PPE, Twitter, 2/3/2023 9:14:58 AM, 288428


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PPE_2023-02-03_01-04-28.xlsx
PPE_2023-02-03_01-04-28.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 03, 2023
Short Description:
PPE via NodeXL https://bit.ly/3JVdaMz
@raycasey2003
@withorpe
@rishisunak
@goodlawproject
@ppe_fr
@ianianpb
@scotnational
@lahcenhaddad
@jordisolef
@snb19692

Top hashtags:
#ppe
#ppescandal
#torycorruption
#torysleaze
#torycriminals
#torylies
#torytaxevasion

Description:
Description
The graph represents a network of 5,326 Twitter users whose recent tweets contained "PPE", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/2/2023 5:00:34 PM. The network was obtained from Twitter on Friday, 03 February 2023 at 09:08 UTC.

The tweets in the network were tweeted over the 1266-day, 16-hour, 17-minute period from Friday, 16 August 2019 at 08:41 UTC to Friday, 03 February 2023 at 00:59 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 5326
Unique Edges : 3315
Edges With Duplicates : 10862
Total Edges : 14177
Number of Edge Types : 9
MentionsInRetweet : 4654
Replies to : 1365
MentionsInReplyTo : 3223
Retweet : 3607
Quote : 211
Tweet : 585
Mentions : 274
MentionsInQuote : 183
MentionsInQuoteReply : 75
Self-Loops : 773
Reciprocated Vertex Pair Ratio : 0.0242034732667852
Reciprocated Edge Ratio : 0.0472630173564753
Connected Components : 563
Single-Vertex Connected Components : 144
Maximum Vertices in a Connected Component : 3245
Maximum Edges in a Connected Component : 9878
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.409412
Graph Density : 0.000264095525714054
Modularity : 0.492189
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,326 Twitter users whose recent tweets contained "PPE", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/2/2023 5:00:34 PM. The network was obtained from Twitter on Friday, 03 February 2023 at 09:08 UTC.

The tweets in the network were tweeted over the 1266-day, 16-hour, 17-minute period from Friday, 16 August 2019 at 08:41 UTC to Friday, 03 February 2023 at 00:59 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[42] https://twitter.com/CHENCHENPPE/status/1621134891021926403/photo/1
[15] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=PPE010223&utm_medium=social%20media
[10] https://twitter.com/ByDonkeys/status/1620798132589060096
[9] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[8] https://www.dailyrecord.co.uk/news/scottish-news/luxury-10m-yacht-linked-michelle-29109610
[7] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=DHSC_Annual_Report260123&utm_medium=social%20media
[6] https://metro.co.uk/2022/12/02/we-cant-forget-about-matt-hancocks-dodgy-ppe-contracts-17868299/
[6] https://twitter.com/steffd62/status/1621269742098022403/photo/1
[6] https://twitter.com/gandara00000002/status/1619191456840953856/photo/1
[5] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal

Top URLs in Tweet in G1:
[3] https://www.opendemocracy.net/en/dark-money-investigations/record-profits-for-firm-involved-in-bungled-250m-ppe-deal/
[2] https://www.theguardian.com/world/2023/jan/15/uk-pest-control-firm-nine-million-vip-lane-ppe-deal-pandemic
[1] https://bylinetimes.com/2020/10/01/135-million-government-contract-ventilators-offshore-linked-firm/
[1] https://www.irishnews.com/news/northernirelandnews/2021/12/15/news/unused-ppe-supplied-to-the-nhs-by-a-co-antrim-sweet-wholesaler-sold-on-to-public-at-99-5-per-cent-loss-2535836/
[1] https://goodlawproject.org/update/high-court-vip-lane-ppe-unlawful/
[1] https://www.theguardian.com/politics/2023/feb/02/jo-johnson-resigns-director-adani-elara-capital?CMP=share_btn_tw
[1] https://www.hulldailymail.co.uk/news/hull-east-yorkshire-news/inside-story-how-arco-snubbed-7906386
[1] https://bylinetimes.com/2020/07/02/lifestyle-company-with-no-employees-or-trading-history-handed-25-million-ppe-contract/
[1] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[1] https://www.mirror.co.uk/news/politics/tory-donors-firm-paid-11m-28956268

Top URLs in Tweet in G2:
[4] https://metro.co.uk/2022/12/02/we-cant-forget-about-matt-hancocks-dodgy-ppe-contracts-17868299/
[4] https://twitter.com/steffd62/status/1621269742098022403/photo/1
[4] https://twitter.com/steffd62/status/1621214742407700481/photo/1
[4] https://twitter.com/steffd62/status/1621236360869822467/photo/1
[4] https://twitter.com/steffd62/status/1621272082884468737/photo/1
[4] https://twitter.com/CharmaineScamm1/status/1621114894434340864/photo/1
[4] https://twitter.com/rogerkb2012/status/1621235466761543680/photo/1
[4] https://twitter.com/GeezerTeresa/status/1621125654266941440/photo/1
[3] http://www.TheyWorkForUnions.co.uk
[3] https://www.independent.co.uk/news/uk/politics/conservative-mps-ppe-covid-contracts-b1958500.html

Top URLs in Tweet in G3:
[2] https://twitter.com/withorpe/status/1620813022938935296
[2] https://twitter.com/TillRetweets/status/1621048454536478721/photo/1
[1] 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/#:~:text=cookies%20Cookie%20settings-,%C2%A34%20billion%20of%20unusable%20PPE%20bought%20in%20first%20year,be%20burnt%20%E2%80%9Cto%20generate%20power%E2%80%9D&text=PAC%20also%20voices%20concerns%20about,commissioning%20restructured%20under%20upcoming%20reforms
[1] https://twitter.com/TillRetweets/status/1621055197568188416/photo/1
[1] https://twitter.com/TillRetweets/status/1621048585453436928/photo/1
[1] https://twitter.com/ByDonkeys/status/1620798132589060096
[1] https://twitter.com/withorpe/status/1620826005014458368
[1] https://twitter.com/JakeBerry/status/1620740455444127746/photo/1

Top URLs in Tweet in G4:
[5] https://twitter.com/DamienRieu/status/1620927992238321667/photo/1
[4] https://twitter.com/MosteauSerge/status/1621252469492695042/photo/1
[2] https://twitter.com/herce_rc/status/1621209065899581447/photo/1
[1] https://m.facebook.com/story.php?story_fbid=pfbid02YGxsNabQjTeWag6dYg3gwqNcrvXyjbmYp9NNVLKzoHL15CJqaCLS9TAqX4Zv8qD1l&id=100044233879423
[1] https://twitter.com/nadine__morano/status/1621108500666658817/photo/1
[1] https://twitter.com/PPE_FR/status/1621099160404647937/photo/1
[1] https://twitter.com/Ensemble_UE/status/1620847875323478022/video/1
[1] https://twitter.com/CoveHotSprings2/status/1621212022615560192/photo/1
[1] https://twitter.com/AnneSanderElue/status/1621195606818529281/photo/1
[1] https://twitter.com/AnneSanderElue/status/1621195606818529281

Top URLs in Tweet in G5:
[10] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=PPE010223&utm_medium=social%20media
[6] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=DHSC_Annual_Report260123&utm_medium=social%20media
[2] https://twitter.com/GoodLawProject/status/1618668625669328901/photo/1
[2] https://goodlawproject.org/revealed-politically-connected-broker-made-17m-profit-on-vip-ppe-contracts/?utm_source=Twitter&utm_campaign=World_Link_PPE240223&utm_medium=social%20media
[1] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=PPE310123&utm_medium=social%20media
[1] https://goodlawproject.org/revealed-ppe-storage-costs-hit-1bn-as-vip-firm-uniserves-profit-soars/?utm_source=Twitter&utm_campaign=DHSCReport010223&utm_medium=social%20media
[1] https://www.gov.uk/government/publications/dhsc-annual-report-and-accounts-2021-to-2022
[1] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/?utm_source=Twitter&utm_campaign=PPELosses270123&utm_medium=social%20media
[1] https://twitter.com/raycasey2003/status/1620939806648987649
[1] https://order-order.com/2023/02/02/taxpayers-foot-eco-extremists-staggering-sixty-million-pound-bill/

Top URLs in Tweet in G6:
[2] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal
[1] https://twitter.com/Jon_Danzig/status/1620702284454707200
[1] https://www.newstatesman.com/comment/2023/02/brexit-slowly-killing-conservative-party
[1] https://www.independent.co.uk/news/world/europe/brexit-uk-italy-eu-finance-meloni-b2274319.html

Top URLs in Tweet in G7:
[3] https://goodlawproject.org/ppe-losses-rise-to-14-9-billion/
[1] https://twitter.com/docrussjackson/status/1613850614148071424/photo/1
[1] https://twitter.com/Pafo1972/status/1619620678445182978/photo/1
[1] https://twitter.com/ByDonkeys/status/1620798132589060096
[1] https://twitter.com/Tartan1320/status/1621110298953527296/photo/1
[1] https://twitter.com/bladeofthes/status/1621110186248380417
[1] https://twitter.com/ManduReid/status/1620402484496977920/photo/1

Top URLs in Tweet in G8:
[7] https://twitter.com/ByDonkeys/status/1620798132589060096
[3] https://twitter.com/ianrileyENG/status/1621084483951955969/photo/1
[2] https://twitter.com/ByDonkeys/status/1620798132589060096/video/1
[2] https://twitter.com/mrmarkethomas/status/1596539613815906306
[1] https://twitter.com/katemcgahan1/status/1620934531472826369
[1] https://www.theguardian.com/politics/2023/feb/01/watchdog-examines-220000-public-funding-for-boris-johnson-partygate-defence?CMP=share_btn_tw
[1] https://www.theguardian.com/uk-news/2023/jan/06/michelle-mone-ppe-medpro-referred-to-health-watchdog-dhsc?CMP=share_btn_tw
[1] https://www.dailymail.co.uk/news/article-11522923/Firm-linked-Baroness-Mone-bought-private-jet-allegedly-millions-PPE.html
[1] https://twitter.com/GoodLawProject/status/1618663238442356762
[1] https://twitter.com/katrina21970421/status/1621178446624980992

Top URLs in Tweet in G9:
[5] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20230203090544&media=search_link&type=text
[5] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0xMDc=%27&date=20230203090537&media=search_link&type=text
[4] https://twitter.com/Nain_Portekoi/status/1597942730386194432/photo/1
[4] https://twitter.com/CarProductsTest/status/1621286343568400385/photo/1
[2] https://www.thesafetymag.com/ca/topics/safety-and-ppe/safety-culture-leadership-in-the-era-of-diversity-equity-and-inclusion/434876
[2] https://drewinseasiashop.com/product-details/ppe-kit-full-2
[2] https://www.tgcom24.mediaset.it/mondo/weber-ppe-non-lasciare-sola-l-italia-chi-da-i-soldi-alle-ong-accolga-i-rifugiati_60563801-202302k.shtml
[2] https://twitter.com/couple_shopee/status/1265821061389578240/photo/1
[2] https://twitter.com/angloeuropean73/status/1621222151809286144/photo/1
[1] https://www.ocafezinho.com/2023/02/02/nova-edicao-da-revista-ppe-analisa-os-desafios-para-a-competitividade-e-impactos-da-proposta-brasileira-na-cop21/

Top URLs in Tweet in G10:
[2] https://twitter.com/RepMTG/status/1621248516864483328
[2] https://twitter.com/RepBoebert/status/1621224281941196808
[2] https://twitter.com/SimondsDeb/status/1621246135036952577/photo/1
[2] https://twitter.com/elizabethborne6/status/1620909481516470272
[1] https://twitter.com/RepMTG/status/1620889457573380098/video/1
[1] https://www.sciencehistory.org/news/neh-sharp-grant-innate
[1] https://twitter.com/RepMTG/status/1621248516864483328/video/1
[1] https://twitter.com/GOPoversight/status/1620889005062594563/video/1
[1] https://twitter.com/RepMTG/status/1621248535978037248
[1] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate

Top Domains
Top Domains in Tweet in Entire Graph:
[834] twitter.com
[62] co.uk
[45] theguardian.com
[39] goodlawproject.org
[17] ppe.pl
[14] youtube.com
[12] co.jp
[10] dmm.com
[8] sky.com
[6] gov.uk

Top Domains in Tweet in G1:
[7] theguardian.com
[4] co.uk
[3] opendemocracy.net
[2] bylinetimes.com
[2] goodlawproject.org
[2] twitter.com
[1] irishnews.com

Top Domains in Tweet in G2:
[225] twitter.com
[23] co.uk
[16] theguardian.com
[3] org.uk
[2] gov.uk
[1] youtube.com
[1] thenational.scot
[1] nursingtimes.net
[1] boris-johnson-lies.com
[1] mos.ru

Top Domains in Tweet in G3:
[9] twitter.com
[1] parliament.uk

Top Domains in Tweet in G4:
[39] twitter.com
[1] facebook.com
[1] ouest-france.fr
[1] lefigaro.fr

Top Domains in Tweet in G5:
[22] goodlawproject.org
[5] twitter.com
[2] co.uk
[1] gov.uk
[1] order-order.com
[1] bylinetimes.com

Top Domains in Tweet in G6:
[2] theguardian.com
[1] twitter.com
[1] newstatesman.com
[1] co.uk

Top Domains in Tweet in G7:
[6] twitter.com
[3] goodlawproject.org

Top Domains in Tweet in G8:
[33] twitter.com
[4] theguardian.com
[3] co.uk
[1] goodlawproject.org
[1] ft.com
[1] bylinetimes.com
[1] youtube.com

Top Domains in Tweet in G9:
[60] twitter.com
[10] dmm.com
[3] co.uk
[2] sky.com
[2] thesafetymag.com
[2] youtube.com
[2] secoloditalia.it
[2] drewinseasiashop.com
[2] express-press-release.net
[2] mediaset.it

Top Domains in Tweet in G10:
[27] twitter.com
[1] sciencehistory.org
[1] vanityfair.com
[1] go.com
[1] thehill.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[167] ppe
[115] ppescandal
[104] torycorruption
[95] torysleaze
[94] torycriminals
[93] torylies
[91] torytaxevasion
[90] torybrexitdisaster
[89] brexitbritain
[85] toryhypocrisy



Top Hashtags in Tweet in G1:
[38] toriesout210
[15] pandemicprofiteer
[14] generalelectionnow
[14] slipperysunak
[14] brexitslug
[14] ppescandal
[14] michellemoney
[1] liarjohnson
[1] johnsontheliar
[1] boristheliar

Top Hashtags in Tweet in G2:
[93] torylies
[92] torycorruption
[91] torysleaze
[91] ppe
[90] torycriminals
[90] torybrexitdisaster
[90] torytaxevasion
[89] brexitbritain
[85] toryhypocrisy
[84] sunak

Top Hashtags in Tweet in G3:
[1] workingfromhome
[1] strikes

Top Hashtags in Tweet in G4:
[15] frexit
[4] fragtw
[1] uber
[1] deliveroo
[1] macronie
[1] socialisme
[1] keller
[1] immigration
[1] agriculture
[1] agribashing

Top Hashtags in Tweet in G5:
[4] toriesout210
[3] generalelectionnow
[1] teacherstrike
[1] institutionallycorrupttories
[1] supportthestrikes
[1] hiriskanus
[1] toxictories

Top Hashtags in Tweet in G6:
[5] longcovid
[4] panorama
[1] toriesout210
[1] brexit
[1] declinism
[1] torybrokenbritain

Top Hashtags in Tweet in G7:
[10] nhscrisis
[3] enough
[1] austerity
[1] ppe
[1] costoflivingcrisis
[1] brexitcarnage
[1] torycorruption
[1] toriesout210
[1] metpoliceuk
[1] torybrokenbritain

Top Hashtags in Tweet in G8:
[7] corrupttoriesout
[7] katiepersinger
[3] partygate
[3] peston
[3] ppe
[2] nhscrisis
[2] nhsprivatisation
[2] covid19
[2] torysleaze
[2] ppescandal

Top Hashtags in Tweet in G9:
[25] ppe
[4] construction
[3] healthandsafety
[3] covid
[3] hse
[2] safetytraining
[2] groundhogday
[2] besafe
[2] blog
[2] staysafe

Top Hashtags in Tweet in G10:
[1] boebert
[1] republicans
[1] goptraitorstodemocracy
[1] seditioustraitors
[1] complicitcorruptgop

Top Words
Top Words in Tweet in Entire Graph:
[3448] ppe
[1006] billion
[981] tax
[834] reminder
[821] raycasey2003
[618] given
[591] haven
[573] private
[528] money
[523] truss

Top Words in Tweet in G1:
[678] reminder
[666] raycasey2003
[456] given
[411] andrew
[382] based
[367] tax
[366] private
[366] truss
[365] haven
[364] crony

Top Words in Tweet in G2:
[250] ppe
[191] conservatives
[101] mone
[95] michelle
[93] rishisunak
[93] #torylies
[92] #torycorruption
[91] #ppe
[91] #torysleaze
[90] #torycriminals

Top Words in Tweet in G3:
[639] ppe
[313] withorpe
[312] unusable
[305] storage
[305] big
[304] costs
[304] uniserve
[304] beneficiary
[304] received
[304] over

Top Words in Tweet in G4:
[208] ppe_fr
[200] lesrepublicains
[174] nadine__morano
[138] fabienne_keller
[135] contre
[134] ensemble_ue
[119] européens
[119] ont
[118] députés
[115] victoire

Top Words in Tweet in G5:
[380] items
[290] goodlawproject
[274] ppe
[179] 14
[175] billion
[175] losses
[173] government
[173] use
[172] doesn
[171] need

Top Words in Tweet in G6:
[496] billion
[245] eu
[242] divorce
[242] test
[242] 37
[242] trace
[241] perspective
[241] put
[241] profits
[241] shell's

Top Words in Tweet in G7:
[357] tax
[292] ppe
[230] non
[146] mone
[139] bladeofthes
[123] zahawi
[122] 7m
[122] 6m
[122] 133
[118] haven

Top Words in Tweet in G8:
[154] ppe
[67] mone
[51] carolvorders
[44] michelle
[44] bydonkeys
[28] medpro
[25] mrmarkethomas
[25] 28
[22] tory
[19] government

Top Words in Tweet in G9:
[131] ppe
[25] #ppe
[19] covid
[14] 19
[14] never
[13] more
[13] workers
[11] safety
[10] 写真集電子書籍
[10] ヤングガンガンデジタル限定写真集

Top Words in Tweet in G10:
[70] ppe
[40] repmtg
[29] gopoversight
[18] loans
[16] back
[16] funds
[16] housegop
[15] repboebert
[15] covid
[15] loan

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[811] raycasey2003,reminder
[584] tax,haven
[464] liz,truss
[457] mills,given
[457] fund,based
[457] haven,operated
[457] based,tax
[457] reminder,ayanda
[457] crony,andrew
[457] operated,liz

Top Word Pairs in Tweet in G1:
[663] raycasey2003,reminder
[365] tax,haven
[364] opaque,private
[364] reminder,ayanda
[364] private,fund
[364] fund,based
[364] operated,liz
[364] ayanda,opaque
[364] based,tax
[364] andrew,mills

Top Word Pairs in Tweet in G2:
[93] michelle,mone
[90] #torylies,#torytaxevasion
[89] mone,#torybrexitdisaster
[89] #torybrexitdisaster,#torycriminals
[89] #brexitbritain,conservatives
[89] #torycorruption,michelle
[89] #ppe,#torylies
[89] #torycriminals,#ppe
[89] #torysleaze,#torycorruption
[89] #torytaxevasion,#brexitbritain

Top Word Pairs in Tweet in G3:
[309] unusable,ppe
[304] costing,24m
[304] ppe,costing
[304] big,beneficiary
[304] 24m,month
[304] 300m,ppe
[304] uniserve,received
[304] received,over
[304] month,big
[304] over,300m

Top Word Pairs in Tweet in G4:
[136] ppe_fr,lesrepublicains
[118] fabienne_keller,ppe_fr
[116] ensemble_ue,fabienne_keller
[113] aujourd,hui
[113] députés,européens
[113] sos,méditerranée
[112] session,plénière
[112] européens,réunis
[112] hui,députés
[112] contre,sos

Top Word Pairs in Tweet in G5:
[175] 14,billion
[175] ppe,losses
[171] doesn,need
[171] items,use
[171] items,doesn
[171] billion,items
[171] losses,risen
[171] government,ppe
[171] risen,14
[171] icymi,government

Top Word Pairs in Tweet in G6:
[242] test,trace
[242] eu,divorce
[242] 37,billion
[242] billion,eu
[241] perspective,defending
[241] billion,profits
[241] 32,billion
[241] trace,37
[241] put,shell's
[241] profits,perspective

Top Word Pairs in Tweet in G7:
[122] 133,6m
[118] tax,haven
[116] non,dom
[115] tax,evasion
[115] javid,non
[115] tax,non
[115] johnson,800k
[115] evasion,johnson
[115] mone,133
[115] zahawi,7m

Top Word Pairs in Tweet in G8:
[35] michelle,mone
[28] ppe,medpro
[20] mrmarkethomas,28
[17] carolvorders,michelle
[17] reshare,article
[17] noting,ppe
[17] feel,obliged
[17] mone,reason
[17] daily,mail
[17] reason,feel

Top Word Pairs in Tweet in G9:
[11] covid,19
[10] never,ending
[10] night,写真集電子書籍
[10] ヤングガンガンデジタル限定写真集,never
[10] ppe,ヤングガンガンデジタル限定写真集
[10] dmm,ppe
[10] ending,halloween
[10] halloween,night
[5] personal,protective
[5] protective,equipment

Top Word Pairs in Tweet in G10:
[20] repmtg,gopoversight
[14] ppe,funds
[13] ppe,loans
[13] ppe,loan
[11] 000,ppe
[10] company,employees
[9] gopoversight,buddy
[9] 476,000
[9] gaetz,476
[9] buddy,mattie

Top Replied-To
Top Replied-To in Entire Graph:
@ensemble_ue
@nadine__morano
@conservatives
@greghands
@format_ppe
@andrewrtdavies
@repmtg
@rishisunak
@laurenboebert
@repboebert

Top Replied-To in G1:
@sydlloyd
@raycasey2003
@bydonkeys
@susannareid100
@bbcpanorama
@femi_sorry

Top Replied-To in G2:
@conservatives
@andrewrtdavies
@rishisunak
@piersuncensored
@tavirahog
@johnredwood
@piersmorgan
@denisepattinso9
@_henrybolton
@gilliankeegan

Top Replied-To in G3:
@withorpe
@maryandedbee
@boardshark78
@howwwmuch
@finchth
@tillretweets
@franologist
@andrewrtdavies
@scotequaliser
@michelledonelan

Top Replied-To in G4:
@ensemble_ue
@nadine__morano
@ppe_fr
@poutaine
@agporche
@manolitofr
@herce_rc
@remigarnier_
@advileddy
@tatananick

Top Replied-To in G5:
@magapanthus
@raycasey2003
@guidofawkes
@herebeproof

Top Replied-To in G6:
@tomhfh
@marygr65
@naimaella
@shes_so_sandi
@fantasyfan13

Top Replied-To in G7:
@jamesdalymp
@penyrheolgerrig
@redfocus5
@newstatesman
@scottho78180008
@tartan1320

Top Replied-To in G8:
@carolvorders
@bydonkeys
@wistfulcass
@mrmarkethomas
@tstandfield1789
@jemmaforte
@bladeofthes
@wiredworm
@conservatives
@toryboypierce

Top Replied-To in G10:
@repmtg
@repboebert
@housegop
@katiejo48212322
@elonmusk
@myeyeshaveseen2
@alcomp17425782
@larrymburns
@shawnawinfrey
@thetangolima

Top Mentioned
Top Mentioned in Entire Graph:
@raycasey2003
@withorpe
@goodlawproject
@snb19692
@ppe_fr
@lesrepublicains
@conservatives
@bladeofthes
@fabienne_keller
@nadine__morano

Top Mentioned in G1:
@raycasey2003
@sturdyalex
@vicktor1111
@rhonddabryant
@margaridafawke
@goodlawproject
@snb19692
@marcusfitzsimon
@femi_sorry
@silly_arse

Top Mentioned in G2:
@conservatives
@rishisunak
@dave43law
@piersmorgan
@johnredwood
@borisjohnson
@rmtunion
@neunion
@jeremycorbyn
@unisontheunion

Top Mentioned in G3:
@withorpe
@raycasey2003
@scotequaliser
@tillretweets
@scanmaster1970
@scousertimmy
@ed_miliband
@angry_postman
@grantmyles
@bluewaterearth

Top Mentioned in G4:
@ppe_fr
@lesrepublicains
@fabienne_keller
@nadine__morano
@eciotti
@ensemble_ue
@annesanderelue
@fabiencazenave
@damienrieu
@poutaine

Top Mentioned in G5:
@goodlawproject
@raycasey2003
@withorpe
@silly_arse
@thornfieldhall
@magapanthus
@steffd62
@wrurestore
@dwrcymru
@riveractionuk

Top Mentioned in G6:
@snb19692
@raycasey2003
@goodlawproject
@withorpe
@naimaella
@dailymailuk
@bbmorg
@clivewismayer
@katespitzmiller
@peterstefanovi2

Top Mentioned in G7:
@bladeofthes
@withorpe
@docrussjackson
@goodlawproject
@raycasey2003
@stephenflynnsnp
@snb19692
@elmuertoarias
@p_w
@newstatesman

Top Mentioned in G8:
@carolvorders
@bydonkeys
@mrmarkethomas
@goodlawproject
@raycasey2003
@bongothepongo
@phantompower14
@charles83230639
@wiredworm
@troutmayfly

Top Mentioned in G9:
@ipeaonline

Top Mentioned in G10:
@gopoversight
@repmtg
@housegop
@gaacd7
@repjamescomer
@evalyn27
@elonmusk
@bidenhasfailedu
@realjoebonanno
@nichegamer

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@subwayjp
@kfc_jp
@sanyobussan
@tpoint
@black_thunder_
@genshin_7
@welcia_jp
@lennaleprena
@gongcha_japan

Top Tweeters in G1:
@allchanges
@net2ayurveda
@childofalba
@cleggy261
@aunty_shirley
@chiller
@safarisara
@heather63262308
@ladyjules_cath
@caravaggio12

Top Tweeters in G2:
@independent
@roadwarrior29
@horshamgardener
@trackntracer
@seusssl
@ap
@mlvalentino1
@martindvz
@iromg
@theipaper

Top Tweeters in G3:
@tartancobweb
@hazelglasgow
@nanayasleeps
@ameliaaber
@steviweavi
@declan_hoare
@vjl2
@susemgf
@neighbour_kx
@parkinsonsimpro

Top Tweeters in G4:
@lagrosta
@legrouxvincent
@ouestfrance
@clpeqt
@diogenedarc
@brumedemer
@bourgeoiseliane
@odilecsr
@nicolasmiguet
@bouletjacqueli1

Top Tweeters in G5:
@catherinemginn
@caz5697
@jacqui703
@magapanthus
@unojen_wood
@den_fabrizi
@guse_guse
@susanchubb1
@steph80335
@andreww66619812

Top Tweeters in G6:
@spanishdan1
@stop1984
@uncleprober
@shirleyyoung2
@j_sutherland2
@argyllseaglass
@hacketttom
@samljpage
@dailymailuk
@maelysdervenn

Top Tweeters in G7:
@jagxjr40
@paolimichele
@eijaniskanen1
@annemacrae4
@docrussjackson
@lanibeno
@jacobite51
@tartan1320
@sinnaluvva
@biancajagger

Top Tweeters in G8:
@fiona_fionnagal
@skynews
@matilda_w_
@knittedkittie
@tsunami65
@chihuu
@fixed_that_4_u
@malkyc01
@elainefoster10
@jean_brodie

Top Tweeters in G9:
@rvp
@eprnetwork
@marspioneer
@kristinnuendo
@pensivin
@adevarul
@ze5zykxuwy6zy37
@ocafezinho
@barramaurizio
@tooomaggie

Top Tweeters in G10:
@ekbmary
@agnew122
@keeissner
@edmeyer_able
@apsyangst
@evalyn27
@phoenixfire732
@crewcrew
@atpjudge
@nichegamer


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