PPE, Twitter, 10/16/2020 10:02:17 AM, 238079


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PPE_2020-10-16_00-39-27.xlsx
PPE_2020-10-16_00-39-27.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 16, 2020
Short Description:
PPE via NodeXL https://bit.ly/3kgzu3a
@choo_ek
@realdonaldtrump
@ppe_sale
@borisjohnson
@meidas_kelly
@billybaldwin
@oliviatroye
@frontlinepbs
@less_beauty
@meidastouch

Top hashtags:
#ppe
#trumpkills
#covid19
#bbcqt
#masks
#sales
#mba
#jobs
#trumpkillscops
#money

Description:
Description
The graph represents a network of 9,125 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 Friday, 16 October 2020 at 07:45 UTC.

The requested start date was Friday, 16 October 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 2-day, 20-hour, 58-minute period from Tuesday, 13 October 2020 at 03:01 UTC to Friday, 16 October 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 : 9125
Unique Edges : 4849
Edges With Duplicates : 12723
Total Edges : 17572
Number of Edge Types : 5
Retweet : 5930
MentionsInRetweet : 7465
Replies to : 1094
Mentions : 1981
Tweet : 1102
Self-Loops : 1125
Reciprocated Vertex Pair Ratio : 0.00666464707664344
Reciprocated Edge Ratio : 0.013241047246464
Connected Components : 1111
Single-Vertex Connected Components : 304
Maximum Vertices in a Connected Component : 5315
Maximum Edges in a Connected Component : 11701
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 5.721404
Graph Density : 0.000119738398803697
Modularity : 0.560776
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 9,125 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 Friday, 16 October 2020 at 07:45 UTC.

The requested start date was Friday, 16 October 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 2-day, 20-hour, 58-minute period from Tuesday, 13 October 2020 at 03:01 UTC to Friday, 16 October 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:
[77] https://naca.com/
[47] https://getusppe.org/donate/?utm_campaign=homepage_hero
[35] https://www.npr.org/2020/10/13/923212919/its-time-to-make-your-plan-to-vote-bring-your-ppe-and-patience?utm_term=nprnews&utm_campaign=npr&utm_source=twitter.com&utm_medium=social
[15] https://bylinetimes.com/2020/10/13/government-dodges-ppe-procurement-scrutiny/
[14] https://twitter.com/timothykeyes/status/1315696655115509762
[12] https://economictimes.indiatimes.com/industry/healthcare/biotech/healthcare/indias-successful-journey-to-self-sufficiency-in-ppe-kits/articleshow/78658109.cms?from=mdr
[10] https://www.brettmurphy.net/shopping
[8] https://www.nuffieldtrust.org.uk/resource/chart-of-the-week-the-direct-health-and-care-costs-of-covid-19-so-far
[7] https://bylinetimes.com/2020/09/02/government-awards-43-8-million-ppe-deal-to-dormant-firm/
[7] https://bylinetimes.com/2020/10/08/70-million-government-ppe-contract-small-luxury-packaging-firm/

Top URLs in Tweet in G1:
[45] https://getusppe.org/donate/?utm_campaign=homepage_hero
[1] https://twitter.com/therecount/status/1316093060267290625
[1] https://twitter.com/imr_medresponse/status/1316194625108013056

Top URLs in Tweet in G2:
[5] https://www.thedailybeast.com/chinese-political-donors-gained-access-to-trump-republican-election-strategies-wsj-reports
[2] https://www.newsweek.com/rnc-wont-return-donations-that-bought-chinese-officials-access-trump-1512969
[1] https://www.pscp.tv/w/clZQ8TEyMzE3NDF8MW1yR21FYXdnVlFHeWVjBnfg7lg2fPZB29aNz5-qyZvDnTzjNVOWe8mh4jxg?t=11m33s
[1] https://twitter.com/joebiden/status/1316840627817066496
[1] https://twitter.com/realdonaldtrump/status/1316194625405751296
[1] https://twitter.com/SecPompeo/status/1225836989393534976?s=20
[1] https://www.nytimes.com/2020/07/24/health/coronavirus-nursing-homes-PPE.html
[1] https://twitter.com/WhiteHouse/status/1316149214779371521
[1] https://www.vanityfair.com/news/2020/05/how-the-federal-government-took-control-of-the-ppe-pipeline
[1] http://www.china.org.cn/business/2020-10/14/content_76803599.htm

Top URLs in Tweet in G3:
[2] https://trib.al/2yfhvhz
[2] https://nypost.com/2020/10/14/inside-hunter-bidens-murky-history-of-business-dealings-in-china/
[2] https://order-order.com/2020/10/14/ministerial-pay-frozen-mps-pay-still-rising/
[2] https://www.express.co.uk/news/politics/1347628/brexit-news-france-emmanuel-macron-latest-eu-uk-fishing-rights-vn
[2] https://truepundit.com/read-left-wing-radicals-post-online-guide-to-disrupting-the-country-if-election-is-close/
[2] https://thefederalist.com/2020/10/14/every-republican-lawmaker-must-condemn-big-techs-election-interference/#.X4dfg6STcic.twitter
[2] https://twitter.com/xibaozi6/status/1296330964197494786?s=19
[2] https://thepostmillennial.com/kayleigh-mcenany-james-woods-and-jack-posobiec-locked-out-of-twitter-for-hunter-biden-tweets
[2] https://www.express.co.uk/news/uk/1348295/brexit-news-david-frost-eu-summit-eu-trade-talk-deadline-no-deal-boris-johnson?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+daily-express-news-showbiz+%28Express+%3A%3A+News+%2F+Showbiz+Feed%29
[2] https://twitter.com/jack/status/1316528193621327876

Top URLs in Tweet in G4:
[4] https://www.npr.org/2020/05/26/862018484/trump-team-killed-rule-designed-to-protect-health-workers-from-pandemic-like-cov
[2] https://www.newyorker.com/magazine/2020/09/28/a-young-kennedy-in-kushnerland-turned-whistle-blower
[1] https://rfangle.com/politics/new-york-post-censored-twitter-deletes-tweet-on-hunter-biden/
[1] https://twitter.com/COVID19Tracking/status/1316521412278902785
[1] https://tweetedtimes.com/v/20282?s=tnp

Top URLs in Tweet in G5:
[5] https://www.businessinsider.com/documentary-trump-made-states-bid-ebay-style-ppe-masks-2020-10
[3] https://twitter.com/choo_ek/status/1316125881736130560
[2] https://twitter.com/therecount/status/1316093060267290625
[2] https://twitter.com/kylegriffin1/status/1316529229740208129
[2] https://www.cbc.ca/news/canada/edmonton/which-surgeries-require-extra-ppe-new-review-rounds-up-international-guidance-1.5762067?cmp=rss
[2] https://amruthatechnologies.blogspot.com/2019/11/global-industrial-valves-and-actuators.html#more
[2] https://amruthatechnologies.blogspot.com/2017/09/what-are-different-types-of-actuators.html
[2] https://amruthatechnologies.blogspot.com/2020/08/covid-19-and-great-reset-for.html#more
[2] https://enewschannels.com/hawaiis-first-ppe-n-95-mask-factory-opens-in-kona/
[2] https://www.businessinsider.com/totally-under-control-filmmaker-alex-gibney-trumps-coronavirus-response-2020-10

Top URLs in Tweet in G7:
[1] https://www.propublica.org/article/us-emergency-medical-stockpile-funding-unprepared-coronavirus

Top URLs in Tweet in G8:
[1] https://twitter.com/mikenavallo/status/1316232231082364928

Top URLs in Tweet in G9:
[3] https://www.pbs.org/wgbh/frontline/article/depleted-national-stockpile-contributed-to-covid-ppe-shortage/?utm_campaign=frontline&utm_content=1601999199&utm_medium=social&utm_source=twitter
[1] https://to.pbs.org/33AnnbF
[1] https://www.pbs.org/wgbh/frontline/article/depleted-national-stockpile-contributed-to-covid-ppe-shortage/

Top URLs in Tweet in G10:
[2] https://getusppe.org/donate
[2] https://getusppe.org/data/
[2] https://twitter.com/thenewsoncnbc/status/1316520150615625730
[2] https://getusppe.org/donate/?utm_campaign=homepage_hero
[1] https://cnn.it/3djKUAS
[1] http://ow.ly/tKjk50BHGSW
[1] https://twitter.com/i/events/1311455168593002497
[1] https://twitter.com/aliraja_md/status/1316200057947992066
[1] https://twitter.com/getusppe/status/1316119846594150406
[1] https://twitter.com/drsupersalty/status/1316188828936351744

Top Domains
Top Domains in Tweet in Entire Graph:
[261] twitter.com
[77] naca.com
[51] getusppe.org
[48] bylinetimes.com
[41] npr.org
[41] marketserengeti.com
[27] co.uk
[13] indiatimes.com
[11] blogspot.com
[11] aarp.org

Top Domains in Tweet in G1:
[45] getusppe.org
[2] twitter.com

Top Domains in Tweet in G2:
[5] twitter.com
[5] thedailybeast.com
[2] newsweek.com
[1] pscp.tv
[1] nytimes.com
[1] vanityfair.com
[1] org.cn
[1] facebook.com

Top Domains in Tweet in G3:
[50] twitter.com
[10] co.uk
[3] thefederalist.com
[2] trib.al
[2] nypost.com
[2] order-order.com
[2] truepundit.com
[2] thepostmillennial.com
[2] spiked-online.com
[1] upnorthnewswi.com

Top Domains in Tweet in G4:
[4] npr.org
[2] newyorker.com
[1] rfangle.com
[1] twitter.com
[1] tweetedtimes.com

Top Domains in Tweet in G5:
[68] twitter.com
[7] businessinsider.com
[7] blogspot.com
[7] co.uk
[3] youtube.com
[2] msn.com
[2] linkedin.com
[2] citynews1130.com
[2] aatod.org
[2] cvsoci.al

Top Domains in Tweet in G7:
[1] propublica.org

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[5] pbs.org

Top Domains in Tweet in G10:
[6] twitter.com
[6] getusppe.org
[1] cnn.it
[1] ow.ly
[1] nypost.com
[1] cnbc.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[239] ppe
[154] trumpkills
[143] covid19
[80] bbcqt
[51] masks
[37] sales
[36] mba
[36] jobs
[35] trumpkillscops
[35] money



Top Hashtags in Tweet in G1:
[1] nevercons

Top Hashtags in Tweet in G2:
[4] coronavirus
[3] executiveorder
[2] trumpvirus
[1] maga
[1] votebidenharristosaveamerica
[1] votebluedownballot
[1] trumpisalaughingstock
[1] covidiots
[1] factsmatter
[1] covid19

Top Hashtags in Tweet in G3:
[6] covid19
[5] maga
[4] coronavirus
[2] bigtechcensorship
[2] groan
[2] october15th
[2] walkawayday
[2] borisresign
[2] borishasfaileduk
[2] kag2020

Top Hashtags in Tweet in G4:
[146] trumpkills
[34] trumpkillscops
[10] covid19
[3] maddow
[2] covid
[2] ppe
[1] defenseproductionact
[1] healthcareheroes
[1] wearamask
[1] whistleblower

Top Hashtags in Tweet in G5:
[41] ppe
[24] covid19
[9] masks
[7] osha
[7] coronavirus
[6] mfg
[6] sme
[6] industrial
[6] valves
[6] actuators

Top Hashtags in Tweet in G6:
[2] ppe
[2] protecthealthcareworkers

Top Hashtags in Tweet in G7:
[1] trumpkills

Top Hashtags in Tweet in G9:
[2] scottyfrommarketing
[2] herdimmunity
[1] covid19aus
[1] schmuck

Top Hashtags in Tweet in G10:
[9] healthcare
[2] honduras
[2] covid19
[2] schoolnursechat
[1] whoimpact
[1] trumpkillscops
[1] trump
[1] vote

Top Words
Top Words in Tweet in Entire Graph:
[4119] ppe
[2954] mask
[2788] n95
[1916] using
[1501] keep
[1440] choo_ek
[1383] top
[1381] helping
[1366] vp
[1360] cheaper

Top Words in Tweet in G1:
[2643] mask
[2641] n95
[1390] choo_ek
[1320] top
[1320] keep
[1320] using
[1320] vp
[1319] preserves
[1319] cheaper
[1319] swap

Top Words in Tweet in G2:
[589] realdonaldtrump
[519] covid
[519] using
[511] remember
[509] political
[509] again
[508] oliviatroye
[508] wow
[508] disrespecting
[508] elders

Top Words in Tweet in G3:
[153] ppe
[48] twitter
[46] joebiden
[46] trump
[39] biden
[34] people
[31] covid
[26] realdonaldtrump
[25] money
[25] tax

Top Words in Tweet in G4:
[433] without
[347] trump
[331] ppe
[318] ban
[278] travel
[184] caused
[184] mass
[167] cleavon_md
[166] plan
[158] testing

Top Words in Tweet in G5:
[288] ppe
[55] covid
[41] #ppe
[32] trump
[26] mask
[25] workers
[24] 19
[24] #covid19
[23] need
[22] masks

Top Words in Tweet in G6:
[409] ppe
[394] shortage
[253] meidas_kelly
[195] live
[195] healthcare
[194] months
[194] cnbc
[194] shows
[194] segment
[193] wor

Top Words in Tweet in G7:
[349] trump
[185] ppe
[178] billybaldwin
[175] obama
[174] stockpile
[173] covid
[172] took
[172] office
[172] hit
[171] complain

Top Words in Tweet in G8:
[191] full
[190] one
[190] ppe
[190] guards
[190] wearing
[190] face
[190] masks
[190] requested
[190] time
[190] shortened

Top Words in Tweet in G9:
[171] covid
[167] health
[167] care
[166] frontlinepbs
[166] workers
[166] died
[166] protect
[165] around
[165] 000
[165] 19

Top Words in Tweet in G10:
[149] ppe
[79] shortage
[78] still
[59] workers
[56] crisis
[56] healthcare
[53] thenewsoncnbc
[49] coronavirus
[48] facing
[46] months

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1359] preserves,n95
[1359] using,n95
[1358] n95,cheaper
[1358] cheaper,mask
[1358] mask,swap
[1358] swap,top
[1358] top,mask
[1358] mask,keep
[1358] keep,using
[1358] n95,vp

Top Word Pairs in Tweet in G1:
[1319] preserves,n95
[1319] n95,cheaper
[1319] cheaper,mask
[1319] mask,swap
[1319] swap,top
[1319] top,mask
[1319] mask,keep
[1319] keep,using
[1319] using,n95
[1319] n95,vp

Top Word Pairs in Tweet in G2:
[508] wow,realdonaldtrump
[508] realdonaldtrump,disrespecting
[508] disrespecting,elders
[508] elders,using
[508] using,political
[508] political,pawns
[508] pawns,again
[508] again,remember
[508] remember,covid
[507] oliviatroye,wow

Top Word Pairs in Tweet in G3:
[13] healthcare,workers
[13] joe,biden
[13] hunter,biden
[13] twitter,facebook
[13] herd,immunity
[10] contracts,mates
[10] late,lockdown
[9] lockdown,cheltenham
[9] cheltenham,races
[9] races,take

Top Word Pairs in Tweet in G4:
[278] travel,ban
[184] caused,mass
[145] without,ppe
[145] death,#trumpkills
[144] video,trump
[144] trump,travel
[144] ban,without
[144] without,plan
[144] plan,without
[144] ppe,without

Top Word Pairs in Tweet in G5:
[23] covid,19
[16] full,ppe
[12] healthcare,workers
[7] proper,ppe
[7] र,क
[6] wearing,ppe
[6] ppe,kits
[6] #mfg,#sme
[6] #sme,#industrial
[6] #industrial,#valves

Top Word Pairs in Tweet in G6:
[394] ppe,shortage
[194] months,ppe
[194] shortage,cnbc
[194] cnbc,shows
[194] shows,segment
[194] segment,ppe
[194] shortage,live
[194] live,healthcare
[193] meidas_kelly,months
[193] healthcare,wor

Top Word Pairs in Tweet in G7:
[174] ppe,stockpile
[172] trump,took
[172] took,office
[171] trump,complain
[171] complain,obama
[171] obama,left
[171] left,depleted
[171] depleted,ppe
[171] stockpile,trump
[171] office,january

Top Word Pairs in Tweet in G8:
[190] one,full
[190] full,ppe
[190] ppe,guards
[190] guards,wearing
[190] wearing,face
[190] face,masks
[190] masks,requested
[190] requested,time
[190] time,shortened
[189] venturisventi,one

Top Word Pairs in Tweet in G9:
[167] health,care
[165] around,000
[165] 000,health
[165] care,workers
[165] workers,died
[165] died,covid
[165] covid,19
[165] 19,left
[165] left,without
[165] without,essential

Top Word Pairs in Tweet in G10:
[53] healthcare,workers
[49] shortage,ppe
[48] still,facing
[48] facing,shortage
[44] ppe,healthcare
[43] several,months
[43] months,coronavirus
[43] coronavirus,crisis
[43] crisis,first
[43] first,hit

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@whitehouse
@projectlincoln
@fernandohvalls
@therecount
@choo_ek
@joebiden
@meidas_kelly
@ppe_ppo
@cleavon_md

Top Replied-To in G1:
@choo_ek
@timm_emily
@brian_orak
@canadianpatter
@bowiegrrl1
@soledadobrien
@tmullligan
@tnicholsmd
@messi27632373

Top Replied-To in G2:
@realdonaldtrump
@whitehouse
@hkrassenstein
@david_leavitt
@brigil5
@journogeoffz
@hinduamericans
@candour99
@dd_chuck
@montaga

Top Replied-To in G3:
@joebiden
@realdonaldtrump
@senkamalaharris
@jack
@matthancock
@stillgray
@mollyjongfast
@kamalaharris
@davidghfrost
@juliahb1

Top Replied-To in G4:
@cleavon_md
@danscavino
@hidge826
@2020_smc
@soonerfan81
@kathiincali
@metebar
@meliscattish

Top Replied-To in G6:
@meidas_kelly
@carolmolnar2
@rochellepigman
@jessicam6946

Top Replied-To in G7:
@billybaldwin
@swanwhisperr

Top Replied-To in G9:
@kaimandante
@judywhalecove
@ryanlizza
@frontlinepbs

Top Replied-To in G10:
@cnn
@robincogan
@thenewsoncnbc
@kmm19590408
@nee_haynes
@shikgupta
@mnikpouri
@hlgatell
@glamuary
@lnanjohnson1

Top Mentioned
Top Mentioned in Entire Graph:
@choo_ek
@realdonaldtrump
@oliviatroye
@meidas_kelly
@venturisventi
@billybaldwin
@frontlinepbs
@cleavon_md
@meidastouch
@kylamb8

Top Mentioned in G1:
@choo_ek
@tmullligan
@getusppe
@brettbordini
@pahe56435751
@theradr
@nnorma192
@canadianpatter
@wm_hammons
@moldavitemanat1

Top Mentioned in G2:
@realdonaldtrump
@oliviatroye
@choo_ek
@ppe_express
@gop
@eugenegu
@chinaorgcn
@whitehouse
@meidas_kelly
@hkrassenstein

Top Mentioned in G3:
@joebiden
@realdonaldtrump
@borisjohnson
@nypost
@twitter
@conservatives
@jack
@realrlimbaugh
@potus
@frankbullitt39

Top Mentioned in G4:
@cleavon_md
@meidastouch
@bryandawsonusa
@meiselasb
@ctzebra
@yoruguaenusa
@itsadele19
@realdonaldtrump
@spikey_lisa
@cspan

Top Mentioned in G5:
@enewschannels
@wsav
@geoffypjohnston
@americanmedx
@satyend71267811
@bengartside
@2020resistbotu1
@cafafricafund
@kmnmfox_justin

Top Mentioned in G6:
@meidas_kelly
@twitter
@brianaoconnelly
@clesterrebecca
@chwinner5
@daves_n0t_here
@pataaron10
@choo_ek
@r_canaway
@lisamonanet

Top Mentioned in G7:
@billybaldwin
@crzyfkinworld
@choo_ek
@lleikus
@mslindanash
@vegix
@trinityresists
@gop
@glenda_aus
@meidastouch

Top Mentioned in G8:
@venturisventi

Top Mentioned in G9:
@frontlinepbs
@ap
@globalrepcentre
@ryanlizza
@hayhurstjean
@jbrous41
@meidas_kelly
@zoso771
@oliviatroye
@realdonaldtrump

Top Mentioned in G10:
@thenewsoncnbc
@getusppe
@megtirrell
@aliraja_md
@shikgupta
@choo_ek
@icecube
@meganranney
@chrissyfarr
@cnn

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@japan_lawson
@famima_reply
@cas_2050001283
@famima_now
@americanair
@dichristine
@jurylady5
@eazeee2004
@threadreaderapp

Top Tweeters in G1:
@phillip92321
@onahunttoday
@russelltim151
@justwhatnowwhy
@soulsistanatl
@libsuperstar
@redboybroken
@seantheterrible
@gldcoastgoddess
@teakinrj

Top Tweeters in G2:
@mayirmamay14
@meidas_damon
@fight4freedom72
@bethsinniresist
@tigerbeat
@fwdcrocblu
@artis_elemental
@crystal4obama
@embeesweb
@inglamwetrust

Top Tweeters in G3:
@jver1
@thehill
@bbusa617
@janettxblessed
@hockeyfangirl12
@lindasuhler
@lindamu9
@nytimes
@cnbc
@washingtonpost

Top Tweeters in G4:
@littlebytesnews
@washumom
@debsomewhere
@570karen
@areck0001
@digyoursoul
@29361rmsm
@beverlyfolkers
@suemarietta
@wendymarcinkie1

Top Tweeters in G5:
@cas_2050001283
@ssharma68
@billskvrsgrd
@homefronthugs
@ukexpat19
@explicit_kay_
@geoffypjohnston
@nshrubs
@scott_squires
@endtheoligarch

Top Tweeters in G6:
@familygrowing1
@nasty_woman2
@allentien
@icedtea17
@woozleweasels
@loverofbooks123
@mikie475
@dickensgirl
@suzysayshi2u
@phylulu1

Top Tweeters in G7:
@pamcurtis4210
@ptothed1
@amandanonumbers
@analisa_swan
@maier12345
@kenwarnock
@kathysuehurt1
@mommamia1217
@doyennesolace
@mslindanash

Top Tweeters in G8:
@softbaekhyuneee
@yuhitswil
@forvictoriia
@leirapinkista
@mrpfrnchscbrj
@levinapw
@_jinibuhluwis
@gdxtn
@joankathleen26
@dixterrific

Top Tweeters in G9:
@rjber15
@dawnarickelz
@noybsk2017
@squirrel1110
@wcsek
@bresla_linda
@ap
@loreyjeanene
@our4thestate
@vbrighthorses

Top Tweeters in G10:
@yayayarndiva
@coronaupdatebot
@cnn
@jesseslaw
@mdaware
@coyotesavs12
@onemelek1
@audiobookmel
@dancygeorgia
@twitaco