PPE, Twitter, 1/15/2023 9:31:52 AM, 288058


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PPE_2023-01-15_01-19-56.xlsx
PPE_2023-01-15_01-19-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 15, 2023
Short Description:
PPE via NodeXL https://bit.ly/3w2VnLd
@georgemonbiot
@mirrorpolitics
@clairebubblepop
@carolvorders
@trackntracer
@rishisunak
@danielgoyal
@ppetoheros
@enemyinastate
@eleanor1026

Top hashtags:
#เพิร์ธช็อตฟีล
#perthtanapon
#kdppe
#ppe
#tomorrowspaperstoday

Description:
Description
The graph represents a network of 5,700 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 09:24 UTC.

The tweets in the network were tweeted over the 1788-day, 16-hour, 34-minute period from Wednesday, 21 February 2018 at 08:25 UTC to Sunday, 15 January 2023 at 01:00 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 : 5700
Unique Edges : 3083
Edges With Duplicates : 11385
Total Edges : 14468
Number of Edge Types : 9
Retweet : 3753
MentionsInRetweet : 4762
MentionsInReplyTo : 3547
Replies to : 1335
Tweet : 627
Mentions : 168
Quote : 124
MentionsInQuote : 71
MentionsInQuoteReply : 81
Self-Loops : 821
Reciprocated Vertex Pair Ratio : 0.026284348864994
Reciprocated Edge Ratio : 0.0512223515715949
Connected Components : 574
Single-Vertex Connected Components : 140
Maximum Vertices in a Connected Component : 3350
Maximum Edges in a Connected Component : 8608
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 4.802705
Graph Density : 0.00023799189146757
Modularity : 0.506278
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,700 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 09:24 UTC.

The tweets in the network were tweeted over the 1788-day, 16-hour, 34-minute period from Wednesday, 21 February 2018 at 08:25 UTC to Sunday, 15 January 2023 at 01:00 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:
[68] https://twitter.com/hendopolis/status/1614385854763368449/photo/1
[21] https://dailybusinessgroup.co.uk/2022/04/mones-home-raided-in-probe-over-200m-ppe-deal/
[21] https://twitter.com/imDina007/status/1614138480640274432/photo/1
[16] https://drive.google.com/file/d/1pT8Ve3n1McSdf6FDSf6LS86amZ1XoAkw/view?usp=share_link
[16] https://drive.google.com/file/d/1qQyoZ5Qhj3GepRTIR3-DuPAAwtrmeX4W/view?usp=share_link
[15] https://twitter.com/AllAroundPerth/status/1613860435039752192/video/1
[15] https://www.mirror.co.uk/news/politics/tory-donors-firm-paid-11m-28956268?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[15] https://twitter.com/DailyMirror/status/1614386253692112897/photo/1
[14] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[14] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0xMDc=%27&date=20230115092130&media=search_link&type=text

Top URLs in Tweet in G1:
[1] https://bylinetimes.com/2023/01/09/crisis-what-nhs-crisis-its-been-12-years-in-the-making/?mc_cid=fc470b84d1
[1] https://www.theguardian.com/education/2023/jan/14/ministers-refuse-fund-medical-school-uk-doctor-shortage?CMP=Share_iOSApp_Other
[1] https://twitter.com/GeorgeMonbiot/status/1613792705603112961

Top URLs in Tweet in G2:
[65] https://twitter.com/hendopolis/status/1614385854763368449/photo/1
[2] 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
[1] https://www.mirror.co.uk/news/politics/tories-backed-locals-over-giant-28954715
[1] https://www.mirror.co.uk/news/politics/as-nhs-staff-struggled-during-28956450
[1] https://twitter.com/TmorrowsPapers/status/1614386894992703488/photo/1
[1] https://twitter.com/hendopolis/status/1614381548844851201/photo/1
[1] https://www.thetimes.co.uk/article/108m-ppe-contract-was-given-to-small-pest-control-company-7vw0295rr
[1] https://twitter.com/garybrownedinb/status/1614412772699168769/photo/1
[1] https://twitter.com/chunkymark/status/1614389476587114496

Top URLs in Tweet in G3:
[1] https://www.mirror.co.uk/news/politics/firm-run-ex-associate-tory-22810575
[1] https://twitter.com/i/web/status/1614204580551864320
[1] https://twitter.com/HRenicks/status/1614204580551864320/photo/1

Top URLs in Tweet in G4:
[12] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[7] https://twitter.com/danielgoyal/status/1614024832714248192
[2] https://twitter.com/2primates/status/1614305098011754496/photo/1
[2] https://twitter.com/ABridgen/status/1613946144882843648
[2] https://twitter.com/ScumWef/status/1614216590781710336/photo/1
[1] https://www.theguardian.com/politics/2023/jan/13/uk-may-shelve-controversial-brexit-protocol-bill-sign-goodwill?CMP=Share_iOSApp_Other
[1] https://www.dailymail.co.uk/health/article-11633619/U-S-says-Pfizers-bivalent-COVID-shot-linked-stroke-older-adults.html?ito=native_share_article-nativemenubutton
[1] https://twitter.com/ABridgen/status/1614215854962491395/video/1
[1] https://twitter.com/magmogz135/status/1614152123918286848/photo/1
[1] https://www.msn.com/en-xl/news/other/i-cant-ignore-immense-brexit-damage-says-khan/ar-AA16fLxi

Top URLs in Tweet in G5:
[15] https://twitter.com/DailyMirror/status/1614386253692112897/photo/1
[8] https://twitter.com/carolvorders/status/1614176074837159937
[2] https://twitter.com/kwasikwarteng/status/1613861272961052672
[2] https://twitter.com/coldwarsteve/status/1613926464369328136
[2] https://twitter.com/hendopolis/status/1614385854763368449/photo/1
[1] https://www.ft.com/content/acb23407-1e91-4677-a7b2-c3135d0a0a12
[1] https://www.mirror.co.uk/news/politics/michelle-mones-husband-gifted-tories-28852964?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[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.ft.com/content/7a2093f8-55f8-400f-9176-2225b9193e05
[1] https://www.dailyrecord.co.uk/news/scottish-news/michelle-mones-husband-bogus-55-28951207?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar

Top URLs in Tweet in G6:
[4] https://twitter.com/PPEtoheros/status/1614322498300149760/photo/1
[3] https://www.nytimes.com/2022/07/03/health/covid-ppe-masks-health-care.html
[3] https://twitter.com/PPEtoheros/status/1613944060594589725/photo/1
[2] https://globalnews.ca/news/404562/sars-10-years-later-how-are-survivors-faring-now/
[2] https://twitter.com/RaffyFlynnArt/status/1613992420600848385
[1] https://twitter.com/NationCymru/status/1613974151231832067
[1] https://twitter.com/ann_mcnitt/status/1614084552909291520/photo/1
[1] https://www.dropbox.com/s/ocepcperpjlht69/ER%20Canada%20Evidence%20%281%29.docx?dl=0
[1] https://twitter.com/PPEtoheros/status/1613954502767382543/video/1
[1] https://twitter.com/NYTScience/status/1546163659247861760

Top URLs in Tweet in G7:
[4] https://twitter.com/Sheilam19534814/status/1613973711744376833/photo/1
[3] https://twitter.com/RishiSunak/status/1613875976211161088/photo/1
[3] https://twitter.com/Douglas4Moray/status/1613954079851515904/photo/1
[2] https://goodlawproject.org/revealed-tory-donors-company-awarded-4-5-million-government-contract-to-take-care-of-mountain-of-unusable-ppe-waste/
[2] https://twitter.com/RussellScott1/status/1614386528175943680/photo/1
[1] https://goodlawproject.org/michelle-donelan-partner-contracts/
[1] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[1] https://goodlawproject.org/ppe-to-go-up-in-smoke/?utm_source=Twitter&utm_campaign=PPE12122022&utm_medium=social%20media
[1] https://www.theguardian.com/society/2023/jan/13/rishi-sunak-strikes-nhs-funding-boost
[1] https://twitter.com/RishiSunak/status/1613947348224282635/photo/1

Top URLs in Tweet in G8:
[8] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[5] https://www.mirror.co.uk/news/politics/tory-donors-firm-paid-11m-28956268?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[2] https://goodlawproject.org/revealed-ppe-storage-costs-hit-1bn-as-vip-firm-uniserves-profit-soars/
[1] https://www.theguardian.com/society/2023/jan/13/rishi-sunak-strikes-nhs-funding-boost
[1] https://eastangliabylines.co.uk/government-demands-ppe-money-from-mone-but-scared-what-may-be-revealed/
[1] https://twitter.com/Conservatives/status/1613891485329408000/photo/1
[1] https://twitter.com/CityAM/status/1613448252346740736
[1] https://twitter.com/Conservatives/status/1614253315889729537/photo/1
[1] https://twitter.com/Conservatives/status/1614193101899239424/video/1
[1] https://twitter.com/GOVUK/status/1609482059872964609

Top URLs in Tweet in G9:
[15] https://twitter.com/AllAroundPerth/status/1613860435039752192/video/1
[12] https://twitter.com/TigergangID/status/1614100075411836928/video/1
[10] https://twitter.com/CHENCHENPPE/status/1613862852858896384/video/1
[8] https://twitter.com/PpeTrends/status/1613852859249868800/video/1
[7] https://twitter.com/Mymind13_/status/1613864328872230912/photo/1
[7] https://twitter.com/PpeTrends/status/1613854621369307138/video/1
[6] https://twitter.com/ppe2003perth/status/1613867011477733379/video/1
[6] https://instagram.com/reel/CmyzMSlBB
[6] https://twitter.com/perthppe/statu
[6] https://twitter.com/KKTT84188850/status/1613868361519333377/video/1

Top URLs in Tweet in G10:
[14] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0xMDc=%27&date=20230115092130&media=search_link&type=text
[13] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20230115092126&media=search_link&type=text
[5] https://www.mirror.co.uk/news/politics/tory-donors-firm-paid-11m-28956268?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[4] https://twitter.com/HandSinEU/status/1614193113743990787/photo/1
[2] https://www.mirror.co.uk/news/politics/tory-donors-firm-paid-11m-28956268?utm_source=app
[2] https://twitter.com/couple_shopee/status/1265821061389578240/photo/1
[2] https://www.mcrsafetyeurope.com/work-gloves-specification.aspx?&prod=WL1076LD3
[2] https://twitter.com/Sansui350A/status/1614369056748105728/photo/1
[1] https://www.ebay.com/itm/144899915155?hash=item21bcb53d93%3Ag%3A2BgAAOSwiNNjuScS&mkcid=1&mkrid=711-53200-19255-0&siteid=0&campid=5338752399&customid=&toolid=10001&mkevt=1
[1] https://twitter.com/ClampsAnd/status/1614417844015628290/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[918] twitter.com
[94] co.uk
[62] theguardian.com
[36] google.com
[27] dmm.com
[14] youtube.com
[11] goodlawproject.org
[8] ppe.pl
[7] instagram.com
[7] cbsnews.com

Top Domains in Tweet in G1:
[1] bylinetimes.com
[1] theguardian.com
[1] twitter.com

Top Domains in Tweet in G2:
[73] twitter.com
[4] co.uk
[2] theguardian.com

Top Domains in Tweet in G3:
[2] twitter.com
[1] co.uk

Top Domains in Tweet in G4:
[27] twitter.com
[15] theguardian.com
[8] co.uk
[1] msn.com
[1] org.uk
[1] sky.com
[1] bbc.com
[1] breaking7.com
[1] goodlawproject.org

Top Domains in Tweet in G5:
[47] twitter.com
[3] co.uk
[3] theguardian.com
[2] ft.com

Top Domains in Tweet in G6:
[41] twitter.com
[3] nytimes.com
[2] theguardian.com
[2] globalnews.ca
[1] dropbox.com
[1] cnn.com
[1] kristynwongtam.ca
[1] ft.com
[1] house.gov
[1] cp24.com

Top Domains in Tweet in G7:
[26] twitter.com
[6] theguardian.com
[4] goodlawproject.org
[1] conservatives.com
[1] nation.cymru
[1] co.uk
[1] theyworkforyou.com
[1] ramco.uk
[1] org.uk

Top Domains in Tweet in G8:
[10] theguardian.com
[10] twitter.com
[7] co.uk
[2] goodlawproject.org
[1] opendemocracy.net
[1] bmj.com

Top Domains in Tweet in G9:
[258] twitter.com
[6] instagram.com

Top Domains in Tweet in G10:
[47] twitter.com
[27] dmm.com
[11] co.uk
[3] theguardian.com
[3] ppe.pl
[3] manuals.plus
[2] ebay.com
[2] goodlawproject.org
[2] ilovefreegle.org
[2] oke.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[283] เพิร์ธช็อตฟีล
[257] perthtanapon
[232] kdppe
[126] ppe
[98] tomorrowspaperstoday
[27] sundaymirror
[23] pfizer
[23] irgcterrorists
[22] mirror
[21] varisudisaster



Top Hashtags in Tweet in G1:
[3] nhs
[2] toryliars
[2] toriesout
[2] generalelectionnow
[2] supportthestrikes
[2] nhsstrikes
[2] covid
[2] toriesdestroyingourcountry
[2] enoughisenough
[2] ppe

Top Hashtags in Tweet in G2:
[86] tomorrowspaperstoday
[20] sundaymirror
[20] mirror
[1] toriesdestroyingourcountry
[1] toriesdestroyingournhs
[1] toriesout190
[1] toriesunfittogovern
[1] toriesout
[1] kayburley
[1] conservatives

Top Hashtags in Tweet in G3:
[2] harry
[1] tomorrowspaperstoday
[1] sundaymirror
[1] mirror
[1] enoughisenough
[1] toriesout

Top Hashtags in Tweet in G4:
[8] bbcaq
[2] torycriminals
[2] torycorruption
[1] toriesdestroyingourcountry
[1] strikers
[1] mone
[1] tuftonstreet
[1] excludeduk
[1] torycriminalsunfittogovern

Top Hashtags in Tweet in G5:
[15] tomorrowspapertoday
[4] tomorrowspaperstoday
[2] torycriminalsunfittogovern
[2] frontpages
[1] defraudingthedying
[1] brexit
[1] kayburley
[1] bbcbreakfast
[1] tories
[1] ppe

Top Hashtags in Tweet in G6:
[3] freethen95s
[2] leopard
[2] ukraine
[1] sarscov2
[1] covidisairborne
[1] covidisnotover
[1] ventilation
[1] ffp3
[1] hepa
[1] torycriminals

Top Hashtags in Tweet in G7:
[2] ppe
[2] nhs
[1] indyref2
[1] toryliar
[1] torybrexitdisaster
[1] pmqs
[1] nhsnotfitforpurpose
[1] rejoineu
[1] healthandsafety
[1] sarscov2

Top Hashtags in Tweet in G8:
[63] ppe
[5] tory
[5] lordfeldman
[5] viplane
[5] sundaymirror
[5] tomorrowspaperstoday
[3] newsnight
[3] toriesout190
[2] austerity
[2] corruption

Top Hashtags in Tweet in G9:
[282] เพิร์ธช็อตฟีล
[256] perthtanapon
[231] kdppe
[17] เพิร์ธซ็อตฟีล
[12] perthppe
[7] 4everyoungperth
[7] neverletmegoseries
[2] perththesisday1
[1] swu

Top Hashtags in Tweet in G10:
[14] ppe
[5] safety
[4] safetyfirst
[3] userguide
[3] usermanual
[3] instructionmanual
[2] emergency
[2] news
[2] politics
[2] health

Top Words
Top Words in Tweet in Entire Graph:
[2735] ppe
[1166] trace
[1014] tory
[1006] test
[974] pandemic
[968] made
[964] private
[918] 12
[914] 37bn
[914] sector

Top Words in Tweet in G1:
[816] 12
[815] test
[815] private
[815] trace
[814] pandemic
[814] programme
[814] 37bn
[814] difference
[814] georgemonbiot
[814] sector

Top Words in Tweet in G2:
[430] ppe
[416] tory
[408] donor
[321] 11million
[321] mirrorpolitics
[321] deliver
[305] firm
[303] incinerate
[301] 5million
[301] paid

Top Words in Tweet in G3:
[306] money
[267] people
[262] spending
[262] clairebubblepop
[261] tell
[261] acceptable
[261] question
[261] lee
[261] 30p
[260] lik

Top Words in Tweet in G4:
[266] ppe
[166] danielgoyal
[123] trace
[96] track
[74] contracts
[73] tory
[67] billion
[60] billions
[55] fraud
[49] covid

Top Words in Tweet in G5:
[183] carolvorders
[158] ppe
[142] tory
[108] party
[97] johnson
[97] lies
[96] home
[96] living
[96] donor's
[96] corrupt

Top Words in Tweet in G6:
[110] ppe
[42] guidance
[35] re
[34] important
[33] very
[33] based
[32] public
[32] room
[32] ruling
[32] microlabdoc

Top Words in Tweet in G7:
[106] goodlawproject
[102] ppe
[96] those
[82] michelle
[81] marinapurkiss
[81] worth
[80] know
[79] don
[77] revealed
[77] heads

Top Words in Tweet in G8:
[109] ppe
[95] tory
[89] scandal
[78] firm
[69] lane
[68] peer
[68] vip
[67] conservative
[65] helped
[64] 50m

Top Words in Tweet in G9:
[341] ร
[334] อตฟ
[314] ppe
[308] ล
[308] savage
[299] #เพ
[289] ธช
[256] #perthtanapon
[231] #kdppe
[77] อ

Top Words in Tweet in G10:
[119] ppe
[28] never
[27] dmm
[27] night
[27] ending
[27] おすすめです
[27] ヤングガンガンデジタル限定写真集
[27] halloween
[27] 写真集電子書籍
[18] tory

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[988] test,trace
[905] private,sector
[904] trace,programme
[903] sector,test
[903] 12,5bn
[903] 37bn,private
[903] difference,pandemic
[903] programme,made
[903] pandemic,12
[903] measurable,difference

Top Word Pairs in Tweet in G1:
[815] test,trace
[814] difference,pandemic
[814] pandemic,12
[814] trace,programme
[814] 37bn,private
[814] made,measurable
[814] programme,made
[814] measurable,difference
[814] sector,test
[814] private,sector

Top Word Pairs in Tweet in G2:
[408] tory,donor
[321] 11million,deliver
[321] deliver,ppe
[319] mirrorpolitics,tory
[300] firm,paid
[300] getting,5million
[300] paid,11million
[300] donor,firm
[300] 5million,incinerate
[300] ppe,getting

Top Word Pairs in Tweet in G3:
[261] 30p,lee
[261] money,question
[261] lee,tell
[261] spending,money
[261] tell,spending
[261] acceptable,people
[261] people,30p
[260] question,lik
[260] clairebubblepop,acceptable
[38] pay,nurses

Top Word Pairs in Tweet in G4:
[92] track,trace
[56] ppe,contracts
[29] dodgy,ppe
[26] test,trace
[22] useless,ppe
[19] ppe,fraud
[18] danielgoyal,ppe
[17] tory,mates
[17] trace,ppe
[16] contracts,tory

Top Word Pairs in Tweet in G5:
[108] tory,party
[96] home,tory
[96] corrupt,lies
[96] partygate,turns
[96] johnson,living
[96] turns,rentgate
[96] 20m,home
[96] donor's,20m
[96] rentgate,boris
[96] party,morally

Top Word Pairs in Tweet in G6:
[31] guidance,based
[31] room,re
[31] important,ruling
[31] ruling,remains
[31] remains,massive
[31] based,ppe
[31] re,appropriateness
[31] very,important
[31] massive,room
[31] appropriateness,guidance

Top Word Pairs in Tweet in G7:
[77] know,michelle
[77] knowing,goodlawproject
[77] goodlawproject,revealed
[77] those,don
[77] partner,heads
[77] michelle,worth
[77] revealed,partner
[77] don,know
[77] worth,knowing
[76] marinapurkiss,those

Top Word Pairs in Tweet in G8:
[64] conservative,peer
[63] firm,linked
[63] contract,firm
[63] peer,helped
[63] land,50m
[63] helped,land
[61] linked,fellow
[60] fellow,tory
[58] tory,health
[57] note,scandal

Top Word Pairs in Tweet in G9:
[308] อตฟ,ล
[299] #เพ,ร
[297] ppe,savage
[289] ร,ธช
[286] ธช,อตฟ
[259] ล,ppe
[145] #perthtanapon,#kdppe
[143] savage,#perthtanapon
[86] #kdppe,#perthtanapon
[62] savage,#kdppe

Top Word Pairs in Tweet in G10:
[27] never,ending
[27] dmm,ppe
[27] halloween,night
[27] ppe,ヤングガンガンデジタル限定写真集
[27] ヤングガンガンデジタル限定写真集,never
[27] night,写真集電子書籍
[27] ending,halloween
[13] deliver,ppe
[12] firm,paid
[12] 11m,deliver

Top Replied-To
Top Replied-To in Entire Graph:
@danielgoyal
@format_ppe
@carolvorders
@ppe_loved
@kedge23
@_ho___ppe
@councillorsuzie
@ssoso_army
@brandonlewis
@sophielouisecc

Top Replied-To in G1:
@3salmon
@skatinggirl1
@georgemonbiot
@gillyhx3
@campaignnhs

Top Replied-To in G2:
@mirrorpolitics
@fascinatorfun
@brandonlewis

Top Replied-To in G3:
@janeyoccupies
@realstephenkerr
@angrysalmond
@clairebubblepop
@hmodinraven

Top Replied-To in G4:
@danielgoyal
@kedge23
@councillorsuzie
@henrietta0190
@abridgen
@mupps11
@damiendown112
@ticerichard
@justbob111
@markyh65

Top Replied-To in G5:
@carolvorders
@kwasikwarteng
@thetrawlpodcast
@kathyburke
@danielgoyal
@gtjimmyshandjnr
@frederickdvorak
@therealjulesmt
@2ears2wheels
@toptap_one

Top Replied-To in G6:
@pressprogress
@neoliberalsnow
@chrisalvino
@kiranaaditya6
@teenoodles
@marcusfitzsimon
@bobrae48
@pjeffcock
@potus
@mvankerkhove

Top Replied-To in G7:
@rishisunak
@paulhowellmp
@annemcfarlane15
@trevorcoultmc
@aswasjules
@davebowman4564
@nurseborisbash
@michaelrosenyes
@marinapurkiss
@matthancock

Top Replied-To in G8:
@conservatives
@lucywoodslucy70
@councillorsuzie
@rishisunak
@scottbentonmp
@annette22398150
@jochurchill_mp
@thealiceroberts
@carolvorders
@clarawardd

Top Replied-To in G9:
@moe_ppe
@makemacan

Top Mentioned
Top Mentioned in Entire Graph:
@georgemonbiot
@mirrorpolitics
@clairebubblepop
@carolvorders
@goodlawproject
@danielgoyal
@marinapurkiss
@rishisunak
@pentapetapeta
@hendopolis

Top Mentioned in G1:
@georgemonbiot
@mygineration
@premnsikka
@clairebubblepop
@europeanpowell

Top Mentioned in G2:
@mirrorpolitics
@hendopolis
@tmorrowspapers
@georgemonbiot
@stormysturgeon
@garybrownedinb
@clairebubblepop
@bylineseast
@80_mcswan
@writesbright

Top Mentioned in G3:
@clairebubblepop
@janeyoccupies
@georgemonbiot
@angrysalmond
@mirrorpolitics
@sonofr
@sarhitchcock
@handfordsteven
@tmorrowspapers
@tomlinjeanne

Top Mentioned in G4:
@danielgoyal
@sonofr
@agilbert1971
@paulegwilson
@matthewstadlen
@abridgen
@jebernstone
@jameswoodfield
@verifxa
@henrietta0190

Top Mentioned in G5:
@carolvorders
@dailymirror
@bydonkeys
@georgemonbiot
@goodlawproject
@barnaclebum6
@haggis_uk
@clairebubblepop
@ft

Top Mentioned in G6:
@microlabdoc
@ppetoheros
@enemyinastate
@chrisalvino
@potus
@sasswashere
@meetjess
@cursedplanet
@raffyflynnart
@pressprogress

Top Mentioned in G7:
@goodlawproject
@marinapurkiss
@rishisunak
@annemcfarlane15
@gillgall23
@jacob_rees_mogg
@russellscott1
@johnredwood
@the_tpa
@lordrennard

Top Mentioned in G8:
@conservative
@greekboy8
@centralbylines
@scottbentonmp
@bylineseast
@annette22398150
@conservatives
@clairebubblepop
@rishisunak
@mirrorpolitics

Top Mentioned in G9:
@k_munmuang
@kktt84188850
@ppetrends
@kohjang1
@allaroundperth
@loveinppe
@perthppe
@chenchenppe
@mymind13_
@tigergangid

Top Mentioned in G10:
@powerbymomblog

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@suntory
@caramelcorn1971
@dennys_pr
@711sej
@infoitinterno
@nedi4899diedfhm
@rk70534
@kogemayo
@roblwilson

Top Tweeters in G1:
@greigo_uk
@safarisara
@jeannebartram
@hugorelly
@philipjtaylor1
@samljpage
@maelysdervenn
@kernow4corbyn
@zoompad
@paolimichele

Top Tweeters in G2:
@rk70534
@jpjanson
@supazeez
@spanishdan1
@thestephenralph
@catherinemginn
@childofalba
@aunty_shirley
@june4th
@chunkymark

Top Tweeters in G3:
@roblwilson
@gracemurphy2
@roadwarrior29
@leocullen4
@cleggy261
@fiona_fionnagal
@terryelaineh1
@hawkins_carole
@glynis_fisher
@themingford

Top Tweeters in G4:
@curiocat13
@heidiec5
@euethnic
@skynews
@mailonline
@trackntracer
@las2950
@angie_rejoineu
@sunpoches
@sallywe98901725

Top Tweeters in G5:
@dailymirror
@dominicpiper1
@guardian
@hacketttom
@kevinpbreslin
@davidheadviews
@birdonthewire3
@sidcelery
@rolynhome
@weejockmaley

Top Tweeters in G6:
@tenji95
@colleenmmck618
@margare72080491
@light_angel_12
@kevinpascoe
@susanchubb1
@freespeechlover
@xpatjock
@nigelheal
@ctvnews

Top Tweeters in G7:
@gallimaufrey777
@suegray834
@heather63262308
@jazzaoxon
@gemandmoll
@cernusson
@michaelrosenyes
@mlvalentino1
@sheilam19534814
@davidagoodland

Top Tweeters in G8:
@sandradunn1955
@pingachoo
@juliecuninghame
@quangels
@peterdilworth1
@tymvirginia
@60sleigh
@lifelandlady
@tone1923
@minxymartin

Top Tweeters in G9:
@noonathty
@bumbimknok
@schinarat
@boonzoonlee
@nunamaki_kyumin
@juthamas161
@helen22753507
@christmasprinc6
@yaonnn3
@aunnjung

Top Tweeters in G10:
@infoitinterno
@lise_latulippe
@powerbymomblog
@promostking
@tweetheart4711
@sinchewpress
@truckerworld
@ze5zykxuwy6zy37
@five_chip
@nolliag66


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