PPE, Twitter, 12/14/2021 6:51:35 PM, 268345


FAQ | Problem?

PPE_2021-12-14_04-21-37.xlsx
PPE_2021-12-14_04-21-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 14, 2021
Short Description:
PPE via NodeXL https://bit.ly/3EXGpJd
@drkate_miller
@withorpe
@gletherby
@danielgoyal
@simonclarkemp
@drtomlinsonep
@wulf_helm
@borisjohnson
@trackntracer
@olynpuss

Top hashtags:
#kdppe
#perthtanapon
#ppe
#omicron
#missuniverse2021
#มาม๊าครับเซ้นต์จบแล้วนะ
#iowa

Description:
Description
The graph represents a network of 8,452 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 Tuesday, 14 December 2021 at 12:32 UTC.

The requested start date was Tuesday, 14 December 2021 at 01:01 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, 6-hour, 36-minute period from Saturday, 11 December 2021 at 05:45 UTC to Monday, 13 December 2021 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 : 8452
Unique Edges : 5252
Edges With Duplicates : 11993
Total Edges : 17245
Number of Edge Types : 5
Replies to : 1452
Retweet : 5108
MentionsInRetweet : 6605
Tweet : 1681
Mentions : 2399
Self-Loops : 1720
Reciprocated Vertex Pair Ratio : 0.0141813493768801
Reciprocated Edge Ratio : 0.0279661016949153
Connected Components : 1281
Single-Vertex Connected Components : 425
Maximum Vertices in a Connected Component : 3702
Maximum Edges in a Connected Component : 8462
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.400492
Graph Density : 0.000132161331128927
Modularity : 0.552546
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,452 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 Tuesday, 14 December 2021 at 12:32 UTC.

The requested start date was Tuesday, 14 December 2021 at 01:01 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, 6-hour, 36-minute period from Saturday, 11 December 2021 at 05:45 UTC to Monday, 13 December 2021 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:
[89] https://www.news24.com/news24/southafrica/investigations/top-cop-looking-into-ppe-procurement-definitely-poisoned-files-laptop-removed-after-his-death-20211213
[33] https://bylinetimes.com/2021/12/10/periods-pandemic-and-ppe-how-even-in-healthcare-the-world-is-built-for-men/
[22] https://ppe-for-usa.com/NIOSH-Approved-N95-High-Filtration-Face-Masks-for-Consumers-Made-In-USA-p266110077
[20] https://www.news24.com/news24/southafrica/news/ramaphosa-studying-sius-ppe-graft-report-20211211
[20] https://www.amazon.co.jp/dp/B09MJPZLNF/ref=cm_sw_r_awdo_navT_a_RN9T8EES7ABHFFYE1S8B
[20] https://www.dailymail.co.uk/news/article-10300169/Tory-peer-Michelle-Mone-faces-fresh-questions-200m-PPE-deal-ex-business-partner.html
[19] https://www.hmv.co.jp/artist_月刊少年チャンピオン編集部_000000000458136/item_《ローソン・HMV限定特典:クリアファイル》-月刊少年チャンピオン-2022年-1月号_12357297
[18] https://bylinetimes.com/2021/12/10/conservative-donors-miss-out-on-5-billion-ppe-contract/
[12] https://www.instagram.com/accounts/login/
[10] https://www.news24.com/

Top URLs in Tweet in G1:
[1] https://twitter.com/fearnley_k/status/1470154229419552772
[1] https://www.bettersafercare.vic.gov.au/reports-and-publications/learning-from-healthcare-worker-infections
[1] https://twitter.com/zoso771/status/1470209002671783938
[1] https://www.rsea.com.au/ppe/respiratory-protection/respiratory-masks-and-filters/sr100-half-mask-respirator

Top URLs in Tweet in G2:
[7] https://www.news24.com/news24/southafrica/investigations/top-cop-looking-into-ppe-procurement-definitely-poisoned-files-laptop-removed-after-his-death-20211213
[4] https://www.dailymail.co.uk/news/article-10300169/Tory-peer-Michelle-Mone-faces-fresh-questions-200m-PPE-deal-ex-business-partner.html
[3] https://www.news24.com/
[3] http://pt.afl.rakuten.co.jp/c/0f81da09.d35b2b57.t=ssml10000101/_RTssml10000101?url=https%3A%2F%2Fbooks.rakuten.co.jp%2Frb%2F16963302%2F%3Fscid%3Dwe_twt_upc443&surlid=1440&surldt=20211212115130
[3] https://www.bbc.co.uk/news/uk-politics-59615080
[2] https://www.cidrap.umn.edu/news-perspective/2021/12/face-mask-other-ppe-litter-skyrockets-amid-pandemic
[2] https://yazing.com/deals/brookwoodmed/MikeElla
[2] http://ws-jp.co.jp/2020/12/06/science-technology-18-coronavirus-21/
[2] http://ws-jp.co.jp/2021/01/12/world-9/
[2] https://offshoreleaks.icij.org/search?utf8=%E2%9C%93&q=AO60+SNC+LAVALIN+%24100M+INS+%5B2019-2021%5D+COVID+PPE&commit=Search&c=&j=&d=

Top URLs in Tweet in G3:
[2] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral
[2] https://twitter.com/zarahsultana/status/1469795553059999747
[1] https://www.bma.org.uk/advice-and-support/covid-19/ppe/covid-19-ppe-for-doctors
[1] https://www.bmj.com/content/375/bmj.n2475
[1] https://twitter.com/doctor_oxford/status/1470126652730617856
[1] https://www.gov.uk/government/publications/covid-19-management-of-exposed-healthcare-workers-and-patients-in-hospital-settings/covid-19-management-of-exposed-healthcare-workers-and-patients-in-hospital-settings
[1] https://twitter.com/fearnley_k/status/1470083141599694854
[1] https://twitter.com/shaun_qureshi/status/1469350390688845832
[1] https://twitter.com/mrharrycole/status/1469617202584342528
[1] https://twitter.com/uk_domain_names/status/1470120447681482757

Top URLs in Tweet in G4:
[2] https://www.bbc.co.uk/news/uk-politics-59615080
[1] https://twitter.com/isobel_waby/status/1470146103932862472
[1] https://twitter.com/marinahyde/status/1469328112378855431
[1] https://twitter.com/BoudoirPriveUK/status/1470075122119847941
[1] https://twitter.com/BBCNews/status/1470329901567942661
[1] https://twitter.com/MirrorPolitics/status/1469788795813998595
[1] https://www.independent.co.uk/news/uk/politics/michael-gove-ppe-contract-labour-b1906025.html

Top URLs in Tweet in G5:
[1] https://yournhsneedsyou.com/
[1] https://twitter.com/JeffStelling/status/1469323909388550148
[1] https://www.theglobalfund.org/en/blog/2021-10-04-unloved-but-a-life-saver-we-must-value-ppe/
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=268100
[1] https://www.news24.com/news24/southafrica/news/ramaphosa-studying-sius-ppe-graft-report-20211211

Top URLs in Tweet in G6:
[11] https://www.instagram.com/accounts/login/
[2] https://www.youtube.com/watch?v=UYOLlycryJY&feature=youtu.be

[2] https://twitter.com/Kazzmagazine/status/1470321363000782850
[2] http://praew.com/charity2021stars
[2] https://instagram.com/p/CXYQ08QvY2h/?utm_medium=copy_link
[2] https://mp.weixin.qq.com/s?__biz=Mzg4NjI1ODEyMg==&mid=2247520852&idx=1&sn=9596cadb825aa925c8682257bffd380b&chksm=cf9eb2f1f8e93be7ee08adf4a73fdb39dbdae042a59257712be75e15b64e437000cc626f1249&mpshare=1&srcid=1213ed80FBPXfn5IBFuwfEZV&sharer_sharetime=1639367630060&sharer_shareid=81d4415ef38b66786fa0f2214600b4f9&from=groupmessage&scene=1&subscene=10000&clicktime=1639367672&enterid=1639367672&ascene=1&devicetype=android-29&version=28001057&nettype=WIFI&abtest_cookie=AAACAA%3D%3D&lang=zh_CN&exportkey=Axcudy3hOEk6q4qGBjplC4E%3D&pass_ticket=v9wpbkUbMp%2FguldlgXMSHlzYOMUXUpUeknzAGZwXI6y0z8bTI%2BcT2m9%2Btcq%2Br456&wx_header=1
[2] https://www.youtube.com/watch?v=1L9buCJbXgc&feature=youtu.be

[2] https://www.youtube.com/watch?v=qiIa4pFxYJw&feature=youtu.be

[2] https://m.weibo.cn/status/4713269605959285?
[2] https://m.weibo.cn/status/4713538431486174?

Top URLs in Tweet in G7:
[2] https://www.gre.ac.uk/articles/public-relations/report-blasts-fundamentally-dysfunctional-system-for-sourcing-ppe
[2] https://goodlawproject.org/news/conservative-politicians-vip-lane/
[1] https://twitter.com/BBCPolitics/status/1469716882253045764
[1] https://www.cambridgeindependent.co.uk/news/pro-nhs-protesters-stage-cambridge-die-in-at-really-scary-9230317/
[1] https://twitter.com/simonclarkemp/status/1469954408809181185
[1] https://twitter.com/karenju62258050/status/1466001844648427520
[1] https://twitter.com/Azeem_Majeed/status/1451458860372406272
[1] https://twitter.com/drnshastrihurst/status/1466874434044760070
[1] https://twitter.com/itvpeston/status/1468680894659670017
[1] https://twitter.com/sammwittings/status/1469951052812361731

Top URLs in Tweet in G8:
[62] https://www.news24.com/news24/southafrica/investigations/top-cop-looking-into-ppe-procurement-definitely-poisoned-files-laptop-removed-after-his-death-20211213
[1] https://twitter.com/News24/status/1468818951048204289

Top URLs in Tweet in G9:
[8] https://www.whatdotheyknow.com/
[1] https://twitter.com/brawday/status/1470281916343533570
[1] https://www.theguardian.com/world/2021/dec/06/at-least-46-vip-lane-ppe-deals-awarded-before-formal-due-diligence-in-place
[1] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe?recruiter_id=157603
[1] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe?recruiter_id=223915
[1] https://inews.co.uk/news/politics/sleaze-row-tory-mps-peers-referred-firms-vip-lane-covid-ppe-contracts-1304795/amp
[1] https://www.instituteforgovernment.org.uk/blog/ppe-vip-lane-procurement-reform
[1] https://twitter.com/TelegraphMag/status/1467869819592577035

Top Domains
Top Domains in Tweet in Entire Graph:
[231] twitter.com
[125] news24.com
[62] co.jp
[61] co.uk
[53] bylinetimes.com
[37] co.za
[36] ppe-for-usa.com
[22] youtube.com
[16] theguardian.com
[14] instagram.com

Top Domains in Tweet in G1:
[2] twitter.com
[1] gov.au
[1] com.au

Top Domains in Tweet in G2:
[80] twitter.com
[19] co.uk
[12] news24.com
[12] co.za
[10] co.jp
[6] icij.org
[3] youtube.com
[3] ebay.com
[3] bylinetimes.com
[3] swingtradebot.com

Top Domains in Tweet in G3:
[9] twitter.com
[2] org.uk
[2] theguardian.com
[1] bmj.com
[1] gov.uk
[1] ac.uk
[1] co.uk
[1] thelondoneconomic.com

Top Domains in Tweet in G4:
[5] twitter.com
[3] co.uk

Top Domains in Tweet in G5:
[1] yournhsneedsyou.com
[1] twitter.com
[1] theglobalfund.org
[1] nodexlgraphgallery.org
[1] news24.com

Top Domains in Tweet in G6:
[18] twitter.com
[13] instagram.com
[9] youtube.com
[4] weibo.cn
[2] praew.com
[2] qq.com
[2] telemundo.com
[1] bit.ly

Top Domains in Tweet in G7:
[8] twitter.com
[2] ac.uk
[2] goodlawproject.org
[1] co.uk

Top Domains in Tweet in G8:
[62] news24.com
[1] twitter.com

Top Domains in Tweet in G9:
[8] whatdotheyknow.com
[2] twitter.com
[2] goodlawproject.org
[1] theguardian.com
[1] co.uk
[1] org.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[213] kdppe
[201] perthtanapon
[169] ppe
[65] omicron
[63] missuniverse2021
[56] มาม๊าครับเซ้นต์จบแล้วนะ
[56] iowa
[42] แอนชิลี
[41] saint_sup
[39] marr



Top Hashtags in Tweet in G1:
[1] nobreak
[1] ppe

Top Hashtags in Tweet in G2:
[40] ppe
[7] えなこ
[7] 伊織もえ
[5] safety
[5] 조건만남
[4] gloves
[4] covid19
[4] 宮本彩希
[4] つんこ
[4] ヤングキング

Top Hashtags in Tweet in G3:
[41] omicron
[9] longcovid
[8] ppe
[6] covidisairborne
[5] torycorruption
[4] ffp3
[4] brexit
[3] johnsonout
[3] brexitdisaster
[3] brexitshambles

Top Hashtags in Tweet in G4:
[5] ppe
[3] nhs
[2] rejoineu
[2] torycorruption
[1] covid19uk
[1] johnsonout
[1] johnsonmustresign
[1] r4today
[1] sackjohnson
[1] omicron

Top Hashtags in Tweet in G5:
[6] nhs
[6] healthandcarebill
[1] borismustgo
[1] ppe
[1] siureport
[1] kdppe
[1] perthtanapon
[1] covid19
[1] à
[1] torycorruption

Top Hashtags in Tweet in G6:
[210] kdppe
[198] perthtanapon
[63] missuniverse2021
[55] มาม๊าครับเซ้นต์จบแล้วนะ
[42] แอนชิลี
[39] saint_sup
[24] congratstosaintsup
[22] realsizebeauty
[21] telltheworldiloveyou
[20] mynameisnanon

Top Hashtags in Tweet in G7:
[34] marr
[18] nhs
[7] ppe
[2] torylies
[2] partygate
[2] omicron
[2] goodlawproject
[2] oneruleforthem
[1] toryinsults
[1] despicabletories

Top Hashtags in Tweet in G8:
[1] ongazimakazi

Top Hashtags in Tweet in G9:
[2] ppe
[1] torycriminals
[1] torycorruption
[1] nevertrustatory
[1] gmb
[1] no10xmasparty

Top Hashtags in Tweet in G10:
[3] levellingup
[2] omicron
[1] torycriminals
[1] torylies
[1] torycriminalsunfittogovern
[1] socialistsunday
[1] gtto
[1] johnsonmustresign
[1] johnsonout
[1] torysleazeparty

Top Words
Top Words in Tweet in Entire Graph:
[4346] ppe
[934] staff
[786] day
[765] corbyn
[747] covid
[680] procurement
[571] home
[568] having
[566] effect
[549] worked

Top Words in Tweet in G1:
[542] ppe
[516] drkate_miller
[512] day
[504] staff
[502] having
[493] outbreak
[493] cases
[493] week
[493] effect
[492] nursing

Top Words in Tweet in G2:
[361] ppe
[48] covid
[40] #ppe
[26] more
[23] money
[22] care
[22] corruption
[21] contracts
[20] tory
[19] ด

Top Words in Tweet in G3:
[267] ppe
[134] nhs
[125] danielgoyal
[119] many
[104] need
[92] way
[91] never
[90] looking
[89] colleagues
[88] empty

Top Words in Tweet in G4:
[716] corbyn
[261] people
[230] gletherby
[230] locked
[230] down
[230] sooner
[230] listened
[230] scientists
[230] focused
[98] johnson

Top Words in Tweet in G5:
[366] procurement
[362] decision
[278] ppe
[188] withorpe
[182] gove
[182] went
[181] michael
[181] single
[181] stage
[181] lying

Top Words in Tweet in G6:
[240] น
[221] ร
[210] #kdppe
[198] #perthtanapon
[162] ว
[148] ก
[141] ม
[130] ส
[123] ด
[122] ย

Top Words in Tweet in G7:
[149] simonclarkemp
[111] job
[111] last
[111] day
[110] year
[109] used
[108] constituents
[108] yours
[108] dec
[108] annual

Top Words in Tweet in G8:
[149] procurement
[107] ppe
[92] poisoned
[91] top
[90] cop
[90] looking
[90] 'definitely'
[90] files
[90] laptop
[90] 'removed'

Top Words in Tweet in G9:
[101] ppe
[33] government
[32] goodlawproject
[29] process
[28] put
[28] deals
[28] awarded
[28] before
[27] 46
[27] formal

Top Words in Tweet in G10:
[113] 13sarahmurphy
[108] went
[107] staff
[105] put
[104] quiz
[104] border
[104] irish
[104] sea
[104] bullied
[104] kept

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[513] nursing,home
[508] staff,ppe
[506] home,outbreak
[506] outbreak,worked
[506] worked,recently
[506] recently,having
[506] having,multiple
[506] multiple,cases
[506] cases,day
[506] day,week

Top Word Pairs in Tweet in G1:
[492] nursing,home
[492] home,outbreak
[492] outbreak,worked
[492] worked,recently
[492] recently,having
[492] having,multiple
[492] multiple,cases
[492] cases,day
[492] day,week
[492] week,min

Top Word Pairs in Tweet in G2:
[18] ppe,contracts
[15] full,ppe
[12] testing,ppe
[12] michelle,mone
[12] 200m,ppe
[11] ด,ppe
[11] ppe,corruption
[11] henry,schein
[11] schein,expands
[11] expands,access

Top Word Pairs in Tweet in G3:
[87] never,seen
[87] seen,nhs
[87] nhs,colleagues
[87] colleagues,empty
[87] empty,many
[87] many,looking
[87] looking,way
[87] way,gov
[87] gov,need
[87] need,act

Top Word Pairs in Tweet in G4:
[230] corbyn,locked
[230] locked,down
[230] down,sooner
[230] sooner,corbyn
[230] corbyn,listened
[230] listened,scientists
[230] scientists,corbyn
[230] corbyn,focused
[230] focused,people
[229] gletherby,corbyn

Top Word Pairs in Tweet in G5:
[362] procurement,decision
[181] michael,gove
[181] gove,single
[181] single,ppe
[181] ppe,procurement
[181] decision,went
[181] went,stage
[181] stage,procurement
[181] decision,lying
[180] withorpe,michael

Top Word Pairs in Tweet in G6:
[120] #kdppe,#perthtanapon
[72] #perthtanapon,#kdppe
[57] บเซ,นต
[55] #มาม,าคร
[55] าคร,บเซ
[55] นต,จบแล
[55] จบแล,วนะ
[42] #แอนช,ล
[27] เพ,ร
[27] ร,ธ

Top Word Pairs in Tweet in G7:
[110] last,year
[108] simonclarkemp,constituents
[108] constituents,yours
[108] yours,dec
[108] dec,last
[108] year,used
[108] used,annual
[108] annual,leave
[108] leave,day
[108] day,job

Top Word Pairs in Tweet in G8:
[90] top,cop
[90] cop,looking
[90] looking,ppe
[90] ppe,procurement
[90] procurement,'definitely'
[90] 'definitely',poisoned
[90] poisoned,files
[90] files,laptop
[90] laptop,'removed'
[89] 'removed',death

Top Word Pairs in Tweet in G9:
[27] 46,ppe
[27] ppe,deals
[27] deals,awarded
[27] before,formal
[27] formal,due
[26] government,admits
[26] admits,46
[26] awarded,'vips'
[26] 'vips',before
[26] due,diligence

Top Word Pairs in Tweet in G10:
[104] quiz,put
[104] put,border
[104] border,irish
[104] irish,sea
[104] sea,bullied
[104] bullied,staff
[104] staff,kept
[104] kept,job
[104] job,went
[104] went,holiday

Top Replied-To
Top Replied-To in Entire Graph:
@monyo_ppe
@ma_ki_ppe_
@format_ppe
@simonclarkemp
@johnredwood
@ppe_star
@cerieds
@pippacrerar
@perthplangun
@richardosman

Top Replied-To in G1:
@zoso771
@drkate_miller
@hutcho66
@ketaminh
@joneshowdareyou
@jmcrookston
@frilly_edges
@annastaciamp
@thundervalley2
@alandme1725

Top Replied-To in G2:

Top Replied-To in G3:
@pippacrerar
@lucyallan
@danielgoyal
@drsimonhodes
@davidlammy
@secrettory12
@toryboypierce
@stevebakerhw
@helenrsalisbury
@kayburley

Top Replied-To in G4:
@richardburgon
@paultempleman6
@10downingstreet
@jamesjohntapper
@graham19645
@russincheshire

Top Replied-To in G5:
@withorpe
@chilternbear
@joe_yer99
@pippacrerar
@enca
@alanthorpe20
@danyaldhondy
@matib0i
@timdekker18
@nigethugrug

Top Replied-To in G6:
@perthplangun
@boomytorao
@ps_officialth
@moe_ppe
@perthgalaxy_
@bowppe
@zentradies
@grand_thestar
@saint_sup
@chenchenppe

Top Replied-To in G7:
@simonclarkemp
@itvpeston
@stone_age_girl
@hpiandycowper
@natashac
@chrissnowdonts
@curetonsara
@miss_b_edutweet
@carolinelucas
@conservatives

Top Replied-To in G8:
@nickhedley

Top Replied-To in G9:
@richardosman
@bbcnews
@bobatron87
@243andrew
@andyblueskyz
@tomlondon6
@realstephenkerr
@murdo_fraser
@tonym70
@wasonceloved

Top Replied-To in G10:
@13sarahmurphy
@annelai31821380
@simon_euro

Top Mentioned
Top Mentioned in Entire Graph:
@drkate_miller
@gletherby
@withorpe
@simonclarkemp
@danielgoyal
@13sarahmurphy
@nursedomsimpson
@davemacladd
@gator_gum
@news24

Top Mentioned in G1:
@drkate_miller
@denise_dewald
@drajm
@andrewhewat
@solnatamd
@vicunions
@nick_coatsworth
@glaven1994
@rulesrule1
@zoso771

Top Mentioned in G2:
@wsjp_insight
@madan_abcd
@michaelleella
@re_elj
@ethanfreak
@biz_legal
@jackson23394

Top Mentioned in G3:
@danielgoyal
@borisjohnson
@drtomlinsonep
@pippacrerar
@drsimonhodes
@helenrsalisbury
@doctorshaib
@jazzycatbristol
@shaun_qureshi
@dailymirror

Top Mentioned in G4:
@gletherby
@kevinpascoe
@tonydexter7
@frogyuk
@juleshodierne
@isobel_waby
@nurses_united
@wulf_helm
@iancoll94354676
@13sarahmurphy

Top Mentioned in G5:
@withorpe
@80_mcswan
@celticwitch1995
@mattprescott
@mmaher70
@uk_domain_names
@angelarayner
@jeremyfarrar
@goodlawproject
@marshajane

Top Mentioned in G6:
@perthplangun
@perthppe
@ps_officialth
@ppetrends
@loveinppe
@telltheworldilu
@mynameisnanon
@saint_sup
@nongderrr
@bowppe

Top Mentioned in G7:
@simonclarkemp
@nursedomsimpson
@nadhimzahawi
@ajpaterson
@lunaperla
@jonquillucy
@bawsmanjj
@chrissnowdonts
@ukgovtgoogles
@paulbranditv

Top Mentioned in G8:
@theprospered
@nickhedley
@mandywiener
@wicks_jeff
@runawayrene
@r2kcampaign
@racinefleur
@peterman43
@anttafrica
@ashorsarupen

Top Mentioned in G9:
@goodlawproject
@jolyonmaugham
@chriskimberley
@factsreason
@madsvid
@bazza73617427
@andrewb5sully
@munroel
@bumblingbee8
@jetjaguar16

Top Mentioned in G10:
@13sarahmurphy
@wulf_helm
@stuglow
@sandra08433693
@jonlfc1
@welshgovernment
@cymru_inquiry
@gletherby
@drtomlinsonep
@side0180

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@kirin_brewery
@caramelcorn1971
@aquaclara_info
@ichibankuji
@tpoint
@afropages
@world_news_eng
@linuxlkml
@british_airways

Top Tweeters in G1:
@johnjoechad
@sallyrmelb
@blanketcrap
@marizsmn
@jot_au
@ketaminh
@darylgibson
@libbyliberalnyc
@suepeac
@overunderclover

Top Tweeters in G2:
@afropages
@linuxlkml
@crweworld
@flashalert_me
@pgn_new
@scottishneco
@newsafricanow
@immo_reedb
@news365coza
@otcdynamics

Top Tweeters in G3:
@lizditz
@dailymirror
@margymayell
@catherinemginn
@angelneptustar
@jorichardskent
@peterandann
@david96212152
@chiclanagirl
@guse_guse

Top Tweeters in G4:
@christinejameis
@suegray834
@cleggy261
@golwgymor
@unojen_wood
@rogersurfacings
@terryelaineh1
@brookebay21
@kevinpascoe
@redflag3rd

Top Tweeters in G5:
@rtweetie5
@roadwarrior29
@tartancobweb
@camz99
@cocopazzo
@blondiesa
@enca
@dorothy90237074
@caz5697
@innamood

Top Tweeters in G6:
@noonathty
@fm91trafficpro
@shoooootlove
@ffengx__
@mamaya_p
@boonzoonlee
@lovely92plus
@scenenie
@sdyard
@inthesenseofme

Top Tweeters in G7:
@jazzaoxon
@timmorton2
@lunaperla
@jkldnmad
@gareth0108
@ameliaaber
@iamhamesh
@janhunt78561126
@xpatjock
@k1482

Top Tweeters in G8:
@mimzv
@kinjeketile
@nonfrommyside
@time2coach
@yared_theguy
@khanyisile
@crimemind3
@african_spring
@paldron
@maraenslin

Top Tweeters in G9:
@wildwillow65
@fieryreddragon
@bbcnews
@trackntracer
@sheilam19534814
@mimij9
@factsreason
@clodaghsnarks
@like47
@suzyflipp

Top Tweeters in G10:
@marciaj64
@hausofrushdi
@hawkins_carole
@ht4ecosocialism
@zidanesboots
@phyl_jones
@andyc2311
@steceng22
@sweetie_tweeter
@debbiesplace65


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