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PPE_2021-05-16_01-06-55.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
May 16, 2021
Short Description:
PPE via NodeXL https://bit.ly/3wg2qOJ
@cnew888
@poddarvaishali
@tajinderbagga
@srinivasiyc
@phototardies
@amit_chauhan_3
@kashifkakvi
@scribe_prashant
@jujuliagrace
@goodlawproject

Top hashtags:
#ppe
#modishahgayabhai
#covid19
#internationalnursesday
#bs2021
#โควิด19

Description:
Description
The graph represents a network of 8,383 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, 16 May 2021 at 08:11 UTC.

The requested start date was Sunday, 16 May 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, 1-hour, 46-minute period from Wednesday, 12 May 2021 at 10:37 UTC to Friday, 14 May 2021 at 12:23 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 : 8383
Unique Edges : 3086
Edges With Duplicates : 13390
Total Edges : 16476
Number of Edge Types : 5
Retweet : 6339
MentionsInRetweet : 7288
Tweet : 920
Mentions : 1299
Replies to : 630
Self-Loops : 952
Reciprocated Vertex Pair Ratio : 0.00824270177447052
Reciprocated Edge Ratio : 0.0163506301805382
Connected Components : 907
Single-Vertex Connected Components : 259
Maximum Vertices in a Connected Component : 1770
Maximum Edges in a Connected Component : 3560
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 4.370067
Graph Density : 0.000125337455479729
Modularity : 0.530729
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 8,383 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, 16 May 2021 at 08:11 UTC.

The requested start date was Sunday, 16 May 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, 1-hour, 46-minute period from Wednesday, 12 May 2021 at 10:37 UTC to Friday, 14 May 2021 at 12:23 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:
[48] https://www.youtube.com/watch?v=dqqna1HRQ0w&feature=youtu.be

[23] https://www.news24.com/news24/southafrica/news/siu-investigating-ppe-corruption-worth-r142bn-20210511
[17] http://toi.in/micron/redirect.html?str=l36Uaa/a24gk
[12] https://www.boston25news.com/news/massachusetts-company-finds-solution-disposable-ppe-trash-problem/Q5AKE4EJWJGV3GG6CDLVQDPG7A/
[8] https://www.youtube.com/watch?v=XJXU8xEeQOs&feature=youtu.be

[8] https://www.businesslive.co.za/bd/national/2021-05-11-siu-investigating-more-than-r44bn-in-ppe-corruption-claims/?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1620757028
[7] https://twitter.com/thunder_l_ysk/status/1393148955198857218
[6] https://www.independent.co.uk/news/uk/politics/ppe-feldman-bunzl-covid-sleaze-b1846863.html
[6] https://bylinetimes.com/2021/05/14/gaslit-by-government-nhs-staff-tell-of-mental-health-impact-of-ppe-shortages/
[6] https://www.aajtak.in/india/bihar/story/patna-dead-bodies-floating-gulbi-ghat-ppe-kit-high-court-1254484-2021-05-13?utm_source=atweb_story_share

Top URLs in Tweet in G2:
[4] https://bylinetimes.com/2021/05/14/gaslit-by-government-nhs-staff-tell-of-mental-health-impact-of-ppe-shortages/
[4] https://www.independent.co.uk/news/uk/politics/ppe-feldman-bunzl-covid-sleaze-b1846863.html
[3] https://www.ft.com/content/b1659548-7cd0-4626-8406-7b2338d04489
[2] https://shop.everydoctor.org.uk/
[2] https://shop.everydoctor.org.uk
[2] https://glplive.org/bunzl-cj
[2] https://www.telegraph.co.uk/politics/2021/05/12/former-tory-chairman-andrew-feldman-used-health-department-role/
[2] https://goodlawproject.org/update/awarded-contracts-vip-lane/?utm_source=Twitter&utm_medium=social%20media&utm_campaign=ppe%20hearing%202904
[2] https://sszeemedia.com/2021/05/14/uk-government-in-court-over-ppe/
[2] https://www.nhsforsale.info/coronavirus/tory-steve-dechans-276m-in-ppe-contracts-buys-him-country-manor/

Top URLs in Tweet in G3:
[4] https://www.crowdkash.com/campaign/1560/providing-help-in-the-second-wave
[2] https://www.crowdkash.com/campaign/1560/support-task-force-corona-provide-covid-relief-to-the-need
[2] https://www.crowdkash.com/campaign/1560/support-task-force-corona-provide-covid-relief-to-the-needy
[1] https://bit.ly/3hiN9s6

Top URLs in Tweet in G4:
[2] https://www.theguardian.com/society/2021/may/13/nhs-to-receive-160m-to-tackle-backlog-of-care-built-up-during-covid
[1] https://goodlawproject.org/
[1] https://twitter.com/FinancialTimes/status/1393140878785630211
[1] https://www.standard.co.uk/news/politics/boris-johnson-confirms-public-inquiry-government-covid-pandemic-b934707.html
[1] https://news.sky.com/story/covid-19-pm-announces-public-inquiry-into-government-handling-of-pandemic-to-begin-in-spring-2022-12304332

Top URLs in Tweet in G6:
[3] https://www.flip.uk/listing/vizorsuk/30451?redirect=true
[2] https://www.burlingtonfreepress.com/restricted/?return=https:%2F%2Fwww.burlingtonfreepress.com%2Fstory%2Fmoney%2F2021%2F05%2F12%2Fburlington-vt-project-graphics-switched-banners-importing-ppe-covid-pandemic%2F4956880001%2F
[2] https://twitter.com/BBCBreaking/status/1392443121594687493
[2] https://www.supplychainbrief.com/company/logistics/?open-article-id=16018397&article-title=healthcare-companies-can-partner-with-3pls-for-supply-chain-visibility&blog-domain=kanbanlogistics.com&blog-title=kanban-logistics
[2] https://www.independent.co.uk/news/uk/politics/ppe-feldman-bunzl-covid-sleaze-b1846863.html
[2] https://www.theguardian.com/business/2021/may/10/royal-mail-to-deliver-to-scilly-isles-by-drone-in-first-uk-trial-of-its-kind
[2] https://www.flip.uk/listing/vizorsuk/30451
[2] https://www.flip.uk/
[2] https://www.reddit.com/r/ukpolitics/comments/nbbxvh/former_tory_chair_faces_conflict_of_interest/?utm_source=dlvr.it&utm_medium=twitter
[2] https://peing.net/ja/mita_ppe?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment

Top URLs in Tweet in G8:
[1] https://twitter.com/TajinderBagga/status/1392346238134063107
[1] https://scroll.in/video/994819/watch-corpses-wrapped-in-ppe-kits-seen-floating-in-the-ganga-near-gulbi-ghat-in-patna

Top URLs in Tweet in G9:
[1] https://twitter.com/jolyonmaugham/status/1392737432982933514
[1] https://twitter.com/richardjmurphy/status/1392887465036353536

Top URLs in Tweet in G10:
[1] https://www.rollingstone.com/politics/politics-features/n95-masks-trump-covid19-coronavirus-health-care-workers-ppe-1013132/
[1] https://twitter.com/aajtak/status/1393139046369546240
[1] https://twitter.com/IndiaToday/status/1393035085050368001
[1] https://twitter.com/ShivAroor/status/1392769691345514500
[1] https://twitter.com/kprather88/status/1392569582997540864

Top Domains
Top Domains in Tweet in Entire Graph:
[150] twitter.com
[77] youtube.com
[41] co.uk
[23] news24.com
[17] toi.in
[13] instagram.com
[12] boston25news.com
[10] bit.ly
[9] org.uk
[9] co.za

Top Domains in Tweet in G2:
[7] co.uk
[6] twitter.com
[5] bylinetimes.com
[4] org.uk
[4] ft.com
[2] glplive.org
[2] goodlawproject.org
[2] sszeemedia.com
[2] nhsforsale.info
[1] opendemocracy.net

Top Domains in Tweet in G3:
[8] crowdkash.com
[1] bit.ly

Top Domains in Tweet in G4:
[2] theguardian.com
[1] goodlawproject.org
[1] twitter.com
[1] co.uk
[1] sky.com

Top Domains in Tweet in G6:
[34] twitter.com
[16] co.uk
[7] flip.uk
[5] youtube.com
[3] google.com
[3] peing.net
[2] instagram.com
[2] burlingtonfreepress.com
[2] org.uk
[2] gov.uk

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

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

Top Domains in Tweet in G10:
[4] twitter.com
[1] rollingstone.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[124] ppe
[98] modishahgayabhai
[97] covid19
[74] internationalnursesday
[52] bs2021
[52] โควิด19
[51] sosiyc
[42] covid
[37] bb0un
[36] kdppe



Top Hashtags in Tweet in G2:
[10] whatstheplanmatt
[6] ppe
[5] nhs
[3] dyson
[3] ventilators
[3] eu
[2] torycorruption
[2] torysleaze
[1] ruffledfeathers
[1] covidinquiry

Top Hashtags in Tweet in G3:
[6] taskforcecorona

Top Hashtags in Tweet in G4:
[2] liartories
[1] torycorruption
[1] internationalnursesday

Top Hashtags in Tweet in G6:
[34] ppe
[11] covid19
[7] covid
[5] safety
[5] coronavirus
[4] masks
[4] workwear
[3] internationalnursesday
[3] safetyfirst
[3] construction

Top Hashtags in Tweet in G7:
[1] lofficiellivexkoleaders

Top Hashtags in Tweet in G8:
[1] internationalnursesday
[1] nursesday
[1] nursesweek2021

Top Hashtags in Tweet in G9:
[1] whatstheplanmatt

Top Hashtags in Tweet in G10:
[14] no
[12] mangalpandey
[12] pmoindia
[12] nitishkumarcm
[12] corruptionmustfall
[6] save_male_nurses
[5] covid19
[3] covid
[3] save_male_nurse
[2] lucknow

Top Words
Top Words in Tweet in Entire Graph:
[3771] ppe
[3196] ต
[1929] ช
[1861] ม
[1808] ด
[1737] วย
[1610] บ
[1569] क
[1533] รพ
[1531] เพ

Top Words in Tweet in G1:
[2763] ต
[1383] พ
[1382] มร
[1382] พาย
[1382] บ
[1381] รอบน
[1381] สร
[1381] างโรงพยาบาลสนาม
[1381] เพ
[1381] อเอาไว

Top Words in Tweet in G2:
[489] ppe
[383] tory
[335] government
[262] re
[261] former
[245] court
[216] jujuliagrace
[188] goodlawproject
[178] feldman
[177] against

Top Words in Tweet in G3:
[586] raised
[548] poddarvaishali
[537] 000
[537] thankyou
[533] ppe
[518] kits
[516] cremation
[515] workers
[505] distributing
[502] more

Top Words in Tweet in G4:
[282] borisjohnson
[273] govt
[272] patients
[270] little
[270] million
[267] put
[267] context
[267] cares
[267] waiting
[267] lists

Top Words in Tweet in G5:
[636] ให
[636] แข
[330] ต
[325] วย
[325] ช
[324] ม
[319] น
[319] ส
[319] ย
[319] ใส

Top Words in Tweet in G6:
[221] ppe
[41] covid
[34] #ppe
[30] म
[30] क
[23] न
[22] more
[20] wearing
[19] masks
[19] ल

Top Words in Tweet in G7:
[256] event
[256] gather
[256] funds
[256] help
[256] people
[256] infected
[256] covid
[256] khlong
[256] toei
[256] district

Top Words in Tweet in G8:
[435] ppe
[422] trying
[217] kits
[214] tajinderbagga
[213] people
[213] suit
[211] many
[211] take
[211] benifit
[211] pendimic

Top Words in Tweet in G9:
[116] evidence
[67] british
[67] bank
[67] funded
[67] taxpayers
[67] currently
[67] refusing
[67] received
[67] more
[67] 1bn

Top Words in Tweet in G10:
[133] क
[86] स
[75] ppe
[56] र
[54] न
[54] ह
[48] म
[43] व
[41] य
[40] द

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1545] ช,ด
[1407] บ,รพ
[1402] ป,วย
[1392] มร,พาย
[1392] อ,ปกรณ
[1392] ม,ช
[1391] พ,มร
[1391] พาย,รอบน
[1391] รอบน,สร
[1391] สร,างโรงพยาบาลสนาม

Top Word Pairs in Tweet in G1:
[1382] มร,พาย
[1381] พ,มร
[1381] พาย,รอบน
[1381] รอบน,สร
[1381] สร,างโรงพยาบาลสนาม
[1381] างโรงพยาบาลสนาม,เพ
[1381] เพ,อเอาไว
[1381] อเอาไว,รองร
[1381] รองร,บผ
[1381] บผ,ป

Top Word Pairs in Tweet in G2:
[176] against,government
[160] former,tory
[143] ppe,contract
[138] tory,party
[135] court,cases
[132] re,doctors
[131] ppe,court
[126] tory,chairman
[123] chairman,andrew
[123] andrew,feldman

Top Word Pairs in Tweet in G3:
[537] 000,thankyou
[534] poddarvaishali,raised
[518] ppe,kits
[515] kits,cremation
[515] cremation,workers
[505] distributing,ppe
[502] raised,more
[502] more,13
[502] 13,000
[502] thankyou,contributing

Top Word Pairs in Tweet in G4:
[267] put,context
[267] context,borisjohnson
[267] borisjohnson,govt
[267] govt,cares
[267] cares,little
[267] little,million
[267] million,patients
[267] patients,waiting
[267] waiting,lists
[264] doctor_oxford,put

Top Word Pairs in Tweet in G5:
[319] ใส,ช
[318] ให,น
[318] น,กวอลเลย
[318] กวอลเลย,ระว
[318] ระว,งต
[318] งต,วย
[318] วย,งไงอ
[318] งไงอ,หน
[318] หน,าส
[318] าส,ส

Top Word Pairs in Tweet in G6:
[15] covid,19
[12] ppe,kits
[12] ppe,kit
[10] 12,gst
[8] wearing,ppe
[6] ppe,contracts
[6] म,ड
[6] read,more
[5] protective,equipment
[5] ppe,medical

Top Word Pairs in Tweet in G7:
[256] event,gather
[256] gather,funds
[256] funds,help
[256] help,people
[256] people,infected
[256] infected,covid
[256] covid,khlong
[256] khlong,toei
[256] toei,district
[256] district,bangkok

Top Word Pairs in Tweet in G8:
[217] ppe,kits
[213] ppe,suit
[211] many,people
[211] people,trying
[211] trying,take
[211] take,benifit
[211] benifit,pendimic
[211] pendimic,trying
[211] trying,sell
[211] sell,ppe

Top Word Pairs in Tweet in G9:
[67] british,bank
[67] bank,funded
[67] funded,taxpayers
[67] taxpayers,currently
[67] currently,refusing
[67] refusing,received
[67] received,more
[67] more,1bn
[67] 1bn,loans
[66] marinanigrelli,british

Top Word Pairs in Tweet in G10:
[32] लड,क
[25] रह,ह
[21] स,थ
[19] ppe,kit
[19] ppe,क
[19] क,ट
[17] कट,पर
[17] पर,स
[16] आदरण,य
[16] आज,द

Top Replied-To
Top Replied-To in Entire Graph:
@ppe_ppo
@borisjohnson
@lesrepublicains
@ppe_ee825
@nao_ppe_
@mi_ppe_03
@56_ppe
@fordnation
@___xihuan
@mari__ppe

Top Replied-To in G2:
@jolyonmaugham
@conservatives
@jujuliagrace
@sianushka
@femi_sorry
@brexitguardian
@paulw1965
@dinahparums
@hardy843
@nicolettemayenn

Top Replied-To in G3:
@dishasatra
@prakashloyaji
@poddarvaishali

Top Replied-To in G4:
@borisjohnson
@mimij9
@bbcpolitics
@10downingstreet
@telegraph
@jeremy_hunt
@nadhimzahawi
@bethrigby
@drrosena
@danielelondon

Top Replied-To in G8:
@tajinderbagga
@scroll_in

Top Replied-To in G10:
@shivaroor
@arvindkejriwal
@pmoindia
@narendramodi
@piyushgoyal
@bostonglobe
@cdcgov
@wolfblitzer
@jeffdesmaraisct
@bdutt

Top Mentioned
Top Mentioned in Entire Graph:
@cnew888
@poddarvaishali
@phototardies
@doctor_oxford
@borisjohnson
@msuppasittrends
@jujuliagrace
@tajinderbagga
@goodlawproject
@jolyonmaugham

Top Mentioned in G1:
@cnew888

Top Mentioned in G2:
@jujuliagrace
@goodlawproject
@jolyonmaugham
@everydoctoruk
@russellscott1
@sianushka
@bylinetv
@debbie_abrahams
@gem_abbott
@bylinetimes

Top Mentioned in G3:
@poddarvaishali
@ra_bies
@dishasatra
@praneshrangan
@inishant4
@crowdkash
@aryavanshi_
@periwal_ankush
@sho_eldt_knr
@telanganacops

Top Mentioned in G4:
@borisjohnson
@doctor_oxford
@iamlistening666
@goodlawproject
@bbcnews
@jujuliagrace
@jolyonmaugham
@g7
@wellcometrust
@drrosena

Top Mentioned in G5:
@phototardies
@cnew888

Top Mentioned in G6:
@jokergains
@tdbsupply
@ihaveyourdomain
@polidigitaluk

Top Mentioned in G7:
@msuppasittrends
@msuppasit

Top Mentioned in G8:
@tajinderbagga
@poddarvaishali
@scroll_in
@ram_guha
@ajaysadanand
@indiatvnews
@zeebusiness
@reporter_pooja
@bandhudin

Top Mentioned in G9:
@marinanigrelli
@nicktolhurst
@richardjmurphy
@t0nyyates
@goodlawproject
@jolyonmaugham
@paullewismoney
@doctor_oxford
@jujuliagrace

Top Mentioned in G10:
@drharshvardhan
@narendramodi
@pmoindia
@aajtak
@ashokgehlot51
@arvindkejriwal
@cdcgov
@ranjansritesh
@nytimes
@mohfw_india

Top Tweeters
Top Tweeters in Entire Graph:
@famima_reply
@asahibeer_jp
@famima_now
@s9tmt
@edinburghwatch
@dhruvbhim
@independent
@serendipitysays
@pavan_sethi
@evankirstel

Top Tweeters in G1:
@snailtinyb
@nuanearr
@ppalmm_jk
@semarktuan
@piifernlovesj
@warmars_
@ploy99s
@ktewyaaa
@fordrutherford
@dabdej

Top Tweeters in G2:
@s9tmt
@allchanges
@jpjanson
@sandssims
@djsiri
@ferguson2811
@alanlsg
@golwgymor
@magapanthus
@shambles151

Top Tweeters in G3:
@dhruvbhim
@ibhagwa_n
@alokdubey1408
@modifidbhaaarat
@isengarajayy
@jeetensingh
@jsingh2252
@ashishtrpathi1
@pranav9983
@pokaabhii

Top Tweeters in G4:
@underyourtree
@bbcnews
@unojen_wood
@vespasian91
@maurlind
@esseeeayeenn
@starterpat
@kim_harding
@canuckuk
@mimij9

Top Tweeters in G5:
@990208_
@poppu365
@niecekiku_kj
@_windyhun
@mymildminemind
@aommilovely
@fhso_
@pizad_sura
@nhh_xxh
@lollipoptoppy

Top Tweeters in G6:
@firetrench
@shuvankr
@heythisisbrian
@gtjumma
@hermesparcels
@pressrelease_cc
@piotrek1988
@thegingerpig
@lordbsd
@gkyudayah

Top Tweeters in G7:
@mewlions91
@mewmymine
@pimchan_p
@patza2013
@mswh_97
@doublep72201049
@chicherrycoco
@roseformew
@hana2sakura
@taokacha123

Top Tweeters in G8:
@indiatvnews
@senag23
@scroll_in
@anupamsharmaadv
@rajeevicaktr
@student4_life
@sushil569
@autovega
@joshmachine1973
@drishti16966

Top Tweeters in G9:
@tartancobweb
@fiona_fionnagal
@lopcute
@las2950
@meallyhen
@flomoll
@miftyjackson
@heather63262308
@brexitclock
@webberc5webber

Top Tweeters in G10:
@indiatoday
@aajtak
@bostonglobe
@nytimes
@cnbc
@washingtonpost
@cnn
@bbcworld
@zeenews
@wef


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