PPE, Twitter, 7/28/2022 5:40:13 PM, 279616


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PPE_2022-07-28_02-31-29.xlsx
PPE_2022-07-28_02-31-29.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 28, 2022
Short Description:
PPE via NodeXL https://bit.ly/3bavUIX
@ppe_sale
@otto_english
@trackntracer
@rishisunak
@fiji_jone
@resistnazism
@ianmaher7
@hadleychilton
@mprepuce
@cdcgov

Top hashtags:
#ppe
#mynameisnanon
#kpworldtourd2
#perthtanapon
#kdppe
#armsharexnanon
#mycoachep15

Description:
Description
The graph represents a network of 8,294 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, 28 July 2022 at 09:40 UTC.

The requested start date was Thursday, 28 July 2022 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, 5-hour, 25-minute period from Monday, 25 July 2022 at 06:55 UTC to Wednesday, 27 July 2022 at 12:20 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 : 8294
Unique Edges : 6037
Edges With Duplicates : 11523
Total Edges : 17560
Number of Edge Types : 5
Retweet : 4309
MentionsInRetweet : 5820
Tweet : 2407
Mentions : 3086
Replies to : 1938
Self-Loops : 2447
Reciprocated Vertex Pair Ratio : 0.0196386488609584
Reciprocated Edge Ratio : 0.0385208012326656
Connected Components : 1528
Single-Vertex Connected Components : 611
Maximum Vertices in a Connected Component : 2854
Maximum Edges in a Connected Component : 7000
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.842983
Graph Density : 0.000132098241430167
Modularity : 0.532783
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 8,294 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, 28 July 2022 at 09:40 UTC.

The requested start date was Thursday, 28 July 2022 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, 5-hour, 25-minute period from Monday, 25 July 2022 at 06:55 UTC to Wednesday, 27 July 2022 at 12:20 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:
[10] https://www.tiktok.com/@poopeley050241
[10] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fppe.mblack
[9] https://www.youtube.com/watch?v=cTOlbrJc4kw&feature=youtu.be

[8] https://www.thenational.scot/news/20290617.covid-public-accounts-committee-report-lays-bare-tory-incompetence-ppe/
[7] https://ppe.jp/enako2022/
[7] https://www.theguardian.com/news/audio/2021/feb/10/from-the-archive-ppe-the-oxford-degree-that-runs-britain-podcast
[6] https://www.youtube.com/watch?v=0uj_LR_lx9U&feature=youtu.be

[6] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane-research
[6] https://www.instagram.com/
[5] https://www.thaiupdate.info/favorite-thai-actor-2022-group3/

Top URLs in Tweet in G1:
[4] https://ppe.jp/enako2022/
[3] https://www.amazon.co.jp/dp/4253011152/ref=cm_sw_r_awdo_BN8AG8AZ01DNVYB9G24X_0
[2] https://www.amazon.co.jp/dp/B0B455DPN6/ref=cm_sw_r_awdo_Z79GQ61RW0R7Y7Q51ACB_0
[2] https://www.amazon.co.jp/dp/B0B373HKJY/ref=cm_sw_r_awdo_PH6ENZ00Q186TEP5PDXC_0
[2] https://www.corazon-store.com/event/2022/07-05/5773/
[2] https://www.shosen.co.jp/event/188378/
[2] https://7net.omni7.jp/detail/1107319480?utm_source=twitter&utm_content=twitter&utm_medium=tw220726&utm_campaign=tw220726GW_9
[2] https://www.oricon.co.jp/news/2243568/?utm_source=Twitter&utm_medium=social&ref_cd=tw_pic
[2] https://www.animate-onlineshop.jp/pd/2101721/?utm_source=twitter&utm_medium=social&utm_campaign=shop_animatechiba_pd2101721_20220609
[2] https://www.amazon.co.jp/stores/page/DBED556C-E3A3-412D-BA5A-03A4C7AAB86B?channel=ladyanimal

Top URLs in Tweet in G2:
[4] https://www.osha.gov/heat-exposure/planning
[3] https://ppe.jp/enako2022/
[2] https://whatsnew2day.com/5-ppe-items-worn-by-construction-workers/
[2] https://jodatu.wordpress.com/2022/07/05/labour-will-change-rules-on-insurance-which-are-currently-taken-directly-from-eu-regulations-to-allow-british-pension-savers-to-own-and-build-british-infrastructure/
[2] https://www.diligentusa.com/resources/cost-calculator/
[2] https://kaosenlared.net/los-planes-de-pensiones-de-empleo-ppe-son-planes-de-capitalizacion-privados/
[2] https://twitter.com/senjatanuklir/status/1551789889678585856
[2] https://www.concreteproducts.pro/personal-protective-equipment/personal-protective-equipment-ppe?utm_campaign=PPE+Safety+Items
[2] https://dan.com/buy-domain/bulletproof360.com?redirected=true&tld=com
[2] https://www.ferrerosupplies.com/

Top URLs in Tweet in G3:
[2] https://www.mirror.co.uk/3am/celebrity-news/sharron-davies-says-opposition-transgender-27561603
[2] https://order-order.com/2022/07/26/rishi-takes-down-brent-esque-campaign-video/
[2] https://www.dailymail.co.uk/news/article-11041027/DAILY-MAIL-COMMENT-Boris-facing-kangaroo-court.html
[2] https://twitter.com/HayranKingMerit/status/1551277995918118912/video/1
[2] https://www.dailymail.co.uk/news/article-9903195/Rishi-Sunak-set-AXE-pension-triple-lock-wage-rises-extra-strain-public-spending.html
[2] https://www.express.co.uk/comment/expresscomment/1644876/boris-johnson-tory-brexit-news-remainers-westminster-covid-vaccine-immigration
[2] https://www.youtube.com/watch?v=V-erzivoff8&feature=youtu.be

[2] https://www.itv.com/news/meridian/2022-07-24/girls-groped-in-the-sea-by-group-of-men-in-brighton-as-police-issue-warnings
[2] https://metro.co.uk/2022/07/24/london-knifeman-stabs-man-in-the-back-in-busy-pub-17058999/
[2] https://www.standard.co.uk/news/crime/streatham-hill-robbery-police-appeal-london-crime-b1014422.html

Top URLs in Tweet in G4:
[4] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane
[3] https://www.independent.co.uk/news/uk/politics/conservative-mps-ppe-covid-contracts-b1958500.html
[1] https://www.telegraph.co.uk/news/2021/05/29/ppe-supplier-accuses-ministers-squandering-millions-snubbing/
[1] https://twitter.com/siennamarla/status/1551832230204510208
[1] https://twitter.com/socialistnhs/status/1551472558184304640
[1] https://twitter.com/David__Osland/status/1551185663797633024
[1] https://twitter.com/JimMFelton/status/1552208961046482944
[1] https://twitter.com/RachelReevesMP/status/1552230767710846976
[1] https://twitter.com/ladbible/status/1551515856458375168
[1] https://twitter.com/rachelreevesmp/status/1252920790758100992

Top URLs in Tweet in G5:
[6] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane-research
[1] https://www.change.org/p/bring-back-covid-sick-pay-for-nhs-professionals?recruiter=false&utm_source=share_petition&utm_medium=twitter&utm_campaign=psf_combo_share_initial&recruited_by_id=860817d0-0d9c-11ed-b43d-79cffa27a518&share_bandit_exp=initial-33864349-en-GB
[1] https://www.change.org/p/prevent-boris-johnson-from-having-a-resignation-honours-list?recruiter=45953092&utm_source=share_petition&utm_medium=twitter&utm_campaign=psf_combo_share_initial&utm_term=share_petition&recruited_by_id=38afcd70-7dae-0130-0efd-3c764e048845&share_bandit_exp=initial-33935568-en-GB
[1] https://www.medrxiv.org/content/10.1101/2022.07.21.22277864v1
[1] https://www.change.org/p/demand-the-crown-prosecution-services-bring-charges-of-misconduct-in-public-office?recruiter=60069083&utm_source=share_petition&utm_medium=twitter&utm_campaign=psf_combo_share_initial&utm_term=psf_combo_share_initial&recruited_by_id=c30bd270-ece5-0130-b9ed-38ac6f16d25f&share_bandit_exp=initial-33732345-en-GB
[1] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp
[1] https://twitter.com/NusratMedicine/status/1551511185685680128?s=20&t=a-M9pXuGi5UlcVXKqQihAw

Top URLs in Tweet in G6:
[2] https://twitter.com/MiriamBankovsky/status/1552127639707873280
[1] https://twitter.com/deathtocrogan/status/1551529020411351040
[1] https://twitter.com/chrischirp/status/1551461454741651457

Top URLs in Tweet in G7:
[2] https://www.eurointegration.com.ua/news/2022/07/27/7143933/
[2] https://censor.net/ua/n3356274
[2] https://censor.net/ua/n3356718
[2] https://censor.net/ua/n3356713
[2] https://censor.net/ua/n3356736
[2] https://censor.net/ua/n3356738
[2] https://t.me/censor_net/14769
[2] https://censor.net/ua/n3356768
[2] https://censor.net/ua/n3356771
[2] https://censor.net/ua/n3356825

Top URLs in Tweet in G8:
[1] https://twitter.com/ontarionurses/status/1552024173240848385
[1] https://twitter.com/hurleyochucupe/status/1409994240785096706
[1] https://twitter.com/drericding/status/1549441759943573514
[1] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html?referringSource=articleShare
[1] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7101111/
[1] https://nyti.ms/3IaUjdb
[1] https://twitter.com/lauramiers/status/1551997589515636743
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7129998/
[1] https://natseed.com/pdf/Roundup%20Pro%20Label.pdf

Top URLs in Tweet in G9:
[1] https://twitter.com/NHSMillion/status/1551297115757985792

Top URLs in Tweet in G10:
[1] https://twitter.com/WarrenCrosby10/status/1551942014203314182
[1] https://twitter.com/rishisunak/status/1551662662874169345

Top Domains
Top Domains in Tweet in Entire Graph:
[267] twitter.com
[75] co.uk
[60] com.ua
[56] youtube.com
[33] ukrinform.ua
[31] co.jp
[31] ppe.pl
[23] theguardian.com
[22] censor.net
[17] prm.ua

Top Domains in Tweet in G1:
[17] co.jp
[5] ppe.jp
[4] omni7.jp
[3] animate-onlineshop.jp
[3] onl.sc
[2] corazon-store.com
[2] onl.bz
[2] bit.ly
[1] idolfes.com
[1] mi-glamu.com

Top Domains in Tweet in G2:
[82] twitter.com
[20] co.uk
[6] theguardian.com
[6] youtube.com
[4] osha.gov
[3] co.jp
[3] ppe.jp
[3] monash.edu
[3] peing.net
[3] ppe.pl

Top Domains in Tweet in G3:
[33] co.uk
[14] twitter.com
[5] itv.com
[2] order-order.com
[2] youtube.com
[1] cbsnews.com
[1] politicshome.com
[1] opendemocracy.net
[1] theguardian.com
[1] newsweek.com

Top Domains in Tweet in G4:
[10] twitter.com
[7] co.uk
[5] org.uk
[2] theguardian.com
[1] wikipedia.org

Top Domains in Tweet in G5:
[6] org.uk
[3] change.org
[1] medrxiv.org
[1] co.uk
[1] twitter.com

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

Top Domains in Tweet in G7:
[60] com.ua
[33] ukrinform.ua
[22] censor.net
[17] prm.ua
[13] twitter.com
[12] 5.ua
[9] espreso.tv
[5] youtube.com
[3] t.me
[3] bit.ly

Top Domains in Tweet in G8:
[4] twitter.com
[2] nytimes.com
[2] nih.gov
[1] nyti.ms
[1] natseed.com

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[173] ppe
[138] mynameisnanon
[98] kpworldtourd2
[90] perthtanapon
[84] kdppe
[82] armsharexnanon
[77] mycoachep15
[75] ohmnanonupvelep10
[59] mycoachตะลุมรักตะลุมบอล
[56] ohmpawat



Top Hashtags in Tweet in G1:
[50] えなこ
[33] 月刊エンタメ
[9] えなこりん
[8] きゅるん
[5] 篠原みなみ
[4] ココロモヨウ
[4] セブンネット限定
[4] レディアニマル
[3] ppe_win
[3] 篠崎こころ1st写真集

Top Hashtags in Tweet in G2:
[63] ppe
[13] bbcournextpm
[12] safety
[7] workwear
[5] safetyfirst
[4] tajani
[4] extremeheatsafetymonth
[4] outdoorworksites
[4] heatillness
[4] heatexhaustion

Top Hashtags in Tweet in G3:
[4] vaccine
[4] neverlabour
[3] bbcournextpm
[3] ppe
[3] torycorruption
[2] veterans
[2] work
[2] revengebytombower
[2] meghanmarkle
[2] toryleadershipcontest

Top Hashtags in Tweet in G4:
[5] ppe
[4] gtto
[3] bbcournextpm
[3] torycriminalsunfittogovern
[3] gmb
[3] toriesout19
[3] johnsonout183
[3] generalelectionnow
[3] toryleadershipfarce
[2] ournextpm

Top Hashtags in Tweet in G5:
[3] crownprosecutionservices
[3] misconductinpublicoffice
[3] government
[1] toryliars
[1] herdimmunity
[1] ppe
[1] corruption
[1] covidresponse
[1] cronyism
[1] corporatemanslaughter

Top Hashtags in Tweet in G7:
[12] новини
[4] вірювзсу
[4] зсу
[2] польща
[2] сша
[2] aleshastupin
[2] art
[2] caricature
[1] україна
[1] ukraine

Top Hashtags in Tweet in G8:
[5] monkeypox
[2] covidisairborne
[2] zerotransmission
[1] covid19
[1] pandemiclife
[1] covid
[1] ebola

Top Hashtags in Tweet in G9:
[3] railstrikes
[3] didoharding
[1] bbcbreakfast
[1] ridge

Top Words
Top Words in Tweet in Entire Graph:
[3311] ppe
[718] えなこ夏の表紙ジャックキャンペーン2022
[697] enako_cos
[689] お知らせ
[689] をプレゼント
[685] 今年もやります
[685] キャンペーン対象の15誌全てについている応募券を集め
[685] 応募要項を満たした方全員に
[685] ここでしか手に入らない
[685] えなこ夏の写真集

Top Words in Tweet in G1:
[716] えなこ夏の表紙ジャックキャンペーン2022
[696] enako_cos
[687] お知らせ
[683] 今年もやります
[683] キャンペーン対象の15誌全てについている応募券を集め
[683] 応募要項を満たした方全員に
[683] ここでしか手に入らない
[683] えなこ夏の写真集
[683] をプレゼント
[683] 詳しくはコチラ

Top Words in Tweet in G2:
[402] ppe
[63] #ppe
[45] covid
[28] oxford
[26] contracts
[25] full
[24] more
[23] wear
[22] one
[21] safety

Top Words in Tweet in G3:
[136] ppe
[44] people
[42] more
[35] sunak
[35] truss
[34] money
[34] contracts
[33] time
[32] think
[31] rishi

Top Words in Tweet in G4:
[310] ppe
[109] track
[109] trace
[81] rishisunak
[73] billions
[64] money
[62] contracts
[51] tory
[48] wasted
[46] trussliz

Top Words in Tweet in G5:
[266] smells
[266] bit
[250] ppe
[232] contracts
[201] dodgy
[189] peerages
[187] ianmaher7
[177] pm
[166] disgraced
[166] allowed

Top Words in Tweet in G6:
[256] ppe
[225] years
[214] aspen
[214] medical
[210] fiji_jone
[193] billion
[193] contracts
[191] earned
[191] over
[191] past

Top Words in Tweet in G7:
[197] format_ppe
[113] на
[103] не
[96] в
[83] і
[72] а
[67] у
[60] з
[48] за
[47] до

Top Words in Tweet in G8:
[75] ppe
[32] elastomeric
[27] masks
[26] taylorlorenz
[26] good
[24] government
[22] nyt
[22] story
[22] encouraged
[22] dependency

Top Words in Tweet in G9:
[234] know
[124] truss
[123] sunak
[122] otto_english
[120] school
[118] state
[118] well
[117] mum
[117] ran
[117] pharmacy

Top Words in Tweet in G10:
[106] people
[105] zubymusic
[102] forget
[101] virus
[98] lockdowns
[98] never
[98] supposed
[98] reduce
[98] total
[98] infections

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[685] お知らせ,今年もやります
[685] 今年もやります,えなこ夏の表紙ジャックキャンペーン2022
[685] えなこ夏の表紙ジャックキャンペーン2022,キャンペーン対象の15誌全てについている応募券を集め
[685] キャンペーン対象の15誌全てについている応募券を集め,応募要項を満たした方全員に
[685] 応募要項を満たした方全員に,ここでしか手に入らない
[685] ここでしか手に入らない,えなこ夏の写真集
[685] えなこ夏の写真集,をプレゼント
[685] をプレゼント,詳しくはコチラ
[684] enako_cos,お知らせ
[581] ppe,contracts

Top Word Pairs in Tweet in G1:
[683] enako_cos,お知らせ
[683] お知らせ,今年もやります
[683] 今年もやります,えなこ夏の表紙ジャックキャンペーン2022
[683] えなこ夏の表紙ジャックキャンペーン2022,キャンペーン対象の15誌全てについている応募券を集め
[683] キャンペーン対象の15誌全てについている応募券を集め,応募要項を満たした方全員に
[683] 応募要項を満たした方全員に,ここでしか手に入らない
[683] ここでしか手に入らない,えなこ夏の写真集
[683] えなこ夏の写真集,をプレゼント
[683] をプレゼント,詳しくはコチラ
[41] 29発売のplatinam,flashは

Top Word Pairs in Tweet in G2:
[22] ppe,contracts
[18] full,ppe
[14] covid,19
[11] ppe,oxford
[10] oxford,ppe
[10] personal,protective
[8] wear,ppe
[8] equipment,ppe
[7] ng,ppe
[7] during,covid

Top Word Pairs in Tweet in G3:
[21] ppe,contracts
[18] liz,truss
[17] rishi,sunak
[14] test,trace
[12] dodgy,ppe
[11] lbc,nickferrarilbc
[10] tomhfh,jonnelledge
[10] jonnelledge,dumb
[10] dumb,chart
[10] chart,anthony

Top Word Pairs in Tweet in G4:
[96] track,trace
[50] ppe,contracts
[24] dodgy,ppe
[23] useless,ppe
[15] ppe,track
[15] same,ppe
[15] good,morning
[14] lgalloway77,good
[14] morning,lindsay
[14] lindsay,without

Top Word Pairs in Tweet in G5:
[266] smells,bit
[222] ppe,contracts
[190] dodgy,ppe
[166] disgraced,pm
[166] pm,allowed
[166] allowed,dish
[166] dish,peerages
[166] peerages,dodgy
[165] ianmaher7,disgraced
[133] 600k,migrant

Top Word Pairs in Tweet in G6:
[214] aspen,medical
[210] fiji_jone,aspen
[193] ppe,contracts
[191] medical,earned
[191] earned,billion
[191] billion,over
[191] over,past
[191] past,two
[191] two,years
[191] years,bulk

Top Word Pairs in Tweet in G7:
[31] а,щоб
[13] format_ppe,а
[11] format_ppe,так
[10] щоб,тобі
[10] в,україні
[7] щоб,тебе
[7] didbanzai,format_ppe
[7] так,без
[7] без,цього
[7] цього,ж

Top Word Pairs in Tweet in G8:
[22] good,nyt
[22] nyt,story
[22] story,government
[22] government,encouraged
[22] encouraged,dependency
[22] dependency,imported
[22] imported,masks
[22] masks,failing
[22] failing,promote
[22] promote,elastomeric

Top Word Pairs in Tweet in G9:
[118] state,school
[117] sunak,know
[117] know,mum
[117] mum,ran
[117] ran,pharmacy
[117] pharmacy,truss
[117] truss,know
[117] know,went
[117] went,state
[117] school,well

Top Word Pairs in Tweet in G10:
[98] people,forget
[98] forget,lockdowns
[98] lockdowns,never
[98] never,supposed
[98] supposed,reduce
[98] reduce,total
[98] total,infections
[98] infections,virus
[98] virus,deaths
[98] deaths,initial

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@rishisunak
@ppe_doo
@trussliz
@nadinedorries
@johnredwood
@danwootton
@jeremyvineon5
@10ream_ppe
@richardjmurphy

Top Replied-To in G1:
@kokoro777pp
@enako_cos
@snhr_minami
@yokyu_n
@under_world_42
@saki_miyamoto
@manatsukin
@enakorumic_0906
@penpenpen1253
@beko_ppe

Top Replied-To in G3:
@danwootton
@lbc
@ppe_sale
@jlbkl
@marinapurkiss
@trussliz
@gbnews
@christopherhope
@iainmartin1
@hinawalia23

Top Replied-To in G4:
@rishisunak
@nadinedorries
@trussliz
@jeremyvineon5
@patrici89225734
@rachelreevesmp
@paullewismoney
@matthancock
@juliahb1
@beckettunite

Top Replied-To in G5:
@britainfree
@doctor_oxford
@trainedpengling
@lisa_iannattone
@lewisbarber94
@mprepuce

Top Replied-To in G6:
@ak_pennington
@breezielt
@ampincivero

Top Replied-To in G7:
@format_ppe
@irina89808158
@censor_net
@didbanzai
@ndmytriiev
@o_o_o_o0o_o_o_o
@mecccer
@ukrinform
@25_andriy
@defenceu

Top Replied-To in G8:
@stopthespraybc
@t_inglesby
@graymatterken
@ppetoheros
@abraarkaran
@linzo717
@fred_langlois_
@drericding
@surajpatelnyc
@mname

Top Replied-To in G9:
@otto_english
@jwright330
@richieofpi1

Top Replied-To in G10:
@zubymusic
@thedog63440016
@abprosperityprj
@larrykelly64
@no_yoohoo

Top Mentioned
Top Mentioned in Entire Graph:
@enako_cos
@fiji_jone
@ianmaher7
@mprepuce
@otto_english
@zubymusic
@format_ppe
@rishisunak
@trussliz
@yokyu_n

Top Mentioned in G1:
@enako_cos
@yokyu_n
@gekkan_entame
@kokoro777pp
@snhr_minami
@iorimoe_five
@tsunko_p
@enakorumic_0906
@saki_miyamoto
@7_netshopping

Top Mentioned in G2:
@wesleysmasiya
@markhazard2020
@claudiobollenti
@taylor1612
@mictlansaurio
@acorn_ic
@lenderprice
@prioritydomains
@ppeforusa
@flyrusr

Top Mentioned in G3:
@lbc
@daveatherton20
@tomhfh
@peteratcmc
@conservatives
@mrjamesob
@gbnews
@trussliz
@mailonline
@nickferrarilbc

Top Mentioned in G4:
@rishisunak
@trussliz
@hcsick
@lgalloway77
@fjp215
@loanchargeappg
@fairministry
@matthancock
@beckettunite
@timesredbox

Top Mentioned in G5:
@ianmaher7
@mprepuce
@crowsaoralba1
@cononeilluk
@leejone50103071
@lisa_iannattone
@rose_zussman
@ukchange
@doctor_oxford
@andersonafdmdep

Top Mentioned in G6:
@fiji_jone
@latrobe
@ak_pennington
@blaktruthbeck
@binitakane
@asher_wolf
@miriambankovsky
@ozwildflower
@theausinstitute
@d_lauvernier

Top Mentioned in G7:
@format_ppe
@ukrinform
@prm_ua
@europeanpravda
@censor_net
@epravda
@5channel
@ukrpravda_news
@espresotv
@ukrainiansfirst

Top Mentioned in G8:
@taylorlorenz
@delta
@drericding
@ppetoheros
@cdcgov
@walkerbragman
@potus
@alexander_tin
@chandradkmiller
@t_inglesby

Top Mentioned in G9:
@otto_english
@zero_4
@johninpompano
@adilray
@ianmaher7
@mprepuce
@realravs
@barnetlabour
@peterjukes
@jujuliagrace

Top Mentioned in G10:
@zubymusic
@robirdie777
@hhelenakhl
@frankieobrienn
@groomister
@abdaniellesmith
@leightonvon
@rebelnews_ca
@heathere_1111

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@cas_2050001283
@kirin_brewery
@subwayjp
@asahibeer_jp
@housefoods_now
@mos_burger
@itoham_inc
@aquaclara_info

Top Tweeters in G1:
@gocoo_59
@gocoo
@showkatana7
@woquave02
@mame____doushou
@toaruwotakubito
@nekohomez
@tomochinlove21
@ori_takita
@tomohiro5213

Top Tweeters in G2:
@cas_2050001283
@toicitiesnews
@frontendla
@nof_serendipity
@veggie64_leslie
@danspena
@inxjupit
@25at000
@mathrubhumi
@bswyks_

Top Tweeters in G3:
@alresfordbear
@telegraph
@mailonline
@philmorandi
@rob_kimbell
@dailymailuk
@bbcworld
@mirrorceleb
@cjcheesecake
@johnandi

Top Tweeters in G4:
@daily_express
@christinejameis
@thesun
@terryelaineh1
@hawkins_carole
@peterandann
@natalie91231732
@trackntracer
@thomasevansadur
@gilljames54

Top Tweeters in G5:
@ferguson2811
@catherinemginn
@j_sutherland2
@blondiesa
@caz5697
@juliecuninghame
@las2950
@jwahjwah
@daisybelll
@jkldnmad

Top Tweeters in G6:
@jurylady5
@lennaleprena
@minhkular
@3wombats
@asher_wolf
@sallyrmelb
@jot_au
@daveyk317
@morpheusbeing
@feralislandbud

Top Tweeters in G7:
@ukrpravda_news
@lzedmitryy
@zvlad2005
@newstop_us
@sve83274
@light1065s
@ukrinform
@5channel
@oniksoniks4
@espresotv

Top Tweeters in G8:
@americanair
@delta
@samhainnight
@cblazblaz
@the_lady_red
@guardian
@inforenique
@zardoz420wpn
@sanitythief
@lenubienne

Top Tweeters in G9:
@roblwilson
@sandradunn1955
@thestephenralph
@jorichardskent
@aunty_shirley
@marciaj64
@hacketttom
@knittedkittie
@tomsingleton4
@peterjukes

Top Tweeters in G10:
@delalande72
@russjensen5
@hhelenakhl
@johneltwitero
@delphineleroy15
@somerando84
@zubymusic
@davidjhwelch
@neishawong
@marinerman2