PPE, Twitter, 7/29/2022 9:15:18 AM, 279664


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PPE_2022-07-29_01-04-28.xlsx
PPE_2022-07-29_01-04-28.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 29, 2022
Short Description:
PPE via NodeXL https://bit.ly/3bcEQxd
@trackntracer
@oenu3h5htsrvizg
@ppe_sale
@otto_english
@chirpychet
@hadleychilton
@cdcgov
@fiji_jone
@ianfmusgrave
@guardian

Top hashtags:
#ppe
#mynameisnanon
#もえなこころ
#armsharexnanon
#mycoachep15
#perthtanapon
#kdppe
#えなこ

Description:
Description
The graph represents a network of 8,356 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 Friday, 29 July 2022 at 08:13 UTC.

The requested start date was Friday, 29 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, 7-hour, 4-minute period from Tuesday, 26 July 2022 at 05:17 UTC to Thursday, 28 July 2022 at 12:21 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 : 8356
Unique Edges : 5312
Edges With Duplicates : 11906
Total Edges : 17218
Number of Edge Types : 5
Retweet : 4672
MentionsInRetweet : 5845
Tweet : 2071
Mentions : 2883
Replies to : 1747
Self-Loops : 2099
Reciprocated Vertex Pair Ratio : 0.0158026375625284
Reciprocated Edge Ratio : 0.0311135982092893
Connected Components : 1328
Single-Vertex Connected Components : 518
Maximum Vertices in a Connected Component : 2080
Maximum Edges in a Connected Component : 4974
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 5.586588
Graph Density : 0.000127982229449005
Modularity : 0.531317
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 8,356 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 Friday, 29 July 2022 at 08:13 UTC.

The requested start date was Friday, 29 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, 7-hour, 4-minute period from Tuesday, 26 July 2022 at 05:17 UTC to Thursday, 28 July 2022 at 12:21 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:
[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/
[6] https://academic.oup.com/jid/advance-article/doi/10.1093/infdis/jiac195/6582941?login=false
[6] http://www.lawson.co.jp/service/loppi/coupon/
[6] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane-research
[5] https://www.armenianfoodbank.org/
[5] https://www.bbc.co.uk/news/uk-62329149
[4] https://www.amazon.co.jp/stores/page/DBED556C-E3A3-412D-BA5A-03A4C7AAB86B?channel=ladyanimal
[4] https://timesofindia.indiatimes.com/city/nagpur/ppe-is-back-docs-told-to-wear-kits-if-monkeypox-cases-increase/articleshow/93146038.cms
[3] https://blogs.cdc.gov/niosh-science-blog/2022/07/18/respirators-in-construction/?utm_source=Twitter&utm_medium=social&utm_term=AIHA+Main

Top URLs in Tweet in G2:
[4] https://www.amazon.co.jp/stores/page/DBED556C-E3A3-412D-BA5A-03A4C7AAB86B?channel=ladyanimal
[3] https://www.amazon.co.jp/dp/4253011152/ref=cm_sw_r_awdo_BN8AG8AZ01DNVYB9G24X_0
[2] https://live.line.me/channels/18417/upcoming/20499145
[2] https://smart-flash.jp/gravure/193180
[2] https://7net.omni7.jp/detail/1107317116
[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.corazon-store.com/event/2022/07-05/5773/
[2] https://www.shosen.co.jp/event/188378/
[2] https://www.youtube.com/watch?v=6V0o6jy5kiY&feature=youtu.be


Top URLs in Tweet in G3:
[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://ppe.jp/enako2022/
[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://twitter.com/akibayabai2022/status/1552156828317908994
[2] https://peing.net/ja/mita_ppe?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[2] https://brookhivis.co.uk/
[2] https://www.gse.harvard.edu/ppe/ceel-registration-gateway
[1] https://twitter.com/CSantucciPhoto/status/1551626242427846656

Top URLs in Tweet in G4:
[2] https://twitter.com/grantshapps/status/1552347858862592000
[1] https://twitter.com/MarinaPurkiss/status/1552541691407630337
[1] https://twitter.com/campbellclaret/status/1551693495710220289
[1] https://twitter.com/RailDeliveryGrp/status/1552307853880344576
[1] https://twitter.com/BorisJohnson/status/1552252983211065345
[1] https://www.dailymail.co.uk/news/article-11047173/DAN-WOOTTON-Grassroot-Tories-rising-protest-coup-against-Boris-Johnson.html
[1] https://twitter.com/siennamarla/status/1551832230204510208
[1] https://www.thetimes.co.uk/article/tory-leadership-debate-rishi-sunak-liz-truss-next-prime-minister-3b60kks3j
[1] https://www.nao.org.uk/report/investigation-into-the-management-of-ppe-contracts/
[1] https://inews.co.uk/news/health/ppe-millions-masks-missing-purple-surgical-deal-collapses-fraud-claims-court-747146

Top URLs in Tweet in G5:
[2] https://www.itv.com/news/2022-07-26/hes-hiding-something-johnson-attacked-over-explanation-of-lebedev-meeting
[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://www.express.co.uk/news/politics/1645697/Liz-Truss-Tory-leadership-strikes-RMT-emergency-law-RMT-update
[1] https://committees.parliament.uk/committee/127/public-accounts-committee/news/150988/unimaginable-cost-of-test-trace-failed-to-deliver-central-promise-of-averting-another-lockdown/
[1] https://twitter.com/AllisterHeath/status/1552578010154409985
[1] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone
[1] https://twitter.com/marchermedia1/status/1552036273694691328
[1] https://twitter.com/russelllloyd69/status/1552193234172100613
[1] https://twitter.com/cold957/status/1552215525123579907

Top URLs in Tweet in G6:
[2] https://twitter.com/MiriamBankovsky/status/1552127639707873280

Top URLs in Tweet in G7:
[2] https://www.pravda.com.ua/news/2022/07/28/7360635/
[2] https://ukranews.com/news/863559-sbu-zasekretila-informatsiyu-ob-obyskah-u-slugi-tretyakovoj
[2] https://www.ukrinform.ua/rubric-diaspora/3536850-u-luksemburzi-zavitsa-kiivskij-bulvar.html
[2] https://www.ukrinform.ua/rubric-technology/3536923-do-zemli-nablizaetsa-122metrovij-asteroid.html
[2] https://www.ukrinform.ua/rubric-society/3536945-troh-bojovikiv-dnr-zasudili-do-15-rokiv-uvaznenna.html
[2] https://www.ukrinform.ua/rubric-economy/3536952-na-vinniccini-zibrali-persij-miljon-tonn-zerna.html
[2] https://www.ukrinform.ua/rubric-kyiv/3537108-kupatisa-zaboronili-na-20-stolicnih-plazah.html
[2] https://www.ukrinform.ua/rubric-world/3537161-evrosouz-prodovziv-sankcii-proti-rosii-se-na-piv-roku.html
[2] https://www.ukrinform.ua/rubric-polytics/3537427-ukraini-potribna-oboronna-pidtrimka-u-najblizci-36-tizniv-golova-komitetu-v-kongresi-ssa.html
[2] https://www.ukrinform.ua/rubric-economy/3537423-naftogaz-zaavlae-pro-defolt-za-evroobligaciami.html

Top URLs in Tweet in G8:
[1] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone?utm_term=Autofeed&CMP=twt_gu&utm_source=Twitter&utm_medium
[1] https://twitter.com/JimMFelton/status/1552208961046482944
[1] https://www.opendemocracy.net/en/dark-money-investigations/record-profits-for-firm-involved-in-bungled-250m-ppe-deal/
[1] https://www.independent.co.uk/independentpremium/uk-news/sunak-truss-conservatives-excluded-covid-b2130720.html
[1] https://www.itv.com/news/2020-12-18/revealed-the-company-given-800m-of-covid-ppe-contracts-by-government-without-open-tender

Top URLs in Tweet in G9:
[1] https://twitter.com/BrianFires/status/1552614991295139840
[1] https://twitter.com/matthewstoller/status/1228749890542538752?t=dbHy4TcvXPSdU0WHoXczTQ&s=08
[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://www.ncbi.nlm.nih.gov/pmc/articles/PMC7129998/

Top Domains
Top Domains in Tweet in Entire Graph:
[240] twitter.com
[56] co.uk
[50] youtube.com
[45] com.ua
[39] co.jp
[35] ukrinform.ua
[31] ppe.pl
[19] censor.net
[15] theguardian.com
[15] prm.ua

Top Domains in Tweet in G2:
[16] co.jp
[5] omni7.jp
[5] twitter.com
[3] youtube.com
[3] animate-onlineshop.jp
[3] akibayabai.com
[3] onl.sc
[2] line.me
[2] smart-flash.jp
[2] ppe.jp

Top Domains in Tweet in G3:
[67] twitter.com
[21] co.uk
[8] youtube.com
[6] co.za
[5] peing.net
[3] monash.edu
[3] theguardian.com
[3] ppe.pl
[3] edu.sa
[3] mcrsafetyeurope.com

Top Domains in Tweet in G4:
[7] twitter.com
[3] co.uk
[1] org.uk

Top Domains in Tweet in G5:
[14] co.uk
[11] twitter.com
[2] itv.com
[2] theguardian.com
[2] order-order.com
[1] parliament.uk
[1] cbsnews.com
[1] politicshome.com
[1] newsweek.com

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

Top Domains in Tweet in G7:
[45] com.ua
[35] ukrinform.ua
[19] censor.net
[15] prm.ua
[12] 5.ua
[10] espreso.tv
[9] twitter.com
[6] youtube.com
[4] t.me
[2] ukranews.com

Top Domains in Tweet in G8:
[1] theguardian.com
[1] twitter.com
[1] opendemocracy.net
[1] co.uk
[1] itv.com

Top Domains in Tweet in G9:
[5] twitter.com
[2] nytimes.com
[2] nih.gov
[1] nyti.ms

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[150] ppe
[100] mynameisnanon
[97] もえなこころ
[82] armsharexnanon
[77] mycoachep15
[76] perthtanapon
[70] kdppe
[54] えなこ
[49] mycoachตะลุมรักตะลุมบอล
[44] bambamfansigncebu



Top Hashtags in Tweet in G2:
[97] もえなこころ
[50] えなこ
[33] 月刊エンタメ
[8] きゅるん
[6] えなこりん
[6] レディアニマル
[5] platinumflash
[5] 篠原みなみ
[4] ココロモヨウ
[4] ppe_win

Top Hashtags in Tweet in G3:
[60] ppe
[13] safety
[11] workwear
[6] safetyfirst
[4] osha
[4] iso
[4] えなこ
[4] construction
[4] hivis
[4] torycorruption

Top Hashtags in Tweet in G4:
[3] gtto
[2] wallpapergate
[2] partygate
[2] patersongate
[2] carriegate
[2] pinchergate
[2] borisbetrayedbritain
[2] ppe
[2] generalelectionnow
[1] torysleaze

Top Hashtags in Tweet in G5:
[4] vaccine
[4] neverlabour
[4] ppe
[2] rmt
[2] toryleadershipcontest
[2] veterans
[2] work
[2] worstpresidentever
[2] jeremyvine
[2] fordereport

Top Hashtags in Tweet in G7:
[12] новини
[4] зсу
[4] вірювзсу
[2] сша
[2] aleshastupin
[2] art
[2] caricature
[1] ашослучилось
[1] stoppopulism

Top Hashtags in Tweet in G8:
[3] toriesout19
[3] johnsonout183
[2] neverrishi
[2] excludeduk
[2] excludedunity
[2] torycriminalsunfittogovern
[1] torysleaze
[1] kayburley
[1] gmb
[1] lbc

Top Hashtags in Tweet in G9:
[2] covidisairborne
[2] monkeypox
[1] covid19
[1] pandemiclife

Top Hashtags in Tweet in G10:
[3] railstrikes
[1] bbcbreakfast
[1] ridge
[1] brexit
[1] parliamentprorogued
[1] russiareport
[1] herdimmunity
[1] ppe
[1] ttt
[1] torycorruption

Top Words
Top Words in Tweet in Entire Graph:
[2611] ppe
[1263] n95
[1236] oenu3h5htsrvizg
[1236] 都内で70件断られ
[1236] 現場滞在3時間を経て当院へ
[1236] 救急隊
[1236] フルppeで飲水なし車内で3時間収容依頼し続けてきたからか
[1236] 明らかに患者より具合悪そうなんですけど
[1236] ドリンク差し入れしときました
[1236] 本当にお疲れ様です

Top Words in Tweet in G1:
[1230] oenu3h5htsrvizg
[1230] 都内で70件断られ
[1230] 現場滞在3時間を経て当院へ
[1230] 救急隊
[1230] n95
[1230] フルppeで飲水なし車内で3時間収容依頼し続けてきたからか
[1230] 明らかに患者より具合悪そうなんですけど
[1230] ドリンク差し入れしときました
[1230] 本当にお疲れ様です
[2] kogebread1126

Top Words in Tweet in G2:
[417] えなこ夏の表紙ジャックキャンペーン2022
[393] enako_cos
[388] お知らせ
[384] 今年もやります
[384] 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
[384] 応募要項を満たした方全員に
[384] ここでしか手に入らない
[384] えなこ夏の写真集
[384] をプレゼント
[384] 詳しくはコチラ

Top Words in Tweet in G3:
[314] ppe
[60] #ppe
[29] more
[27] covid
[22] gloves
[20] work
[20] safety
[19] full
[17] equipment
[16] wear

Top Words in Tweet in G4:
[239] ppe
[121] trace
[118] track
[94] grantshapps
[76] money
[65] billions
[56] contracts
[51] much
[51] covid
[47] tory

Top Words in Tweet in G5:
[67] ppe
[30] more
[27] time
[27] people
[22] think
[22] money
[21] truss
[19] covid
[19] know
[18] country

Top Words in Tweet in G6:
[213] ppe
[204] years
[186] aspen
[186] medical
[184] fiji_jone
[182] earned
[182] billion
[182] over
[182] past
[182] two

Top Words in Tweet in G7:
[165] format_ppe
[102] на
[91] в
[90] не
[80] і
[70] а
[68] у
[60] з
[47] за
[47] що

Top Words in Tweet in G8:
[114] ppe
[46] rishisunak
[39] money
[33] trussliz
[23] bit
[22] covid
[21] pay
[20] same
[19] tax
[19] back

Top Words in Tweet in G9:
[65] ppe
[32] masks
[32] elastomeric
[26] taylorlorenz
[24] good
[23] government
[22] nyt
[22] story
[22] encouraged
[22] dependency

Top Words in Tweet in G10:
[238] know
[128] truss
[127] sunak
[123] otto_english
[122] school
[120] state
[120] well
[119] mum
[119] ran
[119] pharmacy

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1236] 都内で70件断られ,現場滞在3時間を経て当院へ
[1236] 現場滞在3時間を経て当院へ,救急隊
[1236] 救急隊,n95
[1236] n95,フルppeで飲水なし車内で3時間収容依頼し続けてきたからか
[1236] フルppeで飲水なし車内で3時間収容依頼し続けてきたからか,明らかに患者より具合悪そうなんですけど
[1236] 明らかに患者より具合悪そうなんですけど,ドリンク差し入れしときました
[1236] ドリンク差し入れしときました,本当にお疲れ様です
[1235] oenu3h5htsrvizg,都内で70件断られ
[386] お知らせ,今年もやります
[386] 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

Top Word Pairs in Tweet in G1:
[1230] 都内で70件断られ,現場滞在3時間を経て当院へ
[1230] 現場滞在3時間を経て当院へ,救急隊
[1230] 救急隊,n95
[1230] n95,フルppeで飲水なし車内で3時間収容依頼し続けてきたからか
[1230] フルppeで飲水なし車内で3時間収容依頼し続けてきたからか,明らかに患者より具合悪そうなんですけど
[1230] 明らかに患者より具合悪そうなんですけど,ドリンク差し入れしときました
[1230] ドリンク差し入れしときました,本当にお疲れ様です
[1229] oenu3h5htsrvizg,都内で70件断られ
[2] kogebread1126,まあ毎日フルppeで診察回診はしてたので
[2] まあ毎日フルppeで診察回診はしてたので,さらにリスクなことはしてないんですが

Top Word Pairs in Tweet in G2:
[384] お知らせ,今年もやります
[384] 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
[384] 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
[384] 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
[384] 応募要項を満たした方全員に,ここでしか手に入らない
[384] ここでしか手に入らない,えなこ夏の写真集
[384] えなこ夏の写真集,をプレゼント
[384] をプレゼント,詳しくはコチラ
[383] enako_cos,お知らせ
[97] 29,金

Top Word Pairs in Tweet in G3:
[14] full,ppe
[13] personal,protective
[12] protective,equipment
[8] ppe,contracts
[7] covid,19
[7] ppe,suit
[7] equipment,ppe
[7] ด,ppe
[6] ng,ppe
[6] ช,ด

Top Word Pairs in Tweet in G4:
[106] track,trace
[46] ppe,contracts
[26] dodgy,ppe
[21] useless,ppe
[18] grantshapps,much
[18] ppe,track
[14] failed,track
[12] during,covid
[12] test,trace
[11] contracts,mates

Top Word Pairs in Tweet in G5:
[12] liz,truss
[11] test,trace
[11] ppe,contracts
[11] rishi,sunak
[8] year,old
[6] dodgy,ppe
[6] well,done
[6] keir,starmer
[5] grooming,gangs
[5] 000,000

Top Word Pairs in Tweet in G6:
[186] aspen,medical
[184] fiji_jone,aspen
[182] medical,earned
[182] earned,billion
[182] billion,over
[182] over,past
[182] past,two
[182] two,years
[182] years,bulk
[182] bulk,courtesy

Top Word Pairs in Tweet in G7:
[31] а,щоб
[10] щоб,тобі
[7] щоб,тебе
[7] і,не
[6] на,херсонщині
[6] щоб,ти
[6] під,час
[6] для,зсу
[6] російські,окупанти
[6] доброго,ранку

Top Word Pairs in Tweet in G8:
[17] ppe,contracts
[14] good,morning
[13] lgalloway77,good
[13] morning,lindsay
[13] lindsay,without
[13] without,doubt
[13] doubt,throw
[13] throw,nhs
[13] nhs,away
[13] away,sell

Top Word Pairs in Tweet in G9:
[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 G10:
[120] state,school
[119] sunak,know
[119] know,mum
[119] mum,ran
[119] ran,pharmacy
[119] pharmacy,truss
[119] truss,know
[119] know,went
[119] went,state
[119] school,well

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@grantshapps
@ppe_doo
@trussliz
@johnredwood
@johnglenuk
@danwootton
@rishisunak
@kokoro777pp
@emmett_dog

Top Replied-To in G1:
@kogebread1126
@namii7382
@hisano0215
@99emergencycall

Top Replied-To in G2:
@kokoro777pp
@enako_cos
@snhr_minami
@saki_miyamoto
@yokyu_n
@_akari_0122
@enakorumic_0906
@penpenpen1253
@beko_ppe
@mea101987654321

Top Replied-To in G4:
@grantshapps
@danwootton
@marinapurkiss
@richardjmurphy
@valoakley25
@talktv
@paullewismoney
@borisjohnson
@intercraneguy
@garyhall_0

Top Replied-To in G5:
@jeremyvineon5
@ppe_sale
@jlbkl
@peterhproudwoke
@gbnews
@lbc
@metpoliceuk
@timmyvoe
@stellacreasy
@guidofawkes

Top Replied-To in G6:
@ak_pennington

Top Replied-To in G7:
@format_ppe
@f1nxulaqihirwus
@djorgeandrade
@valentynhridin
@ukrainian_glory
@alekskyivua
@ukrinform
@defenceu
@ukrainets_ivan
@25_andriy

Top Replied-To in G8:
@trussliz
@rishisunak
@matthancock
@kwasikwarteng
@avmikhailova
@ready4rishi
@bestforbritain
@jamescleverly
@kayburley
@perthscot

Top Replied-To in G9:
@lazaruslong13
@velvetpage
@graymatterken
@ppetoheros
@stopthespraybc
@krk73
@toshiakima
@ann_mcnitt
@ryanmarino
@jvipondmd

Top Replied-To in G10:
@otto_english
@socialistnhs
@dewpete
@jwright330

Top Mentioned
Top Mentioned in Entire Graph:
@oenu3h5htsrvizg
@enako_cos
@fiji_jone
@otto_english
@kokoro777pp
@zubymusic
@rmaioris
@mafebisyou
@format_ppe
@yokyu_n

Top Mentioned in G1:
@oenu3h5htsrvizg
@somasaiko
@namii7382
@henachoko_d
@kogebread1126

Top Mentioned in G2:
@enako_cos
@kokoro777pp
@yokyu_n
@gekkan_entame
@iorimoe_five
@snhr_minami
@tsunko_p
@saki_miyamoto
@enakorumic_0906
@yoshida_saki

Top Mentioned in G3:
@acorn_ic
@lenderprice
@prioritydomains
@wesleysmasiya
@flyrusr
@fairbanksscales

Top Mentioned in G4:
@grantshapps
@richardjmurphy
@tomhfh
@borisjohnson
@jonnelledge
@stephenkb
@socialistnhs
@angelarayner
@realstephenkerr
@rishisunak

Top Mentioned in G5:
@conservatives
@peteratcmc
@daveatherton20
@gbnews
@lbc
@uklabour
@paulbranditv
@toryboypierce
@ppe_sale
@mexico1978r

Top Mentioned in G6:
@fiji_jone
@latrobe
@ak_pennington
@miriambankovsky
@theausinstitute
@becstrating
@mjb302

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

Top Mentioned in G8:
@rishisunak
@trussliz
@hcsick
@loanchargeappg
@fjp215
@lgalloway77
@fairministry
@daily_express
@ordinaryguyuk
@mailonline

Top Mentioned in G9:
@taylorlorenz
@delta
@drericding
@ppetoheros
@potus
@alexander_tin
@robertnbcla
@alanhe
@andrewjacobsnyt
@rachael_levy

Top Mentioned in G10:
@otto_english
@zero_4
@johninpompano
@peterjukes
@adilray
@tomsingleton4
@realise_innov8
@dewpete
@barnetlabour
@fiji_jone

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@kirin_brewery
@hokkahokkap
@famima_now
@koikeya_cp
@mos_burger
@aquaclara_info
@biccamerae
@americanair

Top Tweeters in G1:
@toneunga3
@akane_kawahata
@nyaitter
@awasemaru7
@methie34
@du_bois
@junklife1km
@lm700j
@mikan_alien
@sonoo_y

Top Tweeters in G2:
@gocoo_59
@gocoo
@mame____doushou
@nekohomez
@tomohiro5213
@meiji_s_genki
@heatinazuma
@hxnxqaewn1orr4l
@marco_sensei
@capybara0907

Top Tweeters in G3:
@toicitiesnews
@frontendla
@veggie64_leslie
@danspena
@inxjupit
@mathrubhumi
@bswyks_
@neko_meshi_ya
@rhjofficial
@maryandfrens

Top Tweeters in G4:
@thesun
@terryelaineh1
@mailonline
@trackntracer
@sandrahalifax
@gilljames54
@steceng22
@maureenpickeri5
@helensalmon2
@brewdog1950

Top Tweeters in G5:
@alresfordbear
@telegraph
@rob_kimbell
@bbcworld
@cjcheesecake
@newsweek
@timmyvoe
@kernowdamo
@iromg
@mandapen

Top Tweeters in G6:
@minhkular
@3wombats
@sallyrmelb
@jot_au
@daveyk317
@morpheusbeing
@feralislandbud
@protectingterra
@thebigship
@jrehnj

Top Tweeters in G7:
@ukrpravda_news
@lzedmitryy
@newstop_us
@smetanatborschu
@ukrinform
@5channel
@tatyana17112009
@espresotv
@newsua_one
@gal_linochka

Top Tweeters in G8:
@daily_express
@christinejameis
@suegray834
@hawkins_carole
@peterandann
@thomasevansadur
@martinandrea86
@knitagran
@politicswatch15
@johnandi

Top Tweeters in G9:
@americanair
@delta
@guardian
@sanitythief
@lenubienne
@pixelfish
@schenhayes
@tylasade
@kim_crawley
@bobeaubreaux

Top Tweeters in G10:
@roblwilson
@sandradunn1955
@thestephenralph
@jorichardskent
@aunty_shirley
@marciaj64
@hacketttom
@knittedkittie
@tomsingleton4
@peterjukes


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