PPE, Twitter, 9/26/2020 5:10:31 PM, 236064


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PPE_2020-09-26_02-20-25.xlsx
PPE_2020-09-26_02-20-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 26, 2020
Short Description:
PPE via NodeXL https://bit.ly/36aJA1m
@realdonaldtrump
@hill_charlotte
@alexanderchee
@its_willyu
@ppe_sale
@meidastouch
@kayburley
@matthancock
@whitehouse
@deesbarbara

Top hashtags:
#หนึ่งล้านอาการงี้
#ppe
#covid19
#kdppe
#perthtanapon
#masks
#sales
#mba
#money

Description:
Description
The graph represents a network of 9,731 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, 26 September 2020 at 09:29 UTC.

The requested start date was Saturday, 26 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 2-day, 21-hour, 57-minute period from Wednesday, 23 September 2020 at 02:03 UTC to Saturday, 26 September 2020 at 00:01 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 9731
Unique Edges : 5684
Edges With Duplicates : 12541
Total Edges : 18225
Number of Edge Types : 5
Tweet : 1466
Retweet : 5390
MentionsInRetweet : 6790
Replies to : 1460
Mentions : 3119
Self-Loops : 1499
Reciprocated Vertex Pair Ratio : 0.01285982787615
Reciprocated Edge Ratio : 0.0253931047953902
Connected Components : 1508
Single-Vertex Connected Components : 400
Maximum Vertices in a Connected Component : 4189
Maximum Edges in a Connected Component : 8591
Maximum Geodesic Distance (Diameter) : 30
Average Geodesic Distance : 9.151665
Graph Density : 0.000108140215370021
Modularity : 0.575082
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 9,731 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, 26 September 2020 at 09:29 UTC.

The requested start date was Saturday, 26 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 2-day, 21-hour, 57-minute period from Wednesday, 23 September 2020 at 02:03 UTC to Saturday, 26 September 2020 at 00:01 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : PPE
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[21] https://www.washingtonpost.com/business/2020/09/22/covid-funds-pentagon/
[14] https://www.youtube.com/watch?reload=9&v=zlpsG4sdpEU&app=desktop
[13] https://politico.mx/minuta-politica/minuta-politica-congreso/senadora-llama-s%C3%A1trapas-a-ministros-por-proyecto-vs-consulta-de-amlo/
[12] https://www.youtube.com/watch?v=gm5eY0pEChY&feature=youtu.be

[11] https://bylinetimes.com/2020/09/16/company-conservative-donations-government-ppe-procurement-deal/
[10] https://www.newyorker.com/magazine/2020/09/28/a-young-kennedy-in-kushnerland-turned-whistle-blower
[10] https://komonews.com/news/local/tacoma-schools-will-not-resume-in-person-classes-monday-due-to-lack-of-proper-ppe
[10] https://bylinetimes.com/2020/09/14/government-awards-122-million-ppe-contract-to-one-month-old-firm/
[9] https://bylinetimes.com/2020/09/23/government-ppe-procurement-coronavirus-scramble/
[6] https://www.youtube.com/watch?v=zlpsG4sdpEU


Top URLs in Tweet in G1:
[1] https://twitter.com/atrupar/status/1308792561260212224

Top URLs in Tweet in G2:
[2] https://www.businessinsider.com/jared-kushner-coronavirus-task-force-prioritized-ppe-trump-associates-nyt-2020-5
[1] https://pollingaccessgrants.org/
[1] https://urbanmilwaukee.com/2020/09/23/republicans-fight-evers-mask-order/
[1] https://www.nbcnews.com/politics/national-security/dhs-awarded-6-million-contracts-firm-where-acting-secretary-wolf-n1240773?cid=sm_npd_nn_tw_ma
[1] https://twitter.com/weareoversight/status/1306578698473222144

Top URLs in Tweet in G3:
[5] https://buybulkdisplays.com/product-category/face-mask-dispensers/
[4] https://twitter.com/Public_Citizen/status/1308391356805664770
[4] https://www.dailykos.com/stories/2020/9/22/1979598/-Pentagon-spent-1B-meant-to-protect-the-military-on-propping-up-bottom-line-of-defense-contractors
[3] https://twitter.com/Post_AG/status/1308376559699492871
[3] https://thehill.com/policy/defense/517520-pentagon-redirected-pandemic-funds-to-defense-contractors-report
[3] https://citinewsroom.com/2020/09/technipfmc-donates-ppe-to-effia-nkwanta-hospital/?utm_source=dlvr.it&utm_medium=twitter
[3] https://twitter.com/mistermoviespod/status/1309215858594643976
[3] https://www.theguardian.com/global-development/2020/sep/25/nhs-sourcing-ppe-from-company-repeatedly-accused-of-forced-labour-top-glove
[3] 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=%23TheHealersTheLastChapter&utm_content=SALES+EQUALS+MAKING+MONEY%3A+Learn+Sales+In+1+Day+FREE.+Learn+more+click+here%3A
[3] 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=%23TheHealersTheLastChapter&utm_content=JOBS+JOBS%21+Join+our+Earn+A+Good+Living+Refferring+PPE+Leads+Programme.+Learn+more+click+here%3A

Top URLs in Tweet in G4:
[4] https://www.nursingworld.org/~4a558d/globalassets/covid19/ana-ppe-survey-one-pager---final.pdf
[3] https://www.youtube.com/watch?v=14Ygl2DiUdQ&feature=youtu.be

[1] https://www.washingtonpost.com/business/2020/09/22/covid-funds-pentagon/
[1] https://www.cbs17.com/community/health/coronavirus/supply-shortages-slow-down-covid-19-testing-in-north-carolina/
[1] https://www.cbssports.com/college-football/news/college-football-schedule-2020-the-21-games-already-postponed-or-canceled-due-to-covid-19/
[1] https://twitter.com/thehill/status/1308439664269942789
[1] https://twitter.com/drninashapiro/status/1240356860193955840
[1] https://twitter.com/charliekirk11/status/1309270160448999424
[1] https://twitter.com/TeamTrump/status/1309277661550784512
[1] https://twitter.com/michaeljburry/status/1308420048814592003

Top URLs in Tweet in G5:
[1] https://twitter.com/hunter_demster/status/1309205263317110787
[1] https://www.washingtonpost.com/business/2020/09/22/covid-funds-pentagon/
[1] https://www.propublica.org/article/you-can-make-millions-selling-masks-to-the-government-in-three-easy-steps
[1] https://twitter.com/karolcummins/status/1297203066672832512
[1] 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://twitter.com/BillKristol/status/1306930395691266054
[1] https://slate.com/news-and-politics/2020/09/the-pentagon-dod-defense-department-usd1-billion-coronavirus-fund-defense-contractors.html

Top URLs in Tweet in G6:
[2] https://www.dailymail.co.uk/news/article-8738797/Care-home-sacked-MP-Nadia-Whittome-raising-PPE-fears-admits-DID-shortage.html
[2] https://www.google.co.uk/search?q=building+site+notice+-+no+ppe+no+work&client=safari&hl=en-gb&prmd=insv&source=lnms&tbm=isch&sa=X&ved=2ahUKEwjK7ubhmv7rAhVbUhUIHaJZDMwQ_AUoAXoECAoQAQ&biw=375&bih=537
[1] https://www.telegraph.co.uk/news/2020/03/28/exercise-cygnus-uncovered-pandemic-warnings-buried-government/

Top URLs in Tweet in G7:
[12] https://www.youtube.com/watch?v=gm5eY0pEChY&feature=youtu.be

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

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

[2] https://www.youtube.com/watch?v=QhX146t3Boo&feature=youtu.be

[2] https://www.zoomdara.com/5230
[2] https://twitter.com/bowppe/status/1308952924593295364
[1] https://twitter.com/bowppe/status/1307996610249535488
[1] https://twitter.com/VoteforPerthppe/status/1308390915472412672
[1] https://twitter.com/PpeTrends/status/1309102651133620224
[1] https://twitter.com/perthppe2003/status/1308790465303470081

Top URLs in Tweet in G8:
[9] https://bylinetimes.com/2020/09/14/government-awards-122-million-ppe-contract-to-one-month-old-firm/
[6] https://www.youtube.com/watch?v=WUYhlHLCKW0&feature=youtu.be

[5] https://bylinetimes.com/2020/09/16/company-conservative-donations-government-ppe-procurement-deal/
[1] https://twitter.com/marcusrashford/status/1309176218340782088
[1] https://twitter.com/DawnButlerBrent/status/1308723726503088129?s=20
[1] https://bylinetimes.com/2020/09/21/government-ppe-deals-conservatives-364-million/
[1] https://www.crowdjustice.com/case/fight-for-transparency/
[1] https://bylinetimes.com/2020/09/18/firm-meller-designs-conservative-donor-nets-millions-government-ppe-deals/
[1] https://pod.link/1522910878/episode/NWY2MzIyMDVhOTIxMmI1ZDFjMmIxNjJi

Top URLs in Tweet in G9:
[4] https://www.washingtonpost.com/business/2020/09/22/covid-funds-pentagon/
[3] https://www.state.gov/the-united-states-announces-assistance-to-combat-the-novel-coronavirus/
[1] https://globegazette.com/opinion/columnists/greenfield-healthcare-is-back-on-the-ballot/article_39fbb59f-7099-570b-b8ed-1f50ea6ef275.html?utm_campaign=snd-autopilot&utm_medium=social&utm_source=twitter_globegazette
[1] https://twitter.com/SecPompeo/status/1225836989393534976
[1] https://www.washingtonpost.com/graphics/2020/local/news/n-95-shortage-covid/?itid=hp-top-table-main&itid=lk_inline_manual_7
[1] https://www.snopes.com/fact-check/us-tons-ppe-china/

Top URLs in Tweet in G10:
[2] https://www.washingtonpost.com/business/2020/09/22/covid-funds-pentagon/
[1] https://hbr.org/2020/09/why-the-u-s-still-has-a-severe-shortage-of-medical-supplies
[1] https://twitter.com/secpompeo/status/1245500789507973120?s=21
[1] https://www.usatoday.com/story/news/investigations/2020/04/02/us-exports-masks-ppe-china-surged-early-phase-coronavirus/5109747002/
[1] https://powerthepolls.org/
[1] https://twitter.com/TheLeadCNN/status/1308526140265508866

Top Domains
Top Domains in Tweet in Entire Graph:
[292] twitter.com
[63] youtube.com
[54] marketserengeti.com
[36] bylinetimes.com
[34] washingtonpost.com
[22] co.uk
[20] bit.ly
[17] komonews.com
[15] com.au
[14] politico.mx

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

Top Domains in Tweet in G2:
[2] businessinsider.com
[1] pollingaccessgrants.org
[1] urbanmilwaukee.com
[1] nbcnews.com
[1] twitter.com

Top Domains in Tweet in G3:
[90] twitter.com
[21] marketserengeti.com
[11] com.au
[8] blogspot.com
[5] dailykos.com
[5] theguardian.com
[5] buybulkdisplays.com
[4] instagram.com
[3] youtube.com
[3] thehill.com

Top Domains in Tweet in G4:
[11] twitter.com
[4] nursingworld.org
[3] youtube.com
[2] washingtonpost.com
[1] cbs17.com
[1] cbssports.com
[1] newyorker.com
[1] dailykos.com
[1] nymag.com
[1] apple.news

Top Domains in Tweet in G5:
[3] twitter.com
[1] washingtonpost.com
[1] propublica.org
[1] vanityfair.com
[1] slate.com

Top Domains in Tweet in G6:
[5] co.uk

Top Domains in Tweet in G7:
[19] youtube.com
[9] twitter.com
[2] zoomdara.com
[1] instagram.com
[1] bit.ly

Top Domains in Tweet in G8:
[16] bylinetimes.com
[6] youtube.com
[2] twitter.com
[1] crowdjustice.com
[1] pod.link

Top Domains in Tweet in G9:
[5] washingtonpost.com
[3] state.gov
[1] globegazette.com
[1] twitter.com
[1] snopes.com

Top Domains in Tweet in G10:
[2] twitter.com
[2] washingtonpost.com
[1] hbr.org
[1] usatoday.com
[1] powerthepolls.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[410] หนึ่งล้านอาการงี้
[303] ppe
[170] covid19
[162] kdppe
[143] perthtanapon
[47] masks
[46] sales
[46] mba
[44] money
[43] course



Top Hashtags in Tweet in G3:
[70] ppe
[22] masks
[21] sales
[21] mba
[21] course
[21] salescourse
[21] business
[21] jobs
[21] workfromhome
[21] money

Top Hashtags in Tweet in G4:
[19] ppe
[18] covid19
[13] cnn
[6] testing
[6] executiveorder
[5] trumpvirus
[4] trumpfailed
[3] trumplied200kamericansdied
[3] factsmatter
[3] votehimout

Top Hashtags in Tweet in G5:
[1] pandemic
[1] trumplied200kamericansdied
[1] roleofgovt

Top Hashtags in Tweet in G6:
[2] nhs
[1] covid19
[1] overseasoperationsbill
[1] ppe

Top Hashtags in Tweet in G7:
[410] หนึ่งล้านอาการงี้
[159] kdppe
[142] perthtanapon
[40] achancetoloveep5
[24] อาการงี้1m
[21] อาการงี้
[17] lbc2shooting
[11] ritz_rueangritz
[11] bb0un
[7] prem_space

Top Hashtags in Tweet in G8:
[16] covid19
[6] ppe
[5] borisout
[5] brexit
[5] coronavirus
[5] nhs
[2] torycorruption
[1] pmqs
[1] jeremyvine
[1] herdimmunityscandal

Top Hashtags in Tweet in G9:
[7] pandemic
[7] foxnews
[2] ppe
[1] iasen
[1] trumpliesamericansdie
[1] trumpknew
[1] covid19
[1] demcastco
[1] trumpsfault
[1] trumpwantstoinfectus

Top Hashtags in Tweet in G10:
[1] trumpknew

Top Words
Top Words in Tweet in Entire Graph:
[4793] ppe
[1419] covid
[1001] government
[900] took
[884] test
[870] week
[810] ago
[809] arrived
[802] immediately
[800] parents

Top Words in Tweet in G1:
[792] parents
[792] arrived
[792] seoul
[792] week
[792] ago
[792] immediately
[792] took
[792] covid
[792] test
[792] ppe

Top Words in Tweet in G2:
[618] places
[617] arnold
[617] schwarzenegger
[617] giving
[617] rapid
[617] grants
[617] history
[617] voter
[617] suppression
[617] improve

Top Words in Tweet in G3:
[378] ppe
[70] #ppe
[51] covid
[45] more
[40] masks
[39] pandemic
[34] learn
[34] क
[32] mask
[29] money

Top Words in Tweet in G4:
[233] ppe
[203] realdonaldtrump
[67] covid
[63] trump
[61] 000
[40] presssec
[39] pentagon
[39] medical
[34] masks
[33] money

Top Words in Tweet in G5:
[290] ppe
[270] people
[264] still
[261] enough
[255] don
[252] going
[247] food
[247] healthcare
[246] alexanderchee
[246] hospitals

Top Words in Tweet in G6:
[190] sacked
[107] nadiawhittomemp
[100] twice
[99] truth
[99] aaronbastani
[99] labour
[99] time
[99] carer
[98] mp
[98] 2020

Top Words in Tweet in G7:
[421] งล
[419] #หน
[410] านอาการง
[253] ร
[247] ก
[223] น
[182] ว
[159] #kdppe
[149] ต
[142] #perthtanapon

Top Words in Tweet in G8:
[155] ppe
[90] davidschneider
[89] work
[82] money
[75] failure
[74] pals
[73] 15bn
[72] brexit
[72] doesn
[71] 1bn

Top Words in Tweet in G9:
[89] trump
[73] meidastouch
[66] failed
[65] confronted
[65] biggest
[65] challenge
[65] presidency
[65] miserably
[65] countries
[65] took

Top Words in Tweet in G10:
[107] jaketapper
[107] love
[107] sign
[106] 16
[106] older
[106] democracy
[106] interested
[106] helping
[106] play
[106] role

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[801] ppe,government
[797] covid,test
[796] week,ago
[795] parents,arrived
[795] arrived,seoul
[795] seoul,week
[795] ago,immediately
[795] immediately,took
[795] took,covid
[795] test,ppe

Top Word Pairs in Tweet in G1:
[792] parents,arrived
[792] arrived,seoul
[792] seoul,week
[792] week,ago
[792] ago,immediately
[792] immediately,took
[792] took,covid
[792] covid,test
[792] test,ppe
[792] ppe,government

Top Word Pairs in Tweet in G2:
[617] arnold,schwarzenegger
[617] schwarzenegger,giving
[617] giving,rapid
[617] rapid,grants
[617] grants,places
[617] places,history
[617] history,voter
[617] voter,suppression
[617] suppression,improve
[617] improve,access

Top Word Pairs in Tweet in G3:
[22] covid,19
[21] learn,more
[21] #sales,#mba
[21] #mba,#course
[21] #course,#salescourse
[21] #salescourse,#business
[21] #business,#jobs
[21] #jobs,#workfromhome
[21] #workfromhome,#masks
[21] #masks,#ppe

Top Word Pairs in Tweet in G4:
[36] presssec,realdonaldtrump
[27] ppe,medical
[26] 000,000
[24] intended,ppe
[21] repmarkpocan,pentagon
[19] defense,contractors
[18] medical,supplies
[17] billion,taxpayer
[15] 200,000
[14] pentagon,misused

Top Word Pairs in Tweet in G5:
[255] still,don
[252] enough,ppe
[246] hospitals,still
[246] don,enough
[246] ppe,people
[246] people,being
[246] being,evicted
[246] evicted,going
[246] going,without
[246] without,food

Top Word Pairs in Tweet in G6:
[100] sacked,twice
[98] labour,mp
[98] mp,nadiawhittomemp
[98] nadiawhittomemp,sacked
[98] twice,2020
[98] 2020,1st
[98] 1st,time
[98] time,carer
[98] carer,told
[98] told,truth

Top Word Pairs in Tweet in G7:
[419] #หน,งล
[410] งล,านอาการง
[107] #kdppe,#perthtanapon
[40] า,#หน
[40] ย,นด
[37] ร,ธ
[32] น,าร
[28] #perthtanapon,#kdppe
[25] เพ,ร
[24] #อาการง,1m

Top Word Pairs in Tweet in G8:
[72] doesn,work
[71] money,1bn
[71] 1bn,brexit
[71] brexit,border
[71] border,15bn
[71] 15bn,pals
[71] pals,make
[71] make,ppe
[71] ppe,doesn
[71] work,400m

Top Word Pairs in Tweet in G9:
[65] trump,confronted
[65] confronted,biggest
[65] biggest,challenge
[65] challenge,presidency
[65] presidency,failed
[65] failed,miserably
[65] miserably,countries
[65] countries,took
[65] meidastouch,trump
[64] took,actio

Top Word Pairs in Tweet in G10:
[106] 16,older
[106] older,love
[106] love,democracy
[106] democracy,interested
[106] interested,helping
[106] helping,play
[106] play,role
[106] role,grand
[106] grand,american
[106] american,experiment

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@presssec
@gop
@ppe_ppo
@stanley_dog
@whitehouse
@emmett_dog
@rockythedogg
@daniela_ppe
@jeffmusk

Top Replied-To in G2:
@magiccheese2

Top Replied-To in G3:
@steelestreetps

Top Replied-To in G4:
@realdonaldtrump
@presssec
@gop
@whitehouse
@joebiden
@brsquared
@itsjefftiedrich
@betsydevosed
@jackpjung1
@ds_daa

Top Replied-To in G5:
@billkristol
@alexanderchee
@allentien

Top Replied-To in G6:
@lucyallan
@amphitryoniades
@andrewmarksp
@labourpatriot
@johnaa64
@ianbyrnemp
@abiwilks
@aaronbastani
@jongoulding
@ashleyjohn67

Top Replied-To in G7:
@bplannnnn
@gonghive24
@schinarat
@md_ppe
@ppe_perth320
@lbc_10
@theforeverloves
@natnicha2593
@mmarksiwat
@pa_prim

Top Replied-To in G8:
@marcusrashford
@pippacrerar
@philus1966
@writesbright
@davidschneider
@bylinetimes

Top Replied-To in G9:
@vinguptamd
@meidastouch
@therickwilson
@johnjharwood
@kylegriffin1
@drtaranarula
@legendary_us
@johnocchiuto1
@muellershewrote
@authorkimberley

Top Replied-To in G10:
@senrobportman
@shimonpro
@senronjohnson
@rbreich
@lgenek1

Top Mentioned
Top Mentioned in Entire Graph:
@its_willyu
@hill_charlotte
@alexanderchee
@realdonaldtrump
@jaketapper
@nadiawhittomemp
@aaronbastani
@dropthemic2020
@davidschneider
@clientjournoexp

Top Mentioned in G1:
@its_willyu

Top Mentioned in G2:
@hill_charlotte
@ryp__
@kristinforwi
@dcpetterson
@ashrod233
@beschlossdc
@sashamai5

Top Mentioned in G3:
@satyend71267811
@truemedgroup
@me4usa
@danielwcarlson
@niksbeenthinkin
@capitol_weekly
@aleaaaaaa1953

Top Mentioned in G4:
@realdonaldtrump
@repmarkpocan
@joebiden
@presssec
@whitehouse
@david_leavitt
@michaeljburry
@gop
@potus
@bfraser747

Top Mentioned in G5:
@alexanderchee
@hijade2madre
@capaction
@billkristol
@donmoyn
@chronicpainwar
@allentien
@smbwhitney
@natsechobbyist
@its_willyu

Top Mentioned in G6:
@nadiawhittomemp
@aaronbastani
@clientjournoexp
@itrainedflowers
@russincheshire
@alexwickham
@johnpilger
@neilstirk
@ianbyrnemp
@peston

Top Mentioned in G7:
@perthppe
@notourplace000
@schinarat
@bowppe
@1925party
@bplannnnn
@gonghive24
@md_ppe
@allaroundperth
@perthppe2003

Top Mentioned in G8:
@davidschneider
@bylinetimes
@writesbright
@marcuschown
@bylinetv
@borisjohnson_mp
@richardscribbl1
@goodlawproject
@politicspollss
@bobharrisonedu

Top Mentioned in G9:
@meidastouch
@greenfieldiowa
@jasoncrowco6
@congressmanraja
@johnrmoffitt
@joebidenforlife
@kylegriffin1
@jorgero27067079
@gemra10
@chitowngal1204

Top Mentioned in G10:
@jaketapper
@senatorlankford
@senronjohnson
@senrobportman
@happychichester
@rbreich
@dgarritysantafe
@shimonpro
@padresj
@maggienyt

Top Tweeters
Top Tweeters in Entire Graph:
@subwayjp
@missb62
@tomthunkitsmind
@sumariumcom
@easy_branches
@jurylady5
@lopezgovlaw
@littlebytesnews
@solutioneer72
@cagney1991

Top Tweeters in G1:
@elknight20
@0026yoyo
@troublesomegabe
@libsuperstar
@dare_darou
@_nurseratchet
@igallupd
@pppatticake
@itslakayy
@jjdebenedictis

Top Tweeters in G2:
@lesleygsmith3
@mayirmamay14
@bellesapepper37
@patricklee6669
@darlene_edw
@cherokeenative3
@briangrnotabot
@margaritateresa
@newsofmideast
@trumpgot2go

Top Tweeters in G3:
@crweworld
@backstorymom1
@_griot_
@nikitakitty
@hardknoxfirst
@tolajobjobs
@pameladrew
@rf_jenkins
@macslon
@drspl5

Top Tweeters in G4:
@johnlundin
@lindasuhler
@foxnews
@sabulosaa
@mlobrovich
@jajsaarthur
@leesutton4
@chickilopiccolo
@bfraser747
@kjpritchard4

Top Tweeters in G5:
@_silversmith
@ken_crichlow
@saintwalker98
@maryalicebisho2
@deesbarbara
@allentien
@sfdirewolf
@headunder_water
@jwomack
@flightbomb

Top Tweeters in G6:
@moonbootica
@bliadhnaichean
@mojos55
@pingachoo
@tkysk8r
@lazaroumterror
@msalliance
@davelawson35
@finkley1
@fauxpaschick

Top Tweeters in G7:
@schinarat
@boonzoonlee
@tkmmtrigon
@juthamas161
@nunamaki_kyumin
@everthing_y
@jojo_jeab
@bumlovehae
@md_ppe
@jeerawanlp

Top Tweeters in G8:
@artytrace
@philmorandi
@londonyc
@jwahjwah
@jamiechurch2
@meallyhen
@peterjukes
@lighthealing
@ellysiumfields
@ralpharmstrong1

Top Tweeters in G9:
@carolmaewy
@damonbethea1
@yayayarndiva
@noybsk2017
@sooze555
@rmr11rock
@therickwilson
@peri_gisele
@conjja
@fluffysays

Top Tweeters in G10:
@jjj5819
@govsherazkhan
@cnbsnana
@amb0306
@boandsunny
@yolie_rios
@kw1979
@aliadair22
@seagal_lori
@bigforkgirl


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