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PPE_2020-12-03_02-51-21.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
December 04, 2020
Short Description:
PPE via NodeXL https://bit.ly/33HZ9eY
@universalmaski2
@cleavon_md
@infectiousdz
@mikegalsworthy
@tnicholsmd
@realdonaldtrump
@joanna_louise0
@borisjohnson
@joebiden
@aslavitt

Top hashtags:
#ppe
#kdppe
#dprogramthxperth
#perthtanapon
#covid19
#masks
#givingtuesday

Description:
Description
The graph represents a network of 9,743 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 Thursday, 03 December 2020 at 11:03 UTC.

The requested start date was Thursday, 03 December 2020 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, 21-hour, 23-minute period from Monday, 30 November 2020 at 03:37 UTC to Thursday, 03 December 2020 at 01:01 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 : 9743
Unique Edges : 7152
Edges With Duplicates : 10602
Total Edges : 17754
Number of Edge Types : 5
Tweet : 1988
Replies to : 2029
Mentions : 3597
Retweet : 4297
MentionsInRetweet : 5843
Self-Loops : 2043
Reciprocated Vertex Pair Ratio : 0.0181054316294888
Reciprocated Edge Ratio : 0.0355669090194537
Connected Components : 2001
Single-Vertex Connected Components : 678
Maximum Vertices in a Connected Component : 3603
Maximum Edges in a Connected Component : 7775
Maximum Geodesic Distance (Diameter) : 30
Average Geodesic Distance : 8.618478
Graph Density : 0.000107231311762175
Modularity : 0.594604
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 9,743 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 Thursday, 03 December 2020 at 11:03 UTC.

The requested start date was Thursday, 03 December 2020 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, 21-hour, 23-minute period from Monday, 30 November 2020 at 03:37 UTC to Thursday, 03 December 2020 at 01:01 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:
[41] https://www.thetimes.co.uk/article/winner-of-ppe-jackpot-buys-third-home-and-one-for-parents-m5kr8ff2b
[37] https://www.statnews.com/2020/12/01/the-ppe-crisis-didnt-go-away-across-the-u-s-grassroots-supply-networks-are-trying-to-fill-the-void/
[12] https://www.gofundme.com/f/ppe-for-hawaii-alaska-dentists-and-doctors
[10] https://www.instagram.com/accounts/login/
[9] https://www.marketserengeti.com/online-courses/marketing-sales/sales-equals-making-money-learn-sales-in-1-day/?utm_source=twitter-tolatender&utm_medium=social&utm_campaign=marketserengeti-blog-salescourse1&utm_term=%23KeDecemberBoss&utm_content=SALES+EQUALS+MAKING+MONEY%3A+Learn+Sales+In+1+Day+FREE.+Learn+more+click+here%3A
[9] https://twitter.com/allthecitizens/status/1333834903214059527
[9] https://www.dailymail.co.uk/news/article-9001365/Houston-doctor-PPE-hugs-crying-coronavirus-patient-missed-wife-Thanksgiving.html
[8] https://www.marketserengeti.com/online-courses/marketing-sales/sales-equals-making-money-learn-sales-in-1-day/?utm_source=twitter-tolajobjobs&utm_medium=social&utm_campaign=marketserengeti-blog-salescourse1&utm_term=%23KeDecemberBoss&utm_content=SALES+EQUALS+MAKING+MONEY%3A+Learn+Sales+In+1+Day+FREE.+Learn+more+click+here%3A
[8] https://www.businessinsider.com/coronavirus-david-perdue-bought-stock-company-producing-ppe-after-briefing-2020-4
[8] https://www.kvue.com/video/news/community/austin-latino-coalition-ppe-delivery/269-edafc7e6-df9e-46d8-bb4a-2aee240e738d

Top URLs in Tweet in G1:
[6] https://www.thetimes.co.uk/article/winner-of-ppe-jackpot-buys-third-home-and-one-for-parents-m5kr8ff2b
[6] https://www.dailymail.co.uk/news/article-9001365/Houston-doctor-PPE-hugs-crying-coronavirus-patient-missed-wife-Thanksgiving.html
[6] https://twitter.com/tnicholsmd/status/1333391178738274305
[6] https://marketplace.dentistry.my/
[5] https://www.instagram.com/accounts/login/
[4] https://twitter.com/kylegriffin1/status/1333614296257814528
[4] https://twitter.com/allthecitizens/status/1333834903214059527
[2] https://dailym.ai/mol.im/a/7931931,https://www.dailymail.co.uk/
[2] https://twitter.com/tedcruz/status/1333437175883587585
[2] http://dlvr.it/RmGxkB

Top URLs in Tweet in G2:
[1] https://thehill.com/opinion/healthcare/526214-domestic-ppe-production-more-sustainable-and-good-local-jobs
[1] https://twitter.com/JenniferJJacobs/status/1332005192112492550
[1] https://twitter.com/nytimes/status/1334206982404845571
[1] https://inthesetimes.com/article/healthcare-workers-labor-unions-national-nurses-united-nurses-united-ppe-shortages
[1] https://www.blackenterprise.com/kamala-harris-reaches-out-to-nurse-and-frontline-workers-on-thanksgiving/
[1] https://thechiefleader.com/news/news_of_the_week/medical-worker-unions-urge-passage-of-schumer-bill-offering-11b-for-ppe/article_50115ca6-30e7-11eb-8751-bf65aef7dbd8.html
[1] https://mobile.twitter.com/ScottWAtlas/status/1333574072756682752
[1] https://twitter.com/BanksPatriot/status/1329409931460669442
[1] https://twitter.com/SCforEd/status/1333905544965484546?s=19
[1] https://www.washingtonpost.com/investigations/in-the-early-days-of-the-pandemic-the-us-government-turned-down-an-offer-to-manufacture-millions-of-n95-masks-in-america/2020/05/09/f76a821e-908a-11ea-a9c0-73b93422d691_story.html

Top URLs in Tweet in G3:
[2] https://spectrumnews.smart.link/1wi8wi0ya?article=/nys/capital-region/health/2020/12/01/albany-med-nurses-one-day-strike?cid=share_twitter
[1] https://twitter.com/nynursesunited/status/1332869435779133442
[1] https://www.nwherald.com/2020/08/18/wrongful-death-lawsuit-filed-against-north-aurora-meat-packing-plant/arabs1k/
[1] https://twitter.com/nynurses/status/1332376767106048006
[1] https://twitter.com/nynurses/status/1333753814613168128
[1] https://www.cnn.com/2020/03/30/health/new-york-neurosurgeon-death-coronavirus-mcdonald-twins/index.html?fbclid=IwAR2w4Ji5tsx-fP60mkTiC_CaCspHfGWE_48aacOTxqdqyG3_63CKhnNH0Cs
[1] https://twitter.com/MikePeltonABC15/status/1334212052890521601
[1] https://www.americanoversight.org/veterans-affairs-documents-reveal-more-details-about-agencys-ppe-shortages
[1] https://www.kff.org/policy-watch/covid-19-has-claimed-the-lives-of-100000-long-term-care-residents-and-staff/?utm_campaign=KFF-2020-Coronavirus&utm_medium=email&_hsenc=p2ANqtz-9nmzaXgGvCBr6wkGRz1rFViW_pPY48PJw0bV3n-6etmT-eWpVDw0C8L46kFAfo_X3cVNDo6wJBGAwE2pj2lv_-wsWKrg&_hsmi=100922300&utm_content=100922300&utm_source=hs_email&hsCtaTracking=0cf9e489-4cd0-4f94-bdb9-32ac5f3e0f17%7Ca92a7947-ec33-4fc7-bf4e-ea952dc7e38d
[1] https://bit.ly/2JrMAgU

Top URLs in Tweet in G4:
[4] https://twitter.com/allthecitizens/status/1333834903214059527
[3] https://www.thetimes.co.uk/edition/news/winner-of-ppe-jackpot-buys-third-home-and-one-for-parents-m5kr8ff2b
[2] https://www.politicshome.com/news/article/scottish-property-developer-nhs-ppe-deal
[2] https://www.wiltshire.gov.uk/media/4266/PPE-supplier-spreadsheet/excel/Ppe_supliers_checks_30_june_2020.xlsx?m=637336211898230000
[2] https://bylinetimes.com/2020/11/18/procurement-uk-government-report-coronavirus-national-audit-office-ppe/
[1] https://rebrand.ly/hearing-ppe
[1] https://newsopener.com/uk/the-18bn-coronavirus-ppe-fiasco/
[1] https://www.bbc.co.uk/news/uk-55088995
[1] https://twitter.com/KatyJayne101/status/1291420867310899207
[1] https://bylinetimes.com/2020/08/10/companies-linked-to-exclusive-brethren-evangelical-sect-awarded-hundreds-of-millions-of-ppe-government-contracts/

Top URLs in Tweet in G5:
[5] https://twitter.com/BehindPerth/status/1333579760144846850/photo/1
[3] https://www.joox.com/common_redirect.html?page=playsong&songid=MPjPyVf4d_BeCpadUbxF4w==&appshare=android&area=th&lang=en&ksongid=0
[3] https://www.facebook.com/dprogramThailand/videos/4039639982731457
[3] https://linkmix.co/1809465
[3] https://www.instagram.com/accounts/login/
[3] https://www.facebook.com/dprogramThailand/
[3] https://www.joox.com/common_redirect.html?page=playsong&songid=MPjPyVf4d_BeCpadUbxF4w==&songMid=Zb9427e6b17415&appshare=iphone&area=th&lang=en
[2] https://fb.watch/26RrmHfSfJ/
[2] https://m.facebook.com/story.php?story_fbid=4039639982731457&id=2185819488101720
[2] https://www.joox.com/common_redirect.html?page=playsong&songid=MPjPyVf4d_BeCpadUbxF4w==&appshare=android&area=th&lang=th&ksongid=0

Top URLs in Tweet in G6:
[1] https://www.mi6rogue.com/news

Top URLs in Tweet in G7:
[12] https://www.gofundme.com/f/ppe-for-hawaii-alaska-dentists-and-doctors
[4] https://www.gofundme.com/f/ppe-for-hawaii-alaska-dentists-and-doctors?utm_source=twitter&utm_medium=social&utm_campaign=p_cp+share-sheet
[1] https://www.news.com.au/lifestyle/health/health-problems/quarantine-worker-tests-positive-in-nsw-bringing-virusfree-streak-to-an-end/news-story/d694b914157903facc72a9bf053aaddb
[1] https://twitter.com/actinosproject/status/1333562108760395776
[1] https://twitter.com/bprophetable/status/1333571410501877760?s=20
[1] https://twitter.com/universalmaski2/status/1328449822156787712
[1] https://www.abc.net.au/news/2020-07-28/doctors-at-melbourne-hospital-say-ppe-for-covid-19-inadequate/12497390
[1] https://ppe-for-usa.com
[1] https://ppe-for-usa.com/PPE-GIFT-CARD-p239594844
[1] https://www.who.int/about/who-academy/the-who-academy-s-covid-19-mobile-learning-app

Top URLs in Tweet in G8:
[23] https://www.thetimes.co.uk/article/winner-of-ppe-jackpot-buys-third-home-and-one-for-parents-m5kr8ff2b
[2] https://ft.trib.al/fQSVeXX
[2] https://twitter.com/SBabadook64/status/1330104897384099840?s=19
[2] https://www.thenational.scot/news/18907213.shona-robison-tories-must-impose-windfall-tax-ppes-vast-profits/?ref=twtrec
[1] http://it.Is
[1] https://www.bbc.co.uk/news/uk-55088995
[1] https://twitter.com/mailplus/status/1255378802978500608
[1] https://www.thejournal.ie/?p=5281815&utm_source=shortlink
[1] https://twitter.com/hepworthclare/status/1333846343610216458
[1] https://www.thetimes.co.uk/edition/news/winner-of-ppe-jackpot-buys-third-home-and-one-for-parents-m5kr8ff2b?utm_medium=Social&utm_source=Twitter#Echobox=1606639499

Top URLs in Tweet in G9:
[2] https://twitter.com/tylerwatt90/status/1333358675264741377
[1] https://covid-19.ontario.ca/covid-19-help-businesses-ontario#financial-relief
[1] https://twitter.com/OlaftheP/status/1333920908621201408
[1] https://twitter.com/imgrund/status/1333624999295537160
[1] https://www.cbc.ca/news/canada/sudbury/sudbury-ppe-long-term-care-1.5823824
[1] https://twitter.com/louisesquish/status/1332899114674171904
[1] https://twitter.com/sflecce/status/1332805189447929864
[1] https://twitter.com/ChildHealthCan/status/1329895448644087808
[1] https://globalnews.ca/news/7316751/ontario-funding-bracebridge-ppe/
[1] https://twitter.com/ivriniel/status/1333117278179749889

Top URLs in Tweet in G10:
[6] https://www.businessinsider.com/coronavirus-david-perdue-bought-stock-company-producing-ppe-after-briefing-2020-4
[1] https://www.democracydocket.com/
[1] https://www.georgiademocrat.org/cyber-monday-david-perdues-best-stock-trading-deals/
[1] https://www.rawstory.com/2020/11/busted-again-perdue-traded-hundreds-of-thousands-worth-of-bank-stocks-while-on-senate-banking-committee/#.X8EmVavmDTI.twitter
[1] https://www.wsj.com/articles/veterans-affairs-hospitals-facing-serious-shortage-of-protective-gear-internal-memos-show-11586384293

Top Domains
Top Domains in Tweet in Entire Graph:
[373] twitter.com
[100] marketserengeti.com
[88] co.uk
[38] statnews.com
[26] gofundme.com
[19] youtube.com
[15] instagram.com
[13] joox.com
[13] facebook.com
[13] donorschoose.org

Top Domains in Tweet in G1:
[163] twitter.com
[22] co.uk
[9] vacanciesinturkey.com
[6] dentistry.my
[5] globalnews.ca
[5] instagram.com
[4] theguardian.com
[4] familyreadypack.org
[3] linkedin.com
[3] washingtonpost.com

Top Domains in Tweet in G2:
[10] twitter.com
[1] thehill.com
[1] inthesetimes.com
[1] blackenterprise.com
[1] thechiefleader.com
[1] washingtonpost.com
[1] vanityfair.com
[1] apnews.com
[1] clarionindia.net
[1] thewire.in

Top Domains in Tweet in G3:
[8] twitter.com
[2] smart.link
[1] nwherald.com
[1] cnn.com
[1] americanoversight.org
[1] kff.org
[1] bit.ly
[1] wgntv.com
[1] statnews.com
[1] abc7chicago.com

Top Domains in Tweet in G4:
[9] twitter.com
[4] co.uk
[3] bylinetimes.com
[2] politicshome.com
[2] gov.uk
[1] rebrand.ly
[1] newsopener.com

Top Domains in Tweet in G5:
[13] joox.com
[13] twitter.com
[10] facebook.com
[7] instagram.com
[4] linkmix.co
[3] youtube.com
[2] fb.watch
[1] wom-ent.com
[1] starupdate.com
[1] thaiticketmajor.com

Top Domains in Tweet in G6:
[1] mi6rogue.com

Top Domains in Tweet in G7:
[16] gofundme.com
[10] twitter.com
[2] ppe-for-usa.com
[1] com.au
[1] net.au
[1] who.int
[1] statnews.com
[1] covidcourage.is
[1] glblctzn.me
[1] wgntv.com

Top Domains in Tweet in G8:
[25] co.uk
[7] twitter.com
[2] trib.al
[2] thenational.scot
[1] it.is
[1] thejournal.ie

Top Domains in Tweet in G9:
[8] twitter.com
[1] ontario.ca
[1] cbc.ca
[1] globalnews.ca

Top Domains in Tweet in G10:
[6] businessinsider.com
[1] democracydocket.com
[1] georgiademocrat.org
[1] rawstory.com
[1] wsj.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[419] ppe
[314] kdppe
[297] dprogramthxperth
[268] perthtanapon
[217] covid19
[95] masks
[92] givingtuesday
[84] sales
[84] mba
[77] money



Top Hashtags in Tweet in G1:
[64] ppe
[39] covid19
[16] maskup
[15] covid
[10] coronavirus
[10] facemasks
[9] masks
[9] spreadknowledge
[9] savelives
[7] staysafe

Top Hashtags in Tweet in G2:
[10] healthcareworkers
[8] imthankfulfor
[8] essentialworkers
[8] frontlineworkers
[6] covid19
[3] executiveorder
[2] diaperdonald
[2] trump
[2] covid
[1] wtf

Top Hashtags in Tweet in G3:
[8] covid19
[6] ppe
[6] union
[4] sacrifice
[3] whereisosha
[2] strikeforourlives
[2] safestaffing
[1] protectallworkers
[1] twill
[1] rsna20

Top Hashtags in Tweet in G4:
[15] toryscumbags
[2] torycorruption
[1] pmqs
[1] ppecorruption

Top Hashtags in Tweet in G5:
[311] kdppe
[294] dprogramthxperth
[267] perthtanapon
[62] telltheworldiloveyou
[51] บอกโลกให้รู้ว่ากูรักมึง
[40] บวงสรวงบอกโลกฯxperthbas
[22] บาสเด็กอ้วนที่แท้จริง
[21] simsetthixmpp
[14] perthppe
[14] decemberwish

Top Hashtags in Tweet in G6:
[1] wehavebeenmugged
[1] fcov
[1] fip
[1] sars

Top Hashtags in Tweet in G7:
[36] ppe
[23] covid19
[12] hawaii
[12] alaska
[8] n95
[7] bced
[6] coronavirus
[6] togetherathome
[4] nursinghomes
[4] iceg

Top Hashtags in Tweet in G8:
[3] ppe
[3] torycronyism
[3] dougbarrowman
[2] tories
[2] toryliars
[2] torycorruption
[1] brexit
[1] windrush
[1] markfrancois
[1] tory

Top Hashtags in Tweet in G9:
[6] firelecce
[6] dougford
[6] ontario
[4] onpoli
[3] essential
[1] etfo
[1] cupe
[1] osstf
[1] oecta
[1] votefordout2022

Top Hashtags in Tweet in G10:
[2] gop
[2] resist
[2] demvoice1
[2] scottatlas
[1] kellyloeffler
[1] davidperdue
[1] turngeorgiablue
[1] voteblue
[1] gasenrunoff
[1] freshtweets

Top Words
Top Words in Tweet in Entire Graph:
[5063] ppe
[1097] covid
[683] workers
[601] more
[454] need
[434] people
[419] #ppe
[416] home
[390] risk
[377] pandemic

Top Words in Tweet in G1:
[614] ppe
[101] covid
[66] workers
[64] #ppe
[58] masks
[56] more
[46] people
[46] care
[42] help
[42] need

Top Words in Tweet in G2:
[207] ppe
[104] realdonaldtrump
[60] trump
[42] people
[36] china
[30] joebiden
[29] healthcare
[27] pandemic
[24] care
[24] hospital

Top Words in Tweet in G3:
[204] cleavon_md
[198] cases
[153] covid
[143] ppe
[133] nursing
[108] deaths
[102] homes
[101] infinity
[98] 12
[97] illinois

Top Words in Tweet in G4:
[101] ppe
[101] 500
[95] 000
[79] government
[65] jolyonmaugham
[58] angelarayner
[54] tory
[51] pestfix
[48] councillor
[48] last

Top Words in Tweet in G5:
[311] #kdppe
[306] ว
[296] ร
[294] #dprogramthxperth
[267] #perthtanapon
[260] น
[224] ก
[194] ง
[184] ม
[163] ส

Top Words in Tweet in G6:
[239] ppe
[229] tnicholsmd
[224] room
[224] equipment
[223] stepped
[223] gear
[223] high
[223] risk
[223] procedure
[223] grab

Top Words in Tweet in G7:
[63] ppe
[47] masks
[36] #ppe
[28] n95
[28] ideagov
[26] njbbari3
[24] please
[23] #covid19
[22] alaska
[20] covid

Top Words in Tweet in G8:
[109] ppe
[54] contracts
[44] country
[39] borisjohnson
[37] tory
[31] being
[28] government
[28] awarded
[26] bought
[26] former

Top Words in Tweet in G9:
[155] ppe
[56] care
[50] long
[50] home
[48] term
[45] dropping
[43] tylerwatt90
[41] lecce
[39] partisan
[38] team

Top Words in Tweet in G10:
[163] perdue
[100] ppe
[63] ossoff
[60] ga
[58] vote
[56] ethics
[55] david
[55] pay
[54] shady
[53] thinks

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[246] high,risk
[234] ppe,n95
[231] n95,face
[229] stepped,room
[229] room,gear
[229] gear,high
[229] risk,procedure
[229] procedure,grab
[229] grab,equipment
[229] equipment,checked

Top Word Pairs in Tweet in G1:
[35] covid,19
[25] full,ppe
[20] protective,equipment
[19] personal,protective
[16] healthcare,workers
[13] health,care
[13] equipment,ppe
[12] proper,ppe
[12] face,shields
[10] care,workers

Top Word Pairs in Tweet in G2:
[20] scottwatlas,realdonaldtrump
[18] running,ppe
[16] realdonaldtrump,hospital
[16] hospital,icu's
[16] icu's,full
[16] full,running
[16] ppe,avoidable
[16] avoidable,3rd
[16] 3rd,surge
[16] surge,healthcare

Top Word Pairs in Tweet in G3:
[102] nursing,homes
[98] infinity,nursing
[96] homes,highest
[96] highest,cases
[96] cases,covid
[96] covid,illinois
[96] illinois,117
[96] 117,cases
[96] cases,160
[96] 160,deaths

Top Word Pairs in Tweet in G4:
[85] 500,000
[48] tory,councillor
[43] former,tory
[42] together,latest
[42] latest,former
[42] councillor,whose
[42] whose,firm
[42] firm,lost
[42] lost,500
[42] 000,last

Top Word Pairs in Tweet in G5:
[218] #kdppe,#perthtanapon
[67] ร,กม
[66] ว,าก
[66] าก,ร
[65] ร,ว
[65] กม,ง
[55] perthppe,#kdppe
[52] #บอกโลกให,ร
[51] ว,นน
[48] น,าร

Top Word Pairs in Tweet in G6:
[223] stepped,room
[223] room,gear
[223] gear,high
[223] high,risk
[223] risk,procedure
[223] procedure,grab
[223] grab,equipment
[223] equipment,checked
[223] checked,ppe
[223] ppe,n95

Top Word Pairs in Tweet in G7:
[17] elouise_april3,rajah_mich
[17] stefoons,suss_mark
[15] dlmetcalf,patientsafe3
[15] patientsafe3,elouise_april3
[15] n95,masks
[13] njbbari3,dlmetcalf
[13] masks,hawaii
[13] hawaii,alaska
[13] please,help
[12] rajah_mich,aliciatdennis

Top Word Pairs in Tweet in G8:
[26] former,tory
[26] tory,councillor
[24] councillor,bought
[24] bought,country
[24] country,estate
[24] estate,being
[24] being,awarded
[24] awarded,276m
[24] 276m,government
[19] government,contracts

Top Word Pairs in Tweet in G9:
[48] long,term
[48] term,care
[42] care,home
[40] dropping,ppe
[38] team,lecce
[37] ppe,long
[37] home,partisan
[37] partisan,conservative
[37] conservative,labels
[37] labels,team

Top Word Pairs in Tweet in G10:
[53] david,perdue
[53] perdue,thinks
[53] thinks,ppe
[53] ppe,stands
[53] stands,pay
[53] pay,perdue
[53] perdue,everytime
[53] everytime,course
[53] course,perdue
[53] perdue,shady

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@byn_ppe
@sflecce
@joanna_louise0
@cleavon_md
@kylegriffin1
@arthur27731308
@jdpoohbear
@rapirapi_haru
@mcsassymd

Top Replied-To in G2:
@realdonaldtrump
@joebiden
@donaldjtrumpjr
@8country8
@jenniferjjacobs
@theleadcnn
@markmeadows
@gopchairwoman
@drericding
@parscale

Top Replied-To in G3:
@cleavon_md
@jamesfloveiv
@theworkoutmama
@ctzebra
@dougducey
@nicksawyermd
@feistypastor
@aslavitt
@nynurses
@ellencarmichael

Top Replied-To in G4:
@allthecitizens
@wigapedia
@damianhastie
@codingmonkey
@davemacladd
@eyeswideopen69
@allangpaterson
@shabanabi
@mandoline_blue

Top Replied-To in G5:
@perthppe
@moo_katoon_ppe
@52squared_
@jungwooyy
@gunnapatn
@bplannnnn
@bonnadol
@titlekplee
@perthworld
@nnice_ppe

Top Replied-To in G6:
@tnicholsmd
@artdeadone13790
@sebastianepayne
@frankylou333
@nfl
@keitholbermann
@chriscronson
@alexberenson

Top Replied-To in G7:
@andrewhewat
@bprophetable
@shootsie03
@healthgovau
@joanna_louise0
@danaparish
@victoriancho
@safework_nsw
@pressclubaust
@kaustavbhagat1

Top Replied-To in G8:
@pierrestanley45
@bbcnews
@peston
@jacob_rees_mogg
@skynews
@toryboypierce
@keir_starmer
@hello2youz
@peoplesmomentum
@normandyps

Top Replied-To in G9:
@sflecce
@tylerwatt90
@l_stone
@whitecanadian7
@culturalgary
@fordnation
@torontostar
@sylviacassidy10
@rchilderhose
@alan86_7

Top Replied-To in G10:
@kloeffler
@perduesenate
@pcmullen
@realdonaldtrump
@ossoff
@reverendwarnock
@itsrickbutler
@larryhogan
@designationsix
@gop

Top Mentioned
Top Mentioned in Entire Graph:
@tnicholsmd
@cleavon_md
@socialistdogmom
@perthppe
@realdonaldtrump
@joanna_louise0
@msnbc
@jolyonmaugham
@ilhan
@ossoff

Top Mentioned in G1:
@fintechzoom
@simeonthefool
@fabbaloo
@realmjsharma
@mhcaremed
@kwokscholars
@hmandirola
@dentistrymy
@lasvegaswater

Top Mentioned in G2:
@realdonaldtrump
@joebiden
@scottwatlas
@montyboa99
@kamalaharris
@drericding
@donaldjtrumpjr
@henrymcmaster
@gary4govsc
@murdockresists

Top Mentioned in G3:
@cleavon_md
@nynurses
@littlekittymau
@albanymed
@ctzebra
@aslavitt
@s_r_paul
@montefiorenyc
@nishamehtamd
@drianweissman

Top Mentioned in G4:
@jolyonmaugham
@angelarayner
@allthecitizens
@nicktolhurst
@mandoline_blue
@cirian75
@lordstras
@alanferrier
@artcrunchy
@damianhastie

Top Mentioned in G5:
@perthppe
@telltheworldilu
@ppetrends
@kdppestyle
@allaroundperth
@jeab_for_perth
@chenoeyp
@noperthnolife
@aumimss
@crushonperth

Top Mentioned in G6:
@tnicholsmd
@cleavon_md
@mi6rogue
@mundasue
@buckeyeinwi
@jamiehempel
@alexberenson
@chiproytx
@nflpa
@nfl

Top Mentioned in G7:
@ideagov
@njbbari3
@dlmetcalf
@rajah_mich
@elouise_april3
@aliciatdennis
@stefoons
@suss_mark
@patientsafe3
@busycactus

Top Mentioned in G8:
@borisjohnson
@mikegalsworthy
@davidlammy
@lukedepulford
@matthancock
@conservatives
@skynews
@bbcnews
@financialtimes
@aloksharma_rdg

Top Mentioned in G9:
@tylerwatt90
@fordnation
@sflecce
@ishatreza
@joe_warmington
@talk2oleary
@merlinofcanada
@normalontario
@cbcqueenspark
@melkorka12

Top Mentioned in G10:
@ossoff
@mdrnwrld
@clairermassey
@gop
@kloeffler
@perduesenate
@brucebourgoine
@reverendwarnock
@gtconway3d
@shardreicer

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@japan_lawson
@amazonhelp
@kakusan_rt
@tesco
@ichiban_kirin
@paoloigna1
@existenciala
@s9tmt
@ejlazar

Top Tweeters in G1:
@wbaltv11
@herbsistah
@newsafricanow
@kellyclelland1
@wmur9
@hephaestus7
@wrap02
@kccinews
@starkshiddles
@crazymomma007

Top Tweeters in G2:
@bannerite
@httweets
@betterw05759703
@arcticfox_am_i
@mary_swilling
@on_bender
@all435reps
@pgmckim
@politico
@raemargaret61

Top Tweeters in G3:
@politicalbee
@angelakorras
@cwharlow
@purplegarter1
@geegeebythesea
@loulachat
@wildeoscarcat
@riwired
@soaprookie
@ancientbob

Top Tweeters in G4:
@allchanges
@curiocat13
@jbwhitesnake
@tartancobweb
@catherinemginn
@jackalsbynight
@londonyc
@kingking3107
@janicemorphet
@simon_brooke

Top Tweeters in G5:
@noonathty
@schinarat
@inaverland
@basonlysb5_prem
@mayauki
@boonzoonlee
@tkmmtrigon
@juthamas161
@nunamaki_kyumin
@toptrendthai

Top Tweeters in G6:
@s9tmt
@79topper
@brendaperrott
@msmwatchdog2013
@unlewis
@patta47cake
@hijcp
@jeannie_hartley
@lawgirl318
@digyoursoul

Top Tweeters in G7:
@jjj5819
@johangreg
@ketaminh
@ksp_libs
@prpeep
@bprophetable
@abcnews
@jdignum
@givengrace1986
@skynewsaust

Top Tweeters in G8:
@angelneptustar
@bbcnews
@skynews
@csibike1
@financialtimes
@lunaperla
@iromg
@helensalmon2
@trickyd90556041
@exiledbitch

Top Tweeters in G9:
@jeannebartram
@gadflyquebec
@merlinofcanada
@aureliacotta
@torontostar
@kathy73921688
@bloodtribeelect
@dianneathome
@clerysboy
@wordsleadmeon

Top Tweeters in G10:
@sylviaz1913
@abramson1234
@ronpyke
@susanpoe7
@richardhurst19
@easaint
@mrfly187
@resistersis20
@1zzyzyx1
@ava4bleue


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