] runs,deep
[15] deep,nhs
[15] nhs,worst
[15] worst,affected
[15] affected,priority
[15] priority,given

Top Replied-To
Top Replied-To in Entire Graph:
@monyo_ppe
@format_ppe
@moe_ppe
@mineaction_ye
@lbc
@bobrien451
@fai_ppe
@jujuliagrace
@bren4bassetlaw
@realstephenkerr

Top Replied-To in G1:
@j_g_allen
@sophielouisecc
@samswey
@dunnylad1
@richard9747

Top Replied-To in G2:
@leehard18623
@daily_express
@clarerhian

Top Replied-To in G3:
@tlcss1973
@cwebbonline
@gary_kline
@ebonyt_phd

Top Replied-To in G4:
@em_resus
@onearmwonder
@heidiabdelhady
@theblondern
@dro_odr
@francesca_ppp
@eireannachros
@nursekelsey

Top Replied-To in G6:
@slsandpet
@swannyqld
@spacekidette
@mfwitches
@barkingmaad
@spudbenbean
@jaquelineoutram
@lastagraf
@caramia200
@gistpolitix

Top Replied-To in G7:
@bren4bassetlaw
@mancunianmedic
@derekjames150
@capellarec
@mrjamesob
@jessicacheshi15
@katie_jr
@k444x

Top Replied-To in G8:
@bellribeiroaddy
@prfchrispainter
@jwahjwah
@tri4tri

Top Replied-To in G10:
@jujuliagrace
@lbc
@realstephenkerr
@gbnews
@kev7791
@gunnerclive
@afneil
@brexitblog_info
@fergusgreat
@mrkennethclarke

Top Mentioned
Top Mentioned in Entire Graph:
@j_g_allen
@ebonyt_phd
@djmikeyt2
@em_resus
@dminghella
@scottmorrisonmp
@isabellern_
@mancunianmedic
@rozkez67
@tonyhinton2016

Top Mentioned in G1:
@j_g_allen
@wackwitzl
@barryhunt008
@sophielouisecc
@roccitybuilt
@activistalberta
@popalberta
@cappem2
@jenn_geez
@samswey

Top Mentioned in G2:
@djmikeyt2
@dalbideu
@mmaher70
@j_g_allen
@aew1aew1
@daily_express
@topnewsworks
@scousenan2
@clarerhian
@hazardscampaign

Top Mentioned in G3:
@ebonyt_phd
@jennyleeshee
@j_g_allen
@silvertipgrizz
@davenewworld_2
@jsgirldi
@lesleymacniven
@julescas34
@tlcss1973
@drkjstanley

Top Mentioned in G4:
@em_resus
@roguedadmd
@nurse_hangry
@bad_kattitude_
@meta_morphopsia
@nursekelsey
@ebonyt_phd
@foynesjenny
@momrobe
@j_g_allen

Top Mentioned in G5:
@pookleblinky
@spartacus303
@greenpartybarry

Top Mentioned in G6:
@scottmorrisonmp
@isabellern_
@wendycollins62
@mfwitches
@caramia200
@dancebarefoot66
@revardin
@penny_madamlash
@chiccomarx
@justchillieh

Top Mentioned in G7:
@mancunianmedic
@bren4bassetlaw
@jameskaarcher
@bencsmoke
@tattooed_mummy
@jonathanfoyle
@greenbin69
@capellarec
@djmikeyt2
@dminghella

Top Mentioned in G8:
@rozkez67
@djmikeyt2
@mcm_home
@jenny_kwest
@alexverycalm
@dashdecent
@prfchrispainter
@dalbideu
@dminghella
@lizzyjprice

Top Mentioned in G9:
@dminghella
@djmikeyt2
@mancunianmedic
@doctor__anita
@jamesgr49498338
@j_g_allen
@dalbideu
@s_lothley
@mmaher70

Top Mentioned in G10:
@jujuliagrace
@mfep_uk
@lbc
@crashed7
@everydoctoruk
@johnrashton47
@billetheridgeuk
@maximax99
@johnleabraddarl
@gbnews

Top Tweeters
Top Tweeters in Entire Graph:
@kfc_jp
@jurylady5
@edinburghwatch
@lennaleprena
@pairsonnalitesu
@roblwilson
@independent
@delta
@nobby15
@inabster

Top Tweeters in G1:
@morvjn
@marciaj64
@keepcalmpersist
@thepowerofmeow
@msbettybafufu
@crazymomma007
@hsmcnp
@peace_afranklin
@flajeffreyt
@cruellaisdevine

Top Tweeters in G2:
@daily_express
@tartancobweb
@mckinlay_liz
@ferguson2811
@jbwhitesnake
@suegray834
@bernardmceldown
@londonyc
@amandajs11
@cyril_matvech

Top Tweeters in G3:
@rosiem1919
@aquarius1049
@didifrench
@inforenique
@mrtachilles
@1feralkat
@wavetop
@lovabelow98
@nshrubs
@kelownascott

Top Tweeters in G4:
@mzlianne
@howyofwi
@planetscape
@enidlogan
@maknaemarch
@cloudydays1971
@lightrider
@desireeseattle
@trapuchihas
@kathleenweidma2

Top Tweeters in G5:
@pairsonnalitesu
@angelakorras
@teckiegirl
@immo_reedb
@seasonsgala
@pookleblinky
@then24dotcom
@minimoojack
@petersabuchan1
@grimalkinrn

Top Tweeters in G6:
@nobby15
@slsandpet
@daveyk317
@soledadranieri
@ochreblue
@morpheusbeing
@ladypoop2
@tttezzz
@pammieoz
@lelhulagirl101

Top Tweeters in G7:
@johnjoechad
@margymayell
@spanishdan1
@ks_1968
@aceso84
@tattooed_mummy
@heather63262308
@rubycooper007
@countryskills
@bellum_omnium7

Top Tweeters in G8:
@sandradunn1955
@jwahjwah
@lauramarsh70
@zidanesboots
@knittedkittie
@birdonthewire3
@jagxjr40
@amandafclark
@jules_cath
@philt5116

Top Tweeters in G9:
@roblwilson
@roadwarrior29
@catwoman1979
@catherinemginn
@manatrue
@shambles151
@peterandann
@idontmind64
@guse_guse
@maelysdervenn

Top Tweeters in G10:
@independent
@allchanges
@jorichardskent
@fiona_fionnagal
@golwgymor
@yagbebi
@mailonline
@natalie91231732
@rob_kimbell
@trackntracer


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