PPE, Twitter, 11/27/2021 7:28:48 PM, 267041


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PPE_2021-11-27_01-12-01.xlsx
PPE_2021-11-27_01-12-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 27, 2021
Short Description:
PPE via NodeXL https://bit.ly/3p5iocv
@withorpe
@writesbright
@goodlawproject
@angelarayner
@jolyonmaugham
@ppetoheros
@peterjukes
@sonia_chester
@jemimajoanna
@imgrund

Top hashtags:
#ppe
#kdppe
#perthtanapon
#2ล้าน4แสนดินแดนพีพีอี
#covid19
#covid
#torycorruption

Description:
Description
The graph represents a network of 7,620 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, 27 November 2021 at 09:24 UTC.

The requested start date was Saturday, 27 November 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 3-hour, 6-minute period from Wednesday, 24 November 2021 at 09:15 UTC to Friday, 26 November 2021 at 12:21 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 7620
Unique Edges : 4229
Edges With Duplicates : 12232
Total Edges : 16461
Number of Edge Types : 5
Retweet : 5459
MentionsInRetweet : 6942
Tweet : 1466
Replies to : 1125
Mentions : 1469
Self-Loops : 1499
Reciprocated Vertex Pair Ratio : 0.014190124596216
Reciprocated Edge Ratio : 0.0279831646001593
Connected Components : 1129
Single-Vertex Connected Components : 388
Maximum Vertices in a Connected Component : 3157
Maximum Edges in a Connected Component : 8289
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 4.92161
Graph Density : 0.000151420729844128
Modularity : 0.521401
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,620 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, 27 November 2021 at 09:24 UTC.

The requested start date was Saturday, 27 November 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 3-hour, 6-minute period from Wednesday, 24 November 2021 at 09:15 UTC to Friday, 26 November 2021 at 12:21 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : PPE
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[357] https://www.pc-koubou.jp/pc/game_ppe.php?pre=bct1874_esp
[117] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract
[61] https://www.iol.co.za/dailynews/news/exclusive-public-protector-probes-the-siu-over-ppe-corruption-2a0f2be8-746e-429a-831f-8e7f9afc34ff
[36] https://www.instagram.com/accounts/login/
[33] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1637841115
[25] https://www.thetimes.co.uk/article/e2b63858-4d77-11ec-9bc6-5abf98655bc4?shareToken=a37106b87fc7455a9ddab013584e89ac
[24] https://www.ft.com/content/a487276a-9f6d-4052-a049-51061030bc79?utm_source=POLITICO.EU&utm_campaign=3cebc7710a-EMAIL_CAMPAIGN_2021_11_24_06_58&utm_medium=email&utm_term=0_10959edeb5-3cebc7710a-190464301
[22] https://www.ft.com/content/a487276a-9f6d-4052-a049-51061030bc79
[18] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract?CMP=Share_AndroidApp_Other
[14] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G1:
[21] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract
[4] https://www.ft.com/content/a487276a-9f6d-4052-a049-51061030bc79
[1] https://www.thenational.scot/news/19742118.boris-johnson-told-investigate-michelle-mone-ppe-contract/
[1] https://twitter.com/AngelaRayner/status/1460966933285724167
[1] https://twitter.com/heraldscotland/status/1463775712616321028
[1] https://www.hse.gov.uk/research/rrhtm/rr619.htm
[1] https://twitter.com/micah_arsham/status/1464050713890156546
[1] https://twitter.com/aew1aew1/status/1463759930628915203
[1] https://twitter.com/UseBy2022/status/1463780253931913216
[1] https://twitter.com/DanielaNadj/status/1463511417248702467

Top URLs in Tweet in G2:
[3] https://www.mirror.co.uk/news/politics/piles-unused-ppe-costing-1million-25391211?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[2] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract?CMP=Share_iOSApp_Other
[2] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract?CMP=Share_AndroidApp_Other
[2] https://apple.news/AePm3I6x5Q7Cw-aihBAUPrw
[2] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract
[1] https://www.dailymail.co.uk/news/article-10207949/Matt-Hancock-Lord-Feldman-Tories-helped-47-firms-win-Covid-contracts-worth-millions.html?ns_mchannel=rss&ns_campaign=1490&ito=1490
[1] https://www.dailymail.co.uk/news/article-10212401/Furniture-firms-profits-soared-4-700-CENT-Hancock-recommended-29m-PPE-contract.html
[1] https://www.thetimes.co.uk/article/ten-tories-helped-ppe-firms-win-1-6bn-in-government-contracts-j2nghhsv3
[1] https://www.thetimes.co.uk/article/tory-donor-lord-chadlington-linked-to-50m-ppe-deal-vzkd00x2j
[1] https://www.bmj.com/content/375/bmj.n2825

Top URLs in Tweet in G3:
[12] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract
[9] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract?utm_source=dlvr.it&utm_medium=twitter
[8] https://ft.trib.al/zo764r4
[8] https://www.ft.com/content/a487276a-9f6d-4052-a049-51061030bc79
[4] http://www.msn.com/en-gb/news/uknews/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract/ar-AAR7KyK?ocid=st
[4] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral
[3] https://www.ft.com/content/3970a940-c6a3-4fa1-b675-1c20aed3aa3d
[3] https://www.transparency.org.uk/covid-19-contracts-PPE-VIP-lane-latest-news
[2] https://ft.trib.al/bGhAW6A
[1] https://twitter.com/goodlawproject/status/1463139345720909836

Top URLs in Tweet in G4:
[22] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract
[4] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract?CMP=Share_AndroidApp_Other
[3] https://www.ft.com/content/3970a940-c6a3-4fa1-b675-1c20aed3aa3d
[3] https://www.ft.com/content/a487276a-9f6d-4052-a049-51061030bc79
[2] https://twitter.com/skbozphd/status/1462957475632611330
[2] https://vimeo.com/649228433
[2] https://www.eu.fishersci.com/go/ppe
[2] http://www.thetimes.co.uk/tto/public/acs
[2] https://twitter.com/i/spaces/1gqxvlmEvawGB
[2] https://fredsjapan.com/worldwide-buyers/

Top URLs in Tweet in G5:
[19] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract
[3] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract?CMP=Share_iOSApp_Other
[2] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract?CMP=Share_iOSApp_Other&fbclid=IwAR1HA3HVEUy32pvGdZIF5AC_-ENU9pcfVWwPoOWsY5WuLaRyJ7NQot_K-QU
[2] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.thetimes.co.uk/article/42642d78-4724-11ec-9969-911e63457092?shareToken=c6d05e64352e8a85ae3ba2837c622676
[1] https://www.thetimes.co.uk/article/01442d30-4bc9-11ec-a89c-4bee41baeb9c?shareToken=ca5dc80971d2f70a6fa84ca61d01d724
[1] https://www.theguardian.com/politics/2021/nov/16/michael-gove-backer-won-164m-in-ppe-contracts-after-vip-lane-referral
[1] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1637841115
[1] https://www.ft.com/content/3970a940-c6a3-4fa1-b675-1c20aed3aa3d

Top URLs in Tweet in G6:
[357] https://www.pc-koubou.jp/pc/game_ppe.php?pre=bct1874_esp
[1] https://www.hmv.co.jp/artist_ヤングアニマル編集部_000000000432953/item_《ローソン・HMV限定特典:えなこクリアファイル》ヤングアニマル-2021年-12月-24日号_12362539

Top URLs in Tweet in G7:
[6] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract
[6] https://www.ft.com/content/a487276a-9f6d-4052-a049-51061030bc79
[2] https://www.independent.co.uk/news/uk/politics/covid-ppe-contract-conservative-donor-b1934073.html
[2] https://bylinetimes.com/2021/11/24/100-million-profit-boost-for-firms-in-vip-lane/
[2] https://www.independent.co.uk/news/uk/home-news/roberto-saviano-britain-corrupt-mafia-hay-festival-a7054851.html
[1] https://www.thetimes.co.uk/article/tory-backers-net-180m-ppe-deals-xwd5kmnqr
[1] https://bylinetimes.com/2021/10/12/121-7-million-increase-in-profits-for-covid-contract-winners-with-tory-links/
[1] https://bylinetimes.com/2020/08/10/companies-linked-to-exclusive-brethren-evangelical-sect-awarded-hundreds-of-millions-of-ppe-government-contracts/
[1] https://twitter.com/MichaelRosenYes/status/1463788930583699456
[1] https://docs.google.com/spreadsheets/d/1f-s1a1LKvcXnmCctd4rqlsSV_t30jcQl1miLIw702kw/edit?pli=1#gid=0

Top URLs in Tweet in G8:
[5] https://www.theguardian.com/politics/2021/nov/25/labour-calls-for-inquiry-into-tory-peer-michelle-mone-over-ppe-contract
[2] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane
[1] https://www.irishmirror.ie/news/irish-news/social-welfare-date-double-payment-25517756
[1] https://www.theguardian.com/world/2021/oct/27/nhs-test-and-trace-failed-its-main-objective-says-spending-watchdog
[1] https://ft.trib.al/zo764r4
[1] https://twitter.com/johnredwood/status/1463762818960961537
[1] https://twitter.com/kadhim/status/1463203279781904388

Top URLs in Tweet in G9:
[1] https://twitter.com/MedicineMatters/status/1462488473164607493
[1] https://www.cdc.gov/niosh/npptl/pdfs/UnderstandingDifference3-508.pdf
[1] https://twitter.com/linseymarr/status/1442898913111928837
[1] https://twitter.com/evanblake17/status/1463522780138422273
[1] https://www.theguardian.com/world/2021/nov/24/scientists-warn-of-new-covid-variant-with-high-number-of-mutations
[1] https://www.cnn.com/2021/09/15/success/us-mask-makers-china-competition/index.html
[1] https://www.npr.org/2021/06/25/1009858893/u-s-companies-shifted-to-make-n95-respirators-during-covid-now-theyre-struggling
[1] https://twitter.com/drericding/status/1446965414798450689
[1] https://www.cnn.com/2021/10/24/health/medical-gloves-us-thailand-investigation-cmd-intl/index.html
[1] https://www.sudbury.com/local-business/sudbury-engineer-urging-mining-industry-to-donate-respirators-2273156

Top URLs in Tweet in G10:
[35] https://www.instagram.com/accounts/login/
[3] https://twitter.com/perthppe/status/1464182753834848259
[2] https://youtu.be/LN0rjqLI5kI
[2] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2F611927402183216%2Fposts%2F6562359307139966%2F%3Fd%3Dn
[2] https://docs.google.com/forms/d/e/1FAIpQLSdYgdJLlJz8enFgCNqjvd2rVNWCiiqMRzrCw4mszbniPrbMSw/viewform?usp=send_form
[2] https://twitter.com/perthppe/status/1463818813368119303
[2] https://twitter.com/nhk_plus/status/1463311662103113734
[2] https://intrend.trueid.net/article/10-%E0%B8%8B%E0%B8%B8%E0%B8%9B%E0%B8%95%E0%B8%B2%E0%B8%A3%E0%B9%8C%E0%B8%9B%E0%B8%A3%E0%B8%B0%E0%B8%98%E0%B8%B2%E0%B8%99%E0%B8%9A%E0%B8%A3%E0%B8%B4%E0%B8%A9%E0%B8%B1%E0%B8%97%E0%B8%AB%E0%B8%A5%E0%B9%88%E0%B8%AD%E0%B8%9A%E0%B8%AD%E0%B8%81%E0%B8%95%E0%B9%88%E0%B8%AD-trueidintrend_251896?utm_source=twitter-intrend&utm_medium=social&utm_term=clicklink&utm_campaign=ugc_twitter_intrend_10-%E0%B8%8B%E0%B8%B8%E0%B8%9B%E0%B8%95%E0%B8%B2%E0%B8%A3%E0%B9%8C%E0%B8%9B%E0%B8%A3%E0%B8%B0%E0%B8%98%E0%B8%B2%E0%B8%99%E0%B8%9A%E0%B8%A3%E0%B8%B4%E0%B8%A9%E0%B8%B1%E0%B8%97%E0%B8%AB%E0%B8%A5%E0%B9%88%E0%B8%AD%E0%B8%9A%E0%B8%AD%E0%B8%81%E0%B8%95%E0%B9%88%E0%B8%AD-trueidintrend_251896
[2] https://www.xiaohongshu.com/discovery/item/619dcdce000000000102b7f3?xhsshare=CopyLink&appuid=618d3837000000001000d6cf&apptime=1637732376
[2] https://v.m.chenzhongtech.com/fw/photo/3xxnfcrjnp287g9?fid=2447272125&cc=share_copylink&followRefer=151&shareMethod=TOKEN&docId=9&kpn=KUAISHOU&subBiz=BROWSE_SLIDE_PHOTO&photoId=3xxnfcrjnp287g9&shareId=16610014316922&shareToken=X9UxnHbWW9r6vqK&shareResourceType=PHOTO_OTHER&userId=3xbfanfxu7dv6yi&shareType=1&et=1_i%2F2001025289402720322_scns0&shareMode=APP&originShareId=16610014316922&appType=1&shareObjectId=5254293450459716034&shareUrlOpened=0×tamp=1637731549399

Top Domains
Top Domains in Tweet in Entire Graph:
[357] pc-koubou.jp
[229] twitter.com
[218] theguardian.com
[92] co.uk
[73] co.za
[57] ft.com
[39] instagram.com
[29] ppe.pl
[23] co.jp
[22] org.uk

Top Domains in Tweet in G1:
[21] theguardian.com
[6] twitter.com
[4] ft.com
[1] thenational.scot
[1] gov.uk

Top Domains in Tweet in G2:
[8] co.uk
[6] theguardian.com
[3] goodlawproject.org
[2] apple.news
[2] twitter.com
[1] bmj.com
[1] thenational.scot
[1] trib.al
[1] flip.it
[1] ft.com

Top Domains in Tweet in G3:
[28] theguardian.com
[12] ft.com
[10] trib.al
[4] msn.com
[4] twitter.com
[3] org.uk
[1] scotsman.com

Top Domains in Tweet in G4:
[72] twitter.com
[35] theguardian.com
[25] co.uk
[6] ft.com
[6] co.za
[4] swingtradebot.com
[3] vimeo.com
[3] org.uk
[3] ebay.com
[3] mcrsafetyeurope.com

Top Domains in Tweet in G5:
[28] theguardian.com
[2] co.uk
[1] ft.com

Top Domains in Tweet in G6:
[357] pc-koubou.jp
[1] co.jp

Top Domains in Tweet in G7:
[6] theguardian.com
[6] ft.com
[5] co.uk
[4] bylinetimes.com
[1] twitter.com
[1] google.com

Top Domains in Tweet in G8:
[6] theguardian.com
[2] org.uk
[2] twitter.com
[1] irishmirror.ie
[1] trib.al

Top Domains in Tweet in G9:
[12] twitter.com
[2] cnn.com
[1] cdc.gov
[1] theguardian.com
[1] npr.org
[1] sudbury.com

Top Domains in Tweet in G10:
[36] instagram.com
[25] twitter.com
[9] facebook.com
[4] line.me
[4] co.th
[4] weibo.cn
[3] trueid.net
[2] youtu.be
[2] weibo.com
[2] google.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[263] ppe
[176] kdppe
[136] perthtanapon
[83] 2ล้าน4แสนดินแดนพีพีอี
[57] covid19
[50] covid
[44] torycorruption
[37] fitforwomen
[26] whyisgovernmentquietaboutchurchshootings
[25] n95



Top Hashtags in Tweet in G1:
[4] sickpay
[2] bbcqt
[1] nhsbill
[1] detention
[1] torycorruption
[1] torysewageparty
[1] torysleaze

Top Hashtags in Tweet in G2:
[4] torycorruption
[2] ppe
[1] nhs
[1] nhshealthandcarebill
[1] covid19
[1] dodgycontracts
[1] poweroftheblob
[1] covid

Top Hashtags in Tweet in G3:
[14] torycorruption
[7] johnsonout
[7] brexit
[7] brexitdisaster
[7] brexitshambles
[6] loanchargescandal
[5] loancharge
[5] brexitreality
[5] brexitisntworking
[5] torysleaze

Top Hashtags in Tweet in G4:
[64] ppe
[15] bs2021
[11] workwear
[9] covid19
[8] gloves
[8] torycorruption
[7] blackfriday
[6] safety
[6] safetyfirst
[5] covid

Top Hashtags in Tweet in G5:
[2] torycriminalsunfittogovern
[2] johnsonout
[1] cabinetofcrooks
[1] torycriminals
[1] johnsonthecorruptpm
[1] torysleaze
[1] ladymone
[1] lobbying
[1] hcid
[1] ppe

Top Hashtags in Tweet in G7:
[3] ppe
[3] keepingthereceipts
[3] cronyism
[2] torycorruption
[1] covid
[1] covidcontracts

Top Hashtags in Tweet in G8:
[3] torycorruption
[1] healthandcarebill
[1] torycriminalsunfittogovern
[1] sackpritipatel
[1] covid
[1] ppe
[1] chumocracy
[1] r4today
[1] newsnight

Top Hashtags in Tweet in G9:
[24] n95
[22] teachers
[5] covidisairborne
[3] ppe
[3] ldsbmtg
[2] healthcare
[2] filtration
[2] n99
[2] elastomeric
[2] protective

Top Hashtags in Tweet in G10:
[175] kdppe
[135] perthtanapon
[82] 2ล้าน4แสนดินแดนพีพีอี
[24] ถ้าหากspecialcover
[18] nightperstudio
[14] primanestxperth
[13] bbillkin
[13] twoxbillkinxta
[9] primanest
[9] ไม่รักไม่ฟัด

Top Words
Top Words in Tweet in Entire Graph:
[4535] ppe
[1176] contracts
[1146] mone
[997] tory
[870] donor
[710] vip
[678] lane
[634] helped
[619] secure
[606] medpro

Top Words in Tweet in G1:
[536] ppe
[488] tory
[484] contracts
[456] donor
[456] helped
[456] secure
[453] worth
[452] latest
[452] revelation
[452] shows

Top Words in Tweet in G2:
[425] ppe
[316] goodlawproject
[263] revealed
[213] gov
[187] contracts
[169] contract
[161] companies
[159] jolyonmaugham
[158] medpro
[157] mone

Top Words in Tweet in G3:
[495] mone
[364] ppe
[257] medpro
[247] baroness
[191] jemimajoanna
[189] contracts
[166] kadhim
[158] covid
[152] involvement
[152] 200m

Top Words in Tweet in G4:
[321] ppe
[63] #ppe
[32] over
[31] tory
[30] covid
[30] more
[30] mone
[26] safety
[24] peer
[22] inquiry

Top Words in Tweet in G5:
[300] angelarayner
[299] conservative
[238] donor
[211] vip
[211] corruption
[210] lane
[208] racket
[208] money
[207] taxpayers
[206] dishonesty

Top Words in Tweet in G6:
[359] enako_cos
[357] level
[357] ppeコラボpc発売中です
[357] オリジナル壁紙など特典もついているので
[357] pc買い替えを検討している方は是非
[357] co
[357] 6agles06sp
[2] ᵒ

Top Words in Tweet in G7:
[365] ppe
[329] companies
[328] vip
[328] lane
[328] government
[305] profits
[275] firms
[252] deals
[251] massive
[251] recorded

Top Words in Tweet in G8:
[94] ppe
[75] money
[63] mrjamesob
[40] contracts
[39] trace
[38] track
[35] tory
[32] think
[31] scottories
[29] stewartpurvis

Top Words in Tweet in G9:
[121] ppe
[59] ppetoheros
[51] staff
[46] manufacturers
[44] easily
[43] allow
[43] wear
[39] airborne
[34] domestic
[30] covid

Top Words in Tweet in G10:
[250] ร
[175] #kdppe
[167] น
[150] อ
[139] perthppe
[135] #perthtanapon
[132] ก
[111] ม
[106] พ
[101] ว

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[789] ppe,contracts
[667] vip,lane
[551] lord,chadlington
[545] chadlington,helped
[543] tory,donor
[539] worth,ppe
[538] donor,lord
[535] latest,revelation
[535] revelation,shows
[535] shows,tory

Top Word Pairs in Tweet in G1:
[464] ppe,contracts
[452] latest,revelation
[452] revelation,shows
[452] shows,tory
[452] tory,donor
[452] donor,lord
[452] lord,chadlington
[452] chadlington,helped
[452] helped,secure
[452] secure,48m

Top Word Pairs in Tweet in G2:
[157] ppe,medpro
[152] medpro,contract
[150] still,many
[150] many,questions
[150] questions,answer
[150] answer,ppe
[150] contract,quality
[150] quality,product
[150] product,delivered
[149] jolyonmaugham,still

Top Word Pairs in Tweet in G3:
[255] ppe,medpro
[234] baroness,mone
[150] mone,claimed
[150] claimed,involvement
[150] involvement,ppe
[150] medpro,recipient
[150] recipient,200m
[150] 200m,covid
[150] covid,contracts
[150] contracts,jemimajoanna

Top Word Pairs in Tweet in G4:
[24] over,ppe
[24] tory,peer
[21] michelle,mone
[20] ppe,contract
[19] calls,inquiry
[19] inquiry,tory
[18] labour,calls
[18] peer,michelle
[18] mone,over
[12] covid,19

Top Word Pairs in Tweet in G5:
[207] taxpayers,money
[206] vip,lane
[206] lane,racket
[206] racket,corruption
[206] corruption,dishonesty
[206] dishonesty,cover
[206] cover,ups
[206] ups,taxpayers
[206] money,being
[206] being,handed

Top Word Pairs in Tweet in G6:
[357] level,ppeコラボpc発売中です
[357] ppeコラボpc発売中です,オリジナル壁紙など特典もついているので
[357] オリジナル壁紙など特典もついているので,pc買い替えを検討している方は是非
[357] pc買い替えを検討している方は是非,co
[357] co,6agles06sp
[356] enako_cos,level

Top Word Pairs in Tweet in G7:
[328] vip,lane
[251] massive,profits
[251] profits,recorded
[251] recorded,vip
[251] lane,firms
[251] firms,nine
[251] nine,companies
[251] companies,fast
[251] fast,tracked
[251] tracked,government

Top Word Pairs in Tweet in G8:
[34] track,trace
[32] ppe,contracts
[26] stewartpurvis,mrjamesob
[26] mrjamesob,commonsdcms
[26] commonsdcms,questions
[26] questions,dorries
[26] dorries,think
[26] think,value
[26] value,money
[25] 13sarahmurphy,stewartpurvis

Top Word Pairs in Tweet in G9:
[30] staff,wear
[29] ppe,manufacturers
[22] motion,passed
[22] passed,allow
[22] allow,#teachers
[22] #teachers,staff
[22] wear,#n95
[22] #n95,based
[22] based,personal
[22] personal,risk

Top Word Pairs in Tweet in G10:
[85] พ,อ
[83] #2ล,าน4แสนด
[83] าน4แสนด,นแดนพ
[82] นแดนพ,พ
[79] #kdppe,#perthtanapon
[54] ร,ธ
[43] #perthtanapon,#kdppe
[34] เพ,ร
[34] 4m,perthppe
[27] องเพ,ร

Top Replied-To
Top Replied-To in Entire Graph:
@monyo_ppe
@perthppe
@mrjamesob
@10ream_ppe
@michellemone
@kino_env
@hoppe_ppe_
@scottories
@format_ppe
@borisjohnson

Top Replied-To in G1:
@heraldscotland
@scottories
@kellyquilt
@jamesmorris
@drobert93707163
@theneweuropean

Top Replied-To in G2:
@bbcrosatkins
@jolyonmaugham
@douglas4moray
@snb19692
@russellscott1
@nhsmillion
@jv_uk2011
@bbcpolitics
@julesgregs1
@goodlawproject

Top Replied-To in G3:
@michellemone
@drositamba
@angelarayner
@lcag_2019
@kadhim
@mattchorley
@goodlawproject
@putneyfleur
@mrjamesob
@hes_on_the_edge

Top Replied-To in G4:

Top Replied-To in G5:
@angelarayner
@mandoline_blue
@marinapurkiss
@michellemone
@enough24j

Top Replied-To in G6:
@enako_cos

Top Replied-To in G8:
@mrjamesob
@scottories
@johnredwood
@stewartpurvis
@hobojebus
@emmakennedy
@michellemone
@onlysteve68
@evathomann
@campbellclaret

Top Replied-To in G9:
@imgrund
@ka_hodgson
@ryanlindley
@cliffybiffwhiff
@sflecce
@nilikm
@ur_dragoness
@heynursekat
@ppetoheros
@jformane

Top Replied-To in G10:
@perthppe
@moe_ppe
@nightperstudio
@chenchenppe
@carrie_ppe
@satreerat_jum
@jaewoosmom
@boomytorao
@moo_katoon_ppe
@mild_ppe

Top Mentioned
Top Mentioned in Entire Graph:
@withorpe
@goodlawproject
@enako_cos
@angelarayner
@writesbright
@jolyonmaugham
@jemimajoanna
@kadhim
@peterjukes
@dailymirror

Top Mentioned in G1:
@withorpe
@tweetforthemany
@nalra1234
@scotnational
@jolyonmaugham
@peterjukes
@goodlawproject
@roguecoder250
@heraldscotland
@hazardscampaign

Top Mentioned in G2:
@goodlawproject
@jolyonmaugham
@dailymirror
@russellscott1
@angelarayner
@peterjukes
@mn_news2
@withorpe
@allthecitizens
@privateeyenews

Top Mentioned in G3:
@jemimajoanna
@kadhim
@peterjukes
@fascinatorfun
@goodlawproject
@annasophiegross
@drositamba
@ft
@withorpe
@angelarayner

Top Mentioned in G4:
@0nsgckcp6wf49dj
@menanews_info
@tortoricaurelio
@healthy_climate
@hihosolutions
@acorn_ic
@polidigitaluk
@fencoul
@jeffperera
@333march

Top Mentioned in G5:
@angelarayner
@pickardje
@simon_couzens
@jolyonmaugham
@brexit_sham
@withorpe
@goodlawproject
@iaindale
@fishfacejohnny
@mandoline_blue

Top Mentioned in G6:
@enako_cos

Top Mentioned in G7:
@writesbright
@allthecitizens
@withorpe
@bylinetimes
@goodlawproject
@jolyonmaugham
@bylinebite
@angelarayner
@philipstephens
@peterjukes

Top Mentioned in G8:
@mrjamesob
@commonsdcms
@stewartpurvis
@13sarahmurphy
@scottories
@head64head
@campbellclaret
@the_tpa
@emran29902311
@murray4moray

Top Mentioned in G9:
@ppetoheros
@debralefebvre
@nilikm
@potus
@ocdsb
@cdrakefairtrade
@sflecce
@yrdsb
@dfisman
@imgrund

Top Mentioned in G10:
@perthppe
@ppetrends
@nongderrr
@nightperstudio
@loveinppe
@telltheworldilu
@bb0un
@allaroundperth
@mayppe65640849
@perthplangun

Top Tweeters
Top Tweeters in Entire Graph:
@kirin_brewery
@suntory
@housefoods_now
@mrdjones
@alerttrade
@genshin_7
@s9tmt
@syabuyou_pr
@world_news_eng
@cleosagas1

Top Tweeters in G1:
@thefabledaesop
@mojos55
@tartancobweb
@ferguson2811
@oatcake1967
@60sparkle
@irisstylosa
@safarisara
@blondiesa
@davelawson35

Top Tweeters in G2:
@dailymirror
@camz99
@paulpaul49
@cleggy261
@ticgran
@marciaj64
@awarding_women
@pennytindall
@dbashby
@sallymos

Top Tweeters in G3:
@ayshamoolla
@golwgymor
@hughjaeger
@hacketttom
@maurlind
@jazzaoxon
@sidcelery
@andyc2311
@ft
@fascinatorfun

Top Tweeters in G4:
@mrdjones
@alerttrade
@derekjohnbryant
@agenparl
@manilabulletin
@serenel14278447
@stiripesurse_ro
@manatrue
@immo_reedb
@news365coza

Top Tweeters in G5:
@menabster
@spanishdan1
@esme_hornbeam
@magapanthus
@hugorelly
@peterandann
@trevorw1953
@zuperpie
@piyakhanna
@rolynhome

Top Tweeters in G6:
@gooochin
@toaruwotakubito
@tomochinlove21
@no_name1597
@oomaono
@viguruzz
@shakugans
@sn_u_315
@tatuhironinomae
@sukina_senpai

Top Tweeters in G7:
@allchanges
@christinejameis
@thestephenralph
@margymayell
@jjdebenedictis
@markrowantree
@vespasian91
@jackalsbynight
@argyllseaglass
@jjarichardson

Top Tweeters in G8:
@jpofgwynedd
@dailymailuk
@trackntracer
@els_hinderink
@sheilam19534814
@curlyclaretoo
@guineapig66
@fhayesmccoy
@bbcscotlandnews
@erdmuted

Top Tweeters in G9:
@meeksvs
@natricer
@forgerat
@mig30m6
@lesley_nope
@lenautilus
@jesusnarrowway
@shaludhyani
@claudemilletart
@ojibray

Top Tweeters in G10:
@bumbimknok
@schinarat
@wering1419
@il_love_li
@boonzoonlee
@tkmmtrigon
@52squared_
@md_ppe
@ys_ppe
@ppe2003perth


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