PPE, Twitter, 6/22/2021 11:49:38 PM, 257482


FAQ | Problem?

PPE_2021-06-22_00-51-26.xlsx
PPE_2021-06-22_00-51-26.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 22, 2021
Short Description:
PPE via NodeXL https://bit.ly/3qr8VMU
@dalbideu
@jujuliagrace
@danwhite1972
@jimmfelton
@_saint_official
@offgun_family
@ohmfluketwfc
@karn_ppe
@pla_j2k
@aommiechan

Top hashtags:
#ppe
#ออฟกัน
#เบบี๋
#makemeritwithsaint
#eu
#perthxtaro
#kdppe
#perthtanapon
#covid19

Description:
Description
The graph represents a network of 8,100 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 Tuesday, 22 June 2021 at 07:57 UTC.

The requested start date was Tuesday, 22 June 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 3-day, 2-hour, 39-minute period from Friday, 18 June 2021 at 09:44 UTC to Monday, 21 June 2021 at 12:24 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 : 8100
Unique Edges : 4045
Edges With Duplicates : 12805
Total Edges : 16850
Number of Edge Types : 5
Retweet : 5729
MentionsInRetweet : 7003
Replies to : 976
Tweet : 1435
Mentions : 1707
Self-Loops : 1463
Reciprocated Vertex Pair Ratio : 0.0126886145404664
Reciprocated Edge Ratio : 0.0250592617676939
Connected Components : 1069
Single-Vertex Connected Components : 337
Maximum Vertices in a Connected Component : 2300
Maximum Edges in a Connected Component : 5046
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 5.499346
Graph Density : 0.000135041820435079
Modularity : 0.534741
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 8,100 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 Tuesday, 22 June 2021 at 07:57 UTC.

The requested start date was Tuesday, 22 June 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 3-day, 2-hour, 39-minute period from Friday, 18 June 2021 at 09:44 UTC to Monday, 21 June 2021 at 12:24 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:
[23] https://bylinetimes.com/2021/06/18/the-transparency-gap-government-publishes-4-2-billion-in-ppe-contracts-a-year-late/
[23] https://www.npcindia.gov.in/NPC/User/webinar_registration?course_select_id=MTMzMg==
[12] https://www.thelondoneconomic.com/politics/dido-harding-vows-to-end-nhs-reliance-on-foreign-workers-277237/
[11] https://www.youtube.com/watch?v=R5FjicvXwgo&feature=youtu.be

[10] https://www.instagram.com/accounts/login/
[8] https://www.linetvawards.com/
[8] https://www.youtube.com/watch?v=Ob0RhDLgaDA&feature=youtu.be

[8] https://twitter.com/montie/status/1405806789841588225
[7] https://www.iol.co.za/sundayindependent/news/ex-cfo-cant-stop-siu-block-on-pension-for-dodgy-ppe-deal-6db43dd7-c8b0-4bca-8b68-93950d85dea2
[7] https://www.youtube.com/watch?v=eIyruFYqvH4&feature=youtu.be


Top URLs in Tweet in G1:
[2] https://uk.news.yahoo.com/just-beginning-says-good-law-175135652.html?guccounter=1&guce_referrer=aHR0cHM6Ly93d3cuZ29vZ2xlLmNvbS8&guce_referrer_sig=AQAAANF_UKhHhLNco5R8uCHuOyMxzkfXtbJrF-daw0fd0iWB0zCxdZYjoAz05hl1_tm_3MK1za8S8MkXBSLGqv3TSVCaaNIyQiLEW2ka8eZDtl0U4ceKJ-ri6GOjv9TMK35F0p-IjUpgOmA-zHe35lkW27Xo8Lm1-1kbO-OvUwlr9hLx
[2] https://bylinetimes.com/2021/06/18/the-transparency-gap-government-publishes-4-2-billion-in-ppe-contracts-a-year-late/?fbclid=IwAR1HnBMOs5JaIiKCHJdy9N1Sq1xfuDUjR9hnaMBB4nd_Blm1ddlZVlRjn0A
[1] https://www.thetimes.co.uk/article/dido-harding-end-nhs-reliance-on-foreigners-0t6mq9w2b
[1] https://actionnetwork.org/petitions/whats-the-plan-matt-sign-our-open-letter?source=twitter-organic
[1] https://bylinetimes.com/2021/06/15/uk-has-highest-health-worker-covid-deaths-in-europe-and-third-highest-worldwide/
[1] https://twitter.com/WinstonCProject/status/1404135461287833604

Top URLs in Tweet in G2:
[4] https://twitter.com/_saint_official/status/1406927142202445826
[1] https://twitter.com/_saint_official/status/1406885857470992385

Top URLs in Tweet in G4:
[5] https://www.bbc.com/news/uk-52671814
[2] https://twitter.com/davidschneider/status/1402956759241740288
[1] https://twitter.com/RhonddaBryant/status/1406166514655543296

Top URLs in Tweet in G5:
[5] https://www.youtube.com/watch?v=UDeyKpWJOcI&utm_source=twitter&utm_campaign=advocacy&utm_medium=organicsocial&campid=59887&cmcid=25604243&cmpid=300226994&cid=s%3Adg%3Aall%3Aspkladv%3Aq221%3Asprinklradvocacy%3A2021%3Asn%3Aform

[3] https://metlabppe.co.uk/
[2] https://www.thetimes.co.uk/article/dido-harding-end-nhs-reliance-on-foreigners-0t6mq9w2b
[2] https://grantwriters.net/search-for-grants/grant-6763/
[2] https://brookhivis.co.uk/
[1] https://news.stv.tv/politics/news.stv.tv/politics/not-acceptable-that-health-staff-faced-low-supply-of-ppe?top
[1] https://twitter.com/Winnie_Byanyima/status/1405686402298400769
[1] https://www.reedb.com/?j=3kqT
[1] https://uk.rubix.com/giss
[1] https://twitter.com/youwouldknow/status/1405484130490540032

Top URLs in Tweet in G7:
[4] https://twitter.com/bakerstherald/status/1406575304483684356?s=20
[1] https://twitter.com/sophie_e_hill/status/1329070590309830658?s=19
[1] https://twitter.com/bakerstherald/status/1406583315910598667
[1] https://twitter.com/ali4bs/status/1406880835060518912

Top URLs in Tweet in G8:
[1] https://twitter.com/RobParsonsYP/status/1405773200101842953

Top URLs in Tweet in G9:
[11] https://www.youtube.com/watch?v=R5FjicvXwgo&feature=youtu.be

[4] https://aomgofficial.lnk.to/PointOfViewU
[3] https://h5.m.taobao.com/taolive/video.html?id=312280932281&livesource=anchor_pc_share&spm=a2141.live_waitou&userId=2211739233680
[3] https://twitter.com/spsnp_/status/1405931912942682115
[2] https://twitter.com/feed_4_future/status/1405833203617652740
[2] https://www.instagram.com/accounts/login/
[2] https://www.youtube.com/watch?v=-ydmZCCFl0Q&feature=youtu.be

[2] https://weverse.io/bts/media/8014?shortlink=a5a53ac1&pid=Social_twitter&c=BTS_MEDIA_소우주%20PHOTO&af_click_lookback=1h&af_sub1=BTS_MEDIA&af_force_deeplink=true
[2] https://www.facebook.com/media/set/?vanity=bangtan.official&set=a.349116079905783
[1] https://www.youtube.com/watch?v=R5FjicvXwgo


Top URLs in Tweet in G10:
[3] https://twitter.com/GuidoFawkes/status/1406947513421205515
[1] https://twitter.com/TheMankster/status/1405499818160668676
[1] https://twitter.com/tonyhinton2016/status/1405786747473125385
[1] https://twitter.com/humanconditonwf/status/1406705707672653830
[1] https://twitter.com/imogenbarrer/status/1406892432684371972
[1] https://twitter.com/gregory88113008/status/1406525108479565824
[1] https://bylinetimes.com/2021/06/18/the-transparency-gap-government-publishes-4-2-billion-in-ppe-contracts-a-year-late/
[1] https://twitter.com/thinking_panda/status/1405836893065932803
[1] https://twitter.com/NHSPracHealth/status/1405792664793067522

Top Domains
Top Domains in Tweet in Entire Graph:
[220] twitter.com
[64] co.uk
[61] youtube.com
[31] bylinetimes.com
[27] gov.in
[15] co.za
[14] ppe.pl
[12] thelondoneconomic.com
[11] instagram.com
[9] co.jp

Top Domains in Tweet in G1:
[3] bylinetimes.com
[2] yahoo.com
[1] co.uk
[1] actionnetwork.org
[1] twitter.com

Top Domains in Tweet in G2:
[5] twitter.com

Top Domains in Tweet in G4:
[5] bbc.com
[3] twitter.com

Top Domains in Tweet in G5:
[62] twitter.com
[26] co.uk
[7] youtube.com
[5] co.za
[2] com.ph
[2] blogspot.com
[2] ohsonline.com
[2] triangledreamz.com
[2] instagram.com
[2] grantwriters.net

Top Domains in Tweet in G7:
[7] twitter.com

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

Top Domains in Tweet in G9:
[19] youtube.com
[11] twitter.com
[4] lnk.to
[4] naver.com
[3] taobao.com
[3] facebook.com
[2] instagram.com
[2] weverse.io
[1] joox.com

Top Domains in Tweet in G10:
[10] twitter.com
[1] bylinetimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[545] ppe
[410] ออฟกัน
[409] เบบี๋
[408] makemeritwithsaint
[389] eu
[166] perthxtaro
[145] kdppe
[116] perthtanapon
[75] covid19
[57] 懸賞垢さんフォロバ100



Top Hashtags in Tweet in G1:
[3] ppe
[2] covid19uk
[1] whatstheplanmatt
[1] corruption
[1] toryshambles
[1] herdimmunity
[1] lockdown
[1] covid19
[1] nhs

Top Hashtags in Tweet in G2:
[406] makemeritwithsaint
[22] minger
[7] saint_sup

Top Hashtags in Tweet in G3:
[408] ออฟกัน
[408] เบบี๋

Top Hashtags in Tweet in G4:
[370] ppe
[361] eu
[6] toriesout
[5] torylies

Top Hashtags in Tweet in G5:
[66] ppe
[32] bs2021
[14] covid19
[8] 青天を衝け
[7] safety
[6] health
[6] safetyfirst
[6] staysafe
[6] gloves
[5] えなこ

Top Hashtags in Tweet in G6:
[1] covid19
[1] thirdwavecovid

Top Hashtags in Tweet in G7:
[7] eu
[7] ppe
[1] didoharding
[1] nhspay15

Top Hashtags in Tweet in G8:
[1] eu
[1] ppe

Top Hashtags in Tweet in G9:
[166] perthxtaro
[143] kdppe
[115] perthtanapon
[14] บอกโลกให้รู้ว่ากูรักมึง
[13] ก้อยนัตตี้ดรีม
[11] telltheworldiloveyou
[11] friendsforever
[11] sudsapdaxmillionboys
[10] 7songs7project
[8] millionboys

Top Hashtags in Tweet in G10:
[7] excludeduk
[7] ppe
[3] brexit
[3] covid19
[3] deathsecretary
[3] eu
[2] boristheinadvertentmisleader
[2] ir35
[1] hs2
[1] loanchargescandal

Top Words
Top Words in Tweet in Entire Graph:
[4485] ppe
[2125] uk
[1414] ท
[1195] ด
[1188] น
[947] offered
[830] นต
[733] patients
[609] ร
[593] ว

Top Words in Tweet in G1:
[807] uk
[411] jujuliagrace
[403] foreigners
[403] many
[402] made
[402] home
[402] committed
[402] cared
[402] patients
[402] frontlines

Top Words in Tweet in G2:
[428] ppe
[406] #makemeritwithsaint
[406] ท
[406] ม
[405] เซ
[405] นต
[405] ชวนแฟนคล
[405] บร
[405] วมซ
[405] อเส

Top Words in Tweet in G3:
[817] ท
[816] น
[410] บ
[409] ด
[408] ว
[408] นน
[408] ทางบ
[408] านเป
[408] นต
[408] วแทน

Top Words in Tweet in G4:
[1120] uk
[721] offered
[391] dalbideu
[370] #ppe
[361] #eu
[361] refused
[361] eu
[360] lest
[360] forget
[360] ventilators

Top Words in Tweet in G5:
[265] ppe
[66] #ppe
[48] covid
[41] more
[32] #bs2021
[23] 19
[21] sa
[20] wearing
[19] full
[19] face

Top Words in Tweet in G6:
[257] go
[228] ppe
[226] again
[225] wear
[224] really
[224] mental
[224] exhaustion
[224] catering
[224] hundreds
[224] patients

Top Words in Tweet in G7:
[198] ppe
[163] offered
[149] clapped
[149] pittance
[149] charged
[149] park
[149] work
[149] gave
[149] bags
[148] danwhite1972

Top Words in Tweet in G8:
[193] big
[192] millions
[192] substandard
[192] ppe
[192] mate
[192] pile
[192] cash
[192] 37bn
[192] track
[192] trace

Top Words in Tweet in G9:
[172] ร
[166] #perthxtaro
[163] น
[143] #kdppe
[127] ว
[115] #perthtanapon
[104] ม
[98] ด
[89] ก
[76] นน

Top Words in Tweet in G10:
[90] ppe
[40] money
[35] trace
[32] track
[24] conservatives
[23] government
[20] contracts
[19] taxpayers
[19] uk
[18] voters

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[961] ด,ppe
[448] cared,patients
[447] foreigners,made
[447] made,home
[447] home,uk
[447] uk,committed
[447] committed,uk
[447] uk,cared
[447] patients,frontlines
[447] frontlines,many

Top Word Pairs in Tweet in G1:
[402] foreigners,made
[402] made,home
[402] home,uk
[402] uk,committed
[402] committed,uk
[402] uk,cared
[402] cared,patients
[402] patients,frontlines
[402] frontlines,many
[401] jujuliagrace,foreigners

Top Word Pairs in Tweet in G2:
[405] #makemeritwithsaint,เซ
[405] เซ,นต
[405] นต,ชวนแฟนคล
[405] ชวนแฟนคล,บร
[405] บร,วมซ
[405] วมซ,อเส
[405] อเส,อทำบ
[405] อทำบ,ญ
[405] ญ,รายได
[405] รายได,ท

Top Word Pairs in Tweet in G3:
[408] ว,นน
[408] นน,ทางบ
[408] ทางบ,านเป
[408] านเป,นต
[408] นต,วแทน
[408] วแทน,#ออฟก
[408] #ออฟก,น
[408] น,และ
[408] และ,#เบบ
[408] #เบบ,ท

Top Word Pairs in Tweet in G4:
[361] uk,refused
[360] lest,forget
[360] forget,ventilators
[360] ventilators,#eu
[360] #eu,offered
[360] offered,uk
[360] refused,uk
[360] uk,#ppe
[360] #ppe,eu
[360] eu,offered

Top Word Pairs in Tweet in G5:
[20] covid,19
[14] full,ppe
[12] pakai,ppe
[12] wearing,ppe
[11] ppe,kit
[9] '゚,'゚
[8] ด,ppe
[8] co,uk
[7] learn,more
[7] personal,protective

Top Word Pairs in Tweet in G6:
[224] really,wear
[224] wear,ppe
[224] ppe,again
[224] again,go
[224] go,mental
[224] mental,exhaustion
[224] exhaustion,catering
[224] catering,hundreds
[224] hundreds,patients
[223] drtandon07,really

Top Word Pairs in Tweet in G7:
[149] clapped,offered
[149] offered,pittance
[149] pittance,charged
[149] charged,park
[149] park,work
[149] work,gave
[149] gave,bags
[149] bags,ppe
[148] danwhite1972,clapped
[31] whole,ppe

Top Word Pairs in Tweet in G8:
[192] millions,substandard
[192] substandard,ppe
[192] ppe,mate
[192] mate,big
[192] big,pile
[192] pile,cash
[192] cash,37bn
[192] 37bn,track
[192] track,trace
[192] trace,re

Top Word Pairs in Tweet in G9:
[94] #kdppe,#perthtanapon
[35] เพ,ร
[32] ร,ธ
[25] ว,นน
[19] ร,ว
[16] #perthtanapon,#kdppe
[16] perthppe,#kdppe
[16] อยน,ตต
[16] ตต,ดร
[16] #เพ,ร

Top Word Pairs in Tweet in G10:
[32] track,trace
[18] taxpayers,money
[11] normal,tory
[11] tory,voters
[11] voters,fed
[11] fed,government
[11] government,wasting
[11] wasting,taxpayers
[11] money,hs2
[10] ppe,contracts

Top Replied-To
Top Replied-To in Entire Graph:
@tirathsrawat
@ppe_ppe_
@56_ppe
@ma_ppe_exchange
@ru__y_
@nao_ppe_
@ko___ppe
@ericgarcia637
@ma_ki_ppe_
@mballs_ppe_nl

Top Replied-To in G1:
@jujuliagrace
@davidschneider
@angelamarston
@drumeshprabhu
@everydoctoruk

Top Replied-To in G2:
@saint_sup
@saintchannel

Top Replied-To in G4:
@dalbideu
@admt62
@wewillbefree82
@billtully
@rodjgrimmer

Top Replied-To in G5:
@hcumbrian

Top Replied-To in G6:
@haryaxpathak

Top Replied-To in G7:
@bakerstherald
@sophie_e_hill
@strangerichard
@anna_soubry
@mattprescott
@philmoorhouse76
@harrybu20084568
@dontbrexitfixit
@grahamelucas
@bbcbreakfast

Top Replied-To in G9:
@perthppe
@karn_ppe
@ppnaravit
@bplannnnn
@2gether_ppe
@enhypen_members
@phuwintang
@a_yuhaini
@allaroundperth
@spsnp_

Top Replied-To in G10:
@pdfleet
@georgefreemanmp
@mrjamesob
@uhp_nhs
@teesvalleyvoice
@richardjmurphy
@ceegee603
@nenp12345
@richardm680923
@rec777777

Top Mentioned
Top Mentioned in Entire Graph:
@jujuliagrace
@dalbideu
@offgun_family
@_saint_official
@drtandon07
@jimmfelton
@danwhite1972
@muhyiddinyassin
@drdzul
@poompat_project

Top Mentioned in G1:
@jujuliagrace
@everydoctoruk
@davidschneider
@hackedoffhugh
@neildavodavies1
@joymorrissey
@pa
@kaysarah
@thetopsecret1
@gypsyjohale

Top Mentioned in G2:
@_saint_official
@saintchannel
@kaewtaputta
@kbeforet
@cactuzshome

Top Mentioned in G3:
@offgun_family

Top Mentioned in G4:
@dalbideu
@jujuliagrace
@christoclifford
@w4rn3r1969
@boffdogg
@nhub40
@gemmellsusie
@mdickson121
@thinkemily
@steve20594431

Top Mentioned in G5:
@grantgeek
@katynurse27
@fabbypatsy
@dazeenho

Top Mentioned in G6:
@drtandon07
@haryaxpathak
@hindu_autocracy

Top Mentioned in G7:
@danwhite1972
@bakerstherald
@mattprescott
@jujuliagrace
@dalbideu
@jimmfelton
@campbellclaret
@moirawebster
@anna_soubry
@johnthebrexile

Top Mentioned in G8:
@jimmfelton
@jujuliagrace
@dalbideu

Top Mentioned in G9:
@perthppe
@ppetrends
@bplannnnn
@allaroundperth
@zeppeiine
@iam_treewi
@bowppe
@telltheworldilu
@modtano16350891
@jeab_for_perth

Top Mentioned in G10:
@conservatives
@gbnews
@pdfleet
@rishisunak
@iloveautumn2
@pbarrett8
@allchanges
@denajrichards
@alisonnonum
@mrmartyndavies1

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@koikeya_cp
@jurylady5
@hakujuji8910
@s9tmt
@vivid_army_
@mattmurph24
@british_airways
@roblwilson
@aldak_ko

Top Tweeters in G1:
@jacqui703
@shobz
@drumeshprabhu
@hausofrushdi
@csibike1
@themingford
@kingsmeadmrt
@sianjasper
@maelysdervenn
@60sleigh

Top Tweeters in G2:
@kimbam411
@daow2daysagokid
@srovalod
@firelight8abril
@genneenne
@ammabz
@ariangsantia
@jechibbo
@myoxygen11
@gemstone_11

Top Tweeters in G3:
@imauanalohaha
@piggiihyuk
@knkrn_e
@memii_o
@ging_mi_ni
@zol_long
@keymindg
@oom2u
@jjoyy8
@kanyarat1945

Top Tweeters in G4:
@catherinemginn
@bernardmceldown
@christoclifford
@crazybob48
@guse_guse
@juliecuninghame
@mrsmlh
@phyl_jones
@ameliaaber
@bearmanshannon

Top Tweeters in G5:
@crweworld
@stiripesurse_ro
@soclaimon
@menfesssyg
@macslon
@den_fabrizi
@immo_reedb
@abantenews
@avnblogfeed
@andz_i_am

Top Tweeters in G6:
@mahezabeen
@rsrikanth05
@aknarne
@muralipiyer
@terajits
@human4justice
@harshadsharma23
@patrioticvirtue
@caustickonar
@nilimdutta

Top Tweeters in G7:
@curiocat13
@tartancobweb
@ferguson2811
@lifelandlady
@rcp123456
@wulf_9
@firehorsep
@spayrechaynge
@grahammoore11
@debbiesplace65

Top Tweeters in G8:
@spanishdan1
@berlinsandra78
@carolehope2
@countryskills
@bloggerheads
@angehieux
@marieisabelles5
@cgialexis
@chrisgiles7
@johnofleeswood

Top Tweeters in G9:
@cumkom
@schinarat
@boonzoonlee
@pussycatyeol
@kimkimjenniekim
@indomyfess
@rtima1123
@convomf
@nongnappe
@md_ppe

Top Tweeters in G10:
@allchanges
@mojos55
@teesvalleyvoice
@iloveautumn2
@kevinpbreslin
@peterdilworth1
@trackntracer
@dailytelegraph
@itvnews
@pwsimerimiaw


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.