PPE, Twitter, 9/21/2020 12:10:13 PM, 235584


FAQ | Problem?

PPE_2020-09-21_00-49-40.xlsx
PPE_2020-09-21_00-49-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 21, 2020
Short Description:
PPE via NodeXL https://bit.ly/2RKGYPx
@ppe_sale
@realdonaldtrump
@doctor_oxford
@thedailybeast
@borisjohnson
@joebiden
@onacioudyday
@skynewsaust
@bilderberg_gp
@billkristol

Top hashtags:
#ppe
#kdppe
#perthtanapon
#covid19
#คอสเมดไลฟ์xเพิร์ธ
#masks
#coronavirus

Description:
Description
The graph represents a network of 10,152 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 Monday, 21 September 2020 at 07:57 UTC.

The requested start date was Monday, 21 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, 21-hour, 8-minute period from Thursday, 17 September 2020 at 02:52 UTC to Monday, 21 September 2020 at 00:00 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 : 10152
Unique Edges : 6721
Edges With Duplicates : 12090
Total Edges : 18811
Number of Edge Types : 5
Retweet : 5144
MentionsInRetweet : 6873
Tweet : 1572
Replies to : 1715
Mentions : 3507
Self-Loops : 1602
Reciprocated Vertex Pair Ratio : 0.00933284051007208
Reciprocated Edge Ratio : 0.0184930879794928
Connected Components : 1601
Single-Vertex Connected Components : 434
Maximum Vertices in a Connected Component : 4175
Maximum Edges in a Connected Component : 8810
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 8.092868
Graph Density : 0.000105994052455673
Modularity : 0.594495
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 10,152 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 Monday, 21 September 2020 at 07:57 UTC.

The requested start date was Monday, 21 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, 21-hour, 8-minute period from Thursday, 17 September 2020 at 02:52 UTC to Monday, 21 September 2020 at 00:00 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:
[99] https://bylinetimes.com/2020/09/16/company-conservative-donations-government-ppe-procurement-deal/
[41] https://bylinetimes.com/2020/09/14/government-awards-122-million-ppe-contract-to-one-month-old-firm/
[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
[27] https://www.bloomberg.com/news/articles/2020-09-17/behind-china-s-epic-dash-for-ppe-that-left-the-world-short-on-masks
[23] https://bylinetimes.com/2020/09/18/firm-meller-designs-conservative-donor-nets-millions-government-ppe-deals/
[16] 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
[14] https://news.yahoo.com/jared-kushner-reportedly-said-free-191157402.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[12] https://www.businessinsider.com/kushner-dismissed-new-york-death-toll-as-their-problem-report-2020-9
[12] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate
[10] https://www.youtube.com/watch?v=jAMoswZzUUc&feature=youtu.be


Top URLs in Tweet in G1:
[58] https://bylinetimes.com/2020/09/16/company-conservative-donations-government-ppe-procurement-deal/
[29] https://bylinetimes.com/2020/09/14/government-awards-122-million-ppe-contract-to-one-month-old-firm/
[20] https://bylinetimes.com/2020/09/18/firm-meller-designs-conservative-donor-nets-millions-government-ppe-deals/
[2] https://pod.link/1522910878/episode/NWY2MzIyMDVhOTIxMmI1ZDFjMmIxNjJi
[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://bylinetimes.com/2020/07/09/another-strange-contract-the-loophole-allowing-the-government-to-avoid-ppe-procurement-rules/
[1] https://twitter.com/dailymirror/status/1307793715604447233
[1] https://twitter.com/brexit_sham/status/1306652427949674497
[1] https://twitter.com/SteveDaines/status/1307015342326190081
[1] https://www.nytimes.com/2020/09/10/us/virus-florida-nursing-homes-contract-workers.html

Top URLs in Tweet in G2:
[1] https://twitter.com/JenniferJJacobs/status/1306672271973646343
[1] https://www.donaldjtrump.com/media/timeline-joe-biden-was-behind-the-curve-on-the-coronavirus/
[1] https://www.spiked-online.com/2020/09/17/its-time-for-ireland-to-grow-up/
[1] https://nymag.com/intelligencer/2020/04/hospitals-face-a-white-house-blockade-for-coronavirus-ppe.html
[1] https://www.ncbi.nlm.nih.gov/books/NBK470223/
[1] https://www.politico.com/news/2020/03/27/republican-fundraiser-company-coronavirus-152184
[1] https://www.today.com/news/jared-kushner-responds-trump-publicly-downplaying-coronavirus-threat-t191671
[1] https://twitter.com/Acyn/status/1306405145270390784
[1] https://www.businessinsider.com/jared-kushner-coronavirus-task-force-prioritized-ppe-trump-associates-nyt-2020-5
[1] https://www.businessinsider.com/kushner-dismissed-new-york-death-toll-as-their-problem-report-2020-9

Top URLs in Tweet in G3:
[5] https://bylinetimes.com/2020/09/16/company-conservative-donations-government-ppe-procurement-deal/
[4] https://bylinetimes.com/2020/09/14/government-awards-122-million-ppe-contract-to-one-month-old-firm/
[2] https://www.spiked-online.com/2020/09/17/its-time-for-ireland-to-grow-up/
[2] https://www.dailymail.co.uk/news/article-8744401/Report-claims-Covid-19-jab-trial-paused-transverse-myelitis-left-woman-struggling-walk.html
[2] https://thenationalpulse.com/politics/kassam-reveals-fox-soros-debate/
[2] https://www.dailymail.co.uk/news/article-8743551/Migrant-boats-donated-charity-September-busiest-month-Channel-crossings.html
[2] http://dailym.ai/is
[2] https://www.dailymail.co.uk/sport/formulaone/article-8743133/Kimi-Raikkonen-delivers-cheeky-jibe-Lewis-Hamilton-throwback-Instagram-post.html
[2] https://rmx.news/article/article/how-many-murders-in-germany-are-committed-by-refugees-the-government-refuses-to-say
[2] http://news.sky.com/story/downing-street-hits-back-at-joe-biden-and-suggests-he-doesnt-understand-its-brexit-proposals-12074116

Top URLs in Tweet in G4:
[9] https://www.businessinsider.com/kushner-dismissed-new-york-death-toll-as-their-problem-report-2020-9
[6] https://www.bbc.co.uk/news/uk-54200466
[5] https://bylinetimes.com/2020/09/16/company-conservative-donations-government-ppe-procurement-deal/
[4] https://www.bloomberg.com/news/articles/2020-09-17/behind-china-s-epic-dash-for-ppe-that-left-the-world-short-on-masks
[4] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate
[3] https://twitter.com/donmoyn/status/1306614873502224385
[3] https://www.thedailybeast.com/jared-kushner-reportedly-said-thats-their-problem-when-new-york-pleaded-for-help-with-covid-ppe-supplies
[3] 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
[3] https://www.businessinsider.com/kushner-march-state-bidding-wars-ppe-thats-their-problem-2020-9
[2] https://thenewdaily.com.au/news/coronavirus/2020/09/17/estia-keilor-coronavirus-outbreak/

Top URLs in Tweet in G5:
[2] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=vanity-fair&utm_social-type=earned
[1] https://www.thedailybeast.com/jared-kushner-reportedly-said-thats-their-problem-when-new-york-pleaded-for-help-with-covid-ppe-supplies?source=cheats&via=rss
[1] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate
[1] https://twitter.com/vanityfair/status/1306684382036586496
[1] https://townhall.com/tipsheet/juliorosas/2020/04/02/gov-andrew-cuomo-has-not-accepted-remingtons-offer-ppe-ventilators-n2566211?amp=true

Top URLs in Tweet in G6:
[4] 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
[4] https://abc7ny.com/6429266/?ex_cid=TA_WABC_TW&taid=5f63e35507638d0001275a02&utm_campaign=trueAnthem:+New+Content+(Feed)&utm_medium=trueAnthem&utm_source=twitter
[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
[1] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate?mc_cid=f1f31583f3&mc_eid=9eaccdcd96
[1] https://twitter.com/RepMarciaFudge/status/1303403244027248654
[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

Top URLs in Tweet in G7:
[3] https://www.abc.net.au/news/2020-09-20/victorian-coronavirus-second-wave-fuelled-by-ppe-n95-shortages/12670226
[2] https://www.cdc.gov/coronavirus/2019-ncov/prevent-getting-sick/how-covid-spreads.html
[1] https://web.archive.org/web/20200917013309/https://www.cdc.gov/coronavirus/2019-ncov/prevent-getting-sick/how-covid-spreads.html
[1] https://theconversation.com/ppe-unmasked-why-health-care-workers-in-australia-are-inadequately-protected-against-coronavirus-143751
[1] https://academic.oup.com/cid/advance-article/doi/10.1093/cid/ciaa1385/5905584
[1] https://www.dhhs.vic.gov.au/personal-protective-equipment-ppe-covid-19
[1] https://www.dhhs.vic.gov.au/coronavirus-covid-19-guide-conventional-use-personal-protective-equipment-ppe
[1] https://twitter.com/mister_wynn/status/1306696599976906752
[1] https://twitter.com/drvyom/status/1307462371938459649
[1] https://twitter.com/heyracheddie/status/1307809300354486272

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

[7] 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.youtube.com/watch?v=TkEvag8kLXc&feature=youtu.be

[3] https://www.youtube.com/watch?v=xAxSEyX7Eh4&feature=youtu.be

[3] https://www.youtube.com/watch?v=N8XsJlpEWoE&feature=youtu.be

[2] https://www.instagram.com/accounts/login/?next=/p/CFMY2N3lEw1/%3Figshid%3D83z2nribcx1z
[2] https://twitter.com/Fantopia_Th/status/1306783774672388097?s=20
[1] http://www.starzab.com/2020/09/12/11279/
[1] https://forms.gle/Ywk9ByZRvdDCjJF78

Top URLs in Tweet in G9:
[2] https://www.bloomberg.com/news/articles/2020-09-17/behind-china-s-epic-dash-for-ppe-that-left-the-world-short-on-masks
[1] https://www.bloomberg.com/tosv.html?url=L2phdmVsaW4vY29tL2FydGljbGUvYmFzaWMvcHVibGlzaGVkLzIwMjAtMDktMTcvYmVoaW5kLWNoaW5hLXMtZXBpYy1kYXNoLWZvci1wcGUtdGhhdC1sZWZ0LXRoZS13b3JsZC1zaG9ydC1vbi1tYXNrcz91dG1fc291cmNlPXVybF9saW5rJnNyZWY9NlpFNnEyWFI=&uuid=60ab9100-f95e-11ea-8246-ff19b71abf28&vid=

Top URLs in Tweet in G10:
[1] https://khabar.ndtv.com/news/india/rajyasbha-mp-sanjay-singh-raises-up-ppe-kit-scam-in-parliament-demands-cbi-inquiry-2296878

Top Domains
Top Domains in Tweet in Entire Graph:
[346] twitter.com
[169] bylinetimes.com
[56] com.au
[53] bloomberg.com
[52] co.uk
[50] marketserengeti.com
[48] youtube.com
[25] businessinsider.com
[24] yahoo.com
[21] vanityfair.com

Top Domains in Tweet in G1:
[109] bylinetimes.com
[7] twitter.com
[2] pod.link
[1] gov.uk
[1] nytimes.com
[1] politicshome.com

Top Domains in Tweet in G2:
[14] twitter.com
[5] businessinsider.com
[2] nih.gov
[2] google.com
[2] salon.com
[1] donaldjtrump.com
[1] spiked-online.com
[1] nymag.com
[1] politico.com
[1] today.com

Top Domains in Tweet in G3:
[41] twitter.com
[25] co.uk
[13] bylinetimes.com
[3] spiked-online.com
[2] thenationalpulse.com
[2] dailym.ai
[2] rmx.news
[2] sky.com
[2] youtube.com
[2] nationalreview.com

Top Domains in Tweet in G4:
[89] twitter.com
[13] businessinsider.com
[10] co.uk
[8] com.au
[5] bloomberg.com
[5] vanityfair.com
[5] instagram.com
[5] bylinetimes.com
[4] apple.news
[4] thedailybeast.com

Top Domains in Tweet in G5:
[3] vanityfair.com
[1] thedailybeast.com
[1] twitter.com
[1] townhall.com

Top Domains in Tweet in G6:
[9] thedailybeast.com
[4] abc7ny.com
[1] vanityfair.com
[1] twitter.com

Top Domains in Tweet in G7:
[16] twitter.com
[5] net.au
[2] cdc.gov
[2] gov.au
[1] archive.org
[1] theconversation.com
[1] oup.com
[1] voxpoliticalonline.com
[1] bylinetimes.com
[1] linkedin.com

Top Domains in Tweet in G8:
[31] youtube.com
[4] twitter.com
[2] instagram.com
[2] facebook.com
[1] starzab.com
[1] forms.gle
[1] cwtv.com

Top Domains in Tweet in G9:
[3] bloomberg.com

Top Domains in Tweet in G10:
[1] ndtv.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[301] ppe
[270] kdppe
[241] perthtanapon
[189] covid19
[153] คอสเมดไลฟ์xเพิร์ธ
[54] masks
[48] coronavirus
[46] sales
[46] mba
[40] course



Top Hashtags in Tweet in G1:
[11] ppe
[11] bbcqt
[9] boriscanbebought
[4] gove
[4] dominiccummings
[4] protectallworkers
[3] fightfor15
[3] podcast
[1] wearadamnmask
[1] covid

Top Hashtags in Tweet in G2:
[12] covid19
[11] coronavirus
[9] executiveorder
[6] ppe
[5] trumploveschina
[3] bidenharris2020
[2] votebluetosaveamerica
[2] votebiden
[2] votebidenharris2020
[2] trumplied200kdied

Top Hashtags in Tweet in G3:
[6] covid19
[6] maga
[5] bbcqt
[3] coronavirus
[3] defundthebbc
[2] brexit
[2] multiculturalism
[2] deleteuber
[2] wheretobritain
[2] ubered

Top Hashtags in Tweet in G4:
[41] ppe
[18] covid19
[7] masks
[7] smartnews
[6] coronavirus
[6] usa
[5] covid__19
[5] covid
[5] mask
[5] cdnpoli

Top Hashtags in Tweet in G5:
[3] bankaporos
[3] wetmarket
[2] covid19
[1] newyorker
[1] newyorktough
[1] fail
[1] maybenexttime
[1] freethemall
[1] trumpliedpeopledied
[1] kushnerliedpeopledied

Top Hashtags in Tweet in G6:
[9] ppe
[6] wtpteam
[6] covid19
[2] pa02
[2] onev1
[2] wtpbiden
[1] rememberinnovember
[1] votebidenharris2020
[1] wtpoh
[1] familiesfirst

Top Hashtags in Tweet in G7:
[16] covid19
[13] covid19vic
[12] ppe
[12] scottyfrommarketing
[6] hcw
[6] aerosol
[4] masks
[4] n95
[4] coronavirus
[3] covid19aus

Top Hashtags in Tweet in G8:
[268] kdppe
[241] perthtanapon
[152] คอสเมดไลฟ์xเพิร์ธ
[23] หัวใจศิวัช
[15] perthsaintsation
[12] cosmedlivexmark
[9] อาการงี้
[9] 19กันยาทวงอํานาจคืนราษฏร
[8] ritz_rueangritz
[7] ไมค์พิรัช

Top Hashtags in Tweet in G10:
[1] राष्ट्रीय_बेरोजगार_दिवस

Top Words
Top Words in Tweet in Entire Graph:
[5410] ppe
[1072] र
[1012] म
[906] people
[859] covid
[684] enough
[678] didn
[640] going
[631] care
[621] masks

Top Words in Tweet in G1:
[254] ppe
[229] million
[229] company
[225] government
[203] contract
[203] party
[200] 000
[183] 400
[180] covid
[180] care

Top Words in Tweet in G2:
[314] ppe
[185] realdonaldtrump
[126] trump
[102] joebiden
[69] testing
[65] china
[56] states
[48] kushner
[43] ventilators
[41] masks

Top Words in Tweet in G3:
[124] ppe
[81] care
[50] matthancock
[47] people
[44] homes
[42] covid
[30] testing
[29] million
[28] social
[28] test

Top Words in Tweet in G4:
[383] ppe
[49] covid
[47] people
[47] masks
[41] #ppe
[36] kushner
[33] trump
[33] enough
[31] pandemic
[30] mask

Top Words in Tweet in G5:
[237] ppe
[203] cuomo
[203] didn
[201] people
[200] pound
[200] phones
[200] hard
[198] going
[197] enough
[196] jared

Top Words in Tweet in G6:
[258] ppe
[254] hard
[251] didn
[251] people
[250] cuomo
[250] pound
[250] phones
[250] enough
[250] state
[250] going

Top Words in Tweet in G7:
[192] ppe
[40] care
[40] workers
[36] health
[32] aged
[31] healthcare
[27] airborne
[26] covid
[26] skynewsaust
[25] vicgovdhhs

Top Words in Tweet in G8:
[338] ร
[268] #kdppe
[241] #perthtanapon
[213] น
[179] ธ
[155] #คอสเมดไลฟ
[152] xเพ
[141] ก
[138] ว
[100] ค

Top Words in Tweet in G9:
[150] ppe
[149] 武漢で新型コロナが問題になってから北京の統一戦線が動いて世界中からマスクなどの個人防護具
[149] を集めて本国に送った様子を指摘するブルームバーグの意見記事
[149] 名古屋でたった3日間で52万枚
[149] のマスクを買い占めて送ったらしい
[148] masatheman
[148] 善悪はさておきその

Top Words in Tweet in G10:
[867] र
[813] म
[495] ख
[305] टर
[270] य
[263] 800
[233] क
[228] द
[226] हज
[165] ग

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[561] enough,ppe
[538] pound,phones
[532] phones,hard
[529] hard,enough
[522] ppe,state
[517] people,going
[508] cuomo,didn
[508] didn,pound
[493] state,people
[334] going,suffer

Top Word Pairs in Tweet in G1:
[183] 400,000
[148] ask,yourself
[148] yourself,govt
[148] govt,posted
[148] posted,covid
[148] covid,social
[148] social,care
[148] care,plan
[148] plan,29pm
[148] 29pm,fri

Top Word Pairs in Tweet in G2:
[31] realdonaldtrump,trump
[31] trump,kushner
[28] kushner,prosecuted
[28] prosecuted,crimes
[28] crimes,against
[28] against,humanity
[28] humanity,pretend
[28] pretend,create
[28] create,testing
[27] testing,network

Top Word Pairs in Tweet in G3:
[40] care,homes
[17] social,care
[16] test,trace
[15] ah,yes
[15] yes,public
[15] public,failed
[15] failed,care
[15] homes,supported
[15] supported,cummings
[15] cummings,durham

Top Word Pairs in Tweet in G4:
[27] enough,ppe
[22] covid,19
[22] pound,phones
[22] phones,hard
[22] hard,enough
[22] ppe,state
[22] people,going
[22] going,suffer
[20] jared,kushner
[15] york,gov

Top Word Pairs in Tweet in G5:
[200] cuomo,didn
[200] didn,pound
[200] pound,phones
[200] phones,hard
[197] hard,enough
[197] enough,ppe
[196] ppe,state
[196] state,people
[196] people,going
[180] jared,kushner

Top Word Pairs in Tweet in G6:
[250] cuomo,didn
[250] didn,pound
[250] pound,phones
[250] phones,hard
[250] hard,enough
[250] enough,ppe
[250] ppe,state
[250] state,people
[250] people,going
[248] going,suffer

Top Word Pairs in Tweet in G7:
[32] aged,care
[25] healthcare,workers
[20] worldoracle,skynewsaust
[20] skynewsaust,company
[20] company,distributes
[20] distributes,ppe
[20] ppe,victoria
[20] victoria,ample
[20] ample,supplies
[20] supplies,never

Top Word Pairs in Tweet in G8:
[171] ร,ธ
[170] #kdppe,#perthtanapon
[152] #คอสเมดไลฟ,xเพ
[152] xเพ,ร
[60] #perthtanapon,#คอสเมดไลฟ
[50] #perthtanapon,#kdppe
[43] เพ,ร
[38] ppetrends,#คอสเมดไลฟ
[29] น,าร
[28] ธ,mc

Top Word Pairs in Tweet in G9:
[149] 武漢で新型コロナが問題になってから北京の統一戦線が動いて世界中からマスクなどの個人防護具,ppe
[149] ppe,を集めて本国に送った様子を指摘するブルームバーグの意見記事
[149] を集めて本国に送った様子を指摘するブルームバーグの意見記事,名古屋でたった3日間で52万枚
[149] 名古屋でたった3日間で52万枚,のマスクを買い占めて送ったらしい
[148] masatheman,武漢で新型コロナが問題になってから北京の統一戦線が動いて世界中からマスクなどの個人防護具
[148] のマスクを買い占めて送ったらしい,善悪はさておきその

Top Word Pairs in Tweet in G10:
[300] म,टर
[256] ख,र
[227] र,द
[226] र,क
[226] हज,र
[226] र,म
[226] म,ख
[150] य,ग
[150] स,म
[150] थर,म

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@joebiden
@emmett_dog
@matthancock
@rockythedogg
@jeffmusk
@kamalaharris
@gop
@kayburley
@liammannix

Top Replied-To in G1:
@eddystone506
@bernardjenkin
@peterstefanovi2
@terrychristian
@kathy__odonnell
@davidschneider
@nigel_pascoe
@blaine_scfc
@bylinetimes
@shamils18

Top Replied-To in G2:
@realdonaldtrump
@joebiden
@kamalaharris
@kylegriffin1
@gop
@whitehouse
@buttonslives
@dailycaller
@bob_sandhu
@gopleader

Top Replied-To in G3:
@matthancock
@kayburley
@scotfax
@bobzyerunkle
@keir_starmer
@darrengrimes_
@tfl
@luketay10314108
@davidkurten
@ppe_sale

Top Replied-To in G5:
@uft
@nygovcuomo
@jakernielson
@billkristol
@theirturn
@amyhous60309946
@skyepuppy
@sunny
@barbarossadude
@followcsa

Top Replied-To in G6:
@repmarciafudge
@congboyle
@thedailybeast

Top Replied-To in G7:
@liammannix
@vicgovdhhs
@youarelobbylud
@nick_coatsworth
@skynewsaust
@oz_f
@aliciatdennis
@worldoracle
@joshthelad3
@zalmanr1

Top Replied-To in G8:
@welove_ps
@md_ppe
@meeyujingjaaa
@theforeverloves
@moo_katoon_ppe

Top Mentioned
Top Mentioned in Entire Graph:
@thedailybeast
@billkristol
@realdonaldtrump
@doctor_oxford
@masatheman
@shahmiruk
@sanjayazadsln
@len_papp
@peterstefanovi2
@davidschneider

Top Mentioned in G1:
@doctor_oxford
@shahmiruk
@peterstefanovi2
@davidschneider
@bylinetimes
@writesbright
@beckettunite
@eddystone506
@terrychristian
@fightfor15

Top Mentioned in G2:
@realdonaldtrump
@joebiden
@patricknova6
@potus
@whitehouse
@kylegriffin1
@kamalaharris
@david_leavitt
@tedlieu
@jaredkushner

Top Mentioned in G3:
@matthancock
@borisjohnson
@realdonaldtrump
@doctor_oxford
@kayburley
@bori
@darrengrimes_
@shawemily
@lozzafox
@lily_layfield

Top Mentioned in G4:
@johnrmoffitt
@roberthulands
@jewel_thin
@somewherecarr
@badgerstew
@tmobiletruckaz
@usesquire18
@1freshtake

Top Mentioned in G5:
@billkristol
@nycmayor
@amy_siskind
@nygovcuomo
@uft
@theirturn
@drdemetre
@gumboqueen3030
@heathmayo
@narceducator

Top Mentioned in G6:
@thedailybeast
@danarubinstein
@abc7ny
@cefaankim
@mollyraepatric3
@billkristol
@dougharding7
@repmarciafudge
@vera_cosmo
@congboyle

Top Mentioned in G7:
@drajm
@skynewsaust
@ketaminh
@vicgovdhhs
@worldoracle
@liammannix
@nick_coatsworth
@aliciatdennis
@cdcgov
@rajah_mich

Top Mentioned in G8:
@perthppe
@ppetrends
@allaroundperth
@jeab_for_perth
@jeab_kt4
@ps_officialth
@paozanaja
@cosmedpharma
@chenoeyp
@bplannnnn

Top Mentioned in G9:
@masatheman

Top Mentioned in G10:
@sanjayazadsln
@aamaadmiparty
@pkgautamaap
@aapdevender

Top Tweeters
Top Tweeters in Entire Graph:
@la_patilla
@pulpnews
@contrapuntovzla
@sectest9
@immoralreport
@s9tmt
@solutioneer72
@geoffrey_payne
@wrikent3500
@mithu796311

Top Tweeters in G1:
@solutioneer72
@bliadhnaichean
@hazelglasgow
@raypride
@leel06lee
@las2950
@lazaroumterror
@nofrills
@socratic1
@ht4ecosocialism

Top Tweeters in G2:
@toby_dorena
@foxnews
@carrybeyond
@smp0312
@jolievie123
@abc
@peri_gisele
@dailycaller
@gloriaseattlewa
@klingensmith_j

Top Tweeters in G3:
@immoralreport
@daily_express
@allchanges
@dunbdav
@bamaperry
@gbroh10
@logansteven
@fairyq15
@telegraph
@trumpcat04

Top Tweeters in G4:
@pulpnews
@legallybae
@trialanderror_v
@roaring_dog
@cfcpac
@citazworld
@9newssyd
@9newsqueensland
@theladyarcher77
@jax_inurbox

Top Tweeters in G5:
@gumboqueen3030
@northwind1ndn
@drlindashelton
@carolynsbuddy
@jrmcgrail
@bmoonan
@boiarski
@thechildrenhour
@rhodafromfloda
@cl2empower

Top Tweeters in G6:
@wrikent3500
@79topper
@awelab1956
@bronxfanatic
@kath2252
@nickasavet
@bndsnoopy61
@m42calhoun
@magsmom7
@audreygarden

Top Tweeters in G7:
@angelakorras
@msmwatchdog2013
@ketaminh
@tyrelle123
@nytimes
@forgerat
@abcnews
@bprophetable
@skynewsaust
@duncanmacmartin

Top Tweeters in G8:
@_draconix
@schinarat
@ohxsehunn
@boonzoonlee
@shutup2557
@juthamas161
@nunamaki_kyumin
@pear_praphatson
@52squared_
@bnitisakha

Top Tweeters in G9:
@monocat33
@yymods
@pressurejoe
@garouneko
@kadotanimitsuru
@nadhirin
@jfifudhdvhdjzuh
@rokotaro
@rogue_monk
@syuhuhaha

Top Tweeters in G10:
@rajkuma71578700
@ranjayvishwkar8
@savitasingh962
@vijaykumar0003
@ikumarashok
@ebadurrahmanan8
@aamaadmiparty
@kaushalchd
@a8010230860
@sidaap