PPE, Twitter, 8/10/2020 11:49:09 AM, 232292


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PPE_2020-08-10_00-46-28.xlsx
PPE_2020-08-10_00-46-28.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 10, 2020
Short Description:
PPE via NodeXL https://bit.ly/33HJKfC
@jolyonmaugham
@deemadigan
@goodlawproject
@sprmai
@politidope
@tessatessapes
@rgbrown8
@stefsimanowitz
@viralvideovlogs
@amantilak01

Top hashtags:
#ppe
#kdppe
#covid19
#perthtanapon
#mayward
#covid
#lbc2ostrecording

Description:
Description
The graph represents a network of 8,497 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 Monday, 10 August 2020 at 07:53 UTC.

The requested start date was Monday, 10 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 3-day, 19-hour, 48-minute period from Wednesday, 05 August 2020 at 11:19 UTC to Sunday, 09 August 2020 at 07:07 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 : 8497
Unique Edges : 5103
Edges With Duplicates : 12965
Total Edges : 18068
Number of Edge Types : 5
Replies to : 1023
Retweet : 5958
MentionsInRetweet : 7827
Tweet : 1314
Mentions : 1946
Self-Loops : 1345
Reciprocated Vertex Pair Ratio : 0.00844390832328106
Reciprocated Edge Ratio : 0.0167464114832536
Connected Components : 1268
Single-Vertex Connected Components : 344
Maximum Vertices in a Connected Component : 4323
Maximum Edges in a Connected Component : 11209
Maximum Geodesic Distance (Diameter) : 32
Average Geodesic Distance : 8.918414
Graph Density : 0.000138965630275624
Modularity : 0.545208
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 8,497 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 Monday, 10 August 2020 at 07:53 UTC.

The requested start date was Monday, 10 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 3-day, 19-hour, 48-minute period from Wednesday, 05 August 2020 at 11:19 UTC to Sunday, 09 August 2020 at 07:07 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:
[92] https://actionnetwork.org/forms/ppe-procurement?source=twitter&
[61] https://corruptionuk.org/more-ppe-supply-sleaze/
[23] https://www.bbc.co.uk/news/uk-53672841
[22] https://twitter.com/JolyonMaugham/status/1291244082145177600
[21] https://www.thetimes.co.uk/article/tory-backers-net-180m-ppe-deals-xwd5kmnqr?shareToken=192edc92a293687cab9080cca4a561a9
[21] https://twitter.com/jolyonmaugham/status/1291244082145177600
[21] https://www.mirror.co.uk/news/politics/government-wastes-millions-50million-coronavirus-22477733
[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
[15] https://www.adultdatelink.com/?affliateid=54953AKXG0J&program=PPE
[15] 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

Top URLs in Tweet in G1:
[87] https://actionnetwork.org/forms/ppe-procurement?source=twitter&
[12] https://www.thetimes.co.uk/article/the-times-view-on-ministers-gambles-with-ppe-procurement-ill-equipped-vslv8v8vj?shareToken=cdab9c903f23acf8fd21cb4cb1a860ae
[10] https://twitter.com/jolyonmaugham/status/1291244082145177600
[6] https://www.thenational.scot/news/18632753.uk-government-blows-taxpayers-money-50-million-useless-ppe-masks/
[5] https://www.bbc.co.uk/news/uk-53672841
[5] https://twitter.com/JolyonMaugham/status/1291244082145177600
[3] https://goodlawproject.org/news/ppe-masks-not-fit-for-purpose/
[3] https://www.mirror.co.uk/news/politics/government-wastes-millions-50million-coronavirus-22477733
[3] https://twitter.com/LBC/status/1291317883512016898
[3] https://yorkshirebylines.co.uk/ministers-accused-of-wasting-150-million-on-ppe-in-unmitigated-disaster/

Top URLs in Tweet in G2:
[57] https://corruptionuk.org/more-ppe-supply-sleaze/
[4] https://twitter.com/JolyonMaugham/status/1291244082145177600
[3] https://actionnetwork.org/forms/ppe-procurement?source=twitter&
[2] https://actionnetwork.org/forms/ppe-procurement?source=direct_link&
[2] https://inews.co.uk/news/health/government-ppe-contract-private-equity-tax-haven-494587
[2] https://www.bbc.co.uk/news/uk-53672841
[1] https://twitter.com/JolyonMaugham/status/1291256978203967489
[1] https://www.thetimes.co.uk/edition/news/ministers-waste-150m-buying-unusable-masks-from-banker-5v8390xtp?utm_source=newsletter&utm_campaign=newsletter_101&utm_medium=email&utm_content=101_10157850&CMP=TNLEmail_118918_10157850_101
[1] https://www.theguardian.com/commentisfree/2020/aug/04/government-second-wave-covid-19-labour-opposition-no10-lives-jobs
[1] https://twitter.com/jolyonmaugham/status/1291244082145177600

Top URLs in Tweet in G3:
[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://bit.ly/3fq2jHm
[3] https://bit.ly/33Gey0r
[3] https://bit.ly/2DucvRU
[3] https://bit.ly/2EUqAJ9
[3] https://goodlawproject.org/news/ppe-masks-not-fit-for-purpose/
[2] https://torontosun.com/news/local-news/quebec-company-with-no-factory-snags-133m-contract-to-make-ppe
[2] https://twitter.com/JolyonMaugham/status/1291244082145177600
[2] https://twitter.com/jolyonmaugham/status/1291244082145177600
[2] https://www.bbc.co.uk/news/uk-53710472

Top URLs in Tweet in G4:
[1] https://twitter.com/Alokmittal_/status/1292325541752823810

Top URLs in Tweet in G5:
[4] https://www.pressreader.com/article/281479278764481
[3] https://www.pressreader.com/article/281625307652540
[1] https://twitter.com/MTshwete/status/1291242660175532033
[1] https://twitter.com/BISouthAfrica/status/1291427992112111617
[1] https://www.iol.co.za/news/politics/scrap-cabinet-committee-appointed-to-probe-ppe-tender-fraud-and-let-siu-do-its-job-says-psa-a85f1e78-ec63-4b5e-aabc-1629dafd3219
[1] https://www.iol.co.za/news/politics/all-companies-involved-in-irregular-ppe-tender-contracts-to-be-taken-to-task-bc511686-991a-4152-a69f-7481219b6f1b

Top URLs in Tweet in G6:
[3] https://inews.co.uk/news/health/coronavirus-latest-nhs-doctors-demand-government-guarantees-ppe-failings-second-wave-571189/
[2] https://twitter.com/JolyonMaugham/status/1291244082145177600
[2] https://www.bbc.co.uk/news/uk-53672841
[1] https://www.thetimes.co.uk/article/ministers-waste-150m-buying-unusable-masks-from-banker-5v8390xtp
[1] https://twitter.com/JolyonMaugham/status/1291254849896624128
[1] https://twitter.com/borisjohnson/status/1291304313344712704
[1] https://guce.huffingtonpost.co.uk/consent?brandType=EU&lang=en-gb&done=https%3A%2F%2Fwww%2Ehuffingtonpost%2Eco%2Euk%2Fentry%2Fnao%2Dps5bn%2Dppe%2Dcontracts%2Dinvestigation%2Durged%5Fuk%5F5f1008a3c5b6d14c33632481&gcrumb=QIiOoJk=
[1] https://www.mirror.co.uk/news/politics/government-wastes-millions-50million-coronavirus-22477733
[1] https://inews.co.uk/news/coronavirus-ppe-nhs-england-policy-procurement-hospital-chief-executive-425920
[1] https://actionnetwork.org/forms/ppe-procurement?source=direct_link&

Top URLs in Tweet in G7:
[2] https://www.abc.net.au/news/2020-08-08/ppe-health-workers-coronavirus-melbourne-lockdown/12533892
[2] https://www.abc.net.au/news/2020-08-08/victoria-competing-with-world-for-ppe-andrews-says/12537840
[2] http://5.It
[1] https://ama.com.au/media/dr-omar-khorshid-ppe-supplies-healthcare-workers
[1] https://twitter.com/pmgpsc/status/1292270131133812742
[1] https://twitter.com/lightfootsj/status/1291996433579536384
[1] https://twitter.com/drajm/status/1291983313939267584
[1] https://twitter.com/vogrady2132/status/1292258184288014336
[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/ketaminh/status/1290739148978974720

Top URLs in Tweet in G8:
[1] https://www.nytimes.com/2020/04/11/us/politics/coronavirus-trump-response.html
[1] https://twitter.com/speakerpelosi/status/1292239478598373382
[1] https://twitter.com/realDonaldTrump/status/1252964030253318147
[1] https://washex.am/2XqQbj3
[1] https://twitter.com/mehdirhasan/status/1290496993215696896

Top URLs in Tweet in G9:
[6] https://www.facebook.com/MillennialsChoiceTH/
[5] https://www.samsung.com/th/smartphones/galaxy-note20/pre-order/?cid=th_owned_social_instagram-og_galaxy-note20_pre-order_kols-ar-hands-on_video_perthppe-15s-200808_all
[4] https://m.weibo.cn/status/4535009866161787?
[4] https://www.facebook.com/423529874886313/posts/728137167758914/
[3] https://twitter.com/perthppe/status/1292303318098706433?s=19
[2] https://home.kapook.com/view134575.html
[2] https://www.youtube.com/watch?v=f0-tU04_CPs&feature=youtu.be

[1] https://twitter.com/ppeindian/status/1291263101032001536?s=19
[1] https://twitter.com/CHENCHENPPE/status/1291264054657314816?s=19
[1] https://twitter.com/gotchababy4/status/1291276371604332545?s=19

Top URLs in Tweet in G10:
[8] https://www.thetimes.co.uk/article/tory-backers-net-180m-ppe-deals-xwd5kmnqr
[2] https://www.independent.co.uk/voices/coronavirus-face-masks-ppe-covid-nhs-boris-johnson-a9657201.html
[1] https://twitter.com/DavidCollinsST/status/1292157396077416450
[1] https://www.theguardian.com/world/2020/aug/08/up-to-750000-uk-randox-covid-test-kits-recalled-over-safety-concerns
[1] https://www.thetimes.co.uk/article/tory-backers-net-180m-ppe-deals-xwd5kmnqr?shareToken=192edc92a293687cab9080cca4a561a9
[1] https://twitter.com/pritipatel/status/1291713938355347456
[1] https://twitter.com/LabGrassroots/status/1291298962088120323
[1] https://the-free-press.co.uk/2020/08/07/michael-gove-the-privileged-in-public-service/
[1] https://twitter.com/JolyonMaugham/status/1291244082145177600?s=19
[1] https://bylinetimes.com/2020/04/02/disaster-capitalism-conservative-party-donor-cashes-in-on-uk-government-made-ppe-shortages-amidst-covid19-crisis/

Top Domains
Top Domains in Tweet in Entire Graph:
[287] twitter.com
[209] co.uk
[97] actionnetwork.org
[61] corruptionuk.org
[43] bit.ly
[25] nationalpost.com
[17] marketserengeti.com
[17] intoday.in
[15] bylinetimes.com
[15] adultdatelink.com

Top Domains in Tweet in G1:
[88] actionnetwork.org
[31] co.uk
[29] twitter.com
[6] thenational.scot
[3] goodlawproject.org
[3] corruptionuk.org
[2] bylinetimes.com
[2] scrolla.africa
[1] sky.com
[1] crowdjustice.com

Top Domains in Tweet in G2:
[57] corruptionuk.org
[11] twitter.com
[5] co.uk
[5] actionnetwork.org
[2] theguardian.com
[1] threadreaderapp.com

Top Domains in Tweet in G3:
[69] twitter.com
[30] co.uk
[16] bit.ly
[4] mailchi.mp
[3] nationalpost.com
[3] feedburner.com
[3] torontosun.com
[3] co.za
[3] goodlawproject.org
[3] za.net

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[7] pressreader.com
[2] twitter.com
[2] co.za

Top Domains in Tweet in G6:
[9] co.uk
[4] twitter.com
[1] actionnetwork.org

Top Domains in Tweet in G7:
[7] twitter.com
[5] net.au
[2] com.au
[2] 5.it
[1] theguardian.com
[1] nejm.org

Top Domains in Tweet in G8:
[3] twitter.com
[1] nytimes.com
[1] washex.am

Top Domains in Tweet in G9:
[11] twitter.com
[10] facebook.com
[6] samsung.com
[4] weibo.cn
[4] youtube.com
[2] kapook.com
[1] instagram.com
[1] bit.ly

Top Domains in Tweet in G10:
[15] co.uk
[6] twitter.com
[1] theguardian.com
[1] bylinetimes.com
[1] sportinglife.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[273] ppe
[160] kdppe
[155] covid19
[128] perthtanapon
[105] mayward
[56] covid
[53] lbc2ostrecording
[45] lbc2iscoming
[42] torycorruption
[41] lbc2shootingday



Top Hashtags in Tweet in G1:
[38] ppe
[29] ppecorruption
[16] torycorruption
[7] corruption
[7] covid19
[6] liztruss
[5] andrewmills
[5] nhs
[5] pandemic
[4] covid

Top Hashtags in Tweet in G2:
[38] covid
[9] ppe
[4] spiffing
[4] votetory
[2] torycorruption
[2] liztruss
[2] covid19
[1] tories
[1] andrewmills
[1] nhs

Top Hashtags in Tweet in G3:
[42] ppe
[15] covid19
[7] coronavirus
[5] safety
[5] covid
[5] coronavirusuk
[5] torycorruption
[4] workplacesafety
[4] masks
[4] staysafe

Top Hashtags in Tweet in G4:
[20] savejee_neetstudentspm
[8] ntapostponejee_neet
[5] postpone
[3] vakeelsaab
[1] ntapostponeneet_jee
[1] studentslivesmatter
[1] studentslivesmatters
[1] postponejeeandneetagain
[1] saveneetjeestudentspm

Top Hashtags in Tweet in G5:
[12] sundayindy
[2] ppe
[2] covid19
[1] covid_19

Top Hashtags in Tweet in G6:
[2] nhspay15
[1] bungsbeforebreathing
[1] covid

Top Hashtags in Tweet in G7:
[11] ppe
[9] hydroxychloroquine
[8] auspol
[5] covid19vic
[4] covid19
[4] n95
[3] springst
[3] covid19au
[3] healthcareworkers
[2] covid19aus

Top Hashtags in Tweet in G8:
[5] ppe
[5] trumphasnoplan
[2] democrats
[2] covid19
[1] moscowmitch
[1] nice
[1] democratsaremarxistsdestroyingamerica
[1] clinicalcare
[1] liberals
[1] covid

Top Hashtags in Tweet in G9:
[158] kdppe
[126] perthtanapon
[53] lbc2ostrecording
[45] lbc2iscoming
[41] lbc2shootingday
[16] galaxynote20th
[13] perthsaintsation
[12] fantopia2020
[6] trigon
[5] หัวใจศิวัช

Top Hashtags in Tweet in G10:
[10] ppe
[3] covid19
[2] torycorruption
[2] ppecorruption
[2] corruption
[1] torysleaze
[1] cummings
[1] toryrapist
[1] torycronies
[1] bbcgms

Top Words
Top Words in Tweet in Entire Graph:
[5322] ppe
[1632] government
[1069] company
[809] money
[698] contract
[695] million
[667] contracts
[586] masks
[564] owned
[539] ˆà

Top Words in Tweet in G1:
[723] ppe
[717] government
[559] company
[333] million
[277] petition
[272] contract
[271] contracts
[264] owned
[259] jolyonmaugham
[255] money

Top Words in Tweet in G2:
[341] ppe
[305] liz
[261] government
[158] gave
[151] faulty
[149] money
[147] company
[133] truss's
[132] more
[114] owned

Top Words in Tweet in G3:
[287] ppe
[79] àª
[47] ãƒ
[42] #ppe
[39] face
[39] covid
[33] क
[29] र
[28] more
[28] masks

Top Words in Tweet in G4:
[216] exams
[214] neet
[213] jee
[207] give
[204] postpone
[202] reasons
[201] _
[195] such
[194] stressed
[185] wearing

Top Words in Tweet in G5:
[239] ppe
[213] ledla
[202] bill
[180] royal
[178] sundayindy
[175] diko
[171] paid
[170] pietrampedi
[168] r300
[168] 000

Top Words in Tweet in G6:
[267] ppe
[263] government
[157] davidschneider
[125] money
[124] latest
[124] pals
[114] 150m
[113] red
[113] tape
[113] failed

Top Words in Tweet in G7:
[141] ppe
[72] care
[62] aged
[56] abcnews
[45] vogrady2132
[40] know
[38] hospitals
[37] danielandrewsmp
[32] tell
[30] thing

Top Words in Tweet in G8:
[85] ppe
[56] realdonaldtrump
[47] plan
[37] trump
[29] testing
[24] joebiden
[22] people
[18] more
[17] virus
[16] coronavirus

Top Words in Tweet in G9:
[483] ˆà
[225] šà
[213] µà
[158] #kdppe
[146] ªà
[140] น
[125] #perthtanapon
[112] žà
[110] ก
[81] ว

Top Words in Tweet in G10:
[163] ppe
[126] contracts
[110] owned
[106] companies
[106] run
[104] prominent
[99] davidcollinsst
[87] worth
[85] tory
[82] awarded

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[391] company,owned
[356] ppe,contracts
[248] 100,company
[227] 50,million
[225] jee,neet
[219] reasons,postpone
[219] postpone,jee
[219] neet,_
[219] give,exams
[218] liz,truss

Top Word Pairs in Tweet in G1:
[239] company,owned
[201] 100,company
[196] ppe,contracts
[192] petition,goodlawproject
[188] signed,petition
[180] goodlawproject,demanding
[180] demanding,government
[178] government,publishes
[173] contracts,add
[172] add,name

Top Word Pairs in Tweet in G2:
[151] faulty,ppe
[133] liz,truss's
[114] company,owned
[88] liz,trussâ
[85] government,gave
[85] supply,faulty
[84] gave,more
[84] more,money
[84] money,dodgy
[84] dodgy,company

Top Word Pairs in Tweet in G3:
[53] àª,àª
[26] ãƒ,ãƒ
[22] covid,19
[11] full,ppe
[10] face,mask
[10] next,month
[10] face,shield
[8] personal,protective
[7] protective,equipment
[7] क,र

Top Word Pairs in Tweet in G4:
[207] jee,neet
[201] reasons,postpone
[201] postpone,jee
[201] neet,_
[201] give,exams
[200] _,give
[194] exams,such
[194] such,stressed
[181] stressed,condition
[177] condition,wearing

Top Word Pairs in Tweet in G5:
[202] ppe,bill
[168] paid,r300
[168] r300,000
[168] 000,towards
[167] sundayindy,ledla
[167] ledla,paid
[167] towards,royal
[167] royal,bhaca's
[167] bhaca's,r4m
[167] r4m,ppe

Top Word Pairs in Tweet in G6:
[113] red,tape
[112] failed,ppe
[109] government,latest
[109] latest,money
[109] money,1bn
[109] 1bn,brexit
[109] brexit,red
[109] tape,150m
[109] 150m,pals
[109] pals,make

Top Word Pairs in Tweet in G7:
[62] aged,care
[28] someone,mention
[28] mention,aged
[28] care,jenny
[28] jenny,tell
[28] tell,thing
[28] thing,two
[28] two,know
[28] know,aged
[28] care,profiteers

Top Word Pairs in Tweet in G8:
[13] trump,plan
[7] testing,plan
[6] many,people
[6] people,asking
[6] asking,œwhy
[6] œwhy,doesnâ
[6] doesnâ,trump
[6] plan,coronavirus
[6] coronavirus,control
[6] control,plan

Top Word Pairs in Tweet in G9:
[134] ˆà,ˆà
[96] µà,ˆà
[89] #kdppe,#perthtanapon
[73] ˆà,µà
[52] ˆà,šà
[52] ªà,ˆà
[50] šà,ˆà
[49] ˆà,ªà
[38] šà,šà
[36] #perthtanapon,#kdppe

Top Word Pairs in Tweet in G10:
[104] companies,owned
[104] owned,run
[104] run,prominent
[79] contracts,ppe
[77] ppe,worth
[77] 180m,awarded
[77] awarded,companies
[70] worth,over
[70] over,180m
[70] prominent,tory

Top Replied-To
Top Replied-To in Entire Graph:
@bw_ppe
@realdonaldtrump
@joebiden
@borisjohnson
@jolyonmaugham
@matthancock
@ppe_ppo
@pritipatel
@kansensha08
@johncornyn

Top Replied-To in G1:
@jolyonmaugham
@otis_t
@johndalton6011
@trussliz
@brexit_fact
@louhaigh
@borisjohnson
@childofalba
@d3v1lsadvocate1
@joelbaccas

Top Replied-To in G2:
@10downingstreet
@carolinelucas
@davemacladd
@jonjonessnr
@devisridhar
@jolyonmaugham
@femi_sorry
@affleckquine

Top Replied-To in G3:

Top Replied-To in G4:
@drrpnishank
@amantilak01
@anubha1812
@anjalisharma987
@sumansi56880725
@dg_nta
@vedanksingh
@hrdministry

Top Replied-To in G5:
@iol
@tito_mboweni

Top Replied-To in G6:
@playtheball09
@waynemarlow7

Top Replied-To in G7:
@vogrady2132
@victoriancho
@james00000001
@abcnews
@insidersabc
@jodimckaymp
@youarelobbylud
@gcobber99
@ama_media
@drajm

Top Replied-To in G8:
@joebiden
@realdonaldtrump
@mike_pence
@donaldjtrumpjr
@cerdicconan
@gop
@hammereyejack
@christi95126146
@maryjohnson617
@jjenningsusa

Top Replied-To in G9:
@perthppetaiwan
@nossps
@perthppe
@nooknick_ppe
@md_ppe
@ellethailand
@noonathty
@gonghive24

Top Replied-To in G10:
@ianmaher7
@leadingewe
@bbcnews
@omotforest
@angelarayner
@zingonathome
@davidcollinsst
@govuk
@andrewgregory
@soxer100

Top Mentioned
Top Mentioned in Entire Graph:
@jolyonmaugham
@goodlawproject
@davidschneider
@amantilak01
@sundayindy
@pietrampedi
@nicktolhurst
@bill_esterson
@jonjonessnr
@davidcollinsst

Top Mentioned in G1:
@jolyonmaugham
@goodlawproject
@nicktolhurst
@bill_esterson
@lbc
@trussliz
@argyleloz
@juniordrblog
@rgbrown8
@borisjohnson_mp

Top Mentioned in G2:
@jonjonessnr
@davemacladd
@corruptionukorg
@nw_nicholas
@femi_sorry
@carolinelucas
@nicktolhurst
@accessjames
@bill_esterson
@uklabour

Top Mentioned in G3:
@viin_exim
@cassinovart
@aecnewstoday
@wycombetoday

Top Mentioned in G4:
@amantilak01
@drrpnishank
@pmoindia
@dg_nta
@ugc_india
@narendramodi
@hrdministry
@amitshah
@anubha1812
@rashtrapatibhvn

Top Mentioned in G5:
@sundayindy
@pietrampedi
@sangxa
@_africansoil
@osipuka
@sentletse
@vercingetorics
@sthembete
@khandanim
@iol

Top Mentioned in G6:
@davidschneider
@rachelreevesmp
@jolyonmaugham
@goodlawproject
@davidcollinsst
@pickledpuffin
@playtheball09
@jimfromoldham
@uk_domain_names
@tristandross

Top Mentioned in G7:
@abcnews
@vogrady2132
@danielandrewsmp
@randaltsrandal
@vanonselenp
@ruffety_deb
@stevegibbonsxmp
@strongisgentle
@victoriancho
@bradhazzard

Top Mentioned in G8:
@realdonaldtrump
@joebiden
@mike_pence
@speakerpelosi
@glamelegance
@presssec
@margiedemocracy
@vp
@donaldjtrumpjr

Top Mentioned in G9:
@perthppe
@mchoiceth
@allaroundperth
@gonghive24
@crushonperth
@loveinppe
@lbcnewss
@ps_officialth
@gotchababy4
@mmarksiwat

Top Mentioned in G10:
@davidcollinsst
@thesundaytimes
@bbcnews
@andrewgregory
@profsked
@stevechappell9
@edwardjdavey
@ianmaher7
@jolyonmaugham
@naoorguk

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@tesco
@scarletmonahan
@jurylady5
@rk70534
@ez4u2say_janis
@watsupafrica
@roblwilson
@mroopchand143
@independent

Top Tweeters in G1:
@rk70534
@roblwilson
@hazelglasgow
@leocullen4
@xraypat
@childofalba
@pingachoo
@tartancobweb
@mrs_coyle
@goddess1345

Top Tweeters in G2:
@lesleygsmith3
@der_bluthund
@cleggy261
@mrichalan
@kingmark1st
@saured6
@_ben_franklin1
@potenspuella
@zidanesboots
@ellen_coyle

Top Tweeters in G3:
@scarletmonahan
@stigmabase
@dev_discourse
@tattooed_mummy
@raulpacheco
@maggieday55
@iicrakdamirror
@vannschaffner
@capetalk
@buddy_dek

Top Tweeters in G4:
@ndtv
@pib_india
@ddnewslive
@mib_india
@pibhindi
@iamtssudhir
@dev_fadnavis
@vartika38291706
@drrpnishank
@narendramodi

Top Tweeters in G5:
@mtamerri
@iol
@sangxa
@_paulm
@osipuka
@tsekeselepe
@isiphosihle
@thatnigga_bongz
@_njabzy
@khandanim

Top Tweeters in G6:
@davidlance3
@kevinpbreslin
@mushymelbowhead
@theipaper
@cadoret
@spetmologer
@mangomacall
@mpvine
@pickledpuffin
@hopbin

Top Tweeters in G7:
@pckj3627
@msmwatchdog2013
@ketaminh
@fehowarth
@ab_owl
@myknittingwool
@darylgibson
@emlafudd
@fedupofpollys
@drrimmer

Top Tweeters in G8:
@miltonespinozaf
@sar_oso
@_reaalamerican_
@medit8now
@joncoopertweets
@scj
@harper04138060
@ilannaphillips
@sparks80079110
@helenelais

Top Tweeters in G9:
@noonathty
@schinarat
@bumbimknok
@kapookdotcom
@boonzoonlee
@toptrendthai
@52squared_
@everthing_y
@md_ppe
@nu_nalika

Top Tweeters in G10:
@allchanges
@manyazuba
@bbcnews
@margymayell
@princessofwails
@golwgymor
@ciabaudo
@mauriceg88
@annbank41695841
@wulba


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