PPE, Twitter, 10/6/2022 6:59:20 PM, 282472


FAQ | Problem?

PPE_2022-10-06_02-31-30.xlsx
PPE_2022-10-06_02-31-30.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 06, 2022
Short Description:
PPE via NodeXL https://bit.ly/3CNB5tn
@clairebubblepop
@kcolaizzo
@trackntracer
@ppe_sale
@drvivians
@choptainc
@fiona18260994
@stuglow
@asuncion_jm
@richardjmurphy

Top hashtags:
#perthtanapon
#kdppe
#ppe
#gmmtv
#プレゼント
#キャンペーン
#jisoo
#covid
#safety
#niveaxonjs

Description:
Description
The graph represents a network of 8,076 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, 06 October 2022 at 09:38 UTC.

The requested start date was Thursday, 06 October 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, 5-minute period from Monday, 03 October 2022 at 05:15 UTC to Wednesday, 05 October 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 : 8076
Unique Edges : 5072
Edges With Duplicates : 11799
Total Edges : 16871
Number of Edge Types : 5
Retweet : 5150
MentionsInRetweet : 6832
Replies to : 1456
Tweet : 1726
Mentions : 1707
Self-Loops : 1754
Reciprocated Vertex Pair Ratio : 0.0140474100087796
Reciprocated Edge Ratio : 0.0277056277056277
Connected Components : 1041
Single-Vertex Connected Components : 361
Maximum Vertices in a Connected Component : 4009
Maximum Edges in a Connected Component : 9094
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 4.891099
Graph Density : 0.000141688019541906
Modularity : 0.543075
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 8,076 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, 06 October 2022 at 09:38 UTC.

The requested start date was Thursday, 06 October 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, 5-minute period from Monday, 03 October 2022 at 05:15 UTC to Wednesday, 05 October 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:
[7] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/
[7] https://www.independent.co.uk/travel/news-and-advice/huawei-rail-engineering-uk-government-b2191039.html
[6] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral
[5] https://www.editorialedomani.it/politica/europa/gli-europarlamentari-tedeschi-chiedono-a-weber-di-espellere-berlusconi-dal-ppe-minrruq2
[5] https://www.theglobeandmail.com/business/article-many-small-companies-that-pivoted-to-make-ppe-have-returned-to/?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.theguardian.com/politics/2020/jun/03/censorship-row-over-report-on-uk-bame-covid-19-deaths
[4] https://www.theguardian.com/society/2022/jun/29/nhs-privatisation-drive-linked-to-rise-in-avoidable-deaths-study-suggests
[4] https://www.theguardian.com/world/ng-interactive/2020/may/29/excess-deaths-uk-has-one-highest-levels-europe
[4] https://twitter.com/oueiija/status/1576875610336808962
[4] https://www.etsy.com/uk/ZebraMingo/listing/1071229301/wash-bag-make-up-bag-ppe-bag-flamingo?utm_campaign=Share&utm_medium=social_organic&utm_source=MSMT&utm_term=so.smt&share_time=1664822221000

Top URLs in Tweet in G1:
[1] https://twitter.com/mjtward19/status/1577190770305830915
[1] https://twitter.com/acgrayling/status/1577256804915896321
[1] https://www.independent.co.uk/news/uk/politics/covid-unusable-ppe-burnt-fast-track-b2030820.html
[1] https://twitter.com/iridisalpha/status/1541051775792418816

Top URLs in Tweet in G2:
[3] https://committees.parliament.uk/committee/127/public-accounts-committee/news/171306/4-billion-of-unusable-ppe-bought-in-first-year-of-pandemic-will-be-burnt-to-generate-power/
[1] https://apple.news/Ayl22tuLCSGqbuZXAbrb8Hg
[1] https://www.theguardian.com/politics/2021/mar/12/no-10-plague-pit-how-covid-brought-westminster-to-its-knees
[1] https://www.univ.ox.ac.uk/news/welcome-letters-from-the-presidents-2022/
[1] https://twitter.com/beany_1/status/1577560589303513089
[1] https://twitter.com/Mike_Fabricant/status/1577061641392226304
[1] https://m.imdb.com/title/tt13649036/?ref_=hm_rvi_tt_i_3

Top URLs in Tweet in G3:
[6] https://www.independent.co.uk/travel/news-and-advice/huawei-rail-engineering-uk-government-b2191039.html
[3] https://www.stokesentinel.co.uk/news/stoke-on-trent-news/city-care-provider-told-improve-7634294
[2] https://www.michigan.gov/coronavirus/stats/data-about-places/statewide-available-ppe-and-bed-tracking
[2] https://maskpro.us/
[2] https://twitter.com/couple_shopee/status/1265821061389578240/photo/1
[2] https://www.citizen.co.za/news/siu-welcomes-arrest-of-six-suspects-october-2022/
[2] https://asx.swingtradebot.com/alerts/38-rose-above-previous-day-s-high
[2] https://cromwell.co.uk/info/halo
[2] https://peing.net/ja/nharuka_kk?p=auto&utm_source=twitter&utm_medium=timeline&utm_campaign=auto_recruitment
[1] https://twitter.com/RckyMtnBckpckr/status/1576261507389669376

Top URLs in Tweet in G5:
[2] https://www.47club.jp/17M-000033xlp/goods/detail/10161009/
[2] https://social-camp.com/tNtNnJmThagFOnLYaky7TQ
[2] https://fm-sns.petitgift.com/ayataka2210/index.php
[2] https://www.ja-town.com/shop/a/a221003150/
[2] https://www.ja-town.com/shop/a/a221003151/
[2] http://www.lawson.co.jp/service/loppi/coupon/
[1] https://twitter.com/Haagen_Dazs_JP/status/1572420360162590720
[1] https://puppyoo.jp/
[1] https://jp.mercari.com/search?keyword=%E3%82%AE%E3%82%BF%E3%83%BC
[1] https://www.family.co.jp/campaign/spot/2210_califerne_twcp.html

Top URLs in Tweet in G6:
[2] https://www.youtube.com/watch?v=8b-TZT2JPrA&feature=youtu.be

[1] https://twitter.com/official_bamm/status/1574991038850256896
[1] https://www.instagram.com/stories/perthppe/2942046932597745129?utm_source=ig_story_item_share&igshid=YmMyMTA2M2Y=
[1] https://www.instagram.com/stories/perthppe/2942065095192579994?utm_source=ig_story_item_share&igshid=YmMyMTA2M2Y=
[1] https://twitter.com/perthppe/status/1577626271156436998
[1] https://www.instagram.com/stories/perthppe/2940732515620755382?utm_source=ig_story_item_share&igshid=MDJmNzVkMjY=
[1] https://twitter.com/roddbenz/status/1577621493076197377
[1] https://twitter.com/netflixth/status/1577493783008186371
[1] https://twitter.com/OhmPawatInter/status/1576948101750743040
[1] https://twitter.com/Cathydollclub/status/1576863152083415040

Top URLs in Tweet in G7:
[2] https://www.ft.com/content/90025f48-858f-40c5-a011-3f285f05e775
[2] https://www.itv.com/news/2022-02-01/covid-government-discloses-87-billion-of-losses-on-ppe
[1] https://www.theguardian.com/world/2022/oct/01/latest-covid-surge-a-heavy-straw-on-camels-back-for-every-hospital-in-uk
[1] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules

Top URLs in Tweet in G8:
[2] https://www.instagram.com/p/CjQlne8tASA/?igshid=YmMyMTA2M2Y=
[2] https://www.instagram.com/p/CjQcDTyKD_x/?igshid=YmMyMTA2M2Y=
[2] http://trib.al/R5vDgKG
[2] http://trib.al/TH1ioYY
[1] https://btsincrk.com/
[1] https://twitter.com/boonivers/status/1577552184379871234
[1] https://twitter.com/newtypekid/status/1577490477007671296
[1] https://twitter.com/bonnielefleur/status/1576929262724354049
[1] https://twitter.com/magicallychanni/status/1576960410796068866
[1] https://ad.doubleclick.net/ddm/clk/538987025;347483186;a

Top URLs in Tweet in G9:
[2] https://www.bbc.co.uk/news/science-environment-63089348
[2] https://www.foxnews.com/media/pentagon-30-days-review-diversity-chief-accused-anti-white-social-media-posts
[1] https://twitter.com/trussliz/status/1576827031194865664
[1] https://twitter.com/tinawalkslondon/status/1543627902033485825
[1] https://metro.co.uk/2019/07/03/afghan-asylum-seeker-walked-round-shop-asking-people-english-stabbing-10106111/
[1] https://order-order.com/2022/10/04/nhs-shouldnt-resuscitate-tories/
[1] https://www.theboltonnews.co.uk/news/22954579.mercure-bolton-georgian-house-earmarked-asylum-seekers/
[1] https://www.express.co.uk/news/politics/1677188/labour-news-emily-thornberry-update-speeding-motorway-liz-truss
[1] https://www.dailymail.co.uk/news/article-11281463/Nurse-claimed-Tory-voters-not-resuscitated-lost-job.html
[1] https://voltppe.co.uk/products/usb-rechargeable-flood-light?_pos=1&_sid=463f6a002&_ss=r

Top URLs in Tweet in G10:
[1] https://twitter.com/longcovidkids/status/1467973823270170626
[1] https://www.thetimes.co.uk/article/staffing-woes-in-the-nhs-piled-on-the-pain-of-covid-5l57vx7hs
[1] https://uk.finance.yahoo.com/news/rishi-sunak-risks-writing-off-4-bn-of-taxpayers-money-taken-by-covid-fraudsters-000148994.html
[1] https://twitter.com/clarenash20/status/1577530939290288129
[1] https://twitter.com/ClareNash20/status/1572565650010406913
[1] https://twitter.com/ClareNash20/status/1577568857513934848
[1] https://twitter.com/MrRBourne/status/1576875049536999424

Top Domains
Top Domains in Tweet in Entire Graph:
[205] twitter.com
[53] co.uk
[43] youtube.com
[37] theguardian.com
[31] co.jp
[30] ppe.pl
[13] instagram.com
[13] bit.ly
[13] espreso.tv
[9] censor.net

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

Top Domains in Tweet in G2:
[3] parliament.uk
[2] twitter.com
[1] apple.news
[1] theguardian.com
[1] ac.uk
[1] imdb.com

Top Domains in Tweet in G3:
[58] twitter.com
[29] co.uk
[5] youtube.com
[4] co.za
[4] co.jp
[3] co.th
[3] peing.net
[3] edu.sa
[2] fourdstore.com
[2] michigan.gov

Top Domains in Tweet in G5:
[14] co.jp
[9] twitter.com
[4] ja-town.com
[3] bit.ly
[2] 47club.jp
[2] social-camp.com
[2] petitgift.com
[1] puppyoo.jp
[1] mercari.com
[1] youtube.com

Top Domains in Tweet in G6:
[8] twitter.com
[3] instagram.com
[3] youtube.com
[1] bit.ly

Top Domains in Tweet in G7:
[2] ft.com
[2] itv.com
[2] theguardian.com

Top Domains in Tweet in G8:
[7] twitter.com
[4] instagram.com
[4] trib.al
[1] btsincrk.com
[1] doubleclick.net
[1] co.kr

Top Domains in Tweet in G9:
[8] co.uk
[4] twitter.com
[2] foxnews.com
[2] mysafetygear.uk
[1] order-order.com
[1] mtandt.com
[1] blogspot.com
[1] zoom.us
[1] thebreaker.news

Top Domains in Tweet in G10:
[5] twitter.com
[1] co.uk
[1] yahoo.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[179] perthtanapon
[176] kdppe
[133] ppe
[121] gmmtv
[26] プレゼント
[25] キャンペーン
[25] jisoo
[23] covid
[22] safety
[21] niveaxonjs



Top Hashtags in Tweet in G1:
[1] torycorruption
[1] torycriminals

Top Hashtags in Tweet in G2:
[6] nhs
[4] crispinodey
[3] kwasikwarteng
[2] conservatism
[2] cpc22
[2] toriesout89
[2] ppe
[1] torypartyconference
[1] conservativepartyconference
[1] toryscum

Top Hashtags in Tweet in G3:
[52] ppe
[17] safety
[8] healthandsafety
[8] workwear
[6] training
[6] osha
[4] safetyfirst
[4] travel
[4] nebosh
[4] fire

Top Hashtags in Tweet in G5:
[24] プレゼント
[23] キャンペーン
[20] 当選報告
[14] amazonギフト券
[13] 懸賞
[12] その場で当たる
[10] 懸賞好きさんと繋がりたい
[6] 懸賞仲間募集中
[6] 懸賞垢さんと繋がりたい
[5] ローソン

Top Hashtags in Tweet in G6:
[173] kdppe
[170] perthtanapon
[121] gmmtv
[21] niveaxonjs
[18] ohmpawat
[10] mynameisnanon
[7] เพิร์ธชิม่อน
[7] perthchimon
[6] โอมนนน
[6] ยิ้ม5พันของโอมภวัต

Top Hashtags in Tweet in G7:
[2] generalelectionnow
[1] toriesdestroyingourcountry
[1] toriesoutnow
[1] sunakout
[1] longcovid
[1] covidisnotover
[1] covid19
[1] nhs

Top Hashtags in Tweet in G8:
[25] jisoo
[14] 지수
[10] พลอยหอวัง
[8] เด็ก16ผ่าไฟแดงชนคนตาย
[6] 블랙핑크지수
[5] blackpink
[3] ฆ่าหั่นศพ
[2] แจ้งวัฒนะ
[2] ฝนตกหนัก
[2] ฝนตก

Top Hashtags in Tweet in G9:
[13] ppe
[3] bbcquestiontime
[2] iran
[2] conservatives
[2] thisengland
[2] covid19
[2] ppesupplier
[2] voltppe
[2] workwear
[1] neverlabour

Top Hashtags in Tweet in G10:
[3] gmb
[3] ppe
[2] r4today
[1] exciting
[1] greennhs
[1] shapingthefuture

Top Words
Top Words in Tweet in Entire Graph:
[2768] ppe
[2229] covid
[1977] 200
[1976] michelle
[1975] forget
[1975] mone
[1972] call
[1960] contract
[1955] clairebubblepop
[1944] mill

Top Words in Tweet in G1:
[1834] michelle
[1834] mone
[1832] 200
[1831] clairebubblepop
[1822] covid
[1820] mill
[1816] forget
[1816] mission
[1816] call
[1816] injunction

Top Words in Tweet in G2:
[221] ppe
[86] trace
[80] track
[74] money
[69] contracts
[57] covid
[55] tories
[50] billions
[49] law
[46] conservatives

Top Words in Tweet in G3:
[297] ppe
[67] في
[64] مساج
[64] و
[64] الرياض
[64] جدة
[52] #ppe
[47] مختصين
[32] مركز
[32] سبا

Top Words in Tweet in G4:
[229] amoneyresists
[228] catturd2
[228] kushner
[227] heatherthomasaf
[225] one
[224] thing
[224] enrages
[224] whenever
[224] surfaces
[224] jared

Top Words in Tweet in G5:
[80] 応募方法
[64] 10
[39] をフォロー
[37] フォロー
[33] 様
[32] 締切
[30] 様より
[28] 公式
[26] リツイート
[24] #プレゼント

Top Words in Tweet in G6:
[173] #kdppe
[170] #perthtanapon
[142] ร
[135] ppe
[132] 2022
[130] เพ
[126] ธ
[122] ธนพนธ
[121] #gmmtv
[120] thank

Top Words in Tweet in G7:
[184] ppe
[160] richardjmurphy
[155] tax
[153] first
[153] oxford
[152] truss
[152] shocked
[152] amount
[152] paid
[152] payslip

Top Words in Tweet in G8:
[204] น
[134] ก
[115] ค
[112] ม
[100] อ
[89] พ
[83] ว
[72] ง
[71] ต
[71] ส

Top Words in Tweet in G9:
[50] ppe
[25] people
[21] 000
[18] labour
[17] call
[16] nonsense
[16] giftcee
[15] please
[15] explain
[14] climate

Top Words in Tweet in G10:
[114] ppe
[82] pandemic
[66] better
[65] planning
[64] nhs
[64] prepared
[64] proper
[64] adequate
[64] supplies
[64] appropriate

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1975] michelle,mone
[1942] 200,mill
[1941] mill,covid
[1941] covid,contract
[1940] forget,mission
[1940] mission,call
[1940] call,michelle
[1940] mone,injunction
[1940] injunction,200
[1939] clairebubblepop,forget

Top Word Pairs in Tweet in G1:
[1834] michelle,mone
[1818] 200,mill
[1817] mill,covid
[1816] forget,mission
[1816] mission,call
[1816] call,michelle
[1816] mone,injunction
[1816] injunction,200
[1816] covid,contract
[1815] clairebubblepop,forget

Top Word Pairs in Tweet in G2:
[74] track,trace
[55] ppe,contracts
[38] jfoster2019,uklabour
[26] michelle,mone
[24] side,law
[24] law,abiding
[24] abiding,majority
[24] majority,suellabraverman
[24] suellabraverman,tories
[24] tories,broke

Top Word Pairs in Tweet in G3:
[32] مركز,مساج
[32] مساج,سبا
[32] سبا,زيارات
[32] و,فندقية
[32] كفاءة,و
[32] و,خبرة
[32] خبرة,عالية
[32] عالية,وسائل
[32] وسائل,دفع
[32] دفع,متعددة

Top Word Pairs in Tweet in G4:
[228] amoneyresists,catturd2
[224] catturd2,one
[224] one,thing
[224] thing,enrages
[224] enrages,whenever
[224] whenever,surfaces
[224] surfaces,jared
[224] jared,kushner
[224] kushner,press
[224] press,conference

Top Word Pairs in Tweet in G5:
[16] 抽選でプレゼント,応募方法
[12] 締切,10
[11] 締切,10月8日まで
[10] 応募方法,このアカウントをフォロー
[10] フォロー,rtで
[10] リツイート,応募期間
[9] 23,59
[8] 応募方法,本アカウントをフォロー
[8] 本投稿をリツイート,締切
[8] このアカウントをフォロー,このツイートをいいね

Top Word Pairs in Tweet in G6:
[144] #perthtanapon,#kdppe
[126] ร,ธ
[124] เพ,ร
[122] ธ,ธนพนธ
[118] รวมผลงาน,เพ
[118] ธนพนธ,2022
[118] 2022,#perthtanapon
[118] #kdppe,#gmmtv
[118] #gmmtv,thank
[118] thank,support

Top Word Pairs in Tweet in G7:
[153] oxford,ppe
[152] truss,shocked
[152] shocked,amount
[152] amount,tax
[152] tax,paid
[152] paid,first
[152] first,payslip
[152] payslip,mean
[152] mean,oxford
[152] ppe,know

Top Word Pairs in Tweet in G8:
[19] ไม,ได
[14] น,ก
[13] ค,ณ
[12] เอ,นด
[12] ค,ะ
[12] ฮ,ซ
[11] น,พ
[11] ไม,ต
[10] ก,น
[10] #พลอยหอว,ง

Top Word Pairs in Tweet in G9:
[15] please,explain
[14] prefer,cherry
[14] cherry,picked
[14] picked,nonsense
[14] nonsense,ppe
[14] ppe,graduate
[14] graduate,whose
[14] whose,father
[14] father,call
[14] call,favours

Top Word Pairs in Tweet in G10:
[64] nhs,better
[64] better,prepared
[64] prepared,proper
[64] proper,pandemic
[64] pandemic,planning
[64] planning,adequate
[64] adequate,supplies
[64] supplies,appropriate
[64] appropriate,ppe
[64] ppe,simply

Top Replied-To
Top Replied-To in Entire Graph:
@maenoo42
@ori_ppe
@patrickchristys
@ppe__oo
@ppe_doo
@ks_ppe
@pimr_ppe
@nemu0134
@conservatives
@kazuki1019

Top Replied-To in G1:
@clairebubblepop
@sallytyro
@cpjelmore

Top Replied-To in G2:
@politicspollss
@conservatives
@jfoster2019
@johnredwood
@danwootton
@tvmisshelenp
@mariacaulfield
@heraldscotland
@murdo_fraser
@andrew_lilico

Top Replied-To in G4:
@amoneyresists
@abecstevie
@joncoopertweets
@heatherthomasaf
@tracey72749469
@roses4noses

Top Replied-To in G5:
@riko_ppe
@dozo_bot
@hoppe_ppe_
@afustore_jp
@lastmessage_web
@ybs765
@carnext_jp
@phemexjp
@ja_group_chiba
@doshisha_marche

Top Replied-To in G6:
@makemacan
@moe_ppe
@goldenpup_ppe
@perthppe
@ohmpawatt
@newcaroon_
@adreena421
@kimppe_131
@rachelguo81
@aclanni

Top Replied-To in G7:
@richardjmurphy
@independent
@petemorristwit
@jrap67
@petergrayarts
@patcullen9
@squirrelsings
@suffolkinwhat20
@politicabot
@jamesagar

Top Replied-To in G8:
@ppe__oo
@febujw
@fuxkubitdh
@appleofyxurpie
@jj1mrsq__
@linlin_ssakura
@itampp
@stitch_pololo
@kp322550
@tinklepatss

Top Replied-To in G9:
@ppe_sale
@giftcee
@tobias_ellwood
@leannelondres
@abline11
@joeporteruk
@halford_rosie
@sarahscb
@phughes76340646
@htscotpol

Top Replied-To in G10:
@njbbari3
@wmt131

Top Mentioned
Top Mentioned in Entire Graph:
@clairebubblepop
@amoneyresists
@catturd2
@heatherthomasaf
@richardjmurphy
@ppetrends
@byron_wan
@michaelrosenyes
@peterjukes
@rsasiu

Top Mentioned in G1:
@clairebubblepop
@davidworrall6
@michaelrosenyes
@suegray834
@richardjmurphy
@jerrykoolkeogh

Top Mentioned in G2:
@suellabraverman
@uklabour
@conservatives
@jfoster2019
@clairebubblepop
@gillgall23
@irenegarth1946
@jakeberry
@scottandrew444
@garybro03036010

Top Mentioned in G3:
@4dtoolstore
@oldlife

Top Mentioned in G4:
@amoneyresists
@catturd2
@heatherthomasaf
@cookie3_b
@norfikmusic
@clairebubblepop
@flexghost1
@anemone_kitty
@drvivians
@mrscottlads

Top Mentioned in G5:
@famima_now
@cam_navi_
@kyoazuki
@ja_jatown
@m_digitalassets
@shokuikuzennoh
@suntory
@foodloss_sos

Top Mentioned in G6:
@ppetrends
@perthppe
@ohmpawatt
@loveinppe
@mynameisnanon
@plz_more_giman
@cebublorg
@makemacan
@whattheppe
@love2pp

Top Mentioned in G7:
@richardjmurphy
@clairebubblepop
@burtons_ghost
@petemorristwit
@blokeonabike2
@independent
@childofalba
@gazmus1
@markdavies33
@premnsikka

Top Mentioned in G8:
@jisooth_news
@stitch_pololo
@lilygoround
@blackpink
@jisooramyeonth
@silence423_nm
@pwittaya
@appleofyxurpie
@beliftlab
@my___sunoo

Top Mentioned in G9:
@giftcee
@hardingmike
@davidjo59934351
@michaelgove
@ppe_sale
@matthancock
@karenro08012406
@tomhfh
@essexpr
@paul_d1963

Top Mentioned in G10:
@rcphysicians
@mmaher70
@cllroliver
@swbhnhs
@revolutionzero1
@clairebubblepop
@clarenash20
@swbh_sustain
@melr4970
@ravecozenshardy

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@suntory
@subwayjp
@famima_now
@itoham_inc
@711sej
@koikeya_cp
@kadokawa_san
@locuspolitikus

Top Tweeters in G1:
@curiocat13
@ferguson2811
@catherinemginn
@mckinlay_liz
@sandssims
@mae_carson2
@xraypat
@suegray834
@oatcake1967
@markrowantree

Top Tweeters in G2:
@sandradunn1955
@guardian
@spanishdan1
@goddess1345
@skynews
@cathymcrorie
@hausofrushdi
@iloveautumn2
@ladyjules_cath
@natalie91231732

Top Tweeters in G3:
@girl4music
@frackhazreveal
@dr_shibley
@user1566233
@eprnetwork
@pleasureethics
@sotlive
@surreyjobs_uk
@therightarticle
@swingtradeasx

Top Tweeters in G4:
@monicasloves
@betterw05759703
@joekoffee
@mrtachilles
@kcolaizzo
@iamjoetrudeau
@alephsmom
@loreyjeanene
@winetast3r
@annie5133

Top Tweeters in G5:
@japan_lawson
@akiko_lawson
@suntory
@subwayjp
@famima_now
@itoham_inc
@wp_shiseido
@ghana_recipe
@mercari_jp
@ja_jatown

Top Tweeters in G6:
@petalkiss
@tkmmtrigon
@nunamaki_kyumin
@helen22753507
@suhonomics
@pudsa2603
@8xwrvleoj0iurfd
@christmasprinc6
@pnnpopz
@ppe2003perth

Top Tweeters in G7:
@independent
@wardj15
@childofalba
@shirleyyoung2
@argyllseaglass
@awarding_women
@hacketttom
@philmorandi
@kingsmeadmrt
@annbank41695841

Top Tweeters in G8:
@heartuebeam
@itampp
@thejay___
@myjmfh
@cxjwmm716
@novemberpp
@milinsathylee
@tarotyouuuu
@sugatakemymoney
@bellugii_sg

Top Tweeters in G9:
@pqpolitics
@mtnbvan
@rob_kimbell
@hrkbenowen
@mariannesansum
@anthea_bailey
@sesuter1
@essexpr
@foreverbrexit
@daveatherton20

Top Tweeters in G10:
@christinejameis
@thestephenralph
@cleggy261
@caz5697
@cristinaprkr
@cater_paul
@minxymartin
@smallypaula
@brewdog1950
@phil_jones01


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