PPE, Twitter, 9/23/2020 9:46:32 AM, 235799


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PPE_2020-09-23_00-48-31.xlsx
PPE_2020-09-23_00-48-31.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 23, 2020
Short Description:
PPE via NodeXL https://bit.ly/2G5nVgo
@grantstern
@joebiden
@realdonaldtrump
@len_papp
@ppe_sale
@thedailybeast
@fascinatorfun
@acemsdavis1
@sprzyslp
@jesusnarrowway

Top hashtags:
#ppe
#coroanvirus
#kdppe
#perthtanapon
#covid19
#คอสเมดไลฟ์xเพิร์ธ
#masks
#sales
#mba

Description:
Description
The graph represents a network of 9,759 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 September 2020 at 08:02 UTC.

The requested start date was Wednesday, 23 September 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 2-hour, 18-minute period from Saturday, 19 September 2020 at 01:02 UTC to Tuesday, 22 September 2020 at 03:21 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 : 9759
Unique Edges : 6348
Edges With Duplicates : 12275
Total Edges : 18623
Number of Edge Types : 5
Tweet : 1494
Retweet : 5227
MentionsInRetweet : 6982
Replies to : 1570
Mentions : 3350
Self-Loops : 1528
Reciprocated Vertex Pair Ratio : 0.0125916181168953
Reciprocated Edge Ratio : 0.0248700816629547
Connected Components : 1460
Single-Vertex Connected Components : 431
Maximum Vertices in a Connected Component : 4488
Maximum Edges in a Connected Component : 9595
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 8.478505
Graph Density : 0.000113159612326257
Modularity : 0.589125
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 9,759 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 September 2020 at 08:02 UTC.

The requested start date was Wednesday, 23 September 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 2-hour, 18-minute period from Saturday, 19 September 2020 at 01:02 UTC to Tuesday, 22 September 2020 at 03:21 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:
[57] https://www.washingtonpost.com/graphics/2020/local/news/n-95-shortage-covid/
[48] https://bylinetimes.com/2020/09/16/company-conservative-donations-government-ppe-procurement-deal/
[42] https://bylinetimes.com/2020/09/18/firm-meller-designs-conservative-donor-nets-millions-government-ppe-deals/
[30] https://www.cricket.com.au/news/australia-england-players-arrive-in-uae-for-ipl-ppe-smith-finch-warner-cummins-covid-19/2020-09-19
[25] https://www.propublica.org/article/poorly-protected-postal-workers-are-catching-covid-19-by-the-thousands-its-one-more-threat-to-voting-by-mail
[22] https://maddogpac.com/collections/room-rater
[17] https://www.maskswithmission.com/
[14] https://www.bloomberg.com/news/articles/2020-09-17/behind-china-s-epic-dash-for-ppe-that-left-the-world-short-on-masks?cmpid=socialflow-twitter-businessweek&utm_campaign=socialflow-organic&utm_medium=social&utm_content=businessweek&utm_source=twitter
[13] https://www.youtube.com/watch?v=gm5eY0pEChY&feature=youtu.be

[12] https://www.abc.net.au/news/2020-09-20/victorian-coronavirus-second-wave-fuelled-by-ppe-n95-shortages/12670226

Top URLs in Tweet in G1:
[10] https://www.businessinsider.com/kushner-dismissed-new-york-death-toll-as-their-problem-report-2020-9
[4] https://www.newyorker.com/magazine/2020/09/28/a-young-kennedy-in-kushnerland-turned-whistle-blower
[3] https://bylinetimes.com/2020/09/16/company-conservative-donations-government-ppe-procurement-deal/
[3] https://apple.news/A4Cyxjrt1Qd2q4nwW0PhVCw
[2] https://www.thedailybeast.com/jared-kushner-reportedly-said-thats-their-problem-when-new-york-pleaded-for-help-with-covid-ppe-supplies
[2] https://www.iol.co.za/news/politics/khusela-diko-snubs-ppe-tender-graft-probe-6446fd8f-30af-4783-a7dd-fcc226deb461
[2] http://www.msn.com/en-us/news/politics/his-people-are-going-to-suffer-and-thats-their-problem-jared-kushner-said-new-york-gov-andrew-cuomo-didnt-pound-the-phones-hard-enough-to-get-ppe-for-his-state-according-to-report/ar-BB19bPS6?ocid=st
[2] https://www.smh.com.au/politics/federal/failure-of-leadership-health-workers-denied-proper-gear-20200918-p55x10.html
[2] http://www.kmbc.com/article/high-school-class-shifts-production-to-provide-ppe-to-classmates/34083734?src=app
[2] https://twitter.com/ABSCBNNews/status/1307838200979873793

Top URLs in Tweet in G2:
[5] https://www.smh.com.au/politics/federal/failure-of-leadership-health-workers-denied-proper-gear-20200918-p55x10.html
[5] https://www.abc.net.au/news/2020-09-20/victorian-coronavirus-second-wave-fuelled-by-ppe-n95-shortages/12670226
[3] https://www.cdc.gov/coronavirus/2019-ncov/prevent-getting-sick/how-covid-spreads.html
[3] https://www.heraldsun.com.au/remote/check_cookie.html?url=https%3a%2f%2fwww.heraldsun.com.au%2fnews%2fvictorian-health-officials-refused-to-provide-aged-care-workers-ppe-amid-theft-fears%2fnews-story%2f3feb4a374bf7f8cfd78d57709b1e821f
[2] https://www.abc.net.au/news/2020-09-21/coronavirus-victorian-ppe-guidelines-healthcare-defended-cmo/12685452
[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://losangeles.cbslocal.com/2020/09/01/ahmc-healthcare-workers-hold-vigil-for-colleagues-who-lost-battle-with-coronavirus/
[1] https://twitter.com/abcnews/status/1307428521283739648
[1] https://www.health.gov.au/sites/default/files/documents/2020/09/guidance-on-the-use-of-personal-protective-equipment-ppe-in-hospitals-during-the-covid-19-outbreak_1.pdf
[1] https://twitter.com/meganranney/status/1307823938899251201

Top URLs in Tweet in G3:
[5] https://www.ama-assn.org/about/leadership/recurring-ppe-shortages-must-be-resolved-now
[4] https://www.mcknights.com/news/lawmakers-demand-answers-from-pence-on-worsening-ppe-shortages/
[2] https://www.healio.com/news/primary-care/20200902/survey-ppe-shortages-continue-for-many-nurses
[2] https://www.youtube.com/watch?v=9QfImDeQGdg&feature=youtu.be

[1] https://www.fema.gov/fact-sheet/coronavirus-pandemic-response-ppe-packages-nursing-homes
[1] https://www.washingtonpost.com/graphics/2020/local/news/n-95-shortage-covid/
[1] https://www.npr.org/2020/09/16/913448230/npr-investigates-why-the-shortages-of-personal-protective-equipment
[1] https://www.amazon.com/Orange-Man-Big-White-House-ebook/dp/B089N8XVTW
[1] https://www.instagram.com/accounts/login/?next=/p/CFawx-6jWWL/%3Figshid%3D3y38zlad97vc
[1] https://www.washingtonpost.com/graphics/2020/local/news/n-95-shortage-covid/?itid=hp-top-table-main

Top URLs in Tweet in G4:
[4] https://bylinetimes.com/2020/09/18/firm-meller-designs-conservative-donor-nets-millions-government-ppe-deals/
[3] https://bylinetimes.com/2020/09/16/company-conservative-donations-government-ppe-procurement-deal/
[2] https://twitter.com/mrlkdds/status/1306959893652484103
[1] https://bylinetimes.com/2020/09/21/government-ppe-deals-conservatives-364-million/
[1] https://www.gov.uk/government/publications/adult-social-care-coronavirus-covid-19-winter-plan-2020-to-2021/adult-social-care-our-covid-19-winter-plan-2020-to-2021
[1] https://www.thecanary.co/uk/2020/09/22/evidence-of-johnson-governments-covid-cronyism-and-incompetence-laid-bare/
[1] https://twitter.com/Jgs_x/status/1308149129697259522
[1] https://bylinetimes.com/2020/09/14/government-awards-122-million-ppe-contract-to-one-month-old-firm/
[1] https://twitter.com/EmergMedDr/status/1308071887038304257
[1] https://twitter.com/premnsikka/status/1307963721717895168

Top URLs in Tweet in G5:
[2] https://www.dailymail.co.uk/news/article-8199193/Sadiq-Khan-reavels-14-TfL-staff-died-coronavirus-says-dont-need-PPE.html
[2] https://www.youtube.com/watch?v=MUF_07d2djY&feature=youtu.be

[2] https://www.dailymail.co.uk/news/article-8749243/Covid-gridlock-puts-999-patients-peril.html
[2] https://www.youtube.com/watch?v=kGBEaYEtiys&feature=youtu.be

[2] https://www.politeia.co.uk/internal-market-bill-by-martin-howe-qc/
[2] https://www.nationalreview.com/2020/08/history-is-on-the-side-of-republicans-filling-a-supreme-court-vacancy-in-2020/
[2] https://www.express.co.uk/news/politics/1336738/european-union-crisis-sweden-swexit-david-bannerman-peter-lundgren
[2] https://www.telegraph.co.uk/politics/2020/09/20/hungary-breaks-ranks-eu-back-liam-fox-next-wto-chief/
[2] https://www.express.co.uk/showbiz/tv-radio/1338333/Britains-got-talent-ofcom-complaints-Alesha-Dixon-black-lives-matter-necklace-itv-video
[2] https://twitter.com/SadiqKhan/status/1307624099414528001

Top URLs in Tweet in G6:
[1] https://www.justice.gov/opa/pr/department-justice-identifies-new-york-city-portland-and-seattle-jurisdictions-permitting

Top URLs in Tweet in G7:
[2] https://bylinetimes.com/2020/09/21/government-ppe-deals-conservatives-364-million/
[2] https://bylinetimes.com/2020/09/16/company-conservative-donations-government-ppe-procurement-deal/
[2] https://bylinetimes.com/2020/09/02/government-awards-43-8-million-ppe-deal-to-dormant-firm/
[1] https://www.independent.co.uk/news/health/coronavirus-nhs-deaths-healthcare-workers-covid-care-doctors-nurses-a9665386.html
[1] https://bylinetimes.com/2020/09/14/government-awards-122-million-ppe-contract-to-one-month-old-firm/
[1] https://www.bbc.co.uk/news/uk-53672841
[1] https://inews.co.uk/news/health/pest-fix-nhs-ppe-coronavirus-pandemic-government-contracts-519806
[1] http://www.toronto.ca/litter

Top URLs in Tweet in G8:
[13] https://www.youtube.com/watch?v=gm5eY0pEChY&feature=youtu.be

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

[3] https://www.joox.com/common_redirect.html?page=playsong&songid=sUA+rkFdLWwS7T9O73ojhQ==&appshare=android&area=th&lang=th&ksongid=0
[3] https://www.youtube.com/watch?v=N8XsJlpEWoE&feature=youtu.be

[2] https://twitter.com/OH_mes2/status/1307850170084646912
[1] https://www.siamzone.com/board/view.php?sid=4386457
[1] https://twitter.com/shoooootlove/status/1308085834353049607
[1] https://twitter.com/pssationproject/status/1307871695101923329
[1] http://www.starzab.com/2020/09/12/11279/
[1] https://twitter.com/artoogoog/status/1307852699799449601

Top URLs in Tweet in G9:
[5] https://www.thedailybeast.com/robert-f-kennedys-grandson-comes-out-as-jared-kushners-coronavirus-ppe-task-force-whistleblower?source=twitter&via=desktop
[4] https://www.thedailybeast.com/robert-f-kennedys-grandson-comes-out-as-jared-kushners-coronavirus-ppe-task-force-whistleblower?via=newsletter
[2] https://www.thedailybeast.com/jared-kushner-reportedly-said-thats-their-problem-when-new-york-pleaded-for-help-with-covid-ppe-supplies?via=twitter_page
[2] https://www.thedailybeast.com/jared-kushner-reportedly-said-thats-their-problem-when-new-york-pleaded-for-help-with-covid-ppe-supplies?source=twitter&via=desktop
[2] https://www.thedailybeast.com/jared-kushner-reportedly-said-thats-their-problem-when-new-york-pleaded-for-help-with-covid-ppe-supplies
[1] https://www.thedailybeast.com/jared-kushner-reportedly-said-thats-their-problem-when-new-york-pleaded-for-help-with-covid-ppe-supplies?source=twitter&via=mobile
[1] https://twitter.com/clearing_fog/status/1259658311399387136
[1] https://www.nbcnews.com/news/amp/ncna1223921
[1] https://twitter.com/BanksPatriot/status/1283943457464242176
[1] https://www.indianz.com/News/2020/05/22/propublica-former-trump-aide-provided-fa.asp

Top URLs in Tweet in G10:
[1] https://www.newsbreak.com/news/0X1Z9VW6/his-people-are-going-to-suffer-and-thats-their-problem-jared-kushner-said-new-york-gov-andrew-cuomo-didnt-pound-the-phones-hard-enough-to-get-ppe-for-his-state-according-to-report?s=oldSite&ss=i2
[1] https://www.whitehouse.gov/presidential-actions/memorandum-order-defense-production-act-regarding-3m-company/?utm_source=link&utm_medium=header
[1] https://www.healthcaredive.com/news/osha-fines-3-hospital-systems-for-ppe-violations/585127/
[1] https://www.newyorker.com/magazine/2020/09/28/a-young-kennedy-in-kushnerland-turned-whistle-blower
[1] https://twitter.com/Benhardt_Constr/status/1304479889463152643?s=20
[1] https://twitter.com/ryannmcenany/status/1307805883955580928
[1] https://www.washingtonpost.com/health/us-sent-millions-of-face-masks-to-china-early-this-year-ignoring-pandemic-warning-signs/2020/04/18/aaccf54a-7ff5-11ea-8013-1b6da0e4a2b7_story.html
[1] https://twitter.com/washingtonpost/status/1307123037553283072

Top Domains
Top Domains in Tweet in Entire Graph:
[276] twitter.com
[117] bylinetimes.com
[68] com.au
[65] washingtonpost.com
[62] marketserengeti.com
[37] youtube.com
[30] thedailybeast.com
[28] propublica.org
[25] businessinsider.com
[24] maddogpac.com

Top Domains in Tweet in G1:
[71] twitter.com
[11] businessinsider.com
[10] com.au
[7] instagram.com
[5] bylinetimes.com
[5] patch.com
[5] newyorker.com
[4] msn.com
[3] thedailybeast.com
[3] co.za

Top Domains in Tweet in G2:
[18] twitter.com
[9] com.au
[9] net.au
[4] gov.au
[3] cdc.gov
[1] cnn.com
[1] cbslocal.com
[1] theconversation.com
[1] oup.com
[1] elsevierhealth.com

Top Domains in Tweet in G3:
[5] ama-assn.org
[4] mcknights.com
[2] washingtonpost.com
[2] healio.com
[2] youtube.com
[2] businessinsider.com
[1] fema.gov
[1] npr.org
[1] amazon.com
[1] instagram.com

Top Domains in Tweet in G4:
[9] bylinetimes.com
[7] twitter.com
[1] gov.uk
[1] thecanary.co

Top Domains in Tweet in G5:
[19] twitter.com
[14] co.uk
[4] youtube.com
[2] nationalreview.com
[1] foxnews.com
[1] theguardian.com
[1] mylondon.news
[1] washingtontimes.com
[1] thepostmillennial.com
[1] dailywire.com

Top Domains in Tweet in G6:
[1] justice.gov

Top Domains in Tweet in G7:
[7] bylinetimes.com
[3] co.uk
[1] toronto.ca

Top Domains in Tweet in G8:
[19] youtube.com
[8] twitter.com
[3] joox.com
[1] siamzone.com
[1] starzab.com
[1] cwtv.com

Top Domains in Tweet in G9:
[16] thedailybeast.com
[2] twitter.com
[1] nbcnews.com
[1] indianz.com
[1] thehill.com

Top Domains in Tweet in G10:
[3] twitter.com
[1] newsbreak.com
[1] whitehouse.gov
[1] healthcaredive.com
[1] newyorker.com
[1] washingtonpost.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[294] ppe
[267] coroanvirus
[237] kdppe
[207] perthtanapon
[197] covid19
[118] คอสเมดไลฟ์xเพิร์ธ
[65] masks
[54] sales
[54] mba
[53] ccp



Top Hashtags in Tweet in G1:
[46] ppe
[18] covid19
[8] smartnews
[7] masks
[7] coronavirus
[7] usa
[5] cdnpoli
[5] covid
[4] 9news
[4] n95

Top Hashtags in Tweet in G2:
[23] covid19
[19] ppe
[15] covid19vic
[9] aerosol
[6] sacrifice
[5] hcw
[5] covid19aus
[5] auspol
[4] springst
[3] globalgoals

Top Hashtags in Tweet in G3:
[8] executiveorder
[6] covid19
[6] ppe
[3] coronavirus
[2] trumplied200kamericansdied
[2] trumpvirus
[2] trumpknewanddidnothing
[2] mask
[2] socialdistancing
[2] vote

Top Hashtags in Tweet in G4:
[7] ppe
[4] gove
[4] dominiccummings
[2] dentistry
[2] keyworkers
[2] didoharding
[2] tories
[1] testandtrace
[1] cummings
[1] covid19

Top Hashtags in Tweet in G5:
[5] maga
[4] filltheseat
[3] filltheseatnow
[2] rememberinnovember
[2] cnnsotu
[2] walkaway
[2] covid19
[2] kag2020
[2] harrisadministration
[2] aoc

Top Hashtags in Tweet in G6:
[256] coroanvirus
[1] bidensunitingus

Top Hashtags in Tweet in G7:
[26] covid19uk
[2] ppecorruption
[2] ppecontracts
[2] torycorruption
[2] cityofto
[1] coroanvirus
[1] oilandgas

Top Hashtags in Tweet in G8:
[234] kdppe
[206] perthtanapon
[117] คอสเมดไลฟ์xเพิร์ธ
[30] อาการงี้
[22] หัวใจศิวัช
[12] perthsaintsation
[12] อาการงี้ritzxperth
[12] cosmedlivexmark
[9] ritz_rueangritz
[9] 19กันยาทวงอํานาจคืนราษฏร

Top Hashtags in Tweet in G9:
[3] ppe
[1] ppegate

Top Hashtags in Tweet in G10:
[5] covid19
[5] coronavirus
[4] ppe
[3] lies
[2] coroanvirus
[2] cdc
[1] saynotojoe
[1] trueleadership
[1] protectnurses
[1] saynotohcwwearingtrashbagsasppe

Top Words
Top Words in Tweet in Entire Graph:
[5097] ppe
[865] covid
[783] trump
[572] need
[560] masks
[535] care
[512] people
[473] states
[450] क
[448] going

Top Words in Tweet in G1:
[399] ppe
[58] covid
[48] masks
[46] #ppe
[38] people
[32] workers
[32] mask
[30] enough
[30] trump
[30] pandemic

Top Words in Tweet in G2:
[265] ppe
[69] health
[58] care
[52] workers
[48] aged
[43] covid
[42] guidelines
[42] staff
[40] masks
[40] skynewsaust

Top Words in Tweet in G3:
[235] ppe
[167] realdonaldtrump
[84] trump
[44] states
[36] still
[35] presssec
[33] china
[32] deaths
[32] doing
[32] healthcare

Top Words in Tweet in G4:
[133] care
[127] ppe
[87] company
[87] covid
[75] doctor_oxford
[69] social
[62] plan
[61] contracts
[61] govt
[57] party

Top Words in Tweet in G5:
[263] acted
[99] ppe
[90] act
[90] world
[89] china
[88] pandemic
[88] buy
[87] couldve
[87] prevented
[87] infect

Top Words in Tweet in G6:
[261] states
[257] trump
[257] need
[256] halted
[256] #coroanvirus
[256] response
[256] figured
[256] blue
[256] made
[256] compete

Top Words in Tweet in G7:
[171] ppe
[157] len_papp
[154] covid
[152] wear
[151] wife
[150] working
[150] tonight
[150] brampton
[150] civic
[150] icu

Top Words in Tweet in G8:
[282] ร
[234] #kdppe
[206] #perthtanapon
[156] น
[148] ว
[130] ก
[128] ธ
[117] #คอสเมดไลฟ
[117] xเพ
[99] ท

Top Words in Tweet in G9:
[113] ppe
[95] thedailybeast
[84] hard
[83] people
[82] didn
[81] cuomo
[81] pound
[81] phones
[81] enough
[81] state

Top Words in Tweet in G10:
[68] joebiden
[66] ppe
[22] ventilators
[19] trump
[18] record
[16] means
[13] china
[13] those
[12] acosta
[12] virus

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[289] blue,states
[281] enough,ppe
[267] trump,halted
[267] halted,#coroanvirus
[267] #coroanvirus,response
[267] response,figured
[267] figured,need
[267] need,blue
[267] states,made
[267] made,compete

Top Word Pairs in Tweet in G1:
[27] covid,19
[21] enough,ppe
[15] pound,phones
[15] phones,hard
[15] hard,enough
[15] ppe,state
[15] people,going
[15] going,suffer
[14] york,gov
[14] gov,andrew

Top Word Pairs in Tweet in G2:
[48] aged,care
[34] worldoracle,skynewsaust
[32] skynewsaust,company
[32] never,contacted
[31] company,distributes
[31] distributes,ppe
[31] ppe,victoria
[31] victoria,ample
[31] ample,supplies
[31] supplies,never

Top Word Pairs in Tweet in G3:
[27] adequate,ppe
[26] presssec,realdonaldtrump
[21] healthcare,workers
[19] jared,kushner
[17] 200,000
[15] kushner,responsible
[14] nurseninapa,presssec
[14] responsible,deaths
[14] deaths,hundreds
[14] hundreds,healthcare

Top Word Pairs in Tweet in G4:
[67] social,care
[57] care,plan
[56] ask,yourself
[56] yourself,govt
[56] govt,posted
[56] posted,covid
[56] covid,social
[56] plan,29pm
[56] 29pm,fri
[56] fri,night

Top Word Pairs in Tweet in G5:
[87] pandemic,couldve
[87] couldve,prevented
[87] prevented,china
[87] china,acted
[87] acted,act
[87] act,acted
[87] acted,infect
[87] infect,world
[87] world,acted
[87] acted,buy

Top Word Pairs in Tweet in G6:
[256] trump,halted
[256] halted,#coroanvirus
[256] #coroanvirus,response
[256] response,figured
[256] figured,need
[256] need,blue
[256] blue,states
[256] states,made
[256] made,compete
[255] grantstern,trump

Top Word Pairs in Tweet in G7:
[150] wife,working
[150] working,tonight
[150] tonight,brampton
[150] brampton,civic
[150] civic,icu
[150] icu,covid
[150] covid,wear
[150] wear,ppe
[150] ppe,12
[150] 12,hrs

Top Word Pairs in Tweet in G8:
[167] #kdppe,#perthtanapon
[124] ร,ธ
[117] #คอสเมดไลฟ,xเพ
[117] xเพ,ร
[49] #perthtanapon,#คอสเมดไลฟ
[26] ห,ห
[24] #perthtanapon,#kdppe
[22] เพ,ร
[22] ว,นน
[22] #ห,วใจศ

Top Word Pairs in Tweet in G9:
[81] cuomo,didn
[81] didn,pound
[81] pound,phones
[81] phones,hard
[81] hard,enough
[81] enough,ppe
[81] ppe,state
[81] state,people
[81] people,going
[81] going,suffer

Top Word Pairs in Tweet in G10:
[9] record,pace
[8] acosta,freezing
[8] freezing,means
[8] means,manufacturing
[8] manufacturing,ventilators
[8] ventilators,record
[8] pace,maybe
[8] maybe,means
[8] means,getting
[8] getting,vaccine

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@joebiden
@mike_pence
@presssec
@ppe_d2m
@jdpoohbear
@rockythedogg
@jeffmusk
@matthancock
@whitehouse

Top Replied-To in G2:
@sherridouville
@angie_rasmussen
@liammannix
@skynewsaust
@j_c_campbell
@dwuhlfelderlaw
@aliciatdennis
@targe_m
@worldoracle
@sparnis

Top Replied-To in G3:
@realdonaldtrump
@presssec
@mike_pence
@motherfer2
@bettemidler
@gop
@johncornyn
@kieran_cheux
@hawleymo
@tedcruz

Top Replied-To in G4:
@matthancock
@kayburley
@peterstefanovi2
@keir_starmer
@mrjamesob
@drphilhammond
@bernardjenkin
@doctor_oxford
@svb1976
@kevin_maguire

Top Replied-To in G5:
@christophgottel
@bobzyerunkle
@darrengrimes_
@sadiqkhan
@tfl
@_chris_n8
@thebradfordfile
@sayitnspinit
@kwilliam111
@bbradley_mans

Top Replied-To in G6:
@funder
@theswprincess
@rosie_wearamask

Top Replied-To in G7:
@len_papp
@peterjukes

Top Replied-To in G8:
@boomytorao
@mosulak
@gubgibwsy_
@perthppe
@folktagram1

Top Replied-To in G9:
@ninaandtito
@lincolnsbible
@joshmorrison191

Top Replied-To in G10:
@joebiden
@acosta
@gmopundit
@_4u2nv
@essarr
@alliebsn
@4real4ev
@johnqpu13727420
@lifeofajaybird
@alagunis

Top Mentioned
Top Mentioned in Entire Graph:
@grantstern
@realdonaldtrump
@len_papp
@trillanessonny
@lrihendry
@harleyshah
@thedailybeast
@robwhart
@usmc_3
@anneapplebaum

Top Mentioned in G1:
@usesquire18
@1freshtake
@vittorioangel1
@jejeaneane
@no_ri_ppe_

Top Mentioned in G2:
@skynewsaust
@j_c_campbell
@cdcgov
@worldoracle
@jljcolorado
@venessb
@aliciatdennis
@danielandrewsmp
@ketaminh
@drajm

Top Mentioned in G3:
@realdonaldtrump
@realdebfarmer
@presssec
@nurseninapa
@mike_pence
@dad_darius
@aoc
@senrobportman
@gop
@friedhofskatzes

Top Mentioned in G4:
@doctor_oxford
@peterstefanovi2
@matthancock
@shahmiruk
@shawemily
@davidschneider
@premnsikka
@bori
@borisjohnson
@liamyoung

Top Mentioned in G5:
@usmc_3
@sadiqkhan
@darrengrimes_
@realdonaldtrump
@bacardinen
@christophgottel
@lily_layfield
@ppe_sale
@biancogiraffe
@luketay10314108

Top Mentioned in G6:
@grantstern
@apadillafilm6
@business
@sallydeal4
@heartsaboundusa
@angels808288
@funder
@joebiden
@theswprincess
@cheekforutah

Top Mentioned in G7:
@len_papp
@peterjukes
@martinmorrey
@tweetforthemany
@meaghanburden
@grantstern
@cityoftoronto
@cornish_damo
@_amy93
@redpainter1

Top Mentioned in G8:
@perthppe
@jeab_for_perth
@ppetrends
@ps_officialth
@allaroundperth
@jeab_kt4
@paozanaja
@behindperth
@rung1312
@bplannnnn

Top Mentioned in G9:
@thedailybeast
@ninaandtito
@clearing_fog
@bankspatriot
@braintreebrat
@dianesbaker1
@deblume
@ddawnr1
@longasucan2
@wendybugliari

Top Mentioned in G10:
@joebiden
@acosta
@taftermath2020
@nationalnurses
@realdonaldtrump
@cfheather
@peoples85875860
@sicilianpearl
@voteblueus
@wmur9

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@tomthunkitsmind
@dichristine
@immoralreport
@s9tmt
@littlebytesnews
@geoffrey_payne
@ez4u2say_janis
@rjber15
@cybersec_feeds

Top Tweeters in G1:
@littlebytesnews
@toicitiesnews
@pgrandee10
@shayz0rz
@9newssyd
@9newsqueensland
@nytimesbusiness
@9newsadel
@privateofficer
@missltoe

Top Tweeters in G2:
@markplackett1
@ketaminh
@tyrelle123
@forgerat
@davidmatheson27
@abcnews
@lizdolphinfluff
@ladypoop2
@elvislver56
@euphoriceuler

Top Tweeters in G3:
@britpoptarts
@thehill
@betterw05759703
@foxnews
@runpattirun
@upchuck66
@beverlyfolkers
@washingtonpost
@bandersdavidson
@cltrotlyn

Top Tweeters in G4:
@daily_express
@esme_hornbeam
@leel06lee
@nofrills
@parsifel43
@jackalsbynight
@mickster_1
@michaelrosenyes
@1kilroywashere
@johnnybridge2

Top Tweeters in G5:
@princessbibirf_
@googleexpertuk
@dunbdav
@kurtschlichter
@logansteven
@fairyq15
@sundncefn
@superbikeal
@stillgray
@onecauseatatime

Top Tweeters in G6:
@carolmaewy
@justwhatnowwhy
@business
@tres444
@girlzinger
@mtmarilyn2
@tam_resist
@deeloralei
@tbell1968
@vmbritsch

Top Tweeters in G7:
@russelltim151
@akuma_river
@fj_newman
@bob_levitt
@carlsl
@northbelle4
@hullfair
@peterjukes
@kskinnervan
@anneottley

Top Tweeters in G8:
@schinarat
@coffeematez
@ohxsehunn
@tyron_triston
@boonzoonlee
@shutup2557
@tkmmtrigon
@juthamas161
@nunamaki_kyumin
@khaosodonline

Top Tweeters in G9:
@79topper
@lovetogive2
@ydanasmithdutra
@kate_hawkins776
@purrmonsta
@snarkytoes
@thedailybeast
@dollymad1812
@txmattie
@pink1963dsw

Top Tweeters in G10:
@americanmom01
@wmur9
@oldyella49
@cfheather
@ejjpridmore
@the_nabster
@debra0827
@marathonernyc
@cindipuncerelli
@hunterjcullen


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