PPE, Twitter, 3/26/2022 3:55:43 PM, 273779


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PPE_2022-03-26_01-12-01.xlsx
PPE_2022-03-26_01-12-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 26, 2022
Short Description:
PPE via NodeXL https://bit.ly/3wEZNZX
@jolyonmaugham
@trackntracer
@withorpe
@rishisunak
@uklabour
@deadferrets
@jobail5
@intravelerworld
@carolinelucas
@skynews

Top hashtags:
#kdppe
#perthtanapon
#ppe
#torycorruption
#johnsonout60
#nighttimestoryxperthplan

Description:
Description
The graph represents a network of 7,552 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 Saturday, 26 March 2022 at 08:17 UTC.

The requested start date was Saturday, 26 March 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, 5-hour, 12-minute period from Wednesday, 23 March 2022 at 07:08 UTC to Friday, 25 March 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 : 7552
Unique Edges : 4985
Edges With Duplicates : 11389
Total Edges : 16374
Number of Edge Types : 5
Retweet : 5046
MentionsInRetweet : 6616
Replies to : 1346
Mentions : 1759
Tweet : 1607
Self-Loops : 1627
Reciprocated Vertex Pair Ratio : 0.010233918128655
Reciprocated Edge Ratio : 0.020260492040521
Connected Components : 1164
Single-Vertex Connected Components : 582
Maximum Vertices in a Connected Component : 4273
Maximum Edges in a Connected Component : 10661
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.146408
Graph Density : 0.000157526980375256
Modularity : 0.528269
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,552 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 Saturday, 26 March 2022 at 08:17 UTC.

The requested start date was Saturday, 26 March 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, 5-hour, 12-minute period from Wednesday, 23 March 2022 at 07:08 UTC to Friday, 25 March 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:
[267] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[251] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_AndroidApp_Other
[229] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_iOSApp_Other
[93] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest
[49] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1648116495
[32] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest?CMP=Share_iOSApp_Other
[26] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1648117243
[23] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1648203565
[21] https://order-order.com/2022/03/24/good-law-project-loses-ppe-contract-appeal-judge-cites-serious-carelessness/
[21] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?utm_term=Autofeed&CMP=twt_b-gdnnews&utm_medium=Social&utm_source=Twitter#Echobox=1648116513

Top URLs in Tweet in G1:
[55] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_iOSApp_Other
[46] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_AndroidApp_Other
[42] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[22] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest
[4] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1648116495
[3] https://twitter.com/MattHancock/status/1507041592485552128
[2] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest?CMP=Share_iOSApp_Other
[2] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest?CMP=Share_AndroidApp_Other
[1] https://www.lawgazette.co.uk/news/good-law-project-fails-to-revive-ppe-claim-after-serving-one-day-late/5111979.article
[1] https://www.gov.uk/government/news/ppe-procurement-in-the-early-pandemic

Top URLs in Tweet in G2:
[82] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_AndroidApp_Other
[71] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[65] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_iOSApp_Other
[35] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest
[23] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest?CMP=Share_iOSApp_Other
[8] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest?CMP=Share_AndroidApp_Other
[5] https://twitter.com/skynewsbreak/status/1506534117042753536
[3] https://twitter.com/SkyNewsBreak/status/1506534117042753536
[3] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?utm_source=dlvr.it&utm_medium=twitter
[3] https://twitter.com/bbcquestiontime/status/1507123854778503170

Top URLs in Tweet in G3:
[15] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_AndroidApp_Other
[14] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_iOSApp_Other
[13] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[7] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest
[4] https://www.bbc.com/news/blogs-the-papers-60224371
[3] https://www.independent.co.uk/news/uk/politics/covid-unusable-ppe-burnt-fast-track-b2030820.html
[2] https://www.cityam.com/angry-lord-agnew-says-boris-johnson-failed-spectacularly-as-fraud-in-government-is-rampant-at-30bn-a-year/
[2] https://www.theguardian.com/world/2022/mar/20/uk-considering-ban-on-nhs-procurement-of-chinese-goods-made-in-xinjiang
[1] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?utm_term=Autofeed&CMP=twt_b-gdnnews&utm_medium=Social&utm_source=Twitter#Echobox=1648116513
[1] https://twitter.com/lmasaysno/status/1506746178096046087

Top URLs in Tweet in G4:
[6] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_iOSApp_Other
[5] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_AndroidApp_Other
[3] https://twitter.com/SkyNewsBreak/status/1506534117042753536
[3] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[2] https://twitter.com/GoodLawProject/status/1481299588590063617
[2] https://petition.parliament.uk/petitions/605158
[1] https://twitter.com/darrengrimes_/status/1507131542585241612
[1] https://twitter.com/ukiswitheu/status/1506921097937272839
[1] https://twitter.com/rishisunak/status/1506632237701382146
[1] https://twitter.com/manlikemc/status/1506894187651862529

Top URLs in Tweet in G5:
[41] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_AndroidApp_Other
[3] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_iOSApp_Other
[2] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest
[2] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[1] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?utm_term=Autofeed&CMP=twt_b-gdnnews&utm_medium=Social&utm_source=Twitter#Echobox=1648116513

Top URLs in Tweet in G6:
[45] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1648116495
[22] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1648203565
[21] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=twt_gu&utm_source=Twitter&utm_medium#Echobox=1648117243
[18] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?utm_term=Autofeed&CMP=twt_b-gdnnews&utm_medium=Social&utm_source=Twitter#Echobox=1648116513
[15] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest?utm_term=Autofeed&CMP=twt_b-gdnnews&utm_medium=Social&utm_source=Twitter#Echobox=1648203684
[13] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_iOSApp_Other
[11] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[8] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest
[4] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_AndroidApp_Other
[2] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest?CMP=Share_iOSApp_Other

Top URLs in Tweet in G7:
[15] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_iOSApp_Other
[9] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?CMP=Share_AndroidApp_Other
[5] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms
[1] https://www.theguardian.com/world/2022/mar/25/tory-peer-lobbied-for-ppe-firm-months-after-lawyers-said-she-had-stopped-leaked-emails-suggest
[1] https://twitter.com/BritainElects/status/1507056366892072962?s=20&t=AJZAqTJV802jSvHOvUuuiQ
[1] https://twitter.com/bbcquestiontime/status/1507123854778503170
[1] https://twitter.com/martinangus/status/1506769040424984589
[1] https://twitter.com/kieranhegarty12/status/1506942209492500481
[1] https://twitter.com/BernieSpofforth/status/1501941630214885387

Top URLs in Tweet in G8:
[4] https://glive.belive.sg/?country=th
[3] https://www.instagram.com/perthppe/
[3] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2F101865765390678%2Fposts%2F299945172249402%2F
[3] https://twitter.com/shuuemurath/status/1507311344625803321
[2] https://www.youtube.com/watch?v=Kt6MXbiXEZA&feature=youtu.be

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

[2] https://lnk.fu.ga/marktuan_lonely-1
[2] https://www.youtube.com/watch?v=dsE9WLlA_7I&feature=youtu.be

[1] https://www.instagram.com/accounts/login/?next=/perthppe/
[1] https://www.instagram.com/accounts/login/?next=/iplann/

Top URLs in Tweet in G9:
[1] https://twitter.com/clif_high/status/1507098263677124620

Top URLs in Tweet in G10:
[1] https://twitter.com/DrGrounds/status/1506711709066616834
[1] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms

Top Domains
Top Domains in Tweet in Entire Graph:
[1057] theguardian.com
[181] twitter.com
[72] co.uk
[22] youtube.com
[21] order-order.com
[20] co.jp
[13] instagram.com
[12] com.ua
[12] ppe.pl
[9] facebook.com

Top Domains in Tweet in G1:
[176] theguardian.com
[14] co.uk
[5] twitter.com
[1] gov.uk
[1] opendemocracy.net
[1] order-order.com
[1] goodlawproject.org
[1] sky.com

Top Domains in Tweet in G2:
[305] theguardian.com
[59] twitter.com
[33] co.uk
[6] viv.net
[6] tweetedtimes.com
[4] org.uk
[4] co.jp
[3] heskins.com
[2] gov.uk
[2] linkedin.com

Top Domains in Tweet in G3:
[54] theguardian.com
[10] twitter.com
[5] co.uk
[4] bbc.com
[2] cityam.com
[1] nursingtimes.net

Top Domains in Tweet in G4:
[17] theguardian.com
[16] twitter.com
[2] parliament.uk
[1] org.uk
[1] ac.uk

Top Domains in Tweet in G5:
[49] theguardian.com

Top Domains in Tweet in G6:
[159] theguardian.com
[2] twitter.com
[1] documentcloud.org
[1] opendemocracy.net
[1] co.uk

Top Domains in Tweet in G7:
[33] theguardian.com
[5] twitter.com
[1] t.co

Top Domains in Tweet in G8:
[8] instagram.com
[8] twitter.com
[7] youtube.com
[4] belive.sg
[3] facebook.com
[2] bit.ly
[2] fu.ga
[1] smsng.store
[1] line.me

Top Domains in Tweet in G9:
[1] twitter.com

Top Domains in Tweet in G10:
[1] twitter.com
[1] theguardian.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[153] kdppe
[139] perthtanapon
[138] ppe
[98] torycorruption
[97] johnsonout60
[91] nighttimestoryxperthplan
[75] galaxys22thxperthplan
[41] gmmtvsafehousess3d5
[33] 伊織もえ
[30] covid19



Top Hashtags in Tweet in G1:
[13] torycorruption
[12] johnsonout60
[10] toryscumout
[9] ppe
[8] torycoviddisaster
[7] toriesunfittogovern
[5] nhs
[4] johnsonout58
[4] toriespartiedwhilepeopledied
[4] torycostoflivingcrisis

Top Hashtags in Tweet in G2:
[58] ppe
[18] torycorruption
[10] safety
[8] bs2022
[7] workwear
[5] covid19
[5] healthandsafety
[5] michaelgove
[5] tory
[5] staysafe

Top Hashtags in Tweet in G3:
[61] johnsonout60
[14] ppe
[12] torycorruption
[4] nhs
[4] torycriminals
[4] robberrishi
[4] springstatement
[4] tax
[4] costoflivingcrisis
[4] torycovidcatastrophe

Top Hashtags in Tweet in G4:
[10] torycorruption
[10] tory
[6] ppe
[6] taxpayers
[4] tories
[3] toryincompetence
[3] torycriminalsunfittogovern
[3] brexit
[3] torylies
[2] hightaxchancellor

Top Hashtags in Tweet in G5:
[5] torycorruption
[4] torybrexit
[4] toriesunfittogovern
[3] johnsonout60
[1] bbcqt
[1] gtto

Top Hashtags in Tweet in G6:
[5] torycorruption
[1] viplane
[1] corruption
[1] partygate
[1] foi
[1] tprysleaze
[1] torycoviddisaster
[1] springstatement
[1] hatetories
[1] mone

Top Hashtags in Tweet in G7:
[10] torycorruption
[6] torycriminalsunfittogovern
[3] johnsonout60
[3] rt
[1] govetheliar
[1] torysleaze
[1] toryrecession
[1] johnsonthecorruptpm
[1] torylies
[1] costoflivingcrisis

Top Hashtags in Tweet in G8:
[153] kdppe
[139] perthtanapon
[91] nighttimestoryxperthplan
[75] galaxys22thxperthplan
[41] gmmtvsafehousess3d5
[22] happy21stperthday
[22] perthsday21
[19] gmmtvsafehousess3d4
[19] ออฟกัน
[15] 7projectfanmeeting2022

Top Hashtags in Tweet in G10:
[1] pmqs
[1] clapforcarers
[1] toryscumout

Top Words
Top Words in Tweet in Entire Graph:
[4375] ppe
[1469] tory
[1345] money
[1190] gove
[1010] private
[914] emails
[829] firm
[781] sunak
[766] linked
[730] billions

Top Words in Tweet in G1:
[437] ppe
[360] jolyonmaugham
[277] gove
[274] private
[173] doing
[168] tory
[161] channels
[160] keen
[159] dodgier
[159] deal

Top Words in Tweet in G2:
[443] ppe
[222] tory
[182] emails
[172] firm
[144] gove
[135] private
[126] linked
[120] deals
[117] role
[115] reveal

Top Words in Tweet in G3:
[269] ppe
[144] rishisunak
[101] tory
[80] money
[78] billions
[68] fraud
[67] year
[65] trace
[62] see
[61] #johnsonout60

Top Words in Tweet in G4:
[336] ppe
[162] trace
[140] track
[107] money
[93] billions
[87] contracts
[84] wasted
[82] billion
[63] bbcquestiontime
[61] bbcone

Top Words in Tweet in G5:
[296] withorpe
[268] sunak
[267] money
[262] spent
[260] straight
[260] faced
[260] conservatives
[260] trusted
[260] taxpayers'
[260] 24b

Top Words in Tweet in G6:
[403] ppe
[269] tory
[233] mone
[218] michelle
[217] gove
[181] michael
[169] vip
[165] government
[161] deals
[160] peer

Top Words in Tweet in G7:
[414] money
[255] ppe
[211] sunak
[211] uklabour
[210] billions
[206] fraud
[204] pounds
[204] government
[204] unusable
[203] rishi

Top Words in Tweet in G8:
[234] น
[153] #kdppe
[139] #perthtanapon
[129] s22
[124] galaxy
[122] ultra
[116] ก
[112] ร
[111] samsung
[98] ท

Top Words in Tweet in G9:
[358] didn
[184] use
[182] ppe
[179] furlough
[179] jabs
[175] one
[174] 1p
[174] stupid
[174] went
[174] nowhere

Top Words in Tweet in G10:
[139] carolinelucas
[139] big
[139] calls
[137] dare
[137] pm
[137] claim
[137] right
[137] 186
[137] 094
[137] deaths

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[714] ppe,deals
[672] private,emails
[648] emails,reveal
[640] role,tory
[639] gove,role
[639] tory,linked
[639] linked,firm
[636] firm,ppe
[620] michael,gove
[497] tory,peer

Top Word Pairs in Tweet in G1:
[159] dodgier,deal
[159] deal,greater
[159] greater,enthusiasm
[159] enthusiasm,doing
[159] doing,private
[159] private,communication
[159] communication,channels
[159] channels,notice
[159] notice,keen
[158] jolyonmaugham,dodgier

Top Word Pairs in Tweet in G2:
[121] private,emails
[115] emails,reveal
[115] linked,firm
[115] ppe,deals
[113] gove,role
[113] role,tory
[113] tory,linked
[113] firm,ppe
[68] reveal,gove
[66] michael,gove

Top Word Pairs in Tweet in G3:
[58] food,bank
[57] #johnsonout60,read
[57] read,14
[57] 14,year
[57] year,old
[57] old,collapsed
[57] collapsed,food
[57] bank,due
[57] due,hunger
[57] hunger,see

Top Word Pairs in Tweet in G4:
[131] track,trace
[59] bbcquestiontime,bbcone
[58] ppe,contracts
[37] 37,billion
[31] test,trace
[29] useless,ppe
[28] failed,track
[25] azthornhill3,bbcquestiontime
[24] ppe,track
[21] trace,system

Top Word Pairs in Tweet in G5:
[260] sunak,straight
[260] straight,faced
[260] faced,conservatives
[260] conservatives,trusted
[260] trusted,taxpayers'
[260] taxpayers',money
[260] money,24b
[260] 24b,spent
[260] spent,defective
[259] withorpe,sunak

Top Word Pairs in Tweet in G6:
[218] michelle,mone
[181] michael,gove
[160] ppe,deals
[159] tory,peer
[124] ppe,medpro
[109] government,contracts
[108] mone,claims
[108] claims,association
[108] association,ppe
[108] medpro,lucrative

Top Word Pairs in Tweet in G7:
[204] unusable,ppe
[203] rishi,sunak
[203] sunak,lost
[203] lost,billions
[203] billions,pounds
[203] pounds,government
[203] government,money
[203] money,fraud
[203] fraud,unusable
[203] ppe,money

Top Word Pairs in Tweet in G8:
[122] galaxy,s22
[122] s22,ultra
[106] samsung,galaxy
[84] หมอ,หมอ
[74] #kdppe,#perthtanapon
[64] #perthtanapon,#kdppe
[36] #nighttimestoryxperthplan,samsung
[34] เพ,ร
[26] ร,ธ
[21] น,โอ

Top Word Pairs in Tweet in G9:
[179] didn,use
[174] didn,1p
[174] 1p,furlough
[174] furlough,didn
[174] use,one
[174] one,stupid
[174] stupid,jabs
[174] jabs,went
[174] went,nowhere
[174] nowhere,near

Top Word Pairs in Tweet in G10:
[139] big,calls
[137] dare,pm
[137] pm,claim
[137] claim,big
[137] calls,right
[137] right,186
[137] 186,094
[137] 094,deaths
[137] deaths,missed
[137] missed,cobra

Top Replied-To
Top Replied-To in Entire Graph:
@skynewsbreak
@format_ppe
@matthancock
@rishisunak
@azthornhill3
@jolyonmaugham
@ppe_yy
@manlikemc
@monyo_ppe
@susaneacock

Top Replied-To in G1:
@matthancock
@jolyonmaugham
@jeremyvineon5
@grantshapps
@toryboypierce
@peston
@peterstefanovi2
@marinapurkiss
@akankwaku
@baballso

Top Replied-To in G2:
@mediinnukltd
@icp_pharma

Top Replied-To in G3:
@rishisunak
@manlikemc
@borisjohnson
@gnev2
@ansh95x
@murdo_fraser
@mspliz
@michaelgove
@jolyonrubs
@sophielouisecc

Top Replied-To in G4:
@azthornhill3
@bbcquestiontime
@susaneacock
@dommgy1
@mark_j_harper
@glennbbc
@lbc
@scottories
@hewitson10
@rishisunak

Top Replied-To in G5:
@withorpe
@borisjohnson
@marcuschown
@susaneacock
@thgreatdeceiver
@stephenflynnsnp

Top Replied-To in G6:
@vintiquesmark
@toryboypierce
@kingsmeadmrt
@seanraaron
@duncanhames

Top Replied-To in G7:
@bramhallnigel
@uklabour
@juliahb1
@martinfookes
@daisyfurball1
@nwjk
@bengoldsmith
@kegsymartin
@daveboulton
@tony_yorkshire

Top Replied-To in G8:
@perthppe
@moe_ppe
@mynameisnanon
@ohmpawat_family
@makemacan
@chenchenppe
@tingtamjaip
@m34nismind
@haydee47142197
@ohmpawatt

Top Replied-To in G9:
@jemnicolern

Top Replied-To in G10:
@handel37439460
@carolinelucas

Top Mentioned
Top Mentioned in Entire Graph:
@jolyonmaugham
@withorpe
@uklabour
@rishisunak
@deadferrets
@carolinelucas
@paullewis
@goodlawproject
@lubylou64th
@david_conn

Top Mentioned in G1:
@jolyonmaugham
@goodlawproject
@lubylou64th
@matthancock
@dave43law
@andy_hancox
@rishisunak
@kisseverybody
@suesuezep
@crimetalked

Top Mentioned in G2:
@wsjp_insight
@hcsaprocurement
@graham_dallison
@hupzdnm9qwxewuq
@jw2000net
@polidigitaluk
@bastard_bot87

Top Mentioned in G3:
@rishisunak
@jobail5
@conservatives
@gnev2
@borisjohnson
@michaelgove
@npg9goulding
@michaelujacobs
@douglas4moray
@pete_nicoll

Top Mentioned in G4:
@bbcone
@bbcquestiontime
@rishisunak
@britain_people
@jolyonmaugham
@glennbbc
@mrjamesob
@lbc
@borisjohnson
@angelarayner

Top Mentioned in G5:
@withorpe
@redjohnbounds
@beddoestl
@jolyonmaugham
@oblivion62
@jcaramac
@nhlabourparty
@northlondonpoly
@ntnigel
@jobail5

Top Mentioned in G6:
@paullewis
@david_conn
@guardian
@guardiannews
@jolyonmaugham
@allthecitizens
@brexit_sham
@robevansgdn
@pinguforest
@carolinelucas

Top Mentioned in G7:
@uklabour
@jolyonmaugham
@nickrawnotwar
@juliahb1
@withorpe
@really_djg
@kieranhegarty12
@ee_labour
@lubylou64th
@gdnpolitics

Top Mentioned in G8:
@perthppe
@ppetrends
@perthplangun
@samsungthailand
@bplannnnn
@allaroundperth
@loveinppe
@kimppe_131
@boonzoonlee
@nneo_neos

Top Mentioned in G9:
@deadferrets
@jemnicolern
@victoryday_hope
@peteinsilico
@janeyalondon

Top Mentioned in G10:
@carolinelucas
@bwallarthur
@withorpe
@jolyonmaugham
@suegray834
@helsleahy
@mkmcrofton
@rhysbenjamin
@billybiggles
@uklabour

Top Tweeters
Top Tweeters in Entire Graph:
@subwayjp
@famima_now
@ayatakajp
@mrdjones
@_craftboss
@mistersalesman
@roblwilson
@independent
@_redfrog
@derekjohnbryant

Top Tweeters in G1:
@sandradunn1955
@allchanges
@dominicpiper1
@margymayell
@spanishdan1
@catherinemginn
@jorichardskent
@pingachoo
@cleggy261
@vespasian91

Top Tweeters in G2:
@mrdjones
@derekjohnbryant
@stigmabasen
@frackhazreveal
@dayotunde25
@abc7newsbayarea
@davidheadviews
@jjohnsonlaw
@terrytmcgookin
@pro4tlzz

Top Tweeters in G3:
@curiocat13
@dingabelle
@thestephenralph
@thomasevansadur
@flomoll
@photolawn
@waco61
@ladyjules_cath
@knitagran
@lindjw

Top Tweeters in G4:
@den_fabrizi
@shambles151
@superbikeal
@cristinaprkr
@trackntracer
@themingford
@eileenvn
@thescotsman
@weecass1888
@mitsawokett_uk

Top Tweeters in G5:
@euethnic
@hacketttom
@kevthecheff
@cmwheatley56
@julietmevans
@innamood
@micksterl_1
@jagxjr40
@seusssl
@declan_hoare

Top Tweeters in G6:
@guardian
@avonan
@philmorandi
@kingsmeadmrt
@caz5697
@jazzaoxon
@lordbonkers
@guardiannews
@marxculture
@philrandal

Top Tweeters in G7:
@ht4ecosocialism
@iamhamesh
@lashesxx
@harding_keith
@mickgreenhough
@scouts_uk
@rebetikowalrus
@jenengl
@finneyivan1963
@mattprescott

Top Tweeters in G8:
@schinarat
@nukcyn
@boonzoonlee
@nunamaki_kyumin
@52squared_
@chorochaa
@md_ppe
@praewadio
@ppe2003perth
@helen22753507

Top Tweeters in G9:
@wardj15
@jackcolleton
@irene48
@christinadonn11
@katerobinson925
@swinny198
@paldron
@therealmickcla1
@saneandbrave
@geezabreak123

Top Tweeters in G10:
@suegray834
@againsthunting
@amandajs11
@sharr73146294
@barneyhen
@mikemol1982
@custopersmith
@plantmaureen
@dinah_wise
@samanthapepys


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