PPE, Twitter, 7/7/2022 10:57:59 PM, 279150


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PPE_2022-07-07_02-31-29.xlsx
PPE_2022-07-07_02-31-29.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 07, 2022
Short Description:
PPE via NodeXL https://bit.ly/3aq6dUe
@huds8118
@goodlawproject
@drfrancesryan
@borisjohnson
@sri_srikrishna
@pw_pwd
@fearnley_k
@damianhastie
@ppetoheros
@lauramiers

Top hashtags:
#mycoachkickofftour
#ppe
#kdppe
#perthtanapon
#mycoachตะลุมรักตะลุมบอล
#ohmpawat

Description:
Description
The graph represents a network of 7,881 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, 07 July 2022 at 09:41 UTC.

The requested start date was Thursday, 07 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, 9-hour, 14-minute period from Monday, 04 July 2022 at 03:03 UTC to Wednesday, 06 July 2022 at 12:18 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 : 7881
Unique Edges : 5692
Edges With Duplicates : 11687
Total Edges : 17379
Number of Edge Types : 5
Retweet : 5008
MentionsInRetweet : 7149
Replies to : 1500
Mentions : 1977
Tweet : 1745
Self-Loops : 1774
Reciprocated Vertex Pair Ratio : 0.0174186778593914
Reciprocated Edge Ratio : 0.0342409240924092
Connected Components : 1109
Single-Vertex Connected Components : 408
Maximum Vertices in a Connected Component : 4008
Maximum Edges in a Connected Component : 10011
Maximum Geodesic Distance (Diameter) : 28
Average Geodesic Distance : 6.026376
Graph Density : 0.000156129533408435
Modularity : 0.54865
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,881 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, 07 July 2022 at 09:41 UTC.

The requested start date was Thursday, 07 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, 9-hour, 14-minute period from Monday, 04 July 2022 at 03:03 UTC to Wednesday, 06 July 2022 at 12:18 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:
[145] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html
[86] https://www.iol.co.za/pretoria-news/news/politics/limpopo-health-hod-resigns-amid-dark-cloud-of-ppe-scandal-92d1151f-f163-4408-ba82-943cbcee479f?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1656885713
[64] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html?referringSource=articleShare
[63] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html?smid=tw-share
[40] https://www.amazon.co.jp/dp/B0B4HJSQ4J/ref=cm_sw_r_awdo_P5AZQ7X4MZYGNVXB7HF1_0
[28] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html?partner=IFTTT
[23] https://www.youtube.com/watch?v=UZdaaDaxdLM&feature=youtu.be

[22] https://www.amazon.co.jp/dp/B0B455DPN6/ref=cm_sw_r_awdo_Z79GQ61RW0R7Y7Q51ACB_0
[9] https://www.ndtv.com/world-news/uk-team-comes-up-with-beard-covering-singh-thattha-for-doctors-from-ethnic-communities-amid-coronavirus-pandemic-2326404
[8] https://journals.sagepub.com/doi/full/10.1177/01410768211001583?cookieSet=1

Top URLs in Tweet in G1:
[2] https://twitter.com/peterjukes/status/1544460768598450179
[1] https://goodlawproject.org/news/michelle-donelan-partner-contracts/
[1] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[1] https://www.mirror.co.uk/news/politics/minister-says-people-who-want-22249356?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://www.theguardian.com/world/2022/jul/02/end-of-special-covid-leave-for-nhs-staff-branded-completely-unacceptable?CMP=Share_AndroidApp_Other
[1] https://twitter.com/faisalislam/status/1544632981394006016
[1] https://twitter.com/RichardJMurphy/status/1543654973120053250
[1] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/

Top URLs in Tweet in G2:
[2] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/

Top URLs in Tweet in G4:
[48] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html
[19] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html?partner=IFTTT
[12] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html?smid=tw-share
[9] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html?referringSource=articleShare
[4] https://www.itti.edu.sa/ar/in_prog.php?id=68
[3] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html?smid=url-share
[3] https://www.shareasale-analytics.com/r.cfm?b=15098&u=3097938&m=4355&shrsl_analytics_sscid=71k6%5F4ean7&shrsl_analytics_sstid=71k6%5F4ean7
[2] https://www.abc.net.au/news/2022-07-04/st-basils-aged-care-charged-by-worksafe-over-covid-cluster/101205948
[2] http://trib.al/3KwnvB2
[2] https://www.iol.co.za/pretoria-news/news/politics/limpopo-health-hod-resigns-amid-dark-cloud-of-ppe-scandal-92d1151f-f163-4408-ba82-943cbcee479f

Top URLs in Tweet in G5:
[7] https://www.rcn.org.uk/get-help/rcn-advice/personal-protective-equipment-ppe-and-covid-19
[3] https://www.standard.co.uk/news/uk/ppe-procurement-scandal-uk-2021-b935842.html
[2] https://goodlawproject.org/news/michelle-donelan-partner-contracts/
[1] https://twitter.com/KateAndrs/status/1544617888790765571
[1] https://twitter.com/jamesmelville/status/1544217440481169408
[1] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane
[1] https://twitter.com/no_overall/status/1543903786980315136
[1] https://www.bmj.com/content/375/bmj.n2825
[1] https://twitter.com/PeterStefanovi2/status/1521021972968361984
[1] https://twitter.com/GeorgeJulian/status/1542875309829246976

Top URLs in Tweet in G6:
[40] https://www.amazon.co.jp/dp/B0B4HJSQ4J/ref=cm_sw_r_awdo_P5AZQ7X4MZYGNVXB7HF1_0
[23] https://www.youtube.com/watch?v=UZdaaDaxdLM&feature=youtu.be

[22] https://www.amazon.co.jp/dp/B0B455DPN6/ref=cm_sw_r_awdo_Z79GQ61RW0R7Y7Q51ACB_0
[8] https://mdpr.jp/interview/3231841
[5] https://www.amazon.co.jp/dp/B0B373HKJY/ref=cm_sw_r_awdo_PH6ENZ00Q186TEP5PDXC_0
[3] https://www.amazon.co.jp/dp/B0B373HKJY/ref=cm_sw_r_awdo_S5FSYG9N3WXWQ3SJN0ZW_0
[2] https://mdpr.jp/interview/detail/3231841
[2] https://mdpr.jp/news/3238665
[2] https://www.tokyo-sports.co.jp/entame/news/4299239/
[2] https://mi-muse.mi-glamu.com/ppe/

Top URLs in Tweet in G7:
[32] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html
[13] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html?smid=tw-share
[4] http://trib.al/3KwnvB2
[3] https://joebiden.com/beat-covid19/
[2] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html?smid=nytcore-ios-share
[2] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html?referringSource=articleShare
[1] https://twitter.com/darsh_ayton/status/1536203120677531648
[1] https://www.medschool.umaryland.edu/fpi/Novel-Coronavirus-COVID-19/Information-for-FPI-Clinical-Practices/Personal-Protective-Equipment-PPE/Respirators/#silk-tabs-0-0
[1] https://www.cbc.ca/news/canada/ottawa/ottawa-covid-masks-protection-1.6053953
[1] https://trib.al/5i8NOul

Top URLs in Tweet in G8:
[1] https://fs.blog/two-types-of-knowledge/

Top URLs in Tweet in G9:
[2] https://www.ukrinform.ua/rubric-uarazom/3523168-evrokomisia-gotue-pravovu-osnovu-dla-konfiskacii-aktiviv-rf-na-korist-ukraini-fon-der-laen.html
[2] https://www.eurointegration.com.ua/news/2022/07/4/7142510/
[2] https://www.eurointegration.com.ua/news/2022/07/4/7142516/
[2] https://www.eurointegration.com.ua/news/2022/07/4/7142557/
[2] https://www.eurointegration.com.ua/news/2022/07/4/7142572/
[2] https://www.eurointegration.com.ua/news/2022/07/5/7142593/
[2] https://www.eurointegration.com.ua/news/2022/07/5/7142585/
[2] https://www.eurointegration.com.ua/articles/2022/07/6/7142680/
[2] https://censor.net/ua/n3352072
[2] https://censor.net/ua/n3352118

Top URLs in Tweet in G10:
[7] https://www.youtube.com/watch?v=msgsO0HVGgw

[6] https://www.thaiticketmajor.com/concert/o-n-friend-city-ohm-nanon-1st-fan-meeting-in-thailand.html
[5] https://www.instagram.com/accounts/login/?next=/p/CfnmJlVrr_C/
[4] https://www.facebook.com/khaosod
[4] https://twitter.com/MOE_PPE/status/1544156377337466881
[3] https://www.facebook.com/dailynewsonlinefan/videos/1143689259577512
[3] https://www.youtube.com/watch?v=msgsO0HVGgw&feature=youtu.be

[2] https://twitter.com/perthppe/status/1544597803829428224
[2] https://m.facebook.com/login.php?next=https%3A%2F%2Fm.facebook.com%2Fkhaosod&refsrc=deprecated&_rdr
[2] https://m.facebook.com/dailynewsonlinefan

Top Domains
Top Domains in Tweet in Entire Graph:
[323] nytimes.com
[199] twitter.com
[95] co.za
[86] co.jp
[63] youtube.com
[48] co.uk
[37] com.ua
[29] ppe.pl
[24] facebook.com
[20] censor.net

Top Domains in Tweet in G1:
[4] twitter.com
[2] goodlawproject.org
[2] theguardian.com
[1] co.uk

Top Domains in Tweet in G2:
[2] goodlawproject.org

Top Domains in Tweet in G4:
[98] nytimes.com
[33] twitter.com
[17] co.uk
[15] edu.sa
[5] theguardian.com
[5] duongvanhiep.com
[5] co.jp
[4] co.za
[4] shareasale-analytics.com
[2] net.au

Top Domains in Tweet in G5:
[10] twitter.com
[8] org.uk
[5] co.uk
[2] goodlawproject.org
[2] theguardian.com
[1] bmj.com
[1] nursinginpractice.com
[1] change.org
[1] wordpress.com

Top Domains in Tweet in G6:
[74] co.jp
[23] youtube.com
[14] mdpr.jp
[6] twitter.com
[2] nissin.com
[2] mi-glamu.com
[1] amzn.to
[1] r10.to

Top Domains in Tweet in G7:
[49] nytimes.com
[6] trib.al
[5] twitter.com
[3] joebiden.com
[2] nyti.ms
[1] umaryland.edu
[1] cbc.ca
[1] whitehouse.gov
[1] memeorandum.com
[1] projectn95.org

Top Domains in Tweet in G8:
[1] fs.blog

Top Domains in Tweet in G9:
[37] com.ua
[20] censor.net
[9] twitter.com
[9] 5.ua
[9] prm.ua
[6] ukrinform.ua
[4] espreso.tv
[2] facebook.com
[2] t.me
[2] gov.ua

Top Domains in Tweet in G10:
[41] twitter.com
[19] facebook.com
[15] youtube.com
[9] instagram.com
[6] thaiticketmajor.com
[3] ch3plus.com
[2] theconcert.com
[2] bit.ly
[2] fb.watch
[1] forms.gle

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[283] mycoachkickofftour
[187] ppe
[186] kdppe
[178] perthtanapon
[53] mycoachตะลุมรักตะลุมบอล
[51] ohmpawat
[42] ppe_win
[37] mynameisnanon
[36] きゅるん
[32] 表紙担当



Top Hashtags in Tweet in G1:
[3] ppe
[2] borisjohnson
[2] torylies
[2] partygate
[2] corrupttoriesout
[2] michelledonelan
[1] carriegate
[1] sunak
[1] javid
[1] r4today

Top Hashtags in Tweet in G2:
[1] toriesout
[1] goodlawproject

Top Hashtags in Tweet in G3:
[1] johnsonout
[1] torymeltdown

Top Hashtags in Tweet in G4:
[76] ppe
[17] safety
[11] nebosh
[11] fire
[10] online
[10] training
[10] السلامة
[9] نيبوش
[9] اوشا
[9] أونلاين

Top Hashtags in Tweet in G5:
[8] ppe
[5] toriesout
[4] longcovid
[4] toriespartiedwhilepeopledied
[4] torycorruption
[3] costofcovidcrisis
[2] sunak
[2] partygate
[2] carehomescandal
[2] carriegate

Top Hashtags in Tweet in G6:
[40] ppe_win
[36] きゅるん
[32] 表紙担当
[14] 篠崎こころ
[10] ココロモヨウ
[9] 伊織もえ
[7] えなこ
[7] 宮本彩希
[7] つんこ
[7] よきゅーん

Top Hashtags in Tweet in G7:
[7] covid
[5] elastomerics
[3] masks
[2] ppe
[2] n95s
[2] maskhot
[1] onted
[1] onpoli
[1] airbornetransmission
[1] righttorefuse

Top Hashtags in Tweet in G8:
[1] partygate
[1] carehomes
[1] costoflivingcrisis
[1] ppe

Top Hashtags in Tweet in G9:
[8] новини
[2] зсу
[2] нато
[2] сша

Top Hashtags in Tweet in G10:
[283] mycoachkickofftour
[186] kdppe
[178] perthtanapon
[53] mycoachตะลุมรักตะลุมบอล
[51] ohmpawat
[37] mynameisnanon
[22] nanon_korapat
[16] ohmnanon
[14] ohmnanon1stfm
[13] ตะลุมพุกfc

Top Words
Top Words in Tweet in Entire Graph:
[3120] ppe
[1842] over
[1767] didn
[1747] resign
[1586] covid
[1352] michelle
[1352] donelan
[1199] education
[1021] company
[833] goodlawproject

Top Words in Tweet in G1:
[813] goodlawproject
[601] michelle
[600] donelan
[567] education
[535] peterjukes
[528] revealed
[528] investigation
[528] reveal
[528] partner
[528] newly

Top Words in Tweet in G2:
[545] ppe
[539] education
[528] michelle
[528] donelan
[528] contract
[527] won
[526] company
[526] covid
[526] tom's
[525] huds8118

Top Words in Tweet in G3:
[1551] resign
[1548] didn
[1548] over
[528] covid
[516] deaths
[515] benefit
[515] cuts
[515] partygate
[514] drfrancesryan
[14] ppe

Top Words in Tweet in G4:
[215] ppe
[75] #ppe
[60] mask
[54] n95
[48] waste
[45] clunky
[44] answer
[36] covid
[35] airborne
[35] disease

Top Words in Tweet in G5:
[212] ppe
[65] contracts
[49] borisjohnson
[44] conservatives
[43] track
[43] trace
[37] billions
[34] covid
[32] money
[25] one

Top Words in Tweet in G6:
[159] お知らせ
[143] enako_cos
[141] 表紙
[140] 本日発売の
[133] 月刊少年チャンピオン
[133] にて
[133] 巻頭ページを担当しております
[133] 今回はppe全員集合
[133] みんなで広いプールに入って遊んだり
[133] 撮影しながら楽しんでます

Top Words in Tweet in G7:
[78] mask
[74] n95
[71] reusable
[66] elastomeric
[58] respirators
[50] article
[43] ppe
[41] elastomerics
[40] dr
[38] masks

Top Words in Tweet in G8:
[307] company
[292] family
[290] link
[199] ppe
[160] michelle
[160] donelan
[160] won
[154] contracts
[147] million
[145] damianhastie

Top Words in Tweet in G9:
[201] format_ppe
[98] і
[87] в
[84] на
[75] не
[61] у
[58] а
[51] та
[47] до
[45] що

Top Words in Tweet in G10:
[283] #mycoachkickofftour
[217] promote
[186] #kdppe
[178] #perthtanapon
[171] mycoach
[116] coach
[110] น
[106] ร
[96] ส
[80] ท

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1737] resign,over
[1733] didn,resign
[1349] michelle,donelan
[791] company,won
[633] covid,ppe
[630] education,secretary
[627] ppe,contract
[621] secretary,michelle
[612] tom,turner
[609] donelan,engaged

Top Word Pairs in Tweet in G1:
[600] michelle,donelan
[528] revealed,investigation
[528] investigation,goodlawproject
[528] goodlawproject,reveal
[528] reveal,partner
[528] partner,michelle
[528] donelan,newly
[528] newly,appointed
[528] appointed,education
[527] peterjukes,revealed

Top Word Pairs in Tweet in G2:
[528] michelle,donelan
[526] ppe,contract
[525] education,secretary
[525] secretary,michelle
[525] donelan,engaged
[525] engaged,tom
[525] tom,turner
[525] turner,company
[525] company,won
[525] won,365m

Top Word Pairs in Tweet in G3:
[1548] didn,resign
[1548] resign,over
[516] covid,deaths
[515] over,covid
[515] deaths,didn
[515] over,benefit
[515] benefit,cuts
[515] cuts,didn
[515] over,partygate
[514] drfrancesryan,didn

Top Word Pairs in Tweet in G4:
[44] mask,answer
[44] n95,waste
[34] clunky,mask
[34] answer,airborne
[34] airborne,disease
[34] disease,n95
[17] waste,andrew
[17] andrew,jacobs
[15] resign,over
[14] jacobs,nyt

Top Word Pairs in Tweet in G5:
[47] ppe,contracts
[37] track,trace
[14] vip,lane
[13] covid,ppe
[13] care,homes
[12] michelle,donelan
[9] johnson,appointing
[9] appointing,people
[9] people,blackmail
[9] blackmail,nadhimzahawi

Top Word Pairs in Tweet in G6:
[138] お知らせ,本日発売の
[136] enako_cos,お知らせ
[133] 本日発売の,月刊少年チャンピオン
[133] 月刊少年チャンピオン,にて
[133] にて,表紙
[133] 表紙,巻頭ページを担当しております
[133] 巻頭ページを担当しております,今回はppe全員集合
[133] 今回はppe全員集合,みんなで広いプールに入って遊んだり
[133] みんなで広いプールに入って遊んだり,撮影しながら楽しんでます
[133] 撮影しながら楽しんでます,是非ゲットしてくださいね

Top Word Pairs in Tweet in G7:
[57] elastomeric,respirators
[35] elastomerics,really
[35] really,game
[35] game,changer
[35] changer,dr
[35] dr,chalikonda
[35] chalikonda,think
[35] think,millions
[35] millions,dollars
[35] dollars,wasted

Top Word Pairs in Tweet in G8:
[290] family,link
[290] link,company
[160] michelle,donelan
[160] company,won
[154] ppe,contracts
[146] million,ppe
[145] donelan,family
[145] won,673
[145] 673,million
[145] contracts,family

Top Word Pairs in Tweet in G9:
[13] format_ppe,а
[13] як,заслуги
[8] в,напрямку
[8] format_ppe,nboloban
[7] format_ppe,ну
[7] oniksoniks4,format_ppe
[7] то,все
[6] відновлення,україни
[6] як,і
[6] як,людина

Top Word Pairs in Tweet in G10:
[163] promote,mycoach
[134] #perthtanapon,#kdppe
[104] mycoach,#mycoachkickofftour
[80] #mycoachkickofftour,promote
[64] #mycoachkickofftour,#perthtanapon
[59] มร,กตะล
[59] กตะล,มบอล
[58] #mycoachตะล,มร
[51] promote,coach
[38] #kdppe,#perthtanapon

Top Replied-To
Top Replied-To in Entire Graph:
@format_ppe
@monyo_ppe
@ecooperauthor
@ma_ppe_exchange
@conservatives
@fai_ppe
@ppe_ee825
@hoppe_ppe_
@ro_ppe
@ximmasterichigo

Top Replied-To in G1:
@peterjukes
@goodlawproject
@10downingstreet
@chrissiegrech
@hmrcgovuk
@frdidymus
@cornwell167
@johnpenrosenews
@paul__johnson
@jolyonmaugham

Top Replied-To in G2:
@pascalr57
@romfordgeeza
@ytdaveyt
@justicerules4
@jamesearpmusic

Top Replied-To in G5:
@conservatives
@borisjohnson
@rishisunak
@richardjmurphy
@johnredwood
@doctor_oxford
@andyblueskyz
@13sarahmurphy
@nadinedorries
@councillorsuzie

Top Replied-To in G6:
@enako_cos
@kokoro777pp
@yokyu_n
@snhr_minami
@manatsukin
@iorimoe_five

Top Replied-To in G7:
@flindall_steve
@drjanemunro
@montemcnaughton
@gemcarey
@davidanber
@venessb
@clairedotcomedy
@collignonpeter
@stanleyward90
@donatemask

Top Replied-To in G8:
@mrjamesob
@billedmunds4
@lbc
@mariacaulfield
@grahammoore11
@lizwebsterld
@housleyroy
@shelaghfogarty
@normanjam671
@chaela1982

Top Replied-To in G9:
@format_ppe
@dimonich_
@glennarathn
@hon_j_dredd
@vikt64vikt
@sszdravuyukrop
@4edycuqmctkzmef
@evilface_olga
@5channel
@censor_net

Top Replied-To in G10:
@goldenpup_ppe
@perthppe
@moe_ppe
@makemacan
@mynameisnanon
@newstart4perth
@loveinppe
@perthsmile_cn
@secawards
@viu_th

Top Mentioned
Top Mentioned in Entire Graph:
@goodlawproject
@huds8118
@peterjukes
@drfrancesryan
@jolyonmaugham
@damianhastie
@enako_cos
@iol
@format_ppe
@lauramiers

Top Mentioned in G1:
@goodlawproject
@peterjukes
@jolyonmaugham
@huds8118
@damianhastie
@rowanmoore
@johnapplebyld
@drfrancesryan
@dbfole13
@danielgoyal

Top Mentioned in G2:
@huds8118
@bladeofthes
@goodlawproject
@peterjukes
@houghton_louise
@james85fletcher
@justicerules4
@hexham4pa
@sajidjavid

Top Mentioned in G3:
@drfrancesryan
@huds8118
@positivelad

Top Mentioned in G4:
@training_itti
@berdashnative
@filtradetrading
@scottstanleysmi
@hupzdnm9qwxewuq
@esteponatv

Top Mentioned in G5:
@borisjohnson
@conservatives
@nadhimzahawi
@sajidjavid
@philmyers53
@keir_starmer
@lcnmuk
@goodlawproject
@rishisunak
@uklabour

Top Mentioned in G6:
@enako_cos
@yokyu_n
@iorimoe_five
@kokoro777pp
@snhr_minami
@manatsukin
@modelpress
@tsunko_p

Top Mentioned in G7:
@meetjess
@nytscience
@yaneerbaryam
@victoriancho
@vicgovdh
@ppetoheros
@venessb
@drjanemunro
@jvipondmd
@zeynep

Top Mentioned in G8:
@damianhastie
@huds8118
@normanjam671
@drfrancesryan
@mrjamesob
@saveralphdog
@lbc
@lolwestinghouse
@garycrosbie5
@grahammoore11

Top Mentioned in G9:
@format_ppe
@prm_ua
@europeanpravda
@censor_net
@nboloban
@epravda
@poroshenko
@5channel
@servicessu
@ukrpravda_news

Top Mentioned in G10:
@loveinppe
@ppetrends
@perthppe
@perthppe_jfc
@moe_ppe
@perthmmfc
@perthsmile_cn
@ohmpawatt
@mynameisnanon
@makemacan

Top Tweeters
Top Tweeters in Entire Graph:
@famima_reply
@suntory
@amazonhelp
@famima_now
@dennys_pr
@itoham_inc
@morinaga_angel
@ayatakajp
@asahiinryo_jp
@ichibankuji

Top Tweeters in G1:
@roblwilson
@derekjohnbryant
@hazelglasgow
@sandssims
@cleggy261
@uncleprober
@j_sutherland2
@logansteven
@jeannebartram
@june4th

Top Tweeters in G2:
@carolehope2
@waterworxuk
@davidwcummins
@shakeystephens
@isnttony105
@soundabuse
@chloe4711
@deescattered
@ukbreturn
@alba6363

Top Tweeters in G3:
@bliadhnaichean
@tates5a
@lovabelow98
@mrlewisvuitton
@gwinniejones
@valsyl
@rlebontennant
@epiplexis_
@julietmevans
@1kilroywashere

Top Tweeters in G4:
@andyvermaut
@drpatfarrell
@immo_reedb
@nspector4
@disabledsenior
@flolake
@hupzdnm9qwxewuq
@adhesion2
@nick_zen
@mooookky

Top Tweeters in G5:
@sandradunn1955
@isthisab0t
@markrowantree
@mailonline
@trackntracer
@quangels
@politicswatch15
@johnandi
@timmyvoe
@ledredman

Top Tweeters in G6:
@gocoo_59
@gocoo
@toaruwotakubito
@hxnxqaewn1orr4l
@seijunhayaruo
@0us2080
@modelpress
@re001002
@helland_heaven
@magsun0110

Top Tweeters in G7:
@givemepie360
@morpheusbeing
@raygibbs1
@mlas
@memeorandum
@natricer
@colleenmmck618
@neoavatara
@thatvdovault
@nothingsmonstrd

Top Tweeters in G8:
@s9tmt
@cathymcrorie
@beamabeorg
@kingking3107
@lacaldojewelery
@countryskills
@jeromethegnome
@trangpang
@the_chrisshaw
@e_winzar

Top Tweeters in G9:
@ukrpravda_news
@zvlad2005
@light1065s
@ukrinform
@tedteddycat
@5channel
@kievtet2012
@skytg24
@oniksoniks4
@espresotv

Top Tweeters in G10:
@bumbimknok
@schinarat
@tkmmtrigon
@boonzoonlee
@morningnewstv3
@md_ppe
@ppe2003perth
@ys_ppe
@by_mayfueng
@christmasprinc6


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