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PPE_2020-11-28_01-14-49.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 29, 2020
Short Description:
PPE via NodeXL https://bit.ly/3li85Oe
@billkristol
@drericding
@bettemidler
@cleavon_md
@ml_barnett
@fascinatorfun
@realdonaldtrump
@joebiden
@rowdyjt
@nnubonnie

Top hashtags:
#ppe
#kdppe
#covid19
#perthtanapon
#iamthankfulfor
#masks
#sales
#mba
#business
#jobs

Description:
Description
The graph represents a network of 8,879 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 28 November 2020 at 09:23 UTC.

The requested start date was Saturday, 28 November 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, 31-minute period from Wednesday, 25 November 2020 at 03:28 UTC to Saturday, 28 November 2020 at 01:00 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 : 8879
Unique Edges : 4339
Edges With Duplicates : 11976
Total Edges : 16315
Number of Edge Types : 5
Tweet : 1211
Retweet : 5632
MentionsInRetweet : 6707
Replies to : 1176
Mentions : 1589
Self-Loops : 1234
Reciprocated Vertex Pair Ratio : 0.00816416593115622
Reciprocated Edge Ratio : 0.0161961041803458
Connected Components : 1223
Single-Vertex Connected Components : 356
Maximum Vertices in a Connected Component : 4493
Maximum Edges in a Connected Component : 9566
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 5.466073
Graph Density : 0.000115923625993593
Modularity : 0.562116
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 8,879 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 28 November 2020 at 09:23 UTC.

The requested start date was Saturday, 28 November 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, 31-minute period from Wednesday, 25 November 2020 at 03:28 UTC to Saturday, 28 November 2020 at 01:00 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:
[17] https://www.forbes.com/sites/siladityaray/2020/11/24/major-ppe-maker-shuts-factories-after-nearly-2500-workers-test-positive-for-covid-19/
[14] https://www.youtube.com/watch?v=WcVaCqrBqJo&feature=youtu.be

[14] https://www.news18.com/news/opinion/is-modi-really-a-reformer-how-economic-reforms-in-may-2020-put-a-permanent-end-to-this-debate-2658887.html
[12] https://trklou.medium.com/gaza-needs-ppe-you-can-help-8f70ab802f9c
[11] https://dailyhive.com/vancouver/good-news-stories-canada-telus-3d-printers
[9] https://www.reuters.com/article/uk-health-coronavirus-britain-ppe-idUSKBN285007?taid=5fbdddd19870190001aa040b&utm_campaign=trueAnthem:+Trending+Content&utm_medium=trueAnthem&utm_source=twitter
[7] 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=%23WhatALife&utm_content=Learn+Sales+In+1+Day+for+FREE.+Sales+teaches+you+how+to+make+money.+Learn+more+click+here%3A
[6] 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=%23WhatALife&utm_content=JOBS+JOBS%21+Join+our+Earn+A+Good+Living+Refferring+PPE+Leads+Programme.+Learn+more+click+here%3A
[6] https://www.liverpoolecho.co.uk/news/liverpool-news/mersey-company-forced-lay-staff-19311174?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[6] 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=%23WhatALife&utm_content=Learn+Sales+In+1+Day+for+FREE.+Sales+teaches+you+how+to+make+money.+Learn+more+click+here%3A

Top URLs in Tweet in G1:
[1] http://smartdissent.com/article/obama-admin-started-program-rapid-mask-production-republicans
[1] https://twitter.com/gallahercaren/status/1331663251290152960

Top URLs in Tweet in G2:
[2] https://www.forbes.com/sites/siladityaray/2020/11/24/major-ppe-maker-shuts-factories-after-nearly-2500-workers-test-positive-for-covid-19/
[1] https://twitter.com/jenniferjjacobs/status/1332005192112492550
[1] https://www.mobilize.us/faircount/event/364082/
[1] https://on.ft.com/2J4yguk
[1] https://www.ft.com/content/775233da-1dc3-42c9-b222-5a54dd3dd008
[1] https://buff.ly/3oa0y67
[1] https://twitter.com/RossMcCaff/status/1331915600772411392

Top URLs in Tweet in G3:
[1] https://www.newsletter.co.uk/news/crime/illegal-drugs-hidden-ni-consignment-ppe-justice-minister-naomi-long-vows-take-fight-organised-crime-gangs-3047763
[1] https://www.nydailynews.com/coronavirus/ny-coronavirus-nyc-ppe-shortfall-20201125-fky7rlzwm5de5ctqj5nhwhchsy-story.html
[1] https://twitter.com/AOC/status/1331322903317663744
[1] https://www.businessinsider.com/gop-liability-protection-provision-businesses-workers-coronavirus-aid-bill-terrible-2020-8?utmSource=twitter&utmContent=referral&utmTerm=topbar&referrer=twitter

Top URLs in Tweet in G4:
[4] https://www.forbes.com/sites/siladityaray/2020/11/24/major-ppe-maker-shuts-factories-after-nearly-2500-workers-test-positive-for-covid-19/
[3] https://www.bbc.co.uk/news/health-55061183
[3] https://line.me/ti/p/BjS9htaSPT
[2] https://news.sky.com/story/covid-19-uk-spent-extra-10bn-on-ppe-due-to-inadequate-supply-report-finds-12141010
[2] https://jp.reuters.com/article/health-coronavirus-britain-ppe-idJPKBN2850BO
[2] https://twitter.com/DrEricDing/status/1331784146847461376
[2] https://amruthatechnologies.blogspot.com/2018/08/how-to-select-right-valve-design-video.html
[2] https://www.premiumtimesng.com/news/more-news/428150-covid-19-ty-danjumas-ngo-donates-n1bn-food-ppe-to-idps-vulnerable-groups.html
[2] https://familyreadypack.org/product/family-pack-mask-box-adult-mask-box-kids/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://www.globalppemart.com/buyers

Top URLs in Tweet in G5:
[2] https://www.gofundme.com/f/infinity-strike-fund
[1] https://twitter.com/nytimes/status/1331716918034771968
[1] https://twitter.com/RioSlade/status/1332172103181869057
[1] https://twitter.com/Covid19Docs/status/1331359029403258888
[1] https://www.seattletimes.com/seattle-news/health-providers-strike-over-safety-concerns-at-multicares-indigo-clinics/?fbclid=IwAR3Sg7JiQgA-Zpx-qjfvUS-Ur7BHqVL4LyCgHTgwh7QifPj6MCWWfzmTofc
[1] https://chicago.suntimes.com/business/2020/11/23/21591108/infinity-nursing-homes-seiu-healthcare-strike-hazard-pay-ppe
[1] https://twitter.com/leonarey23/status/1331455369080614914

Top URLs in Tweet in G6:
[5] https://www.gofundme.com/f/ppe-for-hawaii-alaska-dentists-and-doctors
[1] 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://gf.me/u/y45rbq
[1] https://twitter.com/ltgrusselhonore/status/1331794190313861126
[1] https://www.gofundme.com/f/getmeppe-chi
[1] https://www.kalw.org/post/covid-19-surge-causing-burnout-staffing-shortages-among-nurses-nationwide
[1] https://www.newsobserver.com/news/coronavirus/article244408372.html
[1] https://twitter.com/shesinscrubs/status/1332154908095754240
[1] https://twitter.com/seiuhciimk/status/1331236603998646272
[1] https://twitter.com/nationalnurses/status/1332125942135758850

Top URLs in Tweet in G7:
[5] https://bylinetimes.com/2020/11/25/national-audit-office-frontline-workers-failed-wasteful-inefficient-15-billion-ppe-procurement-effort/
[3] https://www.politicshome.com/news/article/scottish-property-developer-nhs-ppe-deal
[2] https://www.dailymail.co.uk/news/article-8983591/GUY-ADAMS-stunned-helped-pay-21M-Spanish-PPE-businessman.html
[2] https://news.sky.com/story/covid-19-ppe-stockpile-at-felixstowe-costing-taxpayers-1m-a-day-12140497
[2] https://www.politicshome.com/news/article/scottish-property-developer-nhs-ppe-deal?utm_medium=email&utm_campaign=EB%201811&utm_content=EB%201811+CID_28b1f6a98cb80d873524adc3a1011693&utm_source=Email%20newsletters&utm_term=Exclusive%20A%20Scottish%20Property%20Developer%20Who%20Said%20He%20Knew%20Nothing%20At%20All%20About%20PPE%20Was%20Handed%2096m%20To%20Supply%20Surgical%20Gowns%20To%20The%20NHS
[2] https://bylinetimes.com/2020/11/18/procurement-uk-government-report-coronavirus-national-audit-office-ppe/
[2] https://www.bbc.co.uk/news/health-55061183
[1] https://www.theguardian.com/world/2020/nov/25/uks-chaotic-ppe-procurement-cost-billions-extra
[1] https://twitter.com/jolyonmaugham/status/1331582100961685504
[1] https://twitter.com/pickardje/status/1331494959871107073

Top URLs in Tweet in G8:
[3] https://www.businessinsider.com/coronavirus-david-perdue-bought-stock-company-producing-ppe-after-briefing-2020-4
[1] https://www.politico.com/news/2020/04/26/trump-ppe-fake-news-207523
[1] https://www.washingtonpost.com/politics/kushner-coronavirus-effort-said-to-be-hampered-by-inexperienced-volunteers/2020/05/05/6166ef0c-8e1c-11ea-9e23-6914ee410a5f_story.html

Top URLs in Tweet in G9:
[1] https://foomii.com/00185/2020112212560573389
[1] https://www3.nhk.or.jp/news/html/20201127/k10012735291000.html
[1] https://twitcasting.tv/keiki22/movie/653356822

Top URLs in Tweet in G10:
[2] https://twitter.com/linetvth/status/1331934381817036801?s=19
[2] https://www.youtube.com/watch?v=k1VF-GUXHJk&feature=youtu.be

[2] https://www.simsetthi.com/magicofwinter/
[2] https://www.youtube.com/watch?v=gm5eY0pEChY&feature=youtu.be

[1] https://twitter.com/CTR2DAB/status/1331809133272522773
[1] https://twitter.com/PerthPic/status/1332141197188620289
[1] https://m.facebook.com/1483454928554062/posts/2931964117036462/
[1] https://www.khaosod.co.th/special-stories/news_5404726
[1] https://twitter.com/perthppe/status/1332185314740224001
[1] https://twitter.com/AllAroundPerth/status/1328325409239310336

Top Domains
Top Domains in Tweet in Entire Graph:
[222] twitter.com
[54] marketserengeti.com
[41] co.uk
[31] youtube.com
[21] forbes.com
[15] reuters.com
[14] news18.com
[13] medium.com
[11] dailyhive.com
[10] gofundme.com

Top Domains in Tweet in G1:
[1] smartdissent.com
[1] twitter.com

Top Domains in Tweet in G2:
[2] twitter.com
[2] forbes.com
[2] ft.com
[1] mobilize.us
[1] buff.ly

Top Domains in Tweet in G3:
[1] co.uk
[1] nydailynews.com
[1] twitter.com
[1] businessinsider.com

Top Domains in Tweet in G4:
[73] twitter.com
[8] co.uk
[8] forbes.com
[5] reuters.com
[5] cbc.ca
[4] google.com
[3] diba.cat
[3] instagram.com
[3] line.me
[3] blogspot.com

Top Domains in Tweet in G5:
[4] twitter.com
[2] gofundme.com
[1] seattletimes.com
[1] suntimes.com

Top Domains in Tweet in G6:
[7] gofundme.com
[5] twitter.com
[1] gf.me
[1] kalw.org
[1] newsobserver.com
[1] fiercehealthcare.com
[1] prospect.org

Top Domains in Tweet in G7:
[8] twitter.com
[7] bylinetimes.com
[5] co.uk
[5] politicshome.com
[2] theguardian.com
[2] sky.com
[1] newsopener.com
[1] pharm2farm.org

Top Domains in Tweet in G8:
[3] businessinsider.com
[1] politico.com
[1] washingtonpost.com

Top Domains in Tweet in G9:
[1] foomii.com
[1] or.jp
[1] twitcasting.tv

Top Domains in Tweet in G10:
[8] twitter.com
[4] youtube.com
[3] simsetthi.com
[1] facebook.com
[1] co.th
[1] linkmix.co

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[222] ppe
[121] kdppe
[116] covid19
[115] perthtanapon
[79] iamthankfulfor
[47] masks
[46] sales
[46] mba
[44] business
[44] jobs



Top Hashtags in Tweet in G1:
[1] smartdissent
[1] ppe
[1] covid19
[1] gopgenocide
[1] iamthankfulfor

Top Hashtags in Tweet in G2:
[4] iamthankfulfor
[2] covid19
[2] ppe
[1] healthcareheroes
[1] trumpliedpeopledied
[1] covid_19
[1] covidー19
[1] serco

Top Hashtags in Tweet in G3:
[2] trumpfail
[1] proudmomofanurse

Top Hashtags in Tweet in G4:
[46] ppe
[14] covid19
[6] economyrising
[6] covid
[4] masks
[3] 3dprinting
[3] coronavirus
[3] ppesupplies
[3] healthcare
[3] safety

Top Hashtags in Tweet in G5:
[3] strikeforourlives
[3] ppe
[2] getusppe
[2] icunurse
[2] covid19
[1] docsaredyingnotlying
[1] fightfor15
[1] covid
[1] az
[1] arizona

Top Hashtags in Tweet in G6:
[26] covid19
[7] n95
[6] coronavirus
[6] ppe
[3] elections
[3] n95masks
[3] getusppe
[2] healthcare
[1] usa
[1] protectnurses

Top Hashtags in Tweet in G7:
[12] pmqs
[7] sunak
[6] ppe
[5] covid
[2] typicaltorycronyism
[1] marr
[1] ppescandal
[1] moonshot
[1] rms
[1] pestfix

Top Hashtags in Tweet in G8:
[3] executiveorder
[2] resist
[1] vote
[1] turngeorgiablue
[1] voteblue
[1] gasenrunoff
[1] airbornecovid
[1] coronavirus
[1] ppe
[1] putinspuppetemperor

Top Hashtags in Tweet in G10:
[121] kdppe
[115] perthtanapon
[16] บุ๋นเปรม
[15] bb0un
[14] perthxfantopia2020
[12] fantopia2020
[12] emwinterwonderlandxperth
[12] prem_space
[10] บอกโลกให้รู้ว่ากูรักมึง
[10] telltheworldiloveyou

Top Words
Top Words in Tweet in Entire Graph:
[3932] ppe
[2089] trump
[1763] pandemic
[1451] today
[1263] americans
[1246] billkristol
[1243] light
[1241] behave
[1240] urged
[1240] responsibly

Top Words in Tweet in G1:
[1196] billkristol
[1193] pandemic
[1191] today
[1191] urged
[1191] americans
[1191] behave
[1191] responsibly
[1191] light
[1176] trump
[1168] asked

Top Words in Tweet in G2:
[837] drericding
[538] ppe
[516] trump
[489] full
[488] vietnam
[487] brien
[486] ummm
[486] embarrassing
[486] wh
[486] delegation

Top Words in Tweet in G3:
[347] bettemidler
[215] trump
[207] over
[201] military
[199] spent
[198] last
[197] bragged
[197] trillion
[197] dollars
[197] three

Top Words in Tweet in G4:
[302] ppe
[52] covid
[46] #ppe
[31] workers
[30] क
[27] people
[27] mask
[25] masks
[22] 19
[22] र

Top Words in Tweet in G5:
[274] cleavon_md
[271] ppe
[249] dying
[235] pandemic
[230] lack
[228] etc
[227] doctor
[227] frontlines
[227] covid19
[227] concerned

Top Words in Tweet in G6:
[107] ppe
[50] joebiden
[41] workers
[33] medical
[32] talisa
[29] states
[26] #covid19
[26] ivankatrump
[24] kamalaharris
[23] please

Top Words in Tweet in G7:
[123] ppe
[69] tory
[49] hancock
[45] worst
[42] patel
[42] bullied
[42] civil
[42] servants
[42] jenrick
[42] saved

Top Words in Tweet in G8:
[92] ppe
[73] realdonaldtrump
[28] trump
[21] covid
[16] hospitals
[16] still
[14] election
[13] masks
[13] pandemic
[12] states

Top Words in Tweet in G9:
[323] 大阪
[162] 札幌
[162] 名古屋市
[162] 東京の順に破断界か
[162] 感染爆発とかで右往左往しているが
[162] もう制御不能で
[162] 統計も壊れたので破綻は目前と言うか現在進行形
[162] 比較的ひまして居るお医者
[162] 看護士さんには赤紙来るね
[162] しかも無責任な形で

Top Words in Tweet in G10:
[139] ร
[127] น
[121] #kdppe
[115] #perthtanapon
[106] ม
[97] ว
[84] ก
[71] ย
[63] ด
[61] ไม

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1241] americans,behave
[1240] urged,americans
[1240] behave,responsibly
[1240] responsibly,light
[1240] light,pandemic
[1239] billkristol,today
[1217] pandemic,asked
[1216] today,trump
[1216] trump,urged
[1216] asked,congress

Top Word Pairs in Tweet in G1:
[1191] urged,americans
[1191] americans,behave
[1191] behave,responsibly
[1191] responsibly,light
[1191] light,pandemic
[1190] billkristol,today
[1168] pandemic,asked
[1167] today,trump
[1167] trump,urged
[1167] asked,congress

Top Word Pairs in Tweet in G2:
[486] ummm,embarrassing
[486] embarrassing,trump
[486] trump,wh
[486] wh,delegation
[486] delegation,led
[486] led,robert
[486] robert,brien
[486] brien,visits
[486] visits,vietnam
[486] vietnam,hotel

Top Word Pairs in Tweet in G3:
[197] trump,bragged
[197] bragged,spent
[197] spent,over
[197] over,trillion
[197] trillion,dollars
[197] dollars,military
[197] military,last
[197] last,three
[197] three,years
[197] years,tanks

Top Word Pairs in Tweet in G4:
[19] covid,19
[13] full,ppe
[9] personal,protective
[9] protective,equipment
[8] क,ट
[7] ppe,suits
[7] ppe,क
[6] macroeconomics,before
[6] pm,modi
[6] great,contributions

Top Word Pairs in Tweet in G5:
[227] doctor,frontlines
[227] frontlines,covid19
[227] covid19,pandemic
[227] pandemic,concerned
[227] concerned,dying
[227] dying,due
[227] due,lack
[227] lack,ppe
[227] ppe,etc
[227] etc,speak

Top Word Pairs in Tweet in G6:
[17] joebiden,please
[16] university,chicago
[16] chicago,medical
[16] medical,center
[16] center,rn
[16] rn,talisa
[16] talisa,hardin
[16] hardin,spoke
[16] spoke,vice
[16] vice,president

Top Word Pairs in Tweet in G7:
[42] patel,bullied
[42] bullied,civil
[42] civil,servants
[42] servants,worst
[42] worst,jenrick
[42] jenrick,saved
[42] saved,tory
[42] tory,donor
[42] donor,40m
[42] 40m,planning

Top Word Pairs in Tweet in G8:
[12] scientificrealm,realdonaldtrump
[11] lillithmind,scientificrealm
[10] realdonaldtrump,running
[10] running,ppe
[10] ppe,hospital
[10] hospital,donald
[10] donald,trump
[10] trump,keeps
[10] keeps,talking
[10] talking,election

Top Word Pairs in Tweet in G9:
[162] 大阪,札幌
[162] 札幌,名古屋市
[162] 名古屋市,東京の順に破断界か
[162] 東京の順に破断界か,感染爆発とかで右往左往しているが
[162] 感染爆発とかで右往左往しているが,もう制御不能で
[162] もう制御不能で,統計も壊れたので破綻は目前と言うか現在進行形
[162] 統計も壊れたので破綻は目前と言うか現在進行形,比較的ひまして居るお医者
[162] 比較的ひまして居るお医者,看護士さんには赤紙来るね
[162] 看護士さんには赤紙来るね,しかも無責任な形で
[162] しかも無責任な形で,かわいそうに

Top Word Pairs in Tweet in G10:
[87] #kdppe,#perthtanapon
[30] ว,นน
[24] ร,ธ
[23] เพ,ร
[17] perthppe,#kdppe
[16] #บ,นเปรม
[15] ไม,ได
[15] ร,ว
[14] #perthtanapon,#kdppe
[13] #perthtanapon,#perthxfantopia2020

Top Replied-To
Top Replied-To in Entire Graph:
@byn_ppe
@bwc_ppe
@realdonaldtrump
@ppe_ppo
@bettemidler
@paula_ppe
@joebiden
@cleavon_md
@drericding
@ivankatrump

Top Replied-To in G1:
@billkristol
@merrilllynched
@judy34900519
@marshablackburn
@tonyschwartz

Top Replied-To in G2:
@drericding
@cleavon_md
@motivatehumble
@christieccio
@drdanchoi
@jongs107wxsnl1
@feliciahsiehsw
@gibson597
@lisahagan7

Top Replied-To in G3:
@bettemidler
@luthienirl
@gildy61
@dianehain
@cdcdirector
@audreymspolitic

Top Replied-To in G5:
@cleavon_md
@dougducey
@angry_staffer
@globalgyno
@9thflooraz
@eddydlt_10
@samsarasings
@andyrowe8880
@gallahercaren

Top Replied-To in G6:
@joebiden
@ivankatrump
@armandoraynal
@bradbeauregardj
@lizgarbus
@chuckgrassley
@reedgalen
@kamalaharris
@mtnmd
@yamane_patricia

Top Replied-To in G7:
@borisjohnson
@billyby17
@matthancock
@fascinatorfun
@barneytheginge1
@angelarayner
@neal_preshner
@gmb
@ras33565374
@tnewtondunn

Top Replied-To in G8:
@realdonaldtrump
@kloeffler
@michell4trump20
@senatorloeffler
@repdlesko
@perduesenate
@lisatower
@gop
@n_pudden
@moochiebug

Top Replied-To in G9:
@senmokadaisuki

Top Replied-To in G10:
@byn_ppe
@fessthai
@bbyysun_
@onzexxs
@moo_katoon_ppe
@wine_zorory
@charoenpura
@jipchula
@kupbup
@bplannnnn

Top Mentioned
Top Mentioned in Entire Graph:
@billkristol
@drericding
@bettemidler
@cleavon_md
@bb45_colorado
@ml_barnett
@georgiademocrat
@cirumuriuki
@defendelections
@funder

Top Mentioned in G1:
@billkristol
@senatemajldr
@riotwomennn
@glassmeg
@smartdissent
@johncornyn
@bettemidler
@sabarizvimd
@sherman48166790
@splcenter

Top Mentioned in G2:
@drericding
@billkristol
@cleavon_md
@motivatehumble
@mary1kathy
@jongs107wxsnl1
@lisakjell571
@christieccio
@thecityny

Top Mentioned in G3:
@bettemidler
@drericding
@demopj
@billkristol
@nydailynews
@cleavon_md
@fema
@hhsgov
@cdcdirector
@cdcgov

Top Mentioned in G4:
@irma5913
@unsdgworld
@myshield_jp
@premiumtimesng
@mpumalangadire1
@rudamans
@fr_hossain

Top Mentioned in G5:
@cleavon_md
@dougducey
@azdhs
@azfamily
@9thflooraz
@globalgyno
@covid19docs
@drericding
@rioslade
@billkristol

Top Mentioned in G6:
@joebiden
@kamalaharris
@ivankatrump
@nnubonnie
@ltgrusselhonore
@kelly2277
@kama
@getmeppechi
@futuredocs
@ideagov

Top Mentioned in G7:
@davidschneider
@fascinatorfun
@jolyonmaugham
@borisjohnson
@goodlawproject
@keir_starmer
@davidlammy
@marinanigrelli
@conservatives
@bylinetimes

Top Mentioned in G8:
@realdonaldtrump
@scientificrealm
@lillithmind
@newsmax
@reverendwarnock
@itsjefftiedrich
@gop
@kloeffler
@potus
@phaedrus08

Top Mentioned in G9:
@bb45_colorado
@kimuratomo
@cafedokuo
@concert_1750
@senmokadaisuki
@keiki22

Top Mentioned in G10:
@perthppe
@telltheworldilu
@rung1312
@ps_officialth
@kaewsai12
@bpbackupteam1
@jeab_for_perth
@52squared_
@konhlanglens
@simsetthi

Top Tweeters
Top Tweeters in Entire Graph:
@subwayjp
@oldlady12345
@dichristine
@edinburghwatch
@durobelinda
@tinamarie_80s
@angelamortimer2
@phillip92321
@inabster
@independent

Top Tweeters in G1:
@foggybottomgal
@paulstewartii
@greeeneyedwhwom
@gpwriter
@manchuriandevil
@trumpwatchnews
@beckyrae12345
@chuckw12
@richrake
@robert_hove

Top Tweeters in G2:
@tinamarie_80s
@manmet80
@washumom
@onahunttoday
@b1e56df9ce6549f
@bellesapepper37
@willseattle
@wildwillow65
@katcapps
@mojos55

Top Tweeters in G3:
@oldlady12345
@lechatnoire4
@acheetah42496
@famouspixs
@breakingnewzman
@ydanasmithdutra
@kalaax008
@aziegler
@caroljdavy
@coronaupdatebot

Top Tweeters in G4:
@politicalhedge
@medical_news_j
@keanetona
@aafkevultink
@fox59
@premiumtimesng
@unleesh_dadragn
@boiarski
@nolanelle
@dbkell

Top Tweeters in G5:
@geegeebythesea
@loulachat
@lorettabower3
@samlitzinger
@cindyceemerson
@morbid_elation
@kirkmurphy
@textifyer59
@rioslade
@katydogcrazy

Top Tweeters in G6:
@docrocktex26
@leslielee327
@the_lady_red
@upchuck66
@_reaalamerican_
@smp0312
@xaipe3
@therickwilson
@odoylecharlotte
@solomongrundy6

Top Tweeters in G7:
@allchanges
@safarisara
@meallyhen
@lunaperla
@fascinatorfun
@jymbudd
@neighbour_kx
@kmqkatie
@reecapie
@houstonsolution

Top Tweeters in G8:
@arcticfox_am_i
@foxnews
@magaxxoo
@notcapnamerica
@loreyjeanene
@irishlass2157
@phaedrus08
@509shawng
@zapher134
@pattykvilla

Top Tweeters in G9:
@citrus_kyoto
@bb45_colorado
@gideon_rose1224
@sedzir
@lefthorse
@keiki22
@churakazumi
@hrskksrh
@chika_sara
@narapon1966

Top Tweeters in G10:
@hbker07
@indihome
@noonathty
@schinarat
@ohxsehunn
@icherryusobad
@nunamaki_kyumin
@52squared_
@fessthai
@thaiifess


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