PPE, Twitter, 8/5/2020 11:31:33 AM, 231907


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PPE_2020-08-05_00-48-01.xlsx
PPE_2020-08-05_00-48-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 05, 2020
Short Description:
PPE via NodeXL https://bit.ly/3a9iRCF
@joebiden
@janbaker97
@realdonaldtrump
@supriya23bh
@zahid_umamah
@lincolnsbible
@tarun10sharma
@drharshvardhan
@kaka81797118
@avonan

Top hashtags:
#ppe
#covid19
#kdppe
#perthtanapon
#qanda
#coronavirus
#covid_19
#fantopia2020

Description:
Description
The graph represents a network of 9,085 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 Wednesday, 05 August 2020 at 07:55 UTC.

The requested start date was Wednesday, 05 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, 30-minute period from Sunday, 02 August 2020 at 11:47 UTC to Tuesday, 04 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 : 9085
Unique Edges : 5445
Edges With Duplicates : 12336
Total Edges : 17781
Number of Edge Types : 5
Tweet : 1433
Retweet : 5680
MentionsInRetweet : 7601
Replies to : 1051
Mentions : 2016
Self-Loops : 1451
Reciprocated Vertex Pair Ratio : 0.00939624150339864
Reciprocated Edge Ratio : 0.0186175480293127
Connected Components : 1429
Single-Vertex Connected Components : 495
Maximum Vertices in a Connected Component : 2776
Maximum Edges in a Connected Component : 6282
Maximum Geodesic Distance (Diameter) : 30
Average Geodesic Distance : 7.648821
Graph Density : 0.000122358264708256
Modularity : 0.580446
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 9,085 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 Wednesday, 05 August 2020 at 07:55 UTC.

The requested start date was Wednesday, 05 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, 30-minute period from Sunday, 02 August 2020 at 11:47 UTC to Tuesday, 04 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:
[46] 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
[20] https://bylinetimes.com/2020/07/29/another-strange-trio-of-ppe-contracts-emerge/
[17] 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
[15] https://www.reuters.com/article/us-usa-trade-china-ppe-idUSKBN24Z0M1?taid=5f27e5fd9139ad0001b9c152&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[13] 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
[11] https://www.cidrap.umn.edu/news-perspective/2020/08/health-workers-especially-minorities-high-risk-covid-even-ppe
[10] https://www.enca.com/news/unused-ppe-dumped-river
[9] https://www.thesouthafrican.com/news/khusela-diko-and-husband-legal-action-against-independent-media-piet-rampedi/#.Xyf1vAFs2ww.twitter
[8] https://www.kalaignarseithigal.com/viral/2020/08/04/a-man-steals-a-ppe-kit-thinking-it-as-a-rain-coat
[8] https://www.news24.com

Top URLs in Tweet in G1:
[1] https://twitter.com/mehdirhasan/status/1290496993215696896
[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/artsycarol/status/1290186558109175809
[1] https://twitter.com/Chellll_seaa/status/1290241604473806848
[1] https://twitter.com/craig_a_spencer/status/1290086017521745920
[1] https://twitter.com/littlejackie66/status/1289962619722334209
[1] https://twitter.com/johnfeal1/status/1289721907441352705
[1] https://twitter.com/LincolnsBible/status/1289745104366759936

Top URLs in Tweet in G2:
[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] http://omeganexusonline.net/wordpress/2020/07/31/elementary-and-high-school-student-ppe/
[3] 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
[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=%23ZimbabweanLivesMatter&utm_content=SALES+EQUALS+MAKING+MONEY%3A+Learn+Sales+In+1+Day+FREE.+Learn+more+click+here%3A
[2] https://bylinetimes.com/2020/07/29/another-strange-trio-of-ppe-contracts-emerge/
[2] https://yorkshirebylines.co.uk/the-truth-about-the-billion-pound-ppe-procurement-fiasco/
[2] https://www.theleak.co.za/diko-family-threatens-legal-action-over-ppe-tender-saga/
[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://twitter.com/SandsInsights/status/1290598368486592512
[2] http://nigeria.watsupafrica.com/news/covid-19-buhari-donates-ppes-worth-n67m-to-sao-tome-and-principe-2/

Top URLs in Tweet in G3:
[10] https://www.enca.com/news/unused-ppe-dumped-river
[9] https://www.thesouthafrican.com/news/khusela-diko-and-husband-legal-action-against-independent-media-piet-rampedi/#.Xyf1vAFs2ww.twitter
[8] https://www.news24.com
[5] https://www.iol.co.za/capetimes/news/siu-swoops-on-matzikama-municipality-over-ppe-saga-10c7ca42-b529-4a65-b5c5-fba0cb8b3b4e
[4] https://www.news24.com/news24/SouthAfrica/News/western-capes-ppe-tender-report-reveals-r38-million-paid-to-one-company-20200804
[4] 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
[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
[3] https://www.iol.co.za/sundayindependent/news/dikos-royal-bhaca-paid-r80m-through-front-company-8ee33f59-3af7-4807-8ff5-559cbd68dca0
[3] https://www.news24.com/news24/southafrica/news/gauteng-govt-tight-lipped-on-latest-ppe-tender-corruption-claims-20200802

Top URLs in Tweet in G4:
[2] https://twitter.com/ItRecks/status/1290401527006404609
[1] https://twitter.com/peterbakernyt/status/1289731595952197632
[1] https://twitter.com/nixw20/status/1289728996188381185
[1] http://info.No
[1] https://www.businessinsider.com/coronavirus-federal-govt-fema-accused-taking-states-masks-ventilator-orders-2020-4
[1] https://nymag.com/intelligencer/2020/04/hospitals-face-a-white-house-blockade-for-coronavirus-ppe.html
[1] https://twitter.com/sharonvt75/status/1289764562787475456

Top URLs in Tweet in G6:
[17] https://bylinetimes.com/2020/07/29/another-strange-trio-of-ppe-contracts-emerge/
[3] https://www.independent.co.uk/news/uk/politics/coronavirus-ppe-contracts-conservative-labour-covid-a9622131.html
[2] https://www.hackneygazette.co.uk/news/health/clod-ensemble-ppe-guide-for-healthcare-workers-1-6773653?utm_source=Twitter&utm_medium=Social_Icon&utm_campaign=in_article_social_icons
[1] https://twitter.com/joepajak/status/1290592784232194054
[1] https://twitter.com/lewis_goodall/status/1288462515416989697
[1] https://twitter.com/VCIslington/status/1289155926763745280
[1] https://committees.parliament.uk/committee/127/public-accounts-committee/news/147605/slow-inconsistent-and-negligent-approach-to-social-care-in-pandemic/
[1] https://twitter.com/jeremyfarrar/status/1289952138064322561
[1] https://twitter.com/GOVUK/status/1288135958718709761

Top URLs in Tweet in G7:
[1] https://twitter.com/meidastouch/status/1290066426997305345
[1] http://something.How

Top URLs in Tweet in G8:
[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://www.instagram.com/p/CDa3U9DHzu1/?igshid=y3y01sgfa2we
[2] https://live.staticflickr.com/65535/50185249791_f467c92f57_o.jpg
[2] https://live.staticflickr.com/65535/50185503357_dde7f16562_o.jpg
[2] https://twitter.com/ThaoNguyen19111/status/1290566386712842241
[2] https://www.youtube.com/watch?v=ZdJ6cAa8Pjk&feature=youtu.be

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

Top URLs in Tweet in G9:
[2] https://twitter.com/ANI/status/1290203711168319488
[1] https://swarajyamag.com/insta/centre-permits-export-of-made-in-india-ventilators-as-manufacturing-capacity-increases
[1] https://twitter.com/SwarajyaMag/status/1289799216261287936?s=19
[1] https://twitter.com/dr_chayanika/status/1290488554913587203
[1] https://english.jagran.com/india/delhi-covid-patient-booked-for-throwing-ppe-kit-in-the-open-10014750

Top URLs in Tweet in G10:
[1] https://twitter.com/somadodafikeni/status/1290018140089249792

Top Domains
Top Domains in Tweet in Entire Graph:
[256] twitter.com
[72] co.za
[53] co.uk
[47] theguardian.com
[30] news24.com
[29] thesouthafrican.com
[21] youtube.com
[21] bylinetimes.com
[19] reuters.com
[17] bit.ly

Top Domains in Tweet in G1:
[10] twitter.com

Top Domains in Tweet in G2:
[82] twitter.com
[27] co.uk
[9] co.za
[9] theguardian.com
[7] instagram.com
[5] marketserengeti.com
[4] youtube.com
[3] omeganexusonline.net
[3] peing.net
[3] blogspot.com

Top Domains in Tweet in G3:
[27] thesouthafrican.com
[24] news24.com
[21] co.za
[10] enca.com
[4] twitter.com
[3] sabcnews.com
[2] bit.ly
[1] org.za

Top Domains in Tweet in G4:
[5] twitter.com
[1] info.no
[1] businessinsider.com
[1] nymag.com

Top Domains in Tweet in G6:
[17] bylinetimes.com
[5] co.uk
[5] twitter.com
[1] parliament.uk

Top Domains in Tweet in G7:
[1] twitter.com
[1] something.how

Top Domains in Tweet in G8:
[14] twitter.com
[6] youtube.com
[5] staticflickr.com
[3] instagram.com
[2] facebook.com

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[349] ppe
[342] covid19
[130] kdppe
[113] perthtanapon
[80] qanda
[65] coronavirus
[47] covid_19
[41] fantopia2020
[36] เพลงของแคน
[31] covid



Top Hashtags in Tweet in G1:
[2] ppe
[2] covid19
[1] trumphasnoplan
[1] trumpdoesntcare
[1] trumphatesamerica
[1] sciencedenier
[1] medicalstaff
[1] nrakkk
[1] littlemarcohipocrita
[1] fema

Top Hashtags in Tweet in G2:
[81] ppe
[40] covid19
[32] qanda
[17] coronavirus
[11] covid_19
[9] facemasks
[8] masks
[6] covid
[6] sales
[5] cynthiavillar24hhospitaldutychallenge

Top Hashtags in Tweet in G3:
[8] sundayindy
[4] covid19insa
[4] ppe
[4] covid_19
[4] ramaphosa
[4] magashule
[4] khuseladiko
[2] parliament
[2] cyrilramaphosa
[2] covid19sa

Top Hashtags in Tweet in G4:
[2] dpa
[1] trumpgenocide
[1] ppe

Top Hashtags in Tweet in G5:
[5] zimbabweanlivesmatter
[1] covid19
[1] freezim
[1] sundayindy

Top Hashtags in Tweet in G6:
[6] 2ndwave
[5] ppe
[3] truth
[3] truthmatters
[3] icelandic
[3] volunteer
[2] auspol
[2] lnp
[2] qanda
[1] democracy

Top Hashtags in Tweet in G7:
[9] trumphasnoplan
[2] coronavirus
[2] america
[1] testingforcovid19
[1] ppe
[1] stayhome
[1] survive
[1] sadz

Top Hashtags in Tweet in G8:
[129] kdppe
[112] perthtanapon
[41] fantopia2020
[35] เพลงของแคน
[28] perthsaintsation
[23] เจนนี่ได้หมดถ้าสดชื่น
[22] โหนกระแส
[21] 2ndanniversarylbc
[10] perthsaintkeepsailing
[6] เพิ้ดเซ้นปังปุริเย่

Top Hashtags in Tweet in G9:
[12] hrdpostponejee_neetwhen
[12] hrdpostponejee_neet
[4] cancel_up_bed_entrance_exam2020
[2] neetjeepostponekaro
[1] postponeneetandjee
[1] postpone
[1] positive
[1] covid_19
[1] uppscpostponed_beoexam
[1] postponejeeandneetsept

Top Hashtags in Tweet in G10:
[1] nomagigaba
[1] alcoholban

Top Words
Top Words in Tweet in Entire Graph:
[5126] ppe
[1326] क
[1013] covid
[745] given
[723] health
[713] workers
[690] न
[617] र
[606] 19
[592] more

Top Words in Tweet in G1:
[500] realdonaldtrump
[439] ppe
[346] more
[343] virus
[341] given
[341] fight
[339] tedlieu
[338] fighting
[338] democrats
[338] continue

Top Words in Tweet in G2:
[421] ppe
[81] #ppe
[64] covid
[53] more
[47] क
[46] health
[45] workers
[44] ng
[44] care
[41] sa

Top Words in Tweet in G3:
[482] ppe
[120] million
[101] story
[95] corruption
[95] sundayindy
[94] stand
[84] r80m
[80] prices
[78] sunday
[76] published

Top Words in Tweet in G4:
[279] lincolnsbible
[270] covid
[267] jared
[267] 19
[266] solution
[265] reporting
[265] yesterday
[265] vanity
[265] fair
[265] keeping

Top Words in Tweet in G5:
[298] means
[295] edmnangagwa
[295] talks
[295] opposition
[295] terrorist
[295] groups
[295] destabilizing
[295] country
[293] students
[293] carrying

Top Words in Tweet in G6:
[552] ppe
[325] piece
[237] contracts
[232] janbaker97
[228] one
[227] given
[227] companies
[225] delivered
[223] 1billion
[57] lewis_goodall

Top Words in Tweet in G7:
[341] joebiden
[334] testing
[330] effective
[330] nationwide
[330] program
[330] don
[329] unemployment
[329] benefits
[328] enhanced
[328] expired

Top Words in Tweet in G8:
[218] น
[129] #kdppe
[127] ก
[112] #perthtanapon
[110] ม
[96] ร
[90] ด
[81] ค
[74] ท
[74] ว

Top Words in Tweet in G9:
[79] ppe
[56] kit
[44] क
[31] ह
[30] drrpnishank
[30] sop
[26] स
[25] health
[25] safe
[24] professional

Top Words in Tweet in G10:
[270] health
[270] workers
[135] south
[135] africa
[135] unite
[135] pray
[135] government
[135] failed
[135] dying
[134] maphaha

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[592] covid,19
[372] health,workers
[356] more,ppe
[346] nationwide,testing
[345] tedlieu,realdonaldtrump
[345] unemployment,benefits
[344] realdonaldtrump,given
[344] given,fighting
[344] fighting,virus
[344] virus,democrats

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

Top Word Pairs in Tweet in G2:
[38] covid,19
[18] health,workers
[15] full,ppe
[12] aged,care
[11] personal,protective
[11] protective,equipment
[10] wearing,ppe
[10] sa,mga
[10] health,care
[9] wear,ppe

Top Word Pairs in Tweet in G3:
[94] stand,story
[82] r80m,ppe
[76] sunday,independent
[75] independent,stand
[75] story,entitled
[75] entitled,'diko's
[75] 'diko's,r80m
[75] ppe,payment'
[75] payment',published
[75] published,august

Top Word Pairs in Tweet in G4:
[266] covid,19
[265] reporting,yesterday
[265] yesterday,vanity
[265] vanity,fair
[265] fair,jared
[265] jared,solution
[265] solution,keeping
[265] keeping,father
[265] father,law
[265] law,power

Top Word Pairs in Tweet in G5:
[295] edmnangagwa,talks
[295] talks,opposition
[295] opposition,terrorist
[295] terrorist,groups
[295] groups,destabilizing
[295] destabilizing,country
[295] country,means
[293] means,students
[293] students,carrying
[291] dougcoltart,edmnangagwa

Top Word Pairs in Tweet in G6:
[224] contracts,ppe
[223] 1billion,given
[223] given,contracts
[223] ppe,one
[223] one,piece
[223] piece,ppe
[223] ppe,delivered
[223] delivered,companies
[222] janbaker97,1billion
[51] interviewed,carer

Top Word Pairs in Tweet in G7:
[330] nationwide,testing
[329] unemployment,benefits
[328] enhanced,unemployment
[328] benefits,expired
[328] expired,millions
[328] millions,overnight
[328] overnight,don
[328] don,effective
[328] effective,nationwide
[328] testing,program

Top Word Pairs in Tweet in G8:
[81] #kdppe,#perthtanapon
[25] ได,หมดถ
[25] หมดถ,าสดช
[23] ค,ดถ
[23] #perthtanapon,#kdppe
[23] #เจนน,ได
[23] าสดช,น
[17] งเอ,ญร
[15] ig,perthppe
[13] บ,งเอ

Top Word Pairs in Tweet in G9:
[56] ppe,kit
[24] health,professional
[24] professional,safe
[24] safe,ppe
[24] kit,assume
[24] assume,sop
[21] ppe,kits
[17] wearing,ppe
[15] kit,ke
[15] ke,andar

Top Word Pairs in Tweet in G10:
[270] health,workers
[135] south,africa
[135] africa,unite
[135] unite,pray
[135] pray,health
[135] workers,government
[135] government,failed
[135] failed,health
[135] workers,dying
[134] maphaha,south

Top Replied-To
Top Replied-To in Entire Graph:
@ppe_ee825
@realdonaldtrump
@matthancock
@repdancrenshaw
@errolbsk
@goolammv
@emmett_dog
@mnm_960122
@mccaffreyr3
@mollyjongfast

Top Replied-To in G1:
@realdonaldtrump
@repmaxinewaters
@sykescharlie
@tedlieu
@marcorubio
@kriskrus
@donwinslow
@rickwtyler
@vgamer92
@dunksalot

Top Replied-To in G2:
@edenaesthetics

Top Replied-To in G3:
@goolammv
@news24
@landnoli
@sabcnews
@timeslive
@sabreakingnews
@kabelodick
@pietrampedi
@rinmor
@prime_suv

Top Replied-To in G4:
@mccaffreyr3
@mollyjongfast
@glennkirschner2
@ebroskie1234
@lincolnsbible
@projectlincoln
@jilevin
@maryderrickart
@bkannehm
@stevesgirl56

Top Replied-To in G5:
@pedzisairuhanya
@drtedros
@sophie_mokoena
@brezhmalaba
@city_press
@drjaytee87

Top Replied-To in G6:
@janbaker97
@raulwilliems
@teaandmedals
@paddydocherty
@evz1958
@jeffpaffett
@lewis_goodall
@seanp2525
@madgato2
@janemerrick23

Top Replied-To in G7:
@joebiden
@mannyinnorniron
@joncoopertweets
@seanspicer
@jerry54161196
@bowlegs69
@tonysabol1

Top Replied-To in G8:
@52squared_
@gonghive24
@mmarksiwat
@ployxppe
@thaonguyen19111
@khunzakame
@nhuaycammak2
@3rdsdxe5kybstc1
@ps33078673
@kay_ppe

Top Replied-To in G9:
@drrpnishank
@ani
@amit_5
@shreyatweets02
@joykarmaker75
@livevns
@ramgopal_rao
@amitshah

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@joebiden
@tedlieu
@edmnangagwa
@dougcoltart
@lincolnsbible
@janbaker97
@maphaha
@donaldbkipkorir
@surambaya

Top Mentioned in G1:
@realdonaldtrump
@tedlieu
@mike_pence
@potus
@mmpadellan
@lincolnsbible
@teamtrump
@jonathanvswan
@govbilllee
@joebiden

Top Mentioned in G2:
@rcscard
@julianandrew63
@satyend71267811
@ragnasun8
@ritukumari7533
@bariatricnews
@wrightsgpx
@plastikmedia_uk
@physio_4_kids

Top Mentioned in G3:
@sundayindy
@goolammv
@landnoli
@louis96018668
@news24
@timeslive
@bonglez
@iol
@vusisambo
@mslishia

Top Mentioned in G4:
@lincolnsbible
@glennkirschner2
@mccaffreyr3
@mirihawk
@ebroskie1234
@joebiden
@erinmat81855855
@mollyjongfast
@stevesgirl56
@breiterbart

Top Mentioned in G5:
@edmnangagwa
@dougcoltart
@brezhmalaba
@drjaytee87
@chimukuyu_
@drtedros
@who
@chidodc
@dobie_m
@myanc

Top Mentioned in G6:
@janbaker97
@lewis_goodall
@andycorneys
@govuk
@bylinetimes
@chrissiegrech
@paddydocherty
@commonspac
@acgrayling
@b_e_andre

Top Mentioned in G7:
@joebiden
@rabbijill
@lincolnsbible
@trump_owo
@realdonaldtrump
@joeym728
@seanspicer
@sueg907
@klaos_twt
@tonyxtwo

Top Mentioned in G8:
@perthppe
@gonghive24
@52squared_
@bumbimknok
@allaroundperth
@onlyvnfc
@3rdsdxe5kybstc1
@noonathty
@vejwo6xvsisd6pa
@beepatsakorn

Top Mentioned in G9:
@drrpnishank
@narendramodi
@anuragteddy
@sankiisarcaster
@pmoindia
@ashwani56239822
@hrdministry
@amitshah
@hmoindia
@pib_india

Top Mentioned in G10:
@maphaha
@drmkhize4
@mandlalisaacs
@sowetanlive
@landnoli

Top Tweeters
Top Tweeters in Entire Graph:
@falconhamada_90
@moonbootica
@watsupafrica
@independent
@miltonespinozaf
@manmet80
@inquirerdotnet
@jeena203
@flight_refunds
@pckj3627

Top Tweeters in G1:
@miltonespinozaf
@manmet80
@pollsstar
@miss_placed_
@jgionova
@freeandclear1
@fedupofpollys
@beverlynotmypre
@jrweaver55
@birrdytalk

Top Tweeters in G2:
@watsupafrica
@helenyg
@vinaydokania
@breakingnewsie
@mmnewzz
@ndtvfeed
@dwiz882
@phislash
@chefmilzzy
@katvnews

Top Tweeters in G3:
@sabcnews
@khuze_elikhulu
@penxenxe
@alettaha
@wheelsntoys
@sabreakingnews
@thabiso_dlamini
@unathi_kwaza
@__zanele
@enca

Top Tweeters in G4:
@jilevin
@geostompx
@summer7570
@debrob1947
@sunnyblondie
@didifrench
@courageousgirl2
@abramson1234
@vivbwoke
@tabruns

Top Tweeters in G5:
@queenofretweet
@vonkarama
@ali_naka
@dobie_m
@louiseleelee
@sibandasibbs
@bantuhendrix
@mapz___
@sophie_mokoena
@kulevezaka

Top Tweeters in G6:
@jbwhitesnake
@hackneywick
@tartancobweb
@spanishdan1
@shirleymcbrinn
@catherinemginn
@paulpaul49
@csibike1
@iloveautumn2
@jmjohnpj

Top Tweeters in G7:
@famouspixs
@mdjacksondallas
@journeyproducti
@pamcurtis4210
@appsame
@kane007
@carolk47
@jasminlucci
@icntoan
@mtalpas

Top Tweeters in G8:
@noonathty
@schinarat
@bumbimknok
@paenggggpun
@wiphawan23
@mk_tj1318
@khunzakame
@52squared_
@bumlovehae
@jeerawanlp

Top Tweeters in G9:
@timesofindia
@timesnow
@babun1515
@desertfox61i
@ani
@vallabhthanvi
@livemint
@cantstopulovinm
@anuragteddy
@paraskghelani

Top Tweeters in G10:
@lekohd_
@sanele_grxs
@msmabala
@wasemambatheni
@mthembumyekeni
@thubanxumalo1
@kalogo_mojalefa
@ok_kabelo
@skalmania
@kuntra_mp