PPE, Twitter, 10/1/2021 9:21:14 AM, 263377


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PPE_2021-10-01_00-59-10.xlsx
PPE_2021-10-01_00-59-10.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 01, 2021
Short Description:
PPE via NodeXL https://bit.ly/3B1odMD
@goodlawproject
@drmeenalviz
@rmaskanti
@retrowedding68
@nobodyimpawtant
@lazaruslong13
@neejab
@happyhexer
@govuk
@rachael_swindon

Top hashtags:
#ppe
#ab
#icu
#bs2021
#kdppe
#covid19
#perthtanapon
#そそサイコ001
#nightperstudio

Description:
Description
The graph represents a network of 8,452 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, 01 October 2021 at 08:07 UTC.

The requested start date was Friday, 01 October 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, 23-minute period from Tuesday, 28 September 2021 at 09:57 UTC to Thursday, 30 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 : 8452
Unique Edges : 5380
Edges With Duplicates : 11617
Total Edges : 16997
Number of Edge Types : 5
Retweet : 5079
MentionsInRetweet : 7020
Tweet : 1246
Mentions : 2437
Replies to : 1215
Self-Loops : 1286
Reciprocated Vertex Pair Ratio : 0.00998471726948548
Reciprocated Edge Ratio : 0.0197720165439322
Connected Components : 1200
Single-Vertex Connected Components : 365
Maximum Vertices in a Connected Component : 2986
Maximum Edges in a Connected Component : 7194
Maximum Geodesic Distance (Diameter) : 32
Average Geodesic Distance : 6.731087
Graph Density : 0.000138783397826383
Modularity : 0.576418
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,452 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, 01 October 2021 at 08:07 UTC.

The requested start date was Friday, 01 October 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, 23-minute period from Tuesday, 28 September 2021 at 09:57 UTC to Thursday, 30 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:
[63] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe
[19] https://twitter.com/done_ppe/status/1421904954055397382
[11] https://www.instagram.com/accounts/login/
[10] https://www.citizen.co.za/news/south-africa/courts/2633619/siu-concludes-investigation-ppe-corruption-limpopo/
[6] https://www.youtube.com/channel/UCDVltowj5k2pM3zRX5ba_uw
[6] https://www.amazon.ca/dp/B08Y5QFV4W/ref=cm_sw_r_tw_dp_WSPE6RFPRPP72AJ6MXGJ
[5] https://www.corriere.it/politica/21_settembre_28/sfida-giorgetti-aperto-congresso-una-lega-stile-ppe-fe643600-209e-11ec-924f-1ddd15bf71fa.shtml
[5] https://ppe-for-usa.com/
[4] https://www.kens5.com/article/news/health/san-antonio-hospital-could-have-an-answer-to-the-ppe-crisis-elastomeric-masks/273-882e7ea3-e377-4776-906c-33ce89e193cc
[4] https://twitter.com/CharlesHSavage/status/1443494475872022540

Top URLs in Tweet in G1:
[63] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe
[3] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe?recruiter_id=418726&utm_source=Twitter&utm_medium=social%20media&utm_campaign=COVID19%20contracts%20petition%20
[2] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe?recruiter_id=311742
[1] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe?recruiter_id=375893
[1] https://www.crowdjustice.com/case/abingdon-health/
[1] https://twitter.com/MirrorBreaking_/status/1442452740932874240
[1] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe?recruiter_id=311022
[1] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe?recruiter_id=316006
[1] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe?recruiter_id=424769
[1] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe?recruiter_id=424767

Top URLs in Tweet in G4:
[4] https://www.corriere.it/politica/21_settembre_28/sfida-giorgetti-aperto-congresso-una-lega-stile-ppe-fe643600-209e-11ec-924f-1ddd15bf71fa.shtml
[4] http://www.changeintomag.com/index.php/today/28544-2016-04-29-13-34-1692635879369556175
[4] https://changeintomeg.blogspot.com/2021/09/19-1-ppe.html
[4] https://changeintomeg.blogspot.com/2021/09/bangkok-bank-stays-by-your-side-to.html
[4] https://changeintomagazine.tumblr.com/
[3] https://twitter.com/FinancialMail/status/1442880711686512643
[3] https://www.hawaiians.co.jp
[3] https://twitter.com/srh_staff
[3] https://www.instagram.com/spa.resort/
[3] https://www.youtube.com/user/srhstaff

Top URLs in Tweet in G5:
[1] https://twitter.com/drmeenalviz/status/1442478366674898950?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.torysleazeuk.com/d
[1] https://twitter.com/Hephaestus7/status/1442814769665396741
[1] https://nursingnotes.co.uk/news/over-850-health-and-social-care-workers-have-now-died-of-covid-19/
[1] https://blogs.bmj.com/bmj/2021/01/29/up-the-line-to-death-covid-19-has-revealed-a-mortal-betrayal-of-the-worlds-healthcare-workers/

Top URLs in Tweet in G7:
[2] https://twitter.com/happyvirusmj01/status/1443021325610545152
[2] https://twitter.com/jinwoopudding/status/1442851045839933441
[1] https://twitter.com/ongdongminn/status/1442848504338993152

Top URLs in Tweet in G8:
[1] https://twitter.com/patrickkmaguire/status/1443460194374148097
[1] https://twitter.com/simonclarkemp/status/1442534317364690947
[1] https://www.thelondoneconomic.com/politics/boris-announces-galactic-britain-amid-pandemonium-at-the-pumps-292727/
[1] https://twitter.com/HSJEditor/status/1442503175173517313
[1] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe?recruiter_id=350342

Top URLs in Tweet in G9:
[1] https://twitter.com/weeranan/status/1443419106963722246

Top URLs in Tweet in G10:
[3] https://www.instagram.com/accounts/login/
[2] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2FSFcinema%2Fposts%2F10159557727985833
[2] https://m.weibo.cn/status/4686474023013350?
[1] https://twitter.com/Rung1312/status/1441277768692498435
[1] https://raikantopeniphilippines.com/store/rlxe/my-perthfect-date-with-perth-tanapon-copy/
[1] https://twitter.com/TingNanon/status/1443467768750174210
[1] https://twitter.com/pnsntk/status/1443138818731745288
[1] https://twitter.com/oathandherghost/status/1443114053438636033

Top Domains
Top Domains in Tweet in Entire Graph:
[395] goodlawproject.org
[209] twitter.com
[50] co.uk
[35] youtube.com
[18] co.jp
[17] co.za
[14] instagram.com
[13] blogspot.com
[13] corriere.it
[13] ppe.pl

Top Domains in Tweet in G1:
[391] goodlawproject.org
[5] twitter.com
[1] crowdjustice.com

Top Domains in Tweet in G4:
[61] twitter.com
[19] co.uk
[11] youtube.com
[9] linkedin.com
[8] co.jp
[8] blogspot.com
[5] corriere.it
[5] com.au
[4] co.za
[4] changeintomag.com

Top Domains in Tweet in G5:
[2] twitter.com
[1] torysleazeuk.com
[1] co.uk
[1] bmj.com

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

Top Domains in Tweet in G8:
[3] twitter.com
[1] thelondoneconomic.com
[1] goodlawproject.org

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

Top Domains in Tweet in G10:
[4] twitter.com
[3] instagram.com
[2] facebook.com
[2] weibo.cn
[1] raikantopeniphilippines.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[166] ppe
[62] ab
[62] icu
[58] bs2021
[48] kdppe
[40] covid19
[38] perthtanapon
[24] そそサイコ001
[20] nightperstudio
[17] safety



Top Hashtags in Tweet in G1:
[3] ppe
[1] torycronyism
[1] torycovidcatastrophe
[1] 1950swomen
[1] goodlawproject
[1] nhs
[1] governedbycriminals
[1] johnsonout
[1] progressivealliance
[1] toryliars

Top Hashtags in Tweet in G3:
[7] saveapfromysrcp

Top Hashtags in Tweet in G4:
[47] ppe
[10] borisjohnson
[6] safety
[6] covid19
[5] safetyfirst
[5] healthcare
[4] mask
[4] workwear
[4] 篠崎こころ
[4] ppeproducts

Top Hashtags in Tweet in G5:
[3] fuel
[1] supply
[1] ppe
[1] hospitals
[1] ambulances
[1] supermarket
[1] now
[1] brexitdisaster
[1] bbcbreakfast
[1] covidinquiry

Top Hashtags in Tweet in G6:
[9] kdppe
[1] yinworld23xcnx
[1] yinyin_anw
[1] ซะป๊ะหมูยอ

Top Hashtags in Tweet in G7:
[3] astro
[2] jinjin
[1] 진진
[1] 아스트로
[1] aroha

Top Hashtags in Tweet in G8:
[10] jeremyvine
[2] utterchaos
[1] johnsonout
[1] brexit
[1] r4today
[1] bbcbreakfast
[1] brexithasfailed
[1] tories
[1] 37billion
[1] ppe

Top Hashtags in Tweet in G9:
[1] มหาลัยธรรมทาส

Top Hashtags in Tweet in G10:
[38] kdppe
[37] perthtanapon
[20] nightperstudio
[9] สมรสเท่าเทียม
[6] saint_sup
[6] บอกโลกให้รู้ว่ากูรักมึง
[5] น้ําท่วมชัยภูมิ
[4] ม็อบ29กันยา
[4] น้ําท่วม
[3] kdppestyle

Top Words
Top Words in Tweet in Entire Graph:
[4681] ppe
[2468] ల
[2003] ర
[2001] క
[1484] వ
[1476] crisis
[1228] those
[1069] petition
[1012] స
[1002] goodlawproject

Top Words in Tweet in G1:
[1044] petition
[961] goodlawproject
[841] ppe
[814] signed
[693] companies
[692] full
[691] govuk
[691] conduct
[691] review
[690] asking

Top Words in Tweet in G2:
[1290] crisis
[664] ppe
[647] seems
[647] last
[647] fuel
[645] those
[645] worked
[645] nhs
[645] year
[645] identical

Top Words in Tweet in G3:
[2459] ల
[1991] క
[1991] ర
[1481] వ
[1006] స
[992] న
[992] ష
[517] ట
[510] త
[510] చ

Top Words in Tweet in G4:
[330] ppe
[47] #ppe
[36] covid
[30] need
[28] more
[27] people
[26] co
[25] 19
[24] ด
[24] ช

Top Words in Tweet in G5:
[243] test
[242] trace
[236] royal
[235] affordable
[235] galactic
[235] faulty
[235] wallpaper
[234] spaceships
[234] pointless
[234] nukes

Top Words in Tweet in G6:
[272] ppe
[263] ว
[263] นน
[263] yinwonderworld
[263] birthday
[263] project
[263] ได
[263] เข
[263] ามอบช
[263] ด

Top Words in Tweet in G7:
[232] ppe
[209] jinjin
[145] จ
[139] น
[123] really
[97] signed
[91] working
[91] caption
[90] ongdongminn
[77] event

Top Words in Tweet in G8:
[80] ppe
[55] jhowelluk
[51] trace
[36] track
[30] billion
[29] contracts
[29] billions
[28] 37
[26] tory
[23] tories

Top Words in Tweet in G9:
[141] แล
[141] บ
[103] ด
[101] นายพลผ
[101] บร
[101] หารช
[101] อง
[101] บอกว
[101] าช
[101] องอ

Top Words in Tweet in G10:
[92] น
[84] ม
[65] ก
[58] ว
[51] ท
[50] อ
[48] ต
[47] ร
[42] ค
[42] ง

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[746] last,year
[732] fuel,crisis
[719] ppe,crisis
[716] those,worked
[716] crisis,seems
[716] seems,identical
[716] identical,ppe
[714] crisis,fail
[713] worked,nhs
[713] nhs,last

Top Word Pairs in Tweet in G1:
[691] govuk,conduct
[691] conduct,full
[691] full,review
[690] petition,asking
[690] asking,govuk
[690] review,companies
[590] goodlawproject,petition
[588] signed,goodlawproject
[586] companies,deliver
[425] deliver,adequate

Top Word Pairs in Tweet in G2:
[645] those,worked
[645] worked,nhs
[645] nhs,last
[645] last,year
[645] year,fuel
[645] fuel,crisis
[645] crisis,seems
[645] seems,identical
[645] identical,ppe
[645] ppe,crisis

Top Word Pairs in Tweet in G3:
[503] క,ష
[496] క,న
[496] ల,సమ
[496] సమ,క
[496] ర,ల
[489] క,వ
[489] వ,డ
[489] డ,సమయ
[489] సమయ,ల
[489] ల,కన

Top Word Pairs in Tweet in G4:
[18] covid,19
[13] ช,ด
[12] need,ppe
[11] protective,equipment
[10] equipment,ppe
[10] full,ppe
[10] ppe,due
[10] ppe,workwear
[9] personal,protective
[9] ด,ppe

Top Word Pairs in Tweet in G5:
[242] test,trace
[234] affordable,galactic
[234] galactic,spaceships
[234] spaceships,pointless
[234] pointless,nukes
[234] nukes,royal
[234] royal,yachts
[234] yachts,train
[234] train,faulty
[234] faulty,test

Top Word Pairs in Tweet in G6:
[263] ว,นน
[263] นน,yinwonderworld
[263] yinwonderworld,birthday
[263] birthday,project
[263] project,ได
[263] ได,เข
[263] เข,ามอบช
[263] ามอบช,ด
[263] ด,ppe
[263] ppe,ล

Top Word Pairs in Tweet in G7:
[121] jinjin,really
[112] จ,น
[97] ppe,signed
[68] jinjin,ppe
[59] พ,จ
[54] fansigning,event
[54] event,quarantine
[53] really,doing
[52] another,frontliner
[52] frontliner,ppe

Top Word Pairs in Tweet in G8:
[32] track,trace
[26] 37,billion
[19] test,trace
[17] ppe,contracts
[10] wasted,test
[9] jhowelluk,tories
[9] #jeremyvine,people
[9] people,rushing
[9] rushing,jail
[9] jail,protesters

Top Word Pairs in Tweet in G9:
[101] นายพลผ,บร
[101] บร,หารช
[101] หารช,อง
[101] อง,บอกว
[101] บอกว,าช
[101] าช,องอ
[101] องอ,นม
[101] นม,แต
[101] แต,ละครน
[101] ละครน,ำเน

Top Word Pairs in Tweet in G10:
[25] ยภ,ม
[24] #kdppe,#perthtanapon
[11] ช,ยภ
[10] ว,นน
[10] ค,ดถ
[10] #perthtanapon,#kdppe
[9] #สมรสเท,าเท
[9] าเท,ยม
[9] #น,าท
[8] ร,ว

Top Replied-To
Top Replied-To in Entire Graph:
@ppe_space
@jhowelluk
@format_ppe
@ppe_ik
@finanzru
@goldenpup_ppe
@ma_ki_ppe_
@shopeeid
@nao_ppe_
@sakthi10202776

Top Replied-To in G1:
@goodlawproject
@reid6peter
@david19826742
@peter_brackley
@grantshapps
@carrdutton

Top Replied-To in G2:
@mandoline_blue

Top Replied-To in G4:
@ono_ppe
@unossc

Top Replied-To in G5:
@bydonkeys
@briefcasemike
@kwasikwarteng
@brewdog1950
@raylan_uk
@questionermoney
@thelondonlawye1
@mettlesometeri
@ellzsummary
@drjanaway

Top Replied-To in G8:
@jhowelluk
@simonclarkemp
@nicola4wbe
@juliahb1
@emmakennedy
@lbc
@sfedelelondon
@harbord_st
@danielmgmoylan
@richardcalhoun

Top Replied-To in G10:
@goldenpup_ppe
@0netwozeee
@wanisseu
@snf_teeha
@perthppe
@satreerat_jum
@wawatalib
@anotherboytj12
@bplannnnn
@saint_sup

Top Mentioned
Top Mentioned in Entire Graph:
@goodlawproject
@govuk
@drmeenalviz
@ysjagan
@jspshatagniteam
@northgalaxyofyw
@rachael_swindon
@earth_oscar
@samiekimberly26
@ongdongminn

Top Mentioned in G1:
@goodlawproject
@govuk
@reid6peter
@amandajs11
@drmeenalviz
@lindalower1
@philleheup
@ukflashoflight
@diane_hornsby
@happyforalltime

Top Mentioned in G2:
@drmeenalviz
@beany_1
@goodlawproject
@t_westerns
@himself132
@mandoline_blue
@rachael_swindon

Top Mentioned in G3:
@ysjagan
@jspshatagniteam
@mnadendla
@satyajithpinku
@pkloyalfans
@jagadeeshk_jsp
@revoltpkfc
@ayanpawanist_

Top Mentioned in G4:
@wsjp_insight
@pretorianews
@misssteelo
@tortoricaurelio
@natlawinsurance
@whitehoneyshop

Top Mentioned in G5:
@rachael_swindon
@fredmadagascar
@goodlawproject
@kwasikwarteng
@britain_people
@gavinesler
@drjanaway
@bydonkeys
@jimmfelton
@lcdviews

Top Mentioned in G6:
@northgalaxyofyw
@love2pp

Top Mentioned in G7:
@ongdongminn
@happyvirusmj01
@merrynunu
@chatangs
@lee_dongmin30
@sanhablueberry
@sanddy_ew
@offclastro
@onlyparkjinwoo
@emzeyloves

Top Mentioned in G8:
@jhowelluk
@andycorneys
@trishgreenhalgh
@alanpaddock4
@martinremains
@johnredwood
@simonclarkemp
@gitoma1
@darlo_robbo
@r1ch1e5

Top Mentioned in G9:
@earth_oscar
@annattya

Top Mentioned in G10:
@perthppe
@allaroundperth
@modtano16350891
@saint_sup
@ppetrends
@anotherboytj12
@bplannnnn
@oathandherghost
@kdppestyle
@ppe2003perth

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@asahibeer_jp
@suntory
@caramelcorn1971
@mos_burger
@itoham_inc
@chris_1791
@s9tmt
@roblwilson

Top Tweeters in G1:
@wildwalkerwoman
@tartancobweb
@spanishdan1
@xraypat
@manatrue
@marionste
@esme_hornbeam
@aspiemum
@60sparkle
@cleggy261

Top Tweeters in G2:
@roblwilson
@curiocat13
@maguyboivin
@lulu_graezinski
@nanayasleeps
@loonylaura
@abdo_massa
@argyllseaglass
@stewartsmithtwt
@dormousegirl

Top Tweeters in G3:
@iam_sudarshann
@kurnoolgabbar
@karri_sankarjsp
@shivakjsp
@kcharanintouch
@maddiralaloki9
@arjunakarnaa
@sagarnanipspk
@srinuindian1
@iamravimortha

Top Tweeters in G4:
@cnnphilippines
@koyteera
@rararari_eiei
@silentn1223
@jacanews
@nninewwp
@note0157h7
@eugeniocardi
@choclitmilf_
@markhillary

Top Tweeters in G5:
@s9tmt
@thefabledaesop
@christinejameis
@brendahazelhur1
@justmebeingme4
@alresfordbear
@las2950
@andypeacock999
@paul_trembath
@vesperuk

Top Tweeters in G6:
@kimbam411
@mailovez
@bumbimknok
@sassbaekk
@kungnang2121
@_1995bz
@aakimbom
@jutamas0526
@tookkadui
@ncgs63e1ytga54a

Top Tweeters in G7:
@aussakuusujuong
@aroha_angel2199
@baekmarkyoongi
@bitchgrizz
@0ommy
@mayie_012
@maryfer_pg
@taewland
@sleepingseokjin
@pnsr6104

Top Tweeters in G8:
@unojen_wood
@sydesjokes
@richardcalhoun
@heather63262308
@trackntracer
@steviweavi
@redalphababe
@h2ofizz
@lbc
@doug_troup

Top Tweeters in G9:
@toogoodatbye
@mirumiru_yhcm
@pparssmm
@piifernlovesj
@maiindy18
@fany_holic
@umumunum
@jniewalker
@tfnunee
@kinc_png

Top Tweeters in G10:
@boonzoonlee
@khaosodonline
@md_ppe
@kuramajoy1
@ys_ppe
@bumlovehae
@ppe2003perth
@bemypeachjae
@warmsutthi
@bowppe


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