PPE, Twitter, 7/30/2022 10:50:33 AM, 279740


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PPE_2022-07-30_01-16-49.xlsx
PPE_2022-07-30_01-16-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 30, 2022
Short Description:
PPE via NodeXL https://bit.ly/3SpKgGb
@oenu3h5htsrvizg
@enako_cos
@coupecoupe_pain
@trackntracer
@ppe_sale
@jmcrookston
@mailonline
@busycactus
@kokoro777pp
@grantshapps

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

Description:
Description
The graph represents a network of 8,128 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 Saturday, 30 July 2022 at 08:25 UTC.

The requested start date was Saturday, 30 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, 8-hour, 18-minute period from Wednesday, 27 July 2022 at 04:03 UTC to Friday, 29 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 : 8128
Unique Edges : 4847
Edges With Duplicates : 12195
Total Edges : 17042
Number of Edge Types : 5
Retweet : 4916
MentionsInRetweet : 6033
Tweet : 1961
Mentions : 2488
Replies to : 1644
Self-Loops : 1982
Reciprocated Vertex Pair Ratio : 0.0171789178450391
Reciprocated Edge Ratio : 0.0337775735294118
Connected Components : 1203
Single-Vertex Connected Components : 468
Maximum Vertices in a Connected Component : 2392
Maximum Edges in a Connected Component : 5126
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.194146
Graph Density : 0.000131766474927068
Modularity : 0.51888
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 8,128 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 Saturday, 30 July 2022 at 08:25 UTC.

The requested start date was Saturday, 30 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, 8-hour, 18-minute period from Wednesday, 27 July 2022 at 04:03 UTC to Friday, 29 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:
[14] https://www.iyagame.com/jponegai/?shortlink=jponegai&pid=twitter_fanpage_profile
[9] https://www.youtube.com/watch?v=cTOlbrJc4kw&feature=youtu.be

[9] https://www.gov.uk/product-safety-alerts-reports-recalls/product-recall-eleven-models-of-life-jacket-sold-via-amazon
[8] https://www.thenational.scot/news/20290617.covid-public-accounts-committee-report-lays-bare-tory-incompetence-ppe/
[7] http://www.lawson.co.jp/service/loppi/coupon/
[6] https://live.line.me/channels/18417/broadcast/20452508
[6] https://www.thaiticketmajor.com/concert/o-n-friend-city-ohm-nanon-1st-fan-meeting-in-thailand.html
[6] https://academic.oup.com/jid/advance-article/doi/10.1093/infdis/jiac195/6582941?login=false
[6] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane-research
[5] https://twitter.com/Viu_TH/status/1552972381714427905

Top URLs in Tweet in G1:
[2] https://twitter.com/takigare3/status/1552123355956129792
[1] https://twitter.com/dai_jiro/status/1409496749614329858

Top URLs in Tweet in G2:
[14] https://www.iyagame.com/jponegai/?shortlink=jponegai&pid=twitter_fanpage_profile
[6] https://live.line.me/channels/18417/broadcast/20452508
[3] https://www.amazon.co.jp/dp/4334871755/ref=cm_sw_r_api_i_202ASZE9VEWXXSP6HZ8T_0
[2] https://www.oricon.co.jp/news/2243568/?utm_source=Twitter&utm_medium=social&ref_cd=tw_pic
[2] https://www.youtube.com/watch?v=6V0o6jy5kiY&feature=youtu.be

[2] https://akibayabai.com/
[2] https://www.amazon.co.jp/dp/4334871755/ref=cm_sw_r_awdo_D4GX6Y0T3Q1QHJFQ8S82_0
[2] https://www.amazon.co.jp/stores/page/DBED556C-E3A3-412D-BA5A-03A4C7AAB86B?channel=ladyanimal
[2] https://mdpr.jp/news/3276609
[2] https://mdpr.jp/news/3278276

Top URLs in Tweet in G3:
[2] https://twitter.com/akibayabai2022/status/1552156828317908994
[2] https://www.theguardian.com/politics/2022/jul/28/tory-hustings-a-fresh-circle-of-hell-where-we-dont-even-get-to-enjoy-rish-and-radon-liz-fighting?CMP=share_btn_tw
[2] https://peing.net/ja/nharuka_kk?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[2] https://peing.net/ja/ke_ppe?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[2] https://www.gse.harvard.edu/ppe/ceel-registration-gateway
[1] https://twitter.com/News24/status/1551273567379230721
[1] https://jcschools.e-ppe.com/index.jspa
[1] https://goodlawproject.org/news/ppe-to-go-up-in-smoke/
[1] https://www.bmj.com/company/newsroom/experts-raise-concerns-over-uk-governments-game-changing-antibody-testing-strategy/
[1] https://en.m.wikipedia.org/wiki/Operation_Moonshot

Top URLs in Tweet in G4:
[2] https://twitter.com/grantshapps/status/1552347858862592000
[1] https://twitter.com/bh41454545/status/1552625591291199490
[1] https://twitter.com/RailDeliveryGrp/status/1552307853880344576
[1] https://twitter.com/BorisJohnson/status/1552252983211065345
[1] https://www.thenational.scot/news/20199810.michelle-mone-ppe-deals-uk-government-questioned-labour/
[1] https://twitter.com/BrugesGroup/status/1552557153654919168
[1] https://twitter.com/AngelaRayner/status/1536699963316617218
[1] https://qrcode.skynews.com/skynews/home
[1] https://qrcode.skynews.com/skynews/travelblog
[1] https://twitter.com/HollyLynch5/status/1551899303953719296

Top URLs in Tweet in G5:
[2] https://www.express.co.uk/news/politics/1645697/Liz-Truss-Tory-leadership-strikes-RMT-emergency-law-RMT-update
[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/1647351/italy-election-latest-news-eu-energy-plan-brexit-uk-salvini-meloni
[1] https://twitter.com/marchermedia1/status/1552036273694691328
[1] https://twitter.com/russelllloyd69/status/1552193234172100613
[1] https://twitter.com/councillorsuzie/status/1552692110855389184
[1] https://twitter.com/ragineurasian/status/1552484704460341249
[1] https://twitter.com/KEdge23/status/1552633112118657025
[1] https://twitter.com/helen_spirit1/status/1552189650659414016
[1] https://twitter.com/valoakley25/status/1551867713177456640

Top URLs in Tweet in G6:
[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
[2] https://censor.net/ua/n3357207
[2] https://biz.censor.net/n3357234
[2] https://censor.net/ua/n3357275
[2] https://www.ukrinform.ua/rubric-ato/3537596-lugansina-zsu-zupinili-sturmovi-dii-rosian-na-sesti-dilankah.html
[2] https://www.ukrinform.ua/rubric-polytics/3537713-do-kieva-pribula-ocilnica-mzs-slovenii.html
[2] https://www.ukrinform.ua/rubric-world/3537718-svejcaria-vidmovila-rosijskim-delegatam-u-vizah-dla-ucasti-v-zahodah-oon.html

Top URLs in Tweet in G7:
[1] https://twitter.com/kwasikwarteng/status/1552585502267777026
[1] https://www.thetimes.co.uk/article/tory-leadership-debate-rishi-sunak-liz-truss-next-prime-minister-3b60kks3j
[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.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 G8:
[5] https://www.armenianfoodbank.org/
[3] https://blogs.cdc.gov/niosh-science-blog/2022/07/18/respirators-in-construction/?utm_source=Twitter&utm_medium=social&utm_term=AIHA+Main
[2] https://twitter.com/1974rapport/status/1552016586705276928
[2] https://www.eurosafe.ltd.uk/
[1] https://www.sciencedirect.com/science/article/pii/S0196655322000505
[1] https://www.t-safety.com/
[1] https://twitter.com/ppetoheros/status/1552395695382036480
[1] https://www.polycohealthline.com/innovations/new-products/#PolyFlex-Eco
[1] http://www.mspclimited.co.uk/
[1] https://www.thesafetymag.com/ca/topics/safety-and-ppe/seasonal-and-outdoor-workers-how-to-stay-safe/413964

Top URLs in Tweet in G9:
[9] https://www.youtube.com/watch?v=cTOlbrJc4kw&feature=youtu.be

[6] https://www.thaiticketmajor.com/concert/o-n-friend-city-ohm-nanon-1st-fan-meeting-in-thailand.html
[5] https://twitter.com/Viu_TH/status/1552972381714427905
[3] https://twitter.com/viu_th/status/1552972381714427905
[3] https://www.instagram.com/p/Cgl_6YnL6Da/?igshid=MDJmNzVkMjY=
[2] https://s.ch3plus.com/live
[2] https://twitter.com/Viu_TH/status/1552972381714427905?s=20&t=OfDyB-ino1vfhM6nyJNaTA
[2] https://www.instagram.com/p/Cgl_6YnL6Da/?igshid=YmMyMTA2M2Y=
[2] https://bit.ly/3BlDtXS
[2] https://www.viu.com/ott/th/th/vod/444942/?utm_source=org_tw&utm_medium=post_video16x9_180splus&utm_term=na&utm_content=oen_mycoach_ep15_20220727&utm_campaign=own_th_acq_mau_web

Top URLs in Tweet in G10:
[1] https://twitter.com/drericding/status/1552685463563026434
[1] https://twitter.com/WarrenCrosby10/status/1551942014203314182
[1] https://twitter.com/jp__75/status/1552544859311190017

Top Domains
Top Domains in Tweet in Entire Graph:
[244] twitter.com
[60] co.uk
[51] youtube.com
[51] com.ua
[44] co.jp
[32] ppe.pl
[18] ukrinform.ua
[18] censor.net
[16] bit.ly
[15] prm.ua

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

Top Domains in Tweet in G2:
[15] co.jp
[14] iyagame.com
[8] twitter.com
[6] line.me
[4] mdpr.jp
[3] ppe.jp
[3] akibayabai.com
[3] youtube.com
[2] omni7.jp
[2] bit.ly

Top Domains in Tweet in G3:
[57] twitter.com
[20] co.uk
[6] youtube.com
[6] peing.net
[6] reedb.com
[5] co.za
[4] theguardian.com
[3] ppe.pl
[3] edu.sa
[2] goodlawproject.org

Top Domains in Tweet in G4:
[14] twitter.com
[2] skynews.com
[1] thenational.scot
[1] wordpress.com
[1] parliament.uk
[1] theguardian.com
[1] org.uk
[1] co.uk

Top Domains in Tweet in G5:
[17] twitter.com
[14] co.uk
[1] youtube.com
[1] parliament.uk
[1] newsweek.com

Top Domains in Tweet in G6:
[51] com.ua
[18] censor.net
[18] ukrinform.ua
[15] prm.ua
[14] espreso.tv
[6] twitter.com
[5] youtube.com
[5] facebook.com
[5] 5.ua
[3] t.me

Top Domains in Tweet in G7:
[2] twitter.com
[1] co.uk
[1] theguardian.com
[1] opendemocracy.net
[1] itv.com

Top Domains in Tweet in G8:
[5] armenianfoodbank.org
[4] twitter.com
[3] cdc.gov
[2] ltd.uk
[2] jspsafety.com
[2] oclc.org
[1] sciencedirect.com
[1] t-safety.com
[1] polycohealthline.com
[1] co.uk

Top Domains in Tweet in G9:
[37] twitter.com
[18] youtube.com
[7] instagram.com
[6] thaiticketmajor.com
[4] bit.ly
[3] viu.com
[2] ch3plus.com
[2] facebook.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[146] perthtanapon
[144] kdppe
[119] もえなこころ
[115] ppe
[104] mynameisnanon
[83] armsharexnanon
[61] teaserความรักคือความรัก
[44] milephakphum
[43] えなこ
[41] ohmpawat



Top Hashtags in Tweet in G2:
[117] もえなこころ
[37] えなこ
[25] 月刊エンタメ
[12] ppe41
[12] おね社2周年
[11] おね社ppe41コラボ
[8] おねがい社長
[6] きゅるん
[4] 昼天才
[4] アキバヤバイ

Top Hashtags in Tweet in G3:
[47] ppe
[11] workwear
[9] safety
[6] wohnung
[6] zuverkaufen
[6] schweiz
[5] torycorruption
[5] えなこ
[5] 質問箱
[5] 匿名質問募集中

Top Hashtags in Tweet in G4:
[3] supportrailworkers
[2] ppe
[2] generalelectionnow
[1] bbc
[1] torycorruption
[1] torychaos
[1] toryleadershipfarce
[1] brexshit
[1] covid19
[1] toryrailstrikes

Top Hashtags in Tweet in G5:
[4] vaccine
[4] neverlabour
[3] toryleadershipcontest
[2] voxpop
[2] veterans
[2] work
[2] fordereport
[2] liz4pm
[2] stonewall
[2] defundthebbc

Top Hashtags in Tweet in G6:
[5] новини
[2] aleshastupin
[2] art
[2] caricature
[2] вірювзсу
[2] евертондинамо
[1] matchforpeace
[1] stopthewar
[1] ашослучилось

Top Hashtags in Tweet in G7:
[1] nhs
[1] ppe
[1] torycriminalsunfittogovern

Top Hashtags in Tweet in G8:
[29] ppe
[10] covid19
[8] armenianfoodbank
[8] humanrights
[5] safety
[5] monkeypox
[5] healthcare
[5] help
[4] covid
[3] construction

Top Hashtags in Tweet in G9:
[146] perthtanapon
[144] kdppe
[104] mynameisnanon
[83] armsharexnanon
[61] teaserความรักคือความรัก
[41] ohmpawat
[36] mycoachตะลุมรักตะลุมบอล
[33] nanon_korapat
[25] ohmnanon
[24] armshare

Top Hashtags in Tweet in G10:
[1] covidisairborne

Top Words
Top Words in Tweet in Entire Graph:
[2116] ppe
[1720] n95
[1697] 都内で70件断られ
[1697] 現場滞在3時間を経て当院へ
[1697] 救急隊
[1697] 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
[1697] 明らかに患者より具合悪そうなんですけど
[1697] ドリンク差し入れしときました
[1697] 本当にお疲れ様です
[1696] oenu3h5htsrvizg

Top Words in Tweet in G1:
[1685] 都内で70件断られ
[1685] 現場滞在3時間を経て当院へ
[1685] 救急隊
[1685] n95
[1685] 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
[1685] 明らかに患者より具合悪そうなんですけど
[1685] ドリンク差し入れしときました
[1685] 本当にお疲れ様です
[1684] oenu3h5htsrvizg
[4] dai_jiro

Top Words in Tweet in G2:
[492] flash
[393] enako_cos
[390] お知らせ
[345] platinum
[343] 本日発売の
[343] にて表紙
[343] 巻頭ページに登場しています
[341] 今回はppeたっぷり号です
[341] えなこのポストカード付きがすでに売り切れになっててビックリ
[341] ぜひゲットしてね

Top Words in Tweet in G3:
[268] ppe
[47] #ppe
[28] more
[27] covid
[20] safety
[19] go
[19] full
[19] work
[16] gloves
[14] money

Top Words in Tweet in G4:
[218] ppe
[112] trace
[111] track
[110] grantshapps
[72] money
[69] contracts
[57] covid
[51] much
[50] billions
[39] wasted

Top Words in Tweet in G5:
[48] ppe
[29] people
[20] british
[19] back
[18] labour
[17] sunak
[17] one
[17] nhs
[17] government
[16] truss

Top Words in Tweet in G6:
[188] format_ppe
[100] не
[94] на
[83] в
[80] і
[75] у
[50] що
[50] з
[46] та
[44] а

Top Words in Tweet in G7:
[117] ppe
[61] billions
[48] donors
[45] given
[45] friends
[44] away
[43] haven
[43] fcking
[43] clue
[43] anything

Top Words in Tweet in G8:
[66] ppe
[29] #ppe
[28] please
[23] covid
[23] safety
[18] need
[18] during
[17] inadequate
[16] witnessed
[16] inexcusable

Top Words in Tweet in G9:
[146] #perthtanapon
[142] #kdppe
[136] ก
[107] น
[104] #mynameisnanon
[89] อความร
[87] กค
[83] #armsharexnanon
[71] ร
[68] ส

Top Words in Tweet in G10:
[90] certified
[90] professional
[45] stephen
[45] petty
[45] industrial
[45] hygienist
[45] safety
[45] engineer
[44] jp__75
[44] testif

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1697] 都内で70件断られ,現場滞在3時間を経て当院へ
[1697] 現場滞在3時間を経て当院へ,救急隊
[1697] 救急隊,n95
[1697] 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
[1697] 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
[1697] 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
[1697] ドリンク差し入れしときました,本当にお疲れ様です
[1696] oenu3h5htsrvizg,都内で70件断られ
[378] enako_cos,お知らせ
[351] platinum,flash

Top Word Pairs in Tweet in G1:
[1685] 都内で70件断られ,現場滞在3時間を経て当院へ
[1685] 現場滞在3時間を経て当院へ,救急隊
[1685] 救急隊,n95
[1685] 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
[1685] 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
[1685] 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
[1685] ドリンク差し入れしときました,本当にお疲れ様です
[1684] oenu3h5htsrvizg,都内で70件断られ
[4] このウイルスはairborne,空気感染していて
[4] 空気感染していて,初期から医療従事者がフルppeでn95マスクにフェイスシールドしているのは

Top Word Pairs in Tweet in G2:
[378] enako_cos,お知らせ
[343] お知らせ,本日発売の
[343] platinum,flash
[343] にて表紙,巻頭ページに登場しています
[341] 本日発売の,platinum
[341] flash,にて表紙
[341] 巻頭ページに登場しています,今回はppeたっぷり号です
[341] 今回はppeたっぷり号です,えなこのポストカード付きがすでに売り切れになっててビックリ
[341] えなこのポストカード付きがすでに売り切れになっててビックリ,ぜひゲットしてね
[148] platinam,flash

Top Word Pairs in Tweet in G3:
[14] full,ppe
[6] ppe,contracts
[6] high,quality
[6] ด,ppe
[6] #wohnung,#zuverkaufen
[5] wear,ppe
[5] personal,protective
[5] protective,equipment
[5] ช,ด
[5] ppe,suit

Top Word Pairs in Tweet in G4:
[100] track,trace
[51] ppe,contracts
[27] dodgy,ppe
[19] useless,ppe
[18] grantshapps,much
[16] failed,track
[15] ppe,track
[14] taxpayers,gave
[13] during,covid
[11] 37,billion

Top Word Pairs in Tweet in G5:
[12] rishi,sunak
[8] liz,truss
[7] ppe,contracts
[6] well,done
[6] year,old
[6] dodgy,ppe
[6] test,trace
[5] boris,johnson
[5] flying,pickets
[5] wave,melbourne

Top Word Pairs in Tweet in G6:
[7] і,не
[7] format_ppe,а
[6] з,території
[6] території,білорусі
[6] на,херсонщині
[6] format_ppe,це
[5] оголосили,підозру
[5] format_ppe,та
[5] у,нас
[5] f1nxulaqihirwus,format_ppe

Top Word Pairs in Tweet in G7:
[44] friends,donors
[43] haven,fcking
[43] fcking,clue
[43] clue,anything
[43] anything,biggest
[43] biggest,cheat
[43] cheat,billions
[43] billions,given
[43] given,away
[43] away,friends

Top Word Pairs in Tweet in G8:
[16] during,covid
[16] covid,witnessed
[16] witnessed,inexcusable
[16] inexcusable,mistreatment
[16] mistreatment,nurses
[16] nurses,inadequate
[16] inadequate,ppe
[16] ppe,unaddressed
[16] unaddressed,violent
[16] violent,workplaces

Top Word Pairs in Tweet in G9:
[89] อความร,ก
[83] กค,อความร
[66] #kdppe,#perthtanapon
[66] #perthtanapon,#kdppe
[63] #teaserความร,กค
[38] #mycoachตะล,มร
[38] #armsharexnanon,#mynameisnanon
[36] มร,กตะล
[36] กตะล,มบอล
[29] ก,#perthtanapon

Top Word Pairs in Tweet in G10:
[45] stephen,petty
[45] petty,certified
[45] certified,industrial
[45] industrial,hygienist
[45] hygienist,certified
[45] certified,safety
[45] safety,professional
[45] professional,professional
[45] professional,engineer
[44] jp__75,stephen

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@grantshapps
@trussliz
@johnglenuk
@ppe_doo
@riko_ppe
@nnattawin1
@pimr_ppe
@kokoro777pp
@shimotukimi_ko

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

Top Replied-To in G2:
@kokoro777pp
@enako_cos
@yokyu_n
@snhr_minami
@tsunko_p
@saki_miyamoto
@penpenpen1253
@beko_ppe
@6_h662e_218e1f3
@_akari_0122

Top Replied-To in G4:
@grantshapps
@marinapurkiss
@valoakley25
@danielgoyal
@danwootton
@socialistnhs
@andrewbowie_mp
@borisjohnson
@garyhall_0
@haggis_uk

Top Replied-To in G5:
@talktv
@timmyvoe
@peterhproudwoke
@jujuliagrace
@lbc
@tobyh119
@ppe_sale
@metpoliceuk
@gbnews
@christopherhope

Top Replied-To in G6:
@format_ppe
@f1nxulaqihirwus
@valentynhridin
@oleksa_ua66
@alekskyivua
@djorgeandrade
@ukrainian_glory
@edisontom8
@gorobina
@bandera_khm

Top Replied-To in G7:
@trussliz
@rishisunak
@kayburley
@itvnewspolitics
@kwasikwarteng
@bestforbritain
@grado779
@haggisveggie
@chrismceleny
@thesun

Top Replied-To in G8:
@meetjess
@t_inglesby
@drkate_miller
@richardjmurphy
@eu_armenia
@drtedros
@gabbystern
@armbreakingnews
@energy_blogger
@iamgoingtosleep

Top Replied-To in G9:
@moe_ppe
@carrie_ppe
@haslizapr1
@chenchenppe
@tigergangid
@perth_200190
@bundanyappe
@perthkrsupport
@tigergang_hk
@marierose362

Top Replied-To in G10:
@ashrafishak11
@zubymusic
@actpeoples
@maryannethomas
@mark_butler_mp
@clementine_ja
@badcustsvc101
@tinyfightergirl
@drcwhos
@wrennhill

Top Mentioned
Top Mentioned in Entire Graph:
@oenu3h5htsrvizg
@enako_cos
@kokoro777pp
@rmaioris
@red
@ridgewallet
@mafebisyou
@triangle24
@milephakphum
@format_ppe

Top Mentioned in G1:
@oenu3h5htsrvizg
@dai_jiro
@muscle_penguin_
@hisano0215
@henachoko_d

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

Top Mentioned in G3:
@flyrusr
@fairbanksscales
@wesleysmasiya
@jkldnmad

Top Mentioned in G4:
@grantshapps
@rmtunion
@socialistnhs
@bbcnews
@tfl
@borisjohnson
@marinapurkiss
@dalbyterrance
@barryf107
@richardjmurphy

Top Mentioned in G5:
@daveatherton20
@paulbranditv
@mexico1978r
@gbnews
@uklabour
@lbc
@cjcheesecake
@youarelobbylud
@doctor_oxford
@sophielouisecc

Top Mentioned in G6:
@format_ppe
@europeanpravda
@prm_ua
@censor_net
@ukrinform
@espresotv
@saniolli
@epravda
@generalstaffua
@servicessu

Top Mentioned in G7:
@poorscousertom
@trussliz
@rishisunak
@conhome
@andrewgimson
@wtmatkinson
@otto_english
@daily_express
@jimtails83
@chazforbes898

Top Mentioned in G8:
@chrisfriese_rn
@who
@drtedros
@t_inglesby
@mikeyukoncanada
@chandradkmiller
@eurosafelimited
@safetyline
@ph_safeandclean
@kprather88

Top Mentioned in G9:
@mynameisnanon
@perthppe
@plz_more_giman
@tingnanon
@ohmpawatt
@viu_th
@ppetrends
@moe_ppe
@tlp_fc
@ohmnanonofc

Top Mentioned in G10:
@jp__75
@zubymusic
@danielandrewsmp
@ambulancevic
@realanitawhite
@maryannethomas
@libmbr
@tinyfightergirl
@hhelenakhl
@crabbbrendan

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@suntory
@kirin_brewery
@gusto_official
@hokkahokkap
@housefoods_now
@famima_now
@koikeya_cp
@mos_burger

Top Tweeters in G1:
@wkwkrnht
@toneunga3
@akane_kawahata
@sunny_days365
@nyaitter
@awasemaru7
@methie34
@du_bois
@junklife1km
@lm700j

Top Tweeters in G2:
@gocoo
@showkatana7
@woquave02
@gooochin
@toaruwotakubito
@ori_takita
@scottishneco
@ziplock
@meiji_s_genki
@no_name1597

Top Tweeters in G3:
@cherokeenative3
@immo_reedb
@timmorton2
@bswyks_
@piyakhanna
@jkldnmad
@neko_meshi_ya
@rhjofficial
@rinne0123
@iripann

Top Tweeters in G4:
@skynews
@bbcnews
@trackntracer
@sandrahalifax
@tomsingleton4
@helensalmon2
@clodaghsnarks
@tdoylecarasol
@marcusfitzsimon
@goldishcj

Top Tweeters in G5:
@thesun
@alresfordbear
@telegraph
@mailonline
@caz5697
@bbddpp
@rob_kimbell
@dailymailuk
@susanchubb1
@cjcheesecake

Top Tweeters in G6:
@ukrpravda_news
@lzedmitryy
@smetanatborschu
@ukrinform
@5channel
@tatyana17112009
@espresotv
@iggae
@newsua_one
@gal_linochka

Top Tweeters in G7:
@daily_express
@meallyhen
@martinandrea86
@steceng22
@johnandi
@neighbour_kx
@jamdodger4
@brewdog1950
@otto_english
@grado779

Top Tweeters in G8:
@jurylady5
@inforenique
@natricer
@cbsnews
@agent_snark
@marymary0414
@pash22
@msnbc
@thebarbarienne
@epbeaumont

Top Tweeters in G9:
@schinarat
@petalkiss
@boonzoonlee
@nunamaki_kyumin
@pudsa2603
@md_ppe
@ppe2003perth
@christmasprinc6
@wirapornterppe
@flower50112357

Top Tweeters in G10:
@delalande72
@hhelenakhl
@loovee3333
@obrijo
@rationaliza
@watinthe_
@polibard
@geehall1
@zubymusic
@davidjhwelch