PPE, Twitter, 8/6/2020 6:03:57 PM, 232025


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PPE_2020-08-06_02-40-01.xlsx
PPE_2020-08-06_02-40-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 06, 2020
Short Description:
PPE via NodeXL https://bit.ly/2EYhRpk
@janbaker97
@realdonaldtrump
@avonan
@austchloe
@matthancock
@joepajak
@soledadobrien
@tedlieu
@selmesltd
@madeinengland68

Top hashtags:
#ppe
#covid19
#kdppe
#perthtanapon
#qanda
#fantopia2020
#lbc2ostrecording
#relathieves

Description:
Description
The graph represents a network of 9,441 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 Thursday, 06 August 2020 at 09:48 UTC.

The requested start date was Thursday, 06 August 2020 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, 0-hour, 56-minute period from Monday, 03 August 2020 at 11:21 UTC to Wednesday, 05 August 2020 at 12:17 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 : 9441
Unique Edges : 6136
Edges With Duplicates : 12039
Total Edges : 18175
Number of Edge Types : 5
Retweet : 5396
MentionsInRetweet : 7512
Tweet : 1578
Mentions : 2474
Replies to : 1215
Self-Loops : 1600
Reciprocated Vertex Pair Ratio : 0.00977924089852827
Reciprocated Edge Ratio : 0.0193690670246428
Connected Components : 1664
Single-Vertex Connected Components : 549
Maximum Vertices in a Connected Component : 2426
Maximum Edges in a Connected Component : 5693
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 8.016073
Graph Density : 0.000117018001181288
Modularity : 0.588035
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 9,441 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 Thursday, 06 August 2020 at 09:48 UTC.

The requested start date was Thursday, 06 August 2020 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, 0-hour, 56-minute period from Monday, 03 August 2020 at 11:21 UTC to Wednesday, 05 August 2020 at 12:17 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:
[43] https://www.iol.co.za/the-star/news/lack-of-quality-ppe-blamed-for-deaths-of-8-gauteng-doctors-who-succumbed-to-covid-19-b6957a13-631d-4ebd-a99c-8f96d4274591
[26] https://nationalpost.com/news/local-news/quebec-company-with-no-factory-snags-133m-contract-to-make-ppe/wcm/80650ebd-0967-44cd-a14b-bc4b8d46404a?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1596581495
[18] https://www.theguardian.com/australia-news/2020/aug/04/victorian-nurses-ask-for-urgent-ppe-as-more-than-730-health-workers-sick-with-covid-19
[17] https://corruptionuk.org/more-ppe-supply-sleaze/
[17] https://aajtak.intoday.in/gallery/drunk-man-steal-ppe-from-hospital-in-wake-of-raincoat-become-covid-patient-tstr-1-54200.html?utm_source=badi_khabar_alert
[14] https://www.theguardian.com/australia-news/2020/aug/04/victorian-nurses-ask-for-urgent-ppe-as-more-than-730-health-workers-sick-with-covid-19?CMP=Share_AndroidApp_Tweet
[13] https://www.cidrap.umn.edu/news-perspective/2020/08/health-workers-especially-minorities-high-risk-covid-even-ppe
[11] https://www.adultdatelink.com/?affliateid=54953AKXG0J&program=PPE
[10] https://www.kalaignarseithigal.com/viral/2020/08/04/a-man-steals-a-ppe-kit-thinking-it-as-a-rain-coat
[9] https://www.thesouthafrican.com/news/khusela-diko-and-husband-legal-action-against-independent-media-piet-rampedi/#.Xyf1vAFs2ww.twitter

Top URLs in Tweet in G1:
[1] https://twitter.com/mehdirhasan/status/1290496993215696896
[1] https://washex.am/2XqQbj3
[1] https://twitter.com/rsmale/status/1290962307875389440
[1] https://twitter.com/mike_pence/status/1290488519291359233
[1] https://twitter.com/ipicnews/status/1290618388436471808
[1] https://twitter.com/BetteMidler/status/1290292693931659264
[1] https://twitter.com/acyn/status/1290461431763218433
[1] https://twitter.com/Chellll_seaa/status/1290241604473806848
[1] https://twitter.com/craig_a_spencer/status/1290086017521745920

Top URLs in Tweet in G2:
[2] https://twitter.com/pretorianews/status/1290928630508457984
[2] https://www.iol.co.za/capetimes/news/siu-swoops-on-matzikama-municipality-over-ppe-saga-10c7ca42-b529-4a65-b5c5-fba0cb8b3b4e
[1] https://www.news24.com/citypress/News/the-curious-case-of-sas-donations-worth-millions-to-cuba-20200803
[1] https://twitter.com/tembamliswa/status/1290736099808235520
[1] https://twitter.com/publicprotector/status/1290583472168476675
[1] https://www.da.org.za/2020/08/da-calls-on-mboweni-to-put-his-money-where-his-mouth-is-and-instruct-full-disclosure-of-ppe-procurement
[1] https://www.news24.com/news24/SouthAfrica/News/gauteng-govt-tight-lipped-on-latest-ppe-tender-corruption-claims-20200802?isapp=true
[1] https://twitter.com/cdesetfree/status/1290907692442300416
[1] https://twitter.com/ronaldmncube2/status/1290953252155068416
[1] https://twitter.com/ShahanR/status/1290932309483552769

Top URLs in Tweet in G3:
[4] https://www.theguardian.com/australia-news/2020/aug/04/victorian-nurses-ask-for-urgent-ppe-as-more-than-730-health-workers-sick-with-covid-19?CMP=share_btn_tw
[3] https://www.marketserengeti.com/online-courses/marketing-sales/sales-equals-making-money-learn-sales-in-1-day/?utm_source=twitter-tolatender&utm_medium=social&utm_campaign=marketserengeti-blog-salescourse1&utm_term=%23HowToKnowIfYouAreGoodInBed&utm_content=SALES+EQUALS+MAKING+MONEY%3A+Learn+Sales+In+1+Day+FREE.+Learn+more+click+here%3A
[3] https://nationalpost.com/news/local-news/quebec-company-with-no-factory-snags-133m-contract-to-make-ppe/wcm/80650ebd-0967-44cd-a14b-bc4b8d46404a/
[3] https://news.ontario.ca/mof/en/2020/07/support-for-small-business-tenants-and-landlords-extended.html
[3] https://news.ontario.ca/opo/en/2020/08/province-supporting-innovative-made-in-ontario-technology-to-sanitize-ppe.html
[3] https://news.ontario.ca/mohltc/en/2020/08/windsor-essex-remains-in-stage-2.html
[3] https://www.canada.ca/en/employment-social-development/news/2020/07/government-of-canada-invests-in-measures-to-boost-protections-for-temporary-foreign-workers-and-address-covid-19-outbreaks-on-farms.html
[2] https://www.globaldiasporanews.com/da-calls-on-mboweni-to-put-his-money-where-his-mouth-is-and-instruct-full-disclosure-of-ppe-procurement/
[2] https://www.iol.co.za/the-star/news/lack-of-quality-ppe-blamed-for-deaths-of-8-gauteng-doctors-who-succumbed-to-covid-19-b6957a13-631d-4ebd-a99c-8f96d4274591
[2] https://www.narang.com/emergency-medical-products-supplies/covid-19/index.php

Top URLs in Tweet in G4:
[9] https://www.thesouthafrican.com/news/khusela-diko-and-husband-legal-action-against-independent-media-piet-rampedi/#.Xyf1vAFs2ww.twitter
[8] https://www.news24.com
[4] https://www.news24.com/news24/SouthAfrica/News/western-capes-ppe-tender-report-reveals-r38-million-paid-to-one-company-20200804
[3] https://www.iol.co.za/capetimes/news/siu-swoops-on-matzikama-municipality-over-ppe-saga-10c7ca42-b529-4a65-b5c5-fba0cb8b3b4e
[3] https://www.thesouthafrican.com/news/khusela-diko-and-husband-legal-action-against-independent-media-piet-rampedi/?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.thesouthafrican.com/news/western-cape-cabinet-members-pass-lifestyle-audits-corruption-ppe-tuesday-4-august-2020/?utm_source=dlvr.it&utm_medium=twitter
[2] https://dagauteng.org.za/2020/08/another-fishy-company-gets-paid-in-gauteng-ppe-deal
[2] https://www.news24.com/news24/SouthAfrica/News/gauteng-govt-tight-lipped-on-latest-ppe-tender-corruption-claims-20200802?isapp=true
[2] https://www.thesouthafrican.com/news/covid-corruption-kzn-ppe-scandal-4-august-2020/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.news24.com/news24/southafrica/news/western-capes-ppe-tender-report-reveals-r38-million-paid-to-one-company-20200804

Top URLs in Tweet in G5:
[3] https://www.independent.co.uk/news/uk/politics/coronavirus-ppe-contracts-conservative-labour-covid-a9622131.html
[1] https://news.sky.com/story/coronavirus-care-homes-were-thrown-to-the-wolves-during-covid-outbreak-say-mps-12038233
[1] https://actionnetwork.org/forms/ppe-procurement?source=twitter&
[1] https://actionnetwork.org/forms/ppe-procurement

Top URLs in Tweet in G6:
[1] https://twitter.com/politidope/status/1290760518853169168
[1] https://twitter.com/alexnazaryan/status/1290749867623514112
[1] https://twitter.com/peterbakernyt/status/1289731595952197632
[1] https://twitter.com/JeanneAllen/status/1290621865820643335

Top URLs in Tweet in G7:
[5] https://twitter.com/khunzakame/status/1290530348544081921
[3] https://www.youtube.com/watch?v=LD99xkWwGZA&feature=youtu.be

[2] https://www.facebook.com/happydoggyth/photos/a.108559594272374/121230933005240/?type=3
[2] https://live.staticflickr.com/65535/50185249791_f467c92f57_o.jpg
[2] https://live.staticflickr.com/65535/50185503357_dde7f16562_o.jpg
[2] https://www.youtube.com/watch?v=2Ds5B9jzk1A&feature=youtu.be

[2] https://twitter.com/ThaoNguyen19111/status/1290566386712842241
[1] https://twitter.com/myplant1996/status/1289580977874857986
[1] https://www.instagram.com/accounts/login/?next=/p/CDa1RQqpPh3/%3Figshid%3D18fp2nmikdy5x
[1] https://twitter.com/schinarat/status/1290571685251256321

Top URLs in Tweet in G8:
[4] https://theconversation.com/ppe-unmasked-why-health-care-workers-in-australia-are-inadequately-protected-against-coronavirus-143751
[2] https://www.theguardian.com/australia-news/2020/aug/04/victorian-nurses-ask-for-urgent-ppe-as-more-than-730-health-workers-sick-with-covid-19
[2] https://9now.nine.com.au/a-current-affair/coronavirus-sydney-covid19-hotel-quarantine-standards-slammed-by-returnees-for-dirty-rooms-and-lax-ppe-approach/da1f0fb3-719a-47f9-b66e-da081be7682a
[1] https://cnn.it/39O4MKH
[1] https://twitter.com/TX_Bruce/status/1288118931375366145
[1] https://nationalinterest.org/blog/buzz/united-states-should-recognize-taiwan-independent-nation-152611
[1] https://www.theguardian.com/australia-news/2020/aug/04/victorian-nurses-ask-for-urgent-ppe-as-more-than-730-health-workers-sick-with-covid-19?CMP=Share_AndroidApp_Tweet
[1] https://twitter.com/patientsafe3/status/1290615725493690368
[1] https://www.dhhs.vic.gov.au/media-hub-coronavirus-disease-covid-19
[1] https://www.ausdoc.com.au/news/new-call-ppe-fit-tests-after-three-doctors-hospitalised

Top URLs in Tweet in G10:
[1] https://medium.com/@change.orgUK/open-letter-to-uk-government-do-you-want-our-ppe-or-not-fce832e6e37a?sk=6e879fd2254c5332665f55d90337fab5
[1] https://twitter.com/joepajak/status/1290592784232194054
[1] https://www.gov.uk/government/publications/ppe-deliveries-england-27-july-to-2-august-2020/experimental-statistics-personal-protective-equipment-distributed-for-use-by-health-and-social-care-services-in-england-27-july-to-2-august-2020
[1] https://minhalexander.files.wordpress.com/2020/07/the-covid-19-pandemic-and-international-trade.pdf
[1] https://twitter.com/Jeremy_Hunt/status/1290295723515404291
[1] https://twitter.com/carolecadwalla/status/1290624572606251010
[1] https://yorkshirebylines.co.uk/the-truth-about-the-billion-pound-ppe-procurement-fiasco/
[1] https://twitter.com/carolinehirons/status/1290161500703735808

Top Domains
Top Domains in Tweet in Entire Graph:
[285] twitter.com
[79] co.uk
[61] co.za
[49] theguardian.com
[36] nationalpost.com
[31] news24.com
[28] bit.ly
[27] youtube.com
[23] thesouthafrican.com
[17] corruptionuk.org

Top Domains in Tweet in G1:
[8] twitter.com
[1] washex.am

Top Domains in Tweet in G2:
[11] twitter.com
[4] news24.com
[3] co.za
[1] org.za
[1] youtube.com

Top Domains in Tweet in G3:
[86] twitter.com
[34] co.uk
[9] theguardian.com
[9] ontario.ca
[6] instagram.com
[6] marketserengeti.com
[5] youtube.com
[4] co.za
[3] linkedin.com
[3] peing.net

Top Domains in Tweet in G4:
[25] news24.com
[20] thesouthafrican.com
[12] co.za
[8] twitter.com
[2] bit.ly
[2] org.za

Top Domains in Tweet in G5:
[3] co.uk
[2] actionnetwork.org
[1] sky.com

Top Domains in Tweet in G6:
[4] twitter.com

Top Domains in Tweet in G7:
[11] twitter.com
[9] youtube.com
[5] staticflickr.com
[2] facebook.com
[1] instagram.com

Top Domains in Tweet in G8:
[10] twitter.com
[5] theconversation.com
[4] theguardian.com
[4] com.au
[1] cnn.it
[1] nationalinterest.org
[1] gov.au
[1] medicalxpress.com
[1] co.uk

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[361] ppe
[319] covid19
[135] kdppe
[105] perthtanapon
[81] qanda
[67] fantopia2020
[64] lbc2ostrecording
[63] relathieves
[43] zimbabweanlivesmatter
[40] coronavirus



Top Hashtags in Tweet in G1:
[6] trumphasnoplan
[2] ppe
[1] clinicalcare
[1] liberals
[1] covid
[1] trump
[1] libs
[1] governors
[1] electiongames
[1] covid19

Top Hashtags in Tweet in G2:
[22] hopewellchinono
[17] savoters
[15] zimbabweanlivesmatter
[9] covid19
[7] ppe
[5] zimbabwe
[4] acemagashule
[3] cuba
[3] madagascar
[2] zimbabwelivesmatter

Top Hashtags in Tweet in G3:
[94] ppe
[35] covid19
[32] qanda
[17] coronavirus
[10] masks
[8] covid
[8] covid_19
[8] facemasks
[7] staysafe
[7] safety

Top Hashtags in Tweet in G4:
[5] covid_19
[4] ppe
[3] sundayindy
[3] covid19sa
[3] covid19insa
[2] cyrilramaphosa
[2] covid_19sa
[1] cuba
[1] newdawn
[1] ancmustfall

Top Hashtags in Tweet in G5:
[2] ppe
[2] auspol
[2] lnp
[2] qanda
[1] privilagedclass

Top Hashtags in Tweet in G6:
[1] deathsantis
[1] schoolsmustshutdown

Top Hashtags in Tweet in G7:
[134] kdppe
[104] perthtanapon
[67] fantopia2020
[64] lbc2ostrecording
[26] perthsaintsation
[22] โหนกระแส
[21] เจนนี่ได้หมดถ้าสดชื่น
[15] เพลงของแคน
[8] trigon
[8] prayforlebanon

Top Hashtags in Tweet in G8:
[12] hydroxychloroquine
[8] ppe
[7] covid19
[4] tweetfortaiwan
[4] covid19vic
[3] hcw
[3] healthcareworkers
[3] auspol
[3] qanda
[2] medtwitter

Top Hashtags in Tweet in G9:
[1] freeedgarobare

Top Hashtags in Tweet in G10:
[5] ppe
[4] covid_19
[3] covid19
[2] pinktiescanthideyourlies
[1] ppenow
[1] shielding
[1] torybritain
[1] torylies
[1] covid19uk
[1] eatouthelpout

Top Words
Top Words in Tweet in Entire Graph:
[5666] ppe
[737] given
[735] health
[692] more
[676] क
[581] covid
[569] people
[554] realdonaldtrump
[529] workers
[497] pandemic

Top Words in Tweet in G1:
[538] realdonaldtrump
[479] ppe
[360] more
[351] virus
[346] fight
[342] given
[340] tedlieu
[339] fighting
[339] democrats
[339] continue

Top Words in Tweet in G2:
[310] edmnangagwa
[300] means
[298] terrorist
[298] country
[297] talks
[297] opposition
[297] groups
[297] destabilizing
[295] students
[295] carrying

Top Words in Tweet in G3:
[477] ppe
[94] #ppe
[67] covid
[64] face
[58] more
[55] health
[46] workers
[45] care
[45] mask
[42] masks

Top Words in Tweet in G4:
[359] ppe
[104] goolammv
[100] million
[98] construction
[97] over
[97] company
[89] r38
[87] contract
[87] worth
[87] prices

Top Words in Tweet in G5:
[417] ppe
[275] piece
[175] contracts
[172] janbaker97
[169] one
[168] given
[167] 1billion
[167] delivered
[167] companies
[59] lewis_goodall

Top Words in Tweet in G6:
[263] ppe
[225] hug
[220] people
[220] florida
[145] soledadobrien
[144] public
[144] health
[144] officials
[144] losing
[144] minds

Top Words in Tweet in G7:
[194] น
[134] #kdppe
[114] ก
[104] #perthtanapon
[96] ม
[85] ด
[84] ว
[83] ส
[81] ร
[77] ได

Top Words in Tweet in G8:
[100] ppe
[22] health
[22] care
[22] workers
[20] staff
[19] masks
[19] danielandrewsmp
[19] taiwan
[19] high
[18] china

Top Words in Tweet in G9:
[168] ppe
[164] unless
[164] re
[164] given
[164] chain
[164] custody
[164] jack
[164] ma
[164] donations
[164] jkia

Top Words in Tweet in G10:
[101] ppe
[44] matthancock
[21] delivered
[18] care
[17] money
[16] borisjohnson
[14] trace
[14] mpiainds
[13] getting
[13] govt

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[369] more,ppe
[349] fighting,virus
[347] tedlieu,realdonaldtrump
[346] realdonaldtrump,given
[346] given,fighting
[346] virus,democrats
[346] democrats,continue
[346] continue,fight
[346] fight,more
[345] ppe,incr

Top Word Pairs in Tweet in G1:
[341] more,ppe
[340] tedlieu,realdonaldtrump
[339] realdonaldtrump,given
[339] given,fighting
[339] fighting,virus
[339] virus,democrats
[339] democrats,continue
[339] continue,fight
[339] fight,more
[338] ppe,incr

Top Word Pairs in Tweet in G2:
[297] edmnangagwa,talks
[297] talks,opposition
[297] opposition,terrorist
[297] terrorist,groups
[297] groups,destabilizing
[297] destabilizing,country
[297] country,means
[295] means,students
[295] students,carrying
[293] dougcoltart,edmnangagwa

Top Word Pairs in Tweet in G3:
[40] covid,19
[19] full,ppe
[17] health,workers
[15] co,uk
[14] wearing,ppe
[14] face,shield
[14] face,mask
[13] personal,protective
[13] protective,equipment
[13] next,month

Top Word Pairs in Tweet in G4:
[89] r38,million
[87] construction,company
[85] last,week
[83] ppe,contract
[82] giving,ppe
[81] week,exposed
[81] exposed,giving
[81] contract,worth
[81] worth,over
[81] over,r38

Top Word Pairs in Tweet in G5:
[167] 1billion,given
[167] given,contracts
[167] contracts,ppe
[167] ppe,one
[167] one,piece
[167] piece,ppe
[167] ppe,delivered
[167] delivered,companies
[166] janbaker97,1billion
[54] interviewed,carer

Top Word Pairs in Tweet in G6:
[144] public,health
[144] health,officials
[144] officials,losing
[144] losing,minds
[144] minds,ridiculous
[144] ridiculous,hug
[144] hug,people
[144] people,ppe
[144] ppe,florida
[143] soledadobrien,public

Top Word Pairs in Tweet in G7:
[85] #kdppe,#perthtanapon
[23] ได,หมดถ
[23] หมดถ,าสดช
[21] #เจนน,ได
[21] าสดช,น
[20] ร,ธ
[18] ว,นน
[16] #perthtanapon,#kdppe
[15] ค,ดถ
[14] น,าร

Top Word Pairs in Tweet in G8:
[15] medical,staff
[12] health,care
[12] criminal,australian
[12] australian,premiers
[12] premiers,ban
[12] ban,#hydroxychloroquine
[12] #hydroxychloroquine,happily
[12] happily,importing
[12] importing,crap
[12] crap,ppe

Top Word Pairs in Tweet in G9:
[164] unless,re
[164] re,given
[164] given,chain
[164] chain,custody
[164] custody,jack
[164] jack,ma
[164] ma,donations
[164] donations,jkia
[164] jkia,last
[164] last,recipient

Top Word Pairs in Tweet in G10:
[15] ppe,delivered
[10] track,trace
[10] mpiainds,spend
[10] spend,money
[10] money,concrete
[10] concrete,things
[10] things,unlike
[10] unlike,govt
[10] govt,give
[10] give,mates

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@matthancock
@emmett_dog
@goolammv
@mike_pence
@ppe_ee825
@ppe_pete
@trk__ppe
@tillytumtum
@datpieceofcandy

Top Replied-To in G1:
@realdonaldtrump
@mike_pence
@gop
@mannyinnorniron
@sykescharlie
@repmaxinewaters
@lianar05
@tedlieu
@marcorubio
@kriskrus

Top Replied-To in G2:
@cyrilramaphosa
@drzwelimkhize
@caliecalister
@governmentza
@mrskayofficial
@mqondisishongw1
@nyamanditanaka
@heraldzimbabwe
@zbcnewsonline
@tembamliswa

Top Replied-To in G3:
@edenaesthetics

Top Replied-To in G4:
@goolammv
@news24
@timeslive
@landnoli
@unathi_kwaza
@outasa
@kabelodick
@taradomos
@lukhelesporo
@maggsnaidu

Top Replied-To in G5:
@teaandmedals
@janbaker97
@evz1958
@jeffpaffett
@spanishdan1
@wisheart12
@lewis_goodall
@dunksalot
@mjs_gradmedic
@sc_wadsy

Top Replied-To in G6:
@politidope
@govrondesantis
@soledadobrien
@brianschatz
@mccaffreyr3

Top Replied-To in G7:
@gonghive24
@52squared_
@mmarksiwat
@nooknick_ppe
@thaonguyen19111
@khunzakame
@gpoqry
@nnaszepp
@ted6104
@doublewarrrr

Top Replied-To in G8:
@cnn
@3awneilmitchell
@amavictoria
@jerometaylor
@independent
@snouzin
@9newsmelb
@patientsafe3
@asa_australia
@abcnews

Top Replied-To in G9:
@moh_kenya
@kuirab
@donaldbkipkorir

Top Replied-To in G10:
@matthancock
@borisjohnson
@mrjamesob
@mpiainds
@lbc
@10downingstreet
@douglas4moray
@thattimwalker
@rottenrosa2
@hilva_

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@tedlieu
@edmnangagwa
@dougcoltart
@janbaker97
@donaldbkipkorir
@soledadobrien
@mike_pence
@srivatsayb
@goolammv

Top Mentioned in G1:
@realdonaldtrump
@tedlieu
@mike_pence
@joebiden
@potus
@teamtrump
@vp
@margiedemocracy
@mmpadellan
@jonathanvswan

Top Mentioned in G2:
@edmnangagwa
@dougcoltart
@cdesetfree
@lynnestactia
@cyrilramaphosa
@brezhmalaba
@governmentza
@outasa
@who
@drtedros

Top Mentioned in G3:
@rcscard
@julianandrew63
@ragnasun8
@ritukumari7533
@bariatricnews
@wrightsgpx
@plastikmedia_uk
@physio_4_kids
@thedryhtscipe
@cassinovart

Top Mentioned in G4:
@goolammv
@louis96018668
@sundayindy
@news24
@vusisambo
@deanmacpherson
@abramjee
@timeslive
@city_press
@landnoli

Top Mentioned in G5:
@janbaker97
@lewis_goodall
@goodlawproject
@bseyoga
@borisconsome1
@jolyonmaugham
@everydoctoruk
@teaandmedals
@jw_bagpuss
@alinouriphd

Top Mentioned in G6:
@soledadobrien
@politidope
@markhertling
@mccaffreyr3
@govrondesantis
@realdonaldtrump
@tedlieu
@alachuaschools
@fedingram
@vgirl_rn

Top Mentioned in G7:
@perthppe
@gonghive24
@allaroundperth
@mmarksiwat
@bplannnnn
@52squared_
@bumbimknok
@m34nismind
@titlekplee
@onlyvnfc

Top Mentioned in G8:
@danielandrewsmp
@scottmorrisonmp
@aliciatdennis
@ellymelly
@amicusc54803237
@drdavidallen
@patientsafe3
@youarelobbylud
@drajm
@amapresident

Top Mentioned in G9:
@donaldbkipkorir
@ahmednasirlaw
@migunamiguna

Top Mentioned in G10:
@matthancock
@borisjohnson
@mpiainds
@hawkins_carole
@justmebeingme4
@jeremy_hunt
@rishisunak
@mrjamesob
@conservatives
@joepajak

Top Tweeters
Top Tweeters in Entire Graph:
@ez4u2say_janis
@watsupafrica
@independent
@miltonespinozaf
@_redfrog
@asamoh_
@manmet80
@flight_refunds
@pckj3627
@abscbnnews

Top Tweeters in G1:
@miltonespinozaf
@manmet80
@pollsstar
@miss_placed_
@sueglashauser
@pamcurtis4210
@freeandclear1
@fedupofpollys
@beverlynotmypre
@jrweaver55

Top Tweeters in G2:
@alettaha
@queenofretweet
@vonkarama
@ali_naka
@lynnestactia
@papizwane
@dobie_m
@dailymaverick
@mrtallerjerry
@michelleangeeel

Top Tweeters in G3:
@stigmabase
@helenyg
@dev_discourse
@raulpacheco
@breakingnewsie
@mmnewzz
@ndtvfeed
@dwiz882
@vannschaffner
@capetalk

Top Tweeters in G4:
@khuze_elikhulu
@penxenxe
@sabreakingnews
@thabiso_dlamini
@unathi_kwaza
@iol
@news24
@sanele_grxs
@neli_ngqulana
@ewnreporter

Top Tweeters in G5:
@jbwhitesnake
@spanishdan1
@shirleymcbrinn
@avonan
@iloveautumn2
@jmjohnpj
@gracegrace90
@cyril_matvech
@duncanmacmartin
@dorothy90237074

Top Tweeters in G6:
@ez4u2say_janis
@kenkircher1
@24baseballreed
@mjohnso27
@wechoosewisdom
@daretothink53
@kcolaizzo
@cmpnwtr
@rosierifka
@terrilltf

Top Tweeters in G7:
@noonathty
@schinarat
@bumbimknok
@paenggggpun
@wiphawan23
@mk_tj1318
@khunzakame
@52squared_
@bumlovehae
@everthing_y

Top Tweeters in G8:
@independent
@sallyrmelb
@guardian
@jacqui703
@cnn
@newsanceandgg
@abcnews
@9newsaus
@theheraldsun
@tttezzz

Top Tweeters in G9:
@kuirab
@odanga23
@yells_o
@fundishah
@frankieveejay
@migunamiguna
@sambwaya_
@danilohmwangi
@atanasi_k
@a_opondo

Top Tweeters in G10:
@supazeez
@justmebeingme4
@carolehope2
@hawkins_carole
@belindashandbag
@fussydolphin
@lbc
@k1482
@heather63262308
@helen_wallage


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