PPE, Twitter, 11/26/2022 11:10:56 AM, 285007


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PPE_2022-11-26_01-16-49.xlsx
PPE_2022-11-26_01-16-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 26, 2022
Short Description:
PPE via NodeXL https://bit.ly/3tZVt4W
@paul_pawpaw
@angelarayner
@trackntracer
@rishisunak
@mrezarezam
@ppe_sale
@agtdonald
@justintrudeau
@torydemolition
@danielgoyal

Top hashtags:
#gmmtv2023
#perthtanapon
#kdppe
#gmmtv2023xperth
#เพิร์ธชิม่อน
#ppe
#doublesavage

Description:
Description
The graph represents a network of 7,208 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 November 2022 at 09:23 UTC.

The requested start date was Saturday, 26 November 2022 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 3-day, 5-hour, 28-minute period from Tuesday, 22 November 2022 at 06:53 UTC to Friday, 25 November 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 : 7208
Unique Edges : 5113
Edges With Duplicates : 13221
Total Edges : 18334
Number of Edge Types : 5
Retweet : 5389
MentionsInRetweet : 6702
Tweet : 1955
Replies to : 1490
Mentions : 2798
Self-Loops : 1969
Reciprocated Vertex Pair Ratio : 0.0152885443583118
Reciprocated Edge Ratio : 0.0301166489925769
Connected Components : 924
Single-Vertex Connected Components : 329
Maximum Vertices in a Connected Component : 3532
Maximum Edges in a Connected Component : 10249
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 5.762183
Graph Density : 0.000181527485840856
Modularity : 0.500121
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 7,208 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 November 2022 at 09:23 UTC.

The requested start date was Saturday, 26 November 2022 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 3-day, 5-hour, 28-minute period from Tuesday, 22 November 2022 at 06:53 UTC to Friday, 25 November 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:
[69] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email
[50] https://trib.al/rIRvO1I
[50] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[43] https://www.theguardian.com/uk-news/2022/nov/24/michelle-mone-ppe-firm-revelations-prompt-anger-in-commons
[30] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm?CMP=share_btn_tw
[26] https://www.theguardian.com/commentisfree/2022/nov/24/lady-mone-tories-ppe-scandals-angela-rayner?CMP=Share_iOSApp_Other
[23] https://www.theguardian.com/politics/2022/nov/24/tories-run-for-the-hills-rather-than-face-labour-over-michelle-mone-and-ppe?CMP=share_btn_tw
[22] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20221121122221&media=search_link&type=text
[20] https://www.bbc.co.uk/news/63746930
[19] https://www.theguardian.com/uk-news/2022/nov/24/michael-gove-under-pressure-explain-role-ppe-deals-michelle-mone?CMP=share_btn_tw

Top URLs in Tweet in G1:
[47] https://trib.al/rIRvO1I
[32] https://www.theguardian.com/uk-news/2022/nov/24/michelle-mone-ppe-firm-revelations-prompt-anger-in-commons
[21] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[19] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm?CMP=share_btn_tw
[16] https://www.theguardian.com/politics/2022/nov/24/tories-run-for-the-hills-rather-than-face-labour-over-michelle-mone-and-ppe?CMP=share_btn_tw
[16] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email
[13] https://www.mirror.co.uk/news/uk-news/michelle-mone-clapped-nhs-nurses-28578477?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[12] https://www.theguardian.com/uk-news/2022/nov/24/michael-gove-under-pressure-explain-role-ppe-deals-michelle-mone?CMP=share_btn_tw
[9] https://www.bbc.co.uk/news/63746930
[7] https://www.theguardian.com/politics/2022/mar/24/michael-gove-private-emails-ppe-deals-tory-linked-firms

Top URLs in Tweet in G2:
[2] https://www.theguardian.com/commentisfree/2022/nov/24/lady-mone-tories-ppe-scandals-angela-rayner?CMP=Share_iOSApp_Other
[2] https://www.theguardian.com/uk-news/2022/nov/24/michael-gove-under-pressure-explain-role-ppe-deals-michelle-mone?CMP=Share_AndroidApp_Other
[2] https://www.theguardian.com/uk-news/2022/nov/24/michelle-mone-ppe-firm-revelations-prompt-anger-in-commons
[1] https://www.theguardian.com/world/2020/apr/13/uk-missed-three-chances-to-join-eu-scheme-to-bulk-buy-ppe
[1] https://www.theguardian.com/commentisfree/2022/nov/24/lady-mone-tories-ppe-scandals-angela-rayner?CMP=share_btn_tw
[1] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email
[1] https://www.theguardian.com/uk-news/2022/nov/24/michelle-mone-ppe-firm-revelations-prompt-anger-in-commons?CMP=share_btn_tw
[1] https://twitter.com/william_wragg/status/1595137668421410816

Top URLs in Tweet in G3:
[30] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email
[22] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20221121122221&media=search_link&type=text
[6] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?bucket=twitter-tweet-24_11_2022_Nov.TD.MM.TW
[4] https://www.theguardian.com/commentisfree/2022/nov/24/lady-mone-tories-ppe-scandals-angela-rayner
[3] https://twitter.com/erichhartmann/status/1593799658047930374
[3] https://twitter.com/samsungID/status/1594599094613311489
[3] http://www.simplyworkwear.co.za
[3] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[3] https://www.theguardian.com/commentisfree/2022/nov/24/lady-mone-tories-ppe-scandals-angela-rayner?CMP=Share_iOSApp_Other
[3] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition

Top URLs in Tweet in G4:
[17] https://www.youtube.com/watch?v=0PAnFhQxpVo&feature=youtu.be

[16] https://www.youtube.com/watch?v=aFGYgIB0sPs&feature=youtu.be

[5] https://twitter.com/GMMTV/status/1595009000600489987
[4] https://www.instagram.com/p/ClSuCb-Je5g/?igshid=YmMyMTA2M2Y=
[4] https://twitter.com/MOE_PPE/status/1594981320735617024
[4] https://www.youtube.com/watch?v=1Mo_qFTz-qY&feature=youtu.be

[3] https://www.tiktok.com/@dunknatachai/video/7168721853668773147?_t=8XYqxtjNuwT&_r=1
[3] https://www.youtube.com/watch?v=G7yFucRDYjo&feature=youtu.be

[3] https://www.youtube.com/watch?v=3oCqs7Ikfxo&feature=youtu.be

[2] https://twitter.com/GMMTV/status/1595028398858199040

Top URLs in Tweet in G5:
[4] http://www.lawson.co.jp/service/loppi/coupon/
[3] https://bit.ly/3wGWeSi
[2] https://www.ja-town.com/shop/a/a221104301/
[2] https://www.ja-town.com/shop/a/a221104302/
[2] https://hb.afl.rakuten.co.jp/ichiba/2d48d0c1.f3bd9c5e.2d48d0c2.aa3fafff/_RTshort10000000?pc=https%3A%2F%2Fitem.rakuten.co.jp%2Fstormyshop%2Fs-231%2F&mb=https%3A%2F%2Fm.rakuten.co.jp%2Fstormyshop%2Fi%2F10000097%2F&link_type=short&ut=eyJwYWdlIjoiaXRlbSIsInR5cGUiOiJzaG9ydCJ9&scid=su_12828&surlid=12828&surldt=20221123015020
[2] https://sns.petitgift.com/mochablend/index.php
[2] https://www.sakuragawa-syaken.com/
[2] https://line.me/R/ti/p/@807unotm
[2] https://twitter.com/senngoku0?s=21&t=ko61ILD6QUKW3SKu19mckg
[2] https://cyber.promise.co.jp/contents/html/CPkiyaku07_sp.html

Top URLs in Tweet in G6:
[4] https://www.theguardian.com/uk-news/2022/nov/24/michael-gove-under-pressure-explain-role-ppe-deals-michelle-mone?CMP=Share_iOSApp_Other
[3] https://www.youtube.com/watch?v=jhjBfNhHhUU&feature=youtu.be

[2] https://www.theguardian.com/politics/2022/jan/12/use-of-vip-lane-to-award-covid-ppe-contracts-unlawful-high-court-rules
[2] https://bylinetimes.com/2022/05/31/challenges-in-byline-times-reporting-of-the-ppe-procurement-scandal/
[1] https://twitter.com/gem_abbott/status/1567548088193015811
[1] https://www.theguardian.com/world/2021/dec/06/at-least-46-vip-lane-ppe-deals-awarded-before-formal-due-diligence-in-place
[1] https://www.theguardian.com/politics/2022/may/02/labour-says-government-refusal-to-publish-ppe-firms-contracts-reeks-of-cover-up
[1] https://www.thetimes.co.uk/article/670afc12-6c29-11ed-8143-e644f9e96fa0?shareToken=697560e3316d8bea4faba67c1861fa78
[1] https://bylinetimes.com/2021/03/05/owner-firm-steve-dechan-awarded-275-million-covid-contracts-donates-thousands-conservatives/
[1] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email

Top URLs in Tweet in G7:
[2] https://honto.jp/cp/hybrid/campaign/anniversary-entry.html
[2] https://miyachiku.jp/kiyaku/
[2] https://www.jhdac.org/?s=09
[1] https://ks2960.com/
[1] http://www.fuwafuwa-roll.com/
[1] https://h1o-web.com/
[1] https://www.bunkanews.jp/article/prtimes_posts/297426/
[1] https://www.shopch.jp/pc/cmn/a/campaign/cp22-47?cid=tw_sc_po
[1] https://lit.link/298x
[1] https://bit.ly/3H3gdxW

Top URLs in Tweet in G8:
[2] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[2] https://www.theguardian.com/uk-news/2022/nov/24/michael-gove-under-pressure-explain-role-ppe-deals-michelle-mone?CMP=share_btn_tw
[2] https://act.38degrees.org.uk/act/expel-michelle-mone-lords-petition?utm_source=email
[1] https://www.transparency.org.uk/track-and-trace-uk-PPE-procurement-corruption-risk-VIP-lane-research
[1] https://www.theguardian.com/uk-news/2022/nov/24/michelle-mone-ppe-firm-revelations-prompt-anger-in-commons
[1] https://amp.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[1] https://www.bbc.co.uk/news/63746930
[1] https://www.theguardian.com/commentisfree/2022/nov/24/lady-mone-tories-ppe-scandals-angela-rayner?CMP=Share_iOSApp_Other
[1] https://www.bbc.co.uk/programmes/m000nl8h
[1] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm?CMP=share_btn_tw

Top URLs in Tweet in G9:
[2] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1669227168
[2] https://www.thenational.scot/politics/20029908.ppe-contract-linked-michelle-mone-not-getting-enough-media-scrutiny/
[2] https://news.stv.tv/politics/questions-over-covid-ppe-contract-linked-to-tory-peer-baroness-michelle-mone?utm_medium=Social&utm_source=Twitter#Echobox=1669376297-1
[2] https://committees.parliament.uk/committee/127/public-accounts-committee/news/171306/4-billion-of-unusable-ppe-bought-in-first-year-of-pandemic-will-be-burnt-to-generate-power/
[1] https://www.mirror.co.uk/news/politics/michael-gove-referred-friend-donor-25473134
[1] https://twitter.com/BestForBritain/status/1595705704576229376
[1] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone
[1] https://www.thenational.scot/news/23146159.michelle-mones-family-secretly-received-29m-ppe-firm/
[1] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[1] https://www.theguardian.com/uk-news/2022/nov/24/michelle-mone-ppe-firm-revelations-prompt-anger-in-commons?CMP=share_btn_tw

Top URLs in Tweet in G10:
[2] https://www.telegraph.co.uk/business/2022/11/21/reconsiders-25bn-investment-uk-energy-windfall-tax-raid/
[2] https://www.businessinsider.com/global-terrorist-attacks-past-20-years-in-maps-2017-5?r=US&IR=T
[2] https://order-order.com/2022/11/22/government-spaffs-another-half-million-hiring-ten-more-diversity-tsars/
[1] https://twitter.com/newscientist/status/1595853015742758913
[1] https://twitter.com/voiceofn9/status/1595900948941049860?s=46&t=RUGtg86IHx4mYtRbLsaIPQ
[1] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[1] https://newsletter.carolinecriadoperez.com/p/invisible-women-morally-indefensible-ppe-238737
[1] https://www.standard.co.uk/news/the-conservative-party-are-polling-at-their-lowest-in-fifteen-years-b1041539.html
[1] https://m.sundayworld.com/crime/courts/midlands-trial-is-the-stuff-of-nightmares-dublin-rape-crisis-centre-ceo-says-41533487.html
[1] https://www.telegraph.co.uk/business/2022/11/21/chancellor-lose-40bn-falling-stocks-house-prices-hammer-tax/

Top Domains
Top Domains in Tweet in Entire Graph:
[312] theguardian.com
[185] twitter.com
[95] org.uk
[90] co.uk
[83] youtube.com
[53] trib.al
[23] dmm.com
[22] ppe.pl
[19] co.jp
[15] instagram.com

Top Domains in Tweet in G1:
[161] theguardian.com
[50] trib.al
[39] co.uk
[24] org.uk
[9] twitter.com
[5] thelondoneconomic.com
[4] ft.com
[3] goodlawproject.org
[3] youtube.com
[2] viglink.com

Top Domains in Tweet in G2:
[9] theguardian.com
[1] org.uk
[1] twitter.com

Top Domains in Tweet in G3:
[39] twitter.com
[39] org.uk
[23] dmm.com
[19] theguardian.com
[15] co.uk
[7] co.za
[4] youtube.com
[4] amazon.com
[3] peing.net
[2] x1safety.com

Top Domains in Tweet in G4:
[54] youtube.com
[40] twitter.com
[10] instagram.com
[8] facebook.com
[5] tiktok.com
[1] helloasianweb.com
[1] bit.ly
[1] allareaentertainment.com

Top Domains in Tweet in G5:
[14] co.jp
[9] bit.ly
[8] twitter.com
[4] ja-town.com
[3] line.me
[2] monipla.com
[2] petitgift.com
[2] sakuragawa-syaken.com
[2] fukuimai.jp
[2] forms.gle

Top Domains in Tweet in G6:
[13] theguardian.com
[3] twitter.com
[3] youtube.com
[3] bylinetimes.com
[2] co.uk
[2] org.uk
[1] opendemocracy.net
[1] 99-percent.org

Top Domains in Tweet in G7:
[6] twitter.com
[3] lakealsa-cp.jp
[2] honto.jp
[2] miyachiku.jp
[2] jhdac.org
[1] ks2960.com
[1] fuwafuwa-roll.com
[1] h1o-web.com
[1] bunkanews.jp
[1] shopch.jp

Top Domains in Tweet in G8:
[10] theguardian.com
[8] twitter.com
[3] org.uk
[2] co.uk
[1] spotlightcorruption.org
[1] thelondoneconomic.com

Top Domains in Tweet in G9:
[5] theguardian.com
[3] thenational.scot
[2] stv.tv
[2] parliament.uk
[1] co.uk
[1] twitter.com

Top Domains in Tweet in G10:
[4] co.uk
[2] twitter.com
[2] businessinsider.com
[2] order-order.com
[1] theguardian.com
[1] carolinecriadoperez.com
[1] sundayworld.com
[1] reformparty.uk
[1] bmj.com
[1] opendemocracy.net

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[511] gmmtv2023
[343] perthtanapon
[331] kdppe
[310] gmmtv2023xperth
[123] เพิร์ธชิม่อน
[98] ppe
[82] doublesavage
[73] dangerousromance
[57] プレゼント
[54] キャンペーン



Top Hashtags in Tweet in G1:
[41] bbcqt
[33] torycorruption
[12] michellemone
[11] ppe
[11] torycriminals
[8] toriesout139
[6] generalelectionnow
[6] followbackfriday
[6] brexitslug
[5] ppemedpro

Top Hashtags in Tweet in G2:
[3] torycorruption
[3] michellemone
[3] borisjohnson
[2] newsnight
[2] torycriminalsunfittogovern
[1] r4today
[1] houseoflords
[1] lowmone
[1] toriesout140
[1] ukcitizens

Top Hashtags in Tweet in G3:
[41] ppe
[10] workwear
[8] safety
[4] auspol
[3] 質問箱
[3] 匿名質問募集中
[3] healthcare
[3] awesomegamingseason
[3] awesomegeneration
[3] galaxyaseries

Top Hashtags in Tweet in G4:
[508] gmmtv2023
[341] perthtanapon
[329] kdppe
[308] gmmtv2023xperth
[123] เพิร์ธชิม่อน
[82] doublesavage
[73] dangerousromance
[54] perthchimon
[41] ohmpawat
[34] chimonwachirawit

Top Hashtags in Tweet in G5:
[51] プレゼント
[45] キャンペーン
[38] その場で当たる
[32] 懸賞
[31] 毎日応募
[15] amazonギフト券
[13] プレゼント企画
[12] 勤労感謝の日
[11] プレゼントキャンペーン
[9] ローソン

Top Hashtags in Tweet in G6:
[5] kayburley
[2] ppe
[1] bbcqt
[1] thickasthieves
[1] torysleaze
[1] toriesoutnow
[1] torycorruption
[1] ppemedpro
[1] gtto
[1] snoutsinthetrough

Top Hashtags in Tweet in G7:
[11] 当選報告
[9] キャンペーン
[9] 懸賞
[6] amazonギフト券
[6] プレゼント企画
[6] プレゼント
[6] 懸賞好きな人と繋がりたい
[6] 懸賞仲間募集中
[5] レはレイクのレ
[5] 千鳥

Top Hashtags in Tweet in G8:
[6] imaceleb
[5] matthanock
[3] loanchargescandal
[2] ppemedpro
[2] ppe
[2] nhs
[2] strikes
[2] workersunite
[2] fight4humanity
[2] iran

Top Hashtags in Tweet in G9:
[1] thenine
[1] torycorruption
[1] torylies
[1] ppe
[1] dodgydeals

Top Hashtags in Tweet in G10:
[2] sunak
[2] ppe
[1] brexit

Top Words
Top Words in Tweet in Entire Graph:
[4547] ppe
[1917] mone
[1735] michelle
[1046] tory
[872] money
[855] peer
[795] ร
[670] harding
[668] dido
[560] dodgy

Top Words in Tweet in G1:
[1513] ppe
[877] mone
[800] michelle
[540] tory
[489] peer
[415] 000
[399] money
[363] contract
[318] unusable
[279] husband

Top Words in Tweet in G2:
[484] ppe
[463] mone
[457] michelle
[448] dido
[448] harding
[446] coming
[445] criminality
[444] along
[444] johnson's
[444] furlough

Top Words in Tweet in G3:
[270] ppe
[55] mone
[51] money
[48] tory
[46] michelle
[45] public
[42] peer
[42] back
[41] parliament
[41] 29m

Top Words in Tweet in G4:
[737] ร
[509] #gmmtv2023
[409] เพ
[341] #perthtanapon
[329] #kdppe
[327] ธ
[308] #gmmtv2023xperth
[285] ม
[256] ธนพนธ
[227] น

Top Words in Tweet in G5:
[281] 応募方法
[202] 11
[172] フォロー
[114] をフォロー
[113] 23
[98] いいね
[86] gt
[73] 締切
[58] この投稿をrt
[53] 応募締切

Top Words in Tweet in G6:
[227] ppe
[65] michelle
[65] mone
[50] one
[48] bestforbritain
[42] writesbright
[40] contracts
[40] vip
[37] lane
[37] tory

Top Words in Tweet in G7:
[34] 様
[34] ありがとうございます
[32] フォロー
[31] 応募方法
[30] 11
[28] 懸賞垢さんと繋がりたい
[28] 無言フォロー大歓迎
[28] 懸賞仲間さん募集中
[27] 懸賞仲間募集中
[25] ありがとうございました

Top Words in Tweet in G8:
[112] ppe
[30] money
[26] contracts
[24] tory
[23] mone
[22] homes
[20] care
[19] rishisunak
[19] nhs
[15] thousands

Top Words in Tweet in G9:
[119] michelle
[106] ppe
[82] mone
[78] bbcjamescook
[46] forward
[46] looking
[45] scandal
[45] public
[45] interest
[45] reporting

Top Words in Tweet in G10:
[45] ppe
[17] ppe_sale
[14] actbrigitte
[13] crisis
[13] mycornerofthew
[12] energy
[12] ediz1975
[11] government
[11] conservative
[10] ltns

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1592] michelle,mone
[724] tory,peer
[668] dido,harding
[543] dodgy,ppe
[490] johnson's,criminality
[490] harding,johnson's
[490] scams,furlough
[490] coming,along
[490] ppe,scams
[490] mone,investigation

Top Word Pairs in Tweet in G1:
[735] michelle,mone
[402] tory,peer
[276] peer,michelle
[235] ppe,contract
[204] unusable,ppe
[177] 'vip,lane'
[175] 203m,ppe
[173] dido,harding
[166] money,nhs
[159] never,forget

Top Word Pairs in Tweet in G2:
[457] michelle,mone
[448] dido,harding
[444] mone,investigation
[444] along,dido
[444] coming,along
[444] investigation,coming
[444] ppe,scams
[444] dodgy,ppe
[444] harding,johnson's
[444] scams,furlough

Top Word Pairs in Tweet in G3:
[46] michelle,mone
[41] tory,peer
[41] public,money
[41] peer,michelle
[40] mone,reportedly
[40] reportedly,pocketed
[40] lords,kick
[40] kick,parliament
[40] 29m,public
[40] money,unsafe

Top Word Pairs in Tweet in G4:
[391] เพ,ร
[325] ร,ธ
[260] #perthtanapon,#kdppe
[256] ธ,ธนพนธ
[242] #gmmtv2023,#gmmtv2023xperth
[214] #gmmtv2023xperth,#perthtanapon
[202] ธนพนธ,#gmmtv2023
[167] ม,อน
[139] ร,ธช
[139] ธช,ม

Top Word Pairs in Tweet in G5:
[56] gt,gt
[37] 11,23
[32] 応募方法,本アカウントのフォロー
[32] 本投稿リツイート,いいね
[31] 23,水
[30] いいね,応募締切
[28] #毎日応募,gt
[28] 抽選で当たるプレゼント,応募方法
[26] 抽選でプレゼント,応募方法
[21] 11,25

Top Word Pairs in Tweet in G6:
[47] michelle,mone
[36] vip,lane
[30] ppe,disaster
[30] galling,examples
[30] one,galling
[30] examples,corruption
[30] waste,british
[30] disaster,one
[30] british,political
[30] corruption,waste

Top Word Pairs in Tweet in G7:
[8] ᐟ,ᐟ
[8] 11,23
[8] 懸賞仲間さん募集中,懸賞好きさんと繋がりたい
[7] 応募方法,フォロー
[6] 懸賞好きさんと繋がりたい,懸賞垢さんと繋がりたい
[6] をフォロー,この投稿をrt
[6] 懸賞仲間募集中,懸賞垢さんと繋がりたい
[6] 頂きました,ありがとうございます
[6] 25,金
[5] プレゼント,応募方法

Top Word Pairs in Tweet in G8:
[23] ppe,contracts
[17] care,homes
[15] tory,peer
[13] vip,lane
[10] world,health
[10] dodgy,ppe
[10] health,org
[9] org,advice
[9] michelle,mone
[9] taxpayers,money

Top Word Pairs in Tweet in G9:
[76] michelle,mone
[46] looking,forward
[45] public,interest
[43] bbcjamescook,reporting
[43] leak,scandal
[43] faslane,michelle
[43] reporting,public
[43] interest,stories
[43] radiation,leak
[43] scandal,faslane

Top Word Pairs in Tweet in G10:
[13] mycornerofthew,ppe_sale
[10] ediz1975,mycornerofthew
[9] ukraine,energy
[9] negotiations,migration
[9] crisis,universal
[9] ppe,procurement
[9] universal,charger
[9] procurement,vaccines
[9] protocol,negotiations
[9] migration,crisis

Top Replied-To
Top Replied-To in Entire Graph:
@moe_ppe
@ppe___ppe
@ukrainestand
@bestforbritain
@format_ppe
@makemacan
@op25_yashyulv
@michellemone
@councillorsuzie
@suellabraverman

Top Replied-To in G1:
@michellemone
@angelarayner
@danielgoyal
@scottories
@mirrorpolitics
@vitt2tsnoc
@lbc
@scotlibdems
@politicsjoe_uk
@jolyonmaugham

Top Replied-To in G2:
@cherylbaker
@charliechurchs
@simonpease1

Top Replied-To in G4:
@moe_ppe
@makemacan
@tigergang_hk
@perthppe
@newstart4perth
@marierose362
@gmmtv
@siwppe
@kimppe_131
@marisam30559312

Top Replied-To in G5:
@ppe___ppe
@ppe_po12
@riko_ppe
@snikkansports
@hoppe_ppe_
@kayo_ppe
@monsterfarm_l
@edion_namba
@matsuyatori
@coopsapporo_pr

Top Replied-To in G6:
@bestforbritain
@councillorsuzie
@snb19692
@dave43law
@987_charles
@writesbright
@mikegalsworthy
@nickylep
@philipsteart
@pippacrerar

Top Replied-To in G7:
@dozo_bot
@fujifilmjp_fc
@miyachiku2929
@smile1creations
@lifeis_ms
@live_d3_
@ad_prize3
@rodin_kikakusha
@ibarakirobots
@thenftrecords

Top Replied-To in G8:
@stevebarclay
@jamescleverly
@sco15375772
@femi_sorry
@rishisunak
@tweetforthemany
@councillorsuzie
@redditchrachel
@jennywillz1981
@pauljholmes

Top Replied-To in G9:
@thecarolemalone
@neilmackay
@bbcjamescook
@tesswhite4ne
@phantompower14
@chunkyferryman
@douglas4moray
@kieranpandrews
@ziggy6769
@scotexpress

Top Replied-To in G10:
@voiceofn9
@actbrigitte
@issaddlethereis
@roberto47153373
@lindaashton2
@ediz1975
@jamesbradleyca
@toryboypierce
@dtatom1
@wvumama2

Top Mentioned
Top Mentioned in Entire Graph:
@paul_pawpaw
@angelarayner
@clairebubblepop
@torydemolition
@danielgoyal
@perthppe
@rachelsmethers
@haveigotnews
@mygineration
@david_conn

Top Mentioned in G1:
@angelarayner
@torydemolition
@danielgoyal
@rachelsmethers
@mygineration
@david_conn
@tim_burgess
@premnsikka
@bbcnews
@jolyonmaugham

Top Mentioned in G2:
@paul_pawpaw
@clairebubblepop
@mygineration
@thelastpersont2
@torydemolition
@danielgoyal
@catofbengals
@dianehain
@sonofr
@angelarayner

Top Mentioned in G3:
@vapee
@fireproductsear
@lizbow31

Top Mentioned in G4:
@perthppe
@moe_ppe
@loveinppe
@makemacan
@allaroundperth
@gmmtv
@ppetrends
@chimonac
@perthchimonofc
@kimppe_131

Top Mentioned in G5:
@kazuhiro_0516
@yoyogiuehara23
@hanako2311
@famima_now
@mutenkurasushi
@chivasregaljp
@akiko_lawson
@suntory

Top Mentioned in G6:
@writesbright
@bestforbritain
@gem_abbott
@michaelgove
@dave43law
@councillorsuzie
@kayburley
@bylinetimes
@peterjukes
@nickylep

Top Mentioned in G7:
@lifeis_ms
@gogyofuku_kobe
@onestonetwobirs
@kingclub_sub
@yamautsukemono
@ibarakirobots
@lake_official_
@blackpeach_3
@quocardpay
@nm_promo_jp

Top Mentioned in G8:
@rishisunak
@matthew82069336
@drositamba
@doctor_oxford
@ticerichard
@stevebarclay
@bydonkeys
@jeremy_hunt
@bernameaden
@zelenskyyua

Top Mentioned in G9:
@bbcjamescook
@frcola1
@areyouyesyet
@phantompower14
@bbcscotlandnews
@rickyca69392149
@gadjobeen
@kieranpandrews
@nicolasturgeon
@paul_pawpaw

Top Mentioned in G10:
@ppe_sale
@mycornerofthew
@ediz1975
@elonmusk
@barristershorse
@actbrigitte
@wvumama2
@gbnews
@nallen2310
@flowersenglish

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@suntory
@caramelcorn1971
@hokkahokkap
@qoo10_shopping
@cocacolajapan
@famima_now
@kadokawa_san
@711sej

Top Tweeters in G1:
@allchanges
@lorettabower3
@guardian
@xraypat
@shirleyyoung2
@jacqui703
@bbcnews
@magapanthus
@hawkins_carole
@unojen_wood

Top Tweeters in G2:
@sandradunn1955
@curiocat13
@thestephenralph
@cleggy261
@safarisara
@david96212152
@juliecuninghame
@artytrace
@sandrahalifax
@amandajs11

Top Tweeters in G3:
@euwatchers
@lise_latulippe
@minimoojack
@cshislop
@basuashis
@politicswatch15
@promostking
@shayesbreezzy
@italpress
@legasalvini

Top Tweeters in G4:
@noonathty
@bumbimknok
@schinarat
@xuwwfon
@lpd__l
@tkmmtrigon
@toptrendthai
@helen22753507
@christmasprinc6
@me_pkpch

Top Tweeters in G5:
@japan_lawson
@akiko_lawson
@suntory
@caramelcorn1971
@hokkahokkap
@qoo10_shopping
@cocacolajapan
@famima_now
@kadokawa_san
@711sej

Top Tweeters in G6:
@s9tmt
@childofalba
@hugorelly
@philmorandi
@annetteashley61
@kimbru49
@jazzaoxon
@maurlind
@keewa
@small1ldy1

Top Tweeters in G7:
@ayatakajp
@lake_official_
@toshiba_ls
@totoro0283
@mochi0__0
@tanoshiku7ikiru
@bpm_238
@yoshiko0320
@appaticyo
@newfacecome

Top Tweeters in G8:
@daily_express
@tshep42
@spanishdan1
@awarding_women
@blondiesa
@ravanelliterry
@annofarabia
@mikeholden42
@fitzroypeabody3
@bernameaden

Top Tweeters in G9:
@ferguson2811
@dorothy90237074
@evolvedpeasant
@henriklubo
@maureenpickeri5
@eu_remain_2017
@45albannach
@declan_hoare
@allanukscotland
@stvnews

Top Tweeters in G10:
@princessofwails
@debbiesva
@rob_kimbell
@lizpatterson53
@susaneacock
@sunick51
@glasterlaw1
@mssassysally
@uxbeconomist07
@happytoberight