PPE, Twitter, 11/23/2022 11:06:17 AM, 284842


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PPE_2022-11-23_00-52-01.xlsx
PPE_2022-11-23_00-52-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 23, 2022
Short Description:
PPE via NodeXL https://bit.ly/3Vghg42
@ppe_sale
@trackntracer
@paul_pawpaw
@clairebubblepop
@joelycett
@derekwatson89
@conservatives
@bbcscotnewspr
@gazberto
@ppe___ppe

Top hashtags:
#gmmtv2023
#kdppe
#perthtanapon
#gmmtv2023xperth
#awesomegamingseason

Description:
Description
The graph represents a network of 6,116 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 Wednesday, 23 November 2022 at 08:58 UTC.

The requested start date was Wednesday, 23 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 1-day, 17-hour, 29-minute period from Sunday, 20 November 2022 at 18:52 UTC to Tuesday, 22 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 : 6116
Unique Edges : 4478
Edges With Duplicates : 9938
Total Edges : 14416
Number of Edge Types : 5
Mentions : 2337
Replies to : 1541
Retweet : 3747
MentionsInRetweet : 4782
Tweet : 2009
Self-Loops : 2043
Reciprocated Vertex Pair Ratio : 0.0219094602437609
Reciprocated Edge Ratio : 0.0428794547777936
Connected Components : 943
Single-Vertex Connected Components : 370
Maximum Vertices in a Connected Component : 1709
Maximum Edges in a Connected Component : 4058
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.326413
Graph Density : 0.000188318831294884
Modularity : 0.511211
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,116 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 Wednesday, 23 November 2022 at 08:58 UTC.

The requested start date was Wednesday, 23 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 1-day, 17-hour, 29-minute period from Sunday, 20 November 2022 at 18:52 UTC to Tuesday, 22 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:
[108] https://twitter.com/samsungID/status/1594599094613311489
[23] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20221121122221&media=search_link&type=text
[18] https://twitter.com/erichhartmann/status/1593799658047930374
[17] https://bit.ly/3TTOQg5
[13] https://www.youtube.com/watch?v=aFGYgIB0sPs&feature=youtu.be

[13] https://www.moh.gov.sg/covid-19/general/faqs---masks-and-personal-protective-equipment-(ppe)/
[8] https://twitter.com/samsungID/status/1590951253672067074
[5] https://www.youtube.com/watch?v=0PAnFhQxpVo&feature=youtu.be

[5] https://twitter.com/GMMTV/status/1595009000600489987
[5] https://newsthump.com/2022/11/21/man-furious-about-joe-lycett-shredding-10k-not-that-bothered-about-the-10bn-written-off-for-undelivered-ppe/

Top URLs in Tweet in G1:
[1] https://obr.uk/box/the-latest-evidence-on-the-impact-of-brexit-on-uk-trade/

Top URLs in Tweet in G2:
[107] https://twitter.com/samsungID/status/1594599094613311489
[23] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20221121122221&media=search_link&type=text
[13] https://twitter.com/erichhartmann/status/1593799658047930374
[8] https://twitter.com/samsungID/status/1590951253672067074
[3] https://twitter.com/samsungID/status/1590951253672067074?s=20&t=lDilR8Tf1ua4aQY0iCZb9Q
[2] https://phoosi.com/mining-safety-ppe-market-2022-share-trends-and-future-growth-to-2030/
[2] https://www.ppe.pl/news/309182/twitter-przestal-chronic-prawa-autorskie-ludzie-wrzucaja-tam-cale-pirackie-wersje-filmow.html
[2] https://maskpro.us/
[2] http://www.simplyworkwear.co.za
[1] https://twitter.com/snb19692/status/1594359493638250496

Top URLs in Tweet in G3:
[17] https://bit.ly/3TTOQg5
[4] https://www.cocokarafine.co.jp/f/dsf_snspolicy?utm_source=twitter&utm_medium=sns&utm_campaign=from_089942_20190528_9999
[3] https://www.n14.jp/toku/sgcc2022/
[3] https://play.google.com/store/apps/details?id=jp.pjfb&referrer=adjust_reftag%3Dcd1ZSGWa7iEMn%26utm_source%3DTwitter%25E5%2585%25AC%25E5%25BC%258F%25E3%2582%25A2%25E3%2582%25AB%25E3%2582%25A6%25E3%2583%25B3%25E3%2583%2588%25E7%2594%25A8
[2] https://secure2.ebis.ne.jp/tr_set.php?argument=2g59y5Yp&ai=a637487bbf0f10
[2] https://www.ja-town.com/shop/a/a221104301/
[2] https://www.ja-town.com/shop/a/a221104302/
[2] https://www.ja-town.com/shop/g/g4205-571414/?utm_source=twitter20221116-yurufuwa&utm_medium=Social&utm_campaign=01
[2] https://www.subway.co.jp/sp/campaign/clubhouse/#retweet
[2] https://www.suntory.co.jp/beer/beerball/?krbn_uid=b8e667dd-8be4-427f-9114-e1d055cd7795

Top URLs in Tweet in G4:
[2] https://cloud-catcher.jp/news/20221115_rt
[2] http://fine-lab.com/
[2] https://kensyo.fun
[2] https://www.looco.shop/products/list?category_id=170
[2] https://looco.jp/product/loof-shoulder-series/
[2] https://honto.jp/cp/hybrid/campaign/anniversary-entry.html
[2] https://miyachiku.jp/kiyaku/
[2] https://www.tablemark.co.jp/udon/cp/index.html
[1] https://twitter.com/gogyofuku_kobe/status/1573220645328293888?t=jih78PYzSffnSNXkktVsag&s=19
[1] https://osekihancp1123.jp/

Top URLs in Tweet in G5:
[2] https://www.telegraph.co.uk/world-cup/2022/11/20/england-resume-taking-knee-world-cup-opener/
[2] https://www.msn.com/en-us/news/politics/if-he-is-the-nominee-i-won-t-be-a-republican-liz-cheney-wants-trump-far-away-from-2024-ballots/ar-AA12dp1M?ocid=EMMX&cvid=56b5a2c318a7439cb31056ed9277e2b1
[2] https://www.express.co.uk/news/politics/1699001/Steve-Barclay-Brexit-deals-European-Union-EU-trade-deals-economic-growth-Tory-vn
[2] https://www.foxnews.com/politics/arizona-attorney-generals-office-demands-answers-to-myriad-voting-issues-maricopa-county
[2] https://nypost.com/2022/11/21/cbs-confirms-hunter-biden-laptop-is-real-769-days-after-post-broke-story/?utm_source=NYPTwitter&utm_medium=SocialFlow&utm_campaign=SocialFlow
[2] https://www.express.co.uk/news/politics/1699599/Rishi-Sunak-tax-plan-impact-Liz-Truss-autumn-statement-news-budget
[2] https://www.telegraph.co.uk/news/2022/11/21/taking-knee-world-cup-ultimate-empty-gesture/
[2] https://order-order.com/2022/11/15/sadiq-misses-house-building-targets-launches-rent-control-campaign/
[2] https://www.businessinsider.com/global-terrorist-attacks-past-20-years-in-maps-2017-5?r=US&IR=T
[1] https://twitter.com/tugwoodjames/status/1594244376359747585

Top URLs in Tweet in G6:
[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://twitter.com/conservatives/status/1594294853546151936
[1] https://twitter.com/jonsopel/status/1594328679890358272
[1] https://twitter.com/murdo_fraser/status/1594589661447409665
[1] https://www.independent.co.uk/news/uk/politics/ppe-storage-costs-covid-uk-b2056305.html
[1] https://twitter.com/edward40100035/status/1594612666793852930
[1] https://twitter.com/john4brexit/status/1594339592899117058

Top URLs in Tweet in G7:
[13] https://www.youtube.com/watch?v=aFGYgIB0sPs&feature=youtu.be

[5] https://www.youtube.com/watch?v=0PAnFhQxpVo&feature=youtu.be

[5] https://twitter.com/GMMTV/status/1595009000600489987
[3] https://twitter.com/MOE_PPE/status/1594981320735617024
[3] https://instagram.com/perthppe/?igshid=YzdkMWQ2MWU=
[3] https://www.tiktok.com/@dunknatachai/video/7168721853668773147?_t=8XYqxtjNuwT&_r=1
[3] https://www.youtube.com/watch?v=3oCqs7Ikfxo&feature=youtu.be

[2] https://www.tiktok.com/@dunknatachai/video/7168721853668773147?_t=8XYqXVxu0Vm&_r=1
[2] https://www.youtube.com/watch?v=1Mo_qFTz-qY&feature=youtu.be

[2] https://www.facebook.com/gmmtvofficial/videos/519220100115021/

Top URLs in Tweet in G8:
[1] https://committees.parliament.uk/committee/127/public-accounts-committee/news/171306/4-billion-of-unusable-ppe-bought-in-first-year-of-pandemic-will-be-burnt-to-generate-power/
[1] https://www.theguardian.com/politics/2022/mar/27/government-paid-firm-linked-to-tory-peer-122m-for-ppe-bought-for-46m

Top URLs in Tweet in G9:
[3] https://www.thetimes.co.uk/article/michelle-mone-first-lady-of-lingerie-embroiled-in-criminal-investigation-over-200m-ppe-contract-qtc88z2xp?fbclid=IwAR3PgDK-UoLLfRL2Wmcd5l9U-hOmkZTaaChpHx9VGIs7uvCTBPOGGJMlk3k
[1] https://twitter.com/sophielouisecc/status/1594326270833094656

Top URLs in Tweet in G10:
[2] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone
[1] https://twitter.com/secularmac/status/1593653414214385665
[1] https://www.nytimes.com/interactive/2020/12/17/world/europe/britain-covid-contracts.html
[1] https://twitter.com/AdamBienkov/status/1592887436002365442

Top Domains
Top Domains in Tweet in Entire Graph:
[309] twitter.com
[75] youtube.com
[57] co.jp
[41] bit.ly
[37] co.uk
[23] dmm.com
[18] ppe.pl
[15] instagram.com
[13] gov.sg
[11] theguardian.com

Top Domains in Tweet in G1:
[1] obr.uk

Top Domains in Tweet in G2:
[177] twitter.com
[23] dmm.com
[9] co.uk
[6] amazon.com
[5] youtube.com
[4] co.za
[3] msn.com
[3] ppe.pl
[3] peing.net
[2] x1safety.com

Top Domains in Tweet in G3:
[41] co.jp
[38] bit.ly
[8] ne.jp
[7] twitter.com
[6] ja-town.com
[5] monipla.com
[5] lakealsa-cp.jp
[4] social-camp.com
[4] aeon.com
[4] alinamin.jp

Top Domains in Tweet in G4:
[8] twitter.com
[8] co.jp
[3] bit.ly
[3] youtube.com
[3] fukuimai.jp
[2] cloud-catcher.jp
[2] fine-lab.com
[2] kensyo.fun
[2] looco.shop
[2] looco.jp

Top Domains in Tweet in G5:
[15] co.uk
[6] twitter.com
[3] foxnews.com
[3] nypost.com
[2] msn.com
[2] order-order.com
[2] businessinsider.com
[1] youtube.com
[1] reformparty.uk
[1] obr.uk

Top Domains in Tweet in G6:
[5] twitter.com
[2] parliament.uk
[1] co.uk

Top Domains in Tweet in G7:
[36] youtube.com
[35] twitter.com
[9] instagram.com
[7] tiktok.com
[3] weibo.com
[3] facebook.com
[1] line.me
[1] komchadluek.net

Top Domains in Tweet in G8:
[1] parliament.uk
[1] theguardian.com

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[411] gmmtv2023
[275] kdppe
[262] perthtanapon
[241] gmmtv2023xperth
[154] awesomegamingseason
[136] awesomegeneration
[134] galaxyaseries
[116] プレゼント
[112] zaporizhzhya
[90] キャンペーン



Top Hashtags in Tweet in G1:
[2] torycorruption
[1] torybrexitdisaster

Top Hashtags in Tweet in G2:
[136] awesomegamingseason
[118] awesomegeneration
[118] galaxyaseries
[73] galaxy
[40] ppe
[26] galaxya53
[14] safety
[14] workwear
[11] awesomemomentxppe22
[11] galaxya73

Top Hashtags in Tweet in G3:
[93] プレゼント
[65] キャンペーン
[56] 毎日応募
[51] その場で当たる
[42] ブラックパンサー
[40] 懸賞
[34] プレゼントキャンペーン
[30] amazonギフト券
[17] プレゼント企画
[10] ハーゲンダッツ

Top Hashtags in Tweet in G4:
[25] キャンペーン
[23] プレゼント
[18] amazonギフト券
[14] 懸賞
[14] 当選報告
[8] アマギフ
[6] フォローrtキャンペーン
[6] quoカードpay
[6] プレゼント企画
[6] その場で当たる

Top Hashtags in Tweet in G5:
[5] haringey
[2] haringeyltn
[2] fifaworldcup2022
[2] woke
[2] sovereignty
[2] notoltns
[2] nordclosures
[2] nocashcowcameras
[2] ltn
[2] ltns

Top Hashtags in Tweet in G6:
[1] ppe

Top Hashtags in Tweet in G7:
[407] gmmtv2023
[269] kdppe
[256] perthtanapon
[237] gmmtv2023xperth
[51] doublesavage
[26] ohmpawat
[19] เพิร์ธชิม่อน
[15] gmmtv
[12] perthchimon
[10] ปิดกล้องเชือกป่าน

Top Hashtags in Tweet in G8:
[1] michellemone

Top Hashtags in Tweet in G10:
[3] thenine
[1] torycorruption

Top Words
Top Words in Tweet in Entire Graph:
[2457] ppe
[638] 11
[553] ร
[536] 応募方法
[514] money
[411] #gmmtv2023
[374] เพ
[336] フォロー
[334] gt
[330] furlough

Top Words in Tweet in G1:
[255] dido
[255] harding
[252] ppe
[248] criminality
[247] furlough
[247] mone
[247] michelle
[246] dodgy
[246] scams
[246] johnson's

Top Words in Tweet in G2:
[358] ppe
[192] 5g
[138] 2022
[136] #awesomegamingseason
[118] #awesomegeneration
[118] #galaxyaseries
[77] banget
[73] #galaxy
[62] pake
[54] pengen

Top Words in Tweet in G3:
[469] 11
[464] 応募方法
[245] フォロー
[197] をフォロー
[166] gt
[152] この投稿をrt
[150] 23
[148] いいね
[139] 締切
[91] #プレゼント

Top Words in Tweet in G4:
[89] フォロー
[79] 11
[72] 応募方法
[71] 23
[51] をフォロー
[37] 月
[36] 様
[35] この投稿をrt
[35] ありがとうございます
[32] 懸賞仲間募集中

Top Words in Tweet in G5:
[30] ppe
[23] uk
[22] people
[21] being
[17] government
[15] over
[15] gbnews
[15] fred_guttenberg
[14] never
[12] meeting

Top Words in Tweet in G6:
[125] ppe
[61] trace
[50] track
[41] billions
[30] wasted
[25] covid
[24] money
[23] imacelebrity
[23] over
[23] contracts

Top Words in Tweet in G7:
[493] ร
[407] #gmmtv2023
[365] เพ
[303] ธ
[269] #kdppe
[256] #perthtanapon
[250] ธนพนธ
[237] #gmmtv2023xperth
[150] น
[145] gmmtv

Top Words in Tweet in G8:
[164] joelycett
[156] money
[150] 10k
[147] shredding
[147] brexit
[146] earned
[145] til
[145] hard
[145] hear
[145] wait

Top Words in Tweet in G9:
[143] ppe
[135] contracts
[134] party
[133] vorderman
[133] 5billion
[133] conservative
[133] carol
[133] gt
[133] riley
[133] friends

Top Words in Tweet in G10:
[97] ppe
[61] fraud
[54] trace
[45] very
[42] track
[42] furlough
[38] scandal
[31] bbcscotnewspr
[30] scots
[30] don

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[351] เพ,ร
[321] dido,harding
[297] ร,ธ
[291] dodgy,ppe
[287] michelle,mone
[263] criminality,dodgy
[263] ppe,scams
[263] harding,johnson's
[263] mone,investigation
[263] coming,along

Top Word Pairs in Tweet in G1:
[255] dido,harding
[247] michelle,mone
[246] mone,investigation
[246] along,dido
[246] coming,along
[246] investigation,coming
[246] ppe,scams
[246] dodgy,ppe
[246] harding,johnson's
[246] scams,furlough

Top Word Pairs in Tweet in G2:
[135] ppe,2022
[118] #galaxyaseries,5g
[110] #awesomegeneration,#galaxyaseries
[95] #awesomegamingseason,#awesomegeneration
[31] #galaxy,a73
[29] #awesomegamingseason,ppe
[28] pengen,punya
[27] #galaxy,a33
[26] #galaxya53,5g
[26] pake,#galaxy

Top Word Pairs in Tweet in G3:
[104] gt,gt
[60] をフォロー,この投稿をrt
[54] いいね,応募締切
[54] 応募締切,11
[52] 抽選で当たるプレゼント,応募方法
[52] 11,22
[52] #毎日応募,gt
[52] 本投稿リツイート,いいね
[47] 締切,11
[45] こんばんは,応募させていただきましたー

Top Word Pairs in Tweet in G4:
[24] 月,23
[19] 23,59まで
[18] フォロー,rtで応募
[18] 11,21
[18] rtで応募,12月号クリスマスコフレをプレゼント
[17] 21,月
[16] 1名様,応募方法は
[15] フォロー,rtキャンペーン
[13] 応募方法は,アカウントをフォローしてこちらのツイートをrt
[12] 〆切は2022年11月21日,月

Top Word Pairs in Tweet in G5:
[6] year,old
[6] track,trace
[5] furlough,fraud
[4] atteufel,thealch72850726
[4] mikehakata,perayahmet
[4] ppe,contracts
[4] 'confirms',hunter
[4] biden,laptop
[4] palmerboyz2,fred_guttenberg
[4] hunter,biden

Top Word Pairs in Tweet in G6:
[47] track,trace
[15] care,homes
[14] test,trace
[13] useless,ppe
[11] buckingham,palace
[11] parliament,refurb
[11] serco,test
[11] trace,360m
[11] lets,start
[11] 37b,serco

Top Word Pairs in Tweet in G7:
[350] เพ,ร
[296] ร,ธ
[250] ธ,ธนพนธ
[220] ธนพนธ,#gmmtv2023
[211] #gmmtv2023,#gmmtv2023xperth
[205] #perthtanapon,#kdppe
[184] #gmmtv2023xperth,#perthtanapon
[82] gmmtv,2023
[56] 11,22
[56] loveinppe,221122

Top Word Pairs in Tweet in G8:
[147] shredding,10k
[145] til,hear
[145] money,wait
[145] potentially,shredding
[145] hard,earned
[145] mad,joelycett
[145] joelycett,potentially
[145] hear,brexit
[145] 10k,hard
[145] wait,til

Top Word Pairs in Tweet in G9:
[135] ppe,contracts
[133] 5billion,ppe
[133] rachel,riley
[133] contracts,given
[133] gt,rachel
[133] riley,5billion
[133] carol,vorderman
[133] given,friends
[133] vorderman,gt
[133] friends,conservative

Top Word Pairs in Tweet in G10:
[42] track,trace
[38] furlough,fraud
[30] ppe,track
[30] don,investigate
[30] fraud,scandal
[30] bbcscotnewspr,don
[30] scandal,scots
[30] scots,very
[30] very,interested
[30] investigate,ppe

Top Replied-To
Top Replied-To in Entire Graph:
@ppe___ppe
@moe_ppe
@erichhartmann
@ppe_doo
@format_ppe
@op25_yashyulv
@samsungid
@toryboypierce
@andnowsheisnot
@ukrainestand

Top Replied-To in G1:
@metpoliceuk
@donaldpond6

Top Replied-To in G3:
@ppe___ppe
@ma_ppe_exchange
@cacaocat_
@riko_ppe
@hanako2311
@___happy_moment
@nemuinozzzz
@yaku0808san
@hashi_drug
@tokufoood

Top Replied-To in G4:
@hoppe_ppe_
@ppe___ppe
@ybs765
@dozo_bot
@toshiba_ls
@tfal_japan
@xiaomijapan
@rodin_kikakusha
@shizuokagas_pr
@saovs_gameinfo

Top Replied-To in G5:
@ppe_sale
@gbnews
@fred_guttenberg
@rec777777
@degourlay
@chauncilious
@ronicats
@kirstiemallsopp
@maggiechapman
@darrengrimes_

Top Replied-To in G6:
@john4brexit
@scottories
@conservatives
@jonsopel
@jamiecr05489374
@sophielouisecc
@jackied86388657
@tesswhite4ne
@diktat17
@jeremyvineon5

Top Replied-To in G7:
@moe_ppe
@makemacan
@perth_200190
@tigergang_hk
@newstart4perth
@gmmtv
@jacksonwang852
@perthppe
@perth_lovee
@sholpan74430722

Top Replied-To in G8:
@paulembery
@essexpr
@nadinedorries
@jemmaforte
@bob4indy
@tomhunt1988
@elemjay1
@toryboypierce
@dominiquetaegon
@greenrascal_

Top Replied-To in G9:
@phantompower14

Top Replied-To in G10:
@heraldscotland
@scotexpress
@bbcscotnewspr
@bbcjamescook
@framcca
@stvnews
@douglas4moray
@crazyzombienerd
@thomasevansadur
@bobrien451

Top Mentioned
Top Mentioned in Entire Graph:
@paul_pawpaw
@clairebubblepop
@joelycett
@chrisdclegg
@derekwatson89
@ladyonorato
@dailyjlee
@perthppe
@moe_ppe
@publicpriestley

Top Mentioned in G1:
@paul_pawpaw
@clairebubblepop
@johnobrennan2
@metpoliceuk
@grumpyolddoc
@mcguigle
@donaldpond6

Top Mentioned in G2:
@se25a
@nikopol
@ghosteggs
@queend___
@firoh43559544
@fiyan77295546
@karina37798981
@wahana13059904
@wijaya72518728
@halima75057711

Top Mentioned in G3:
@kazuhiro_0516
@yoyogiuehara23
@ac_akashi
@hanako2311
@suntory
@pure_beautyjp
@cacaocat_
@syokuprize

Top Mentioned in G4:
@spring_twjp
@cam_navi_
@quocardpay
@toshiba_ls
@kodansha_jp
@calbeepotato_jp
@onestonetwobirs
@gogyofuku_kobe
@spada_gifu_
@mochi0__0

Top Mentioned in G5:
@fred_guttenberg
@gbnews
@ediz1975
@haringeycouncil
@elonmusk
@perayahmet
@tottenhamconse1
@mikehakata
@alexscott
@tottenhamltnno

Top Mentioned in G6:
@imacelebrity
@mgoldenmsp
@pete_nicoll
@matthancock
@scottories
@scardoug
@ellobello_123
@john4brexit
@sophielouisecc
@jeremy_hunt

Top Mentioned in G7:
@perthppe
@moe_ppe
@loveinppe
@allaroundperth
@makemacan
@gmmtv
@ppetrends
@ppe2003perth
@kimppe_131
@ppnaravit

Top Mentioned in G8:
@joelycett
@chrisdclegg
@thenitinsawhney
@marinapurkiss
@thetrawlpodcast
@newsthump
@davemison
@tomhunt1988
@annjohn30914404
@paul_pawpaw

Top Mentioned in G9:
@derekwatson89
@rickyca69392149
@phantompower14
@paul_pawpaw
@karl_trotsky
@clairebubblepop
@swmoco

Top Mentioned in G10:
@gazberto
@bbcscotnewspr
@bbcjamescook
@areyouyesyet
@stevewmobb
@gunkle2
@jillrbeattie
@stvnews
@heraldscotland
@frcola1

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@suntory
@subwayjp
@caramelcorn1971
@housefoods_now
@hokkahokkap
@qoo10_shopping
@famima_now
@docomo_dmarket
@koikeya_cp

Top Tweeters in G1:
@sandradunn1955
@curiocat13
@cleggy261
@knittedkittie
@artytrace
@sandrahalifax
@amandajs11
@birdonthewire3
@jagxjr40
@jkldnmad

Top Tweeters in G2:
@mtupombe
@danspena
@simplytadanobot
@yoonkiraa
@john1genius
@bernie_ebook
@vapee
@sminxhozi
@staticjungle
@isiarutokoro

Top Tweeters in G3:
@akiko_lawson
@suntory
@subwayjp
@caramelcorn1971
@housefoods_now
@qoo10_shopping
@docomo_dmarket
@koikeya_cp
@kadokawa_san
@711sej

Top Tweeters in G4:
@hokkahokkap
@famima_now
@marudai_cp
@vconnect_jp
@maaatan0310
@calbeekappacp
@y6_family
@hisense_japan
@toshiba_ls
@yukimi_lotte

Top Tweeters in G5:
@nypost
@rob_kimbell
@teach_n_travel
@anniecshandbag
@boblister_poole
@27tawnyowl
@maga2arights
@mexico1978r
@itvnews
@simonmagus

Top Tweeters in G6:
@trackntracer
@natalie91231732
@trevorw1953
@wulba
@annakaa77
@lynnbdalton
@snowleopardess
@bonniedawestie
@tartanseer
@mackay52

Top Tweeters in G7:
@noonathty
@bumbimknok
@schinarat
@tkmmtrigon
@fessthai
@nunamaki_kyumin
@toptrendthai
@christmasprinc6
@me_pkpch
@8xwrvleoj0iurfd

Top Tweeters in G8:
@peterandann
@martinandrea86
@eileenvn
@mauriceg88
@brewdog1950
@helen121
@essexpr
@sukraine
@greggc_cc
@natcatvins

Top Tweeters in G9:
@tartancobweb
@mckinlay_liz
@irisstylosa
@blondiesa
@sashasimic
@dorothy90237074
@miftyjackson
@maureenpickeri5
@mags0611
@allanukscotland

Top Tweeters in G10:
@roblwilson
@ferguson2811
@jbwhitesnake
@shirleyyoung2
@thomasevansadur
@evolvedpeasant
@henriklubo
@xpatjock
@linannlum
@heraldscotland