PPE, Twitter, 9/25/2020 9:02:37 AM, 235959


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PPE_2020-09-25_00-39-27.xlsx
PPE_2020-09-25_00-39-27.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 25, 2020
Short Description:
PPE via NodeXL https://bit.ly/3kJuOCU
@realdonaldtrump
@jaketapper
@meidastouch
@susannareid100
@rioclick1977
@upchuck66
@alliebsn
@kristie17797295
@davidschneider
@crochella

Top hashtags:
#หนึ่งล้านอาการงี้
#ppe
#covid19
#kdppe
#perthtanapon
#coroanvirus
#cnn
#masks

Description:
Description
The graph represents a network of 9,612 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, 25 September 2020 at 07:49 UTC.

The requested start date was Friday, 25 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, 22-hour, 5-minute period from Tuesday, 22 September 2020 at 01:55 UTC to Friday, 25 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 : 9612
Unique Edges : 6006
Edges With Duplicates : 12317
Total Edges : 18323
Number of Edge Types : 5
Retweet : 5355
MentionsInRetweet : 7079
Replies to : 1466
Tweet : 1482
Mentions : 2941
Self-Loops : 1516
Reciprocated Vertex Pair Ratio : 0.0132443928847641
Reciprocated Edge Ratio : 0.026142543650415
Connected Components : 1540
Single-Vertex Connected Components : 426
Maximum Vertices in a Connected Component : 3528
Maximum Edges in a Connected Component : 7697
Maximum Geodesic Distance (Diameter) : 30
Average Geodesic Distance : 8.600239
Graph Density : 0.000113454148741431
Modularity : 0.584043
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 9,612 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, 25 September 2020 at 07:49 UTC.

The requested start date was Friday, 25 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, 22-hour, 5-minute period from Tuesday, 22 September 2020 at 01:55 UTC to Friday, 25 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:
[25] https://www.washingtonpost.com/business/2020/09/22/covid-funds-pentagon/
[15] https://www.youtube.com/watch?v=gm5eY0pEChY&feature=youtu.be

[13] https://www.newyorker.com/magazine/2020/09/28/a-young-kennedy-in-kushnerland-turned-whistle-blower
[12] https://rover.ebay.com/rover/1/711-53200-19255-0/1?icep_ff3=2&pub=5575378759&campid=5338273189&customid=&icep_item=264856056670&ipn=psmain&icep_vectorid=229466&kwid=902099&mtid=824&kw=lg&toolid=11111
[11] https://www.propublica.org/article/poorly-protected-postal-workers-are-catching-covid-19-by-the-thousands-its-one-more-threat-to-voting-by-mail
[10] https://www.theatlantic.com/ideas/archive/2020/04/how-many-warnings-did-trump-ignore/610846/
[10] https://twitter.com/public_citizen/status/1308391356805664770
[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/
[8] https://www.washingtonpost.com/graphics/2020/local/news/n-95-shortage-covid/

Top URLs in Tweet in G1:
[10] https://www.theatlantic.com/ideas/archive/2020/04/how-many-warnings-did-trump-ignore/610846/
[4] https://www.yahoo.com/amphtml/lifestyle/robert-f-kennedys-grandson-whistleblower-140400505.html?__twitter_impression=true
[4] https://www.nursingworld.org/~4a558d/globalassets/covid19/ana-ppe-survey-one-pager---final.pdf
[3] https://www.cnn.com/2020/09/22/politics/fbi-warning-foreign-disinformation-2020-election-results/index.html
[3] https://www.youtube.com/watch?v=14Ygl2DiUdQ&feature=youtu.be

[2] https://www.newyorker.com/magazine/2020/09/28/a-young-kennedy-in-kushnerland-turned-whistle-blower
[2] https://www.healio.com/news/primary-care/20200902/survey-ppe-shortages-continue-for-many-nurses
[2] https://www.mcknights.com/news/lawmakers-demand-answers-from-pence-on-worsening-ppe-shortages/
[2] https://www.ama-assn.org/about/leadership/recurring-ppe-shortages-must-be-resolved-now
[2] https://www.vox.com/recode/2020/4/3/21206170/us-emergency-stockpile-jared-kushner-almost-empty-coronavirus-medical-supplies-ventilators

Top URLs in Tweet in G2:
[1] https://twitter.com/atrupar/status/1308792561260212224

Top URLs in Tweet in G3:
[4] https://twitter.com/public_citizen/status/1308391356805664770
[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
[4] https://buybulkdisplays.com/product-category/face-mask-dispensers/
[3] https://apple.news/A4Cyxjrt1Qd2q4nwW0PhVCw
[3] https://www.yahoo.com/lifestyle/robert-f-kennedys-grandson-whistleblower-140400505.html
[3] https://www.townandcountrymag.com/society/politics/a34108443/robert-f-kennedy-grandson-max-jared-kushner-trump-coronavirus-whistleblower/
[3] https://twitter.com/Post_AG/status/1308376559699492871
[3] https://thehill.com/policy/defense/517520-pentagon-redirected-pandemic-funds-to-defense-contractors-report
[2] https://shop.churchresources.com.au/product/carton-of-antibacterial-hand-gel-500ml-40-units-

Top URLs in Tweet in G4:
[2] https://powerthepolls.org/
[2] https://www.washingtonpost.com/business/2020/09/22/covid-funds-pentagon/
[1] https://twitter.com/theleadcnn/status/1308526140265508866

Top URLs in Tweet in G5:
[1] https://twitter.com/ottawahealth/status/1308484812274044941
[1] https://twitter.com/fordnation/status/1308828258427908101
[1] https://twitter.com/OntarioNDP/status/1308500852714475522
[1] https://twitter.com/lisathompsonmpp/status/1308884368480501767
[1] https://www.cbc.ca/news/politics/ppe-shortages-slow-response-1.5684962
[1] https://twitter.com/cdncicero/status/1308753583152730114
[1] https://twitter.com/natalia01mateo/status/1308855091408130049
[1] https://www.blacklocks.ca/advisor-put-lives-at-risk/
[1] https://apple.news/AWkFI5InaQnOlb6RMq3EyNw

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:
[1] https://twitter.com/marcusrashford/status/1309176218340782088
[1] https://www.nottinghampost.com/news/local-news/manager-clifton-retirement-village-responds-4112534
[1] https://onthewards.org/d-is-for-danger/
[1] https://onthewards.org/personal-protective-equipment/
[1] https://bylinetimes.com/2020/09/14/government-awards-122-million-ppe-contract-to-one-month-old-firm/

Top URLs in Tweet in G8:
[15] 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.instagram.com/accounts/login/?next=/p/CFcPyqGHblQ/%3Figshid%3D1tcqfkz6ct8tt
[2] https://open.spotify.com/track/3nTH7zalojPzPwN1Lyz7e6?si=Aa0sogVkRxu52IXWpAb8bA
[2] https://www.youtube.com/watch?v=QhX146t3Boo&feature=youtu.be

[2] https://twitter.com/bowppe/status/1308952924593295364
[2] https://www.zoomdara.com/5230
[1] https://www.instagram.com/accounts/login/?next=/p/CFcQuIfheAs/%3Figshid%3D1bmhwk2k8wa7r
[1] https://www.instagram.com/accounts/login/?next=/p/CFgOFvnnnHw/%3Figshid%3Dslgsf4hcux2f
[1] https://twitter.com/zaanookjukkroww/status/1309133537967300615

Top URLs in Tweet in G9:
[5] 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://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/
[1] https://www.usatoday.com/story/news/health/2020/09/04/coronavirus-police-officer-deaths-covid-could-surpass-9-11/5689683002/
[1] https://apple.news/Agkz_nhWmR328kxvvNNbN3w
[1] https://www.foxnews.com/media/dr-vin-gupta-msnbc-joe-biden-campaign

Top URLs in Tweet in G10:
[1] https://pollingaccessgrants.org/
[1] https://apple.news/AluuFJqm8S6qbbGFfnOgjCA
[1] https://twitter.com/weareoversight/status/1306578698473222144
[1] https://www.vice.com/en_us/article/akzmpk/trump-is-still-downplaying-covid-it-affects-virtually-nobody
[1] https://twitter.com/kylegriffin1/status/1308398141444481025
[1] https://twitter.com/votevets/status/1308402388563300353

Top Domains
Top Domains in Tweet in Entire Graph:
[287] twitter.com
[53] marketserengeti.com
[41] washingtonpost.com
[39] youtube.com
[37] bylinetimes.com
[24] ebay.com
[16] co.uk
[15] thedailybeast.com
[14] newyorker.com
[14] bit.ly

Top Domains in Tweet in G1:
[11] twitter.com
[10] theatlantic.com
[4] yahoo.com
[4] nursingworld.org
[3] cnn.com
[3] youtube.com
[2] newyorker.com
[2] washingtonpost.com
[2] healio.com
[2] mcknights.com

Top Domains in Tweet in G2:
[1] twitter.com

Top Domains in Tweet in G3:
[85] twitter.com
[7] com.au
[7] blogspot.com
[5] dailykos.com
[4] instagram.com
[4] yahoo.com
[4] buybulkdisplays.com
[3] apple.news
[3] townandcountrymag.com
[3] washingtonpost.com

Top Domains in Tweet in G4:
[2] powerthepolls.org
[2] washingtonpost.com
[1] twitter.com

Top Domains in Tweet in G5:
[6] twitter.com
[1] cbc.ca
[1] blacklocks.ca
[1] apple.news

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

Top Domains in Tweet in G7:
[2] onthewards.org
[1] twitter.com
[1] nottinghampost.com
[1] bylinetimes.com

Top Domains in Tweet in G8:
[20] youtube.com
[7] twitter.com
[4] instagram.com
[2] spotify.com
[2] zoomdara.com
[1] joox.com
[1] bit.ly

Top Domains in Tweet in G9:
[6] washingtonpost.com
[3] state.gov
[1] snopes.com
[1] usatoday.com
[1] apple.news
[1] foxnews.com

Top Domains in Tweet in G10:
[3] twitter.com
[1] pollingaccessgrants.org
[1] apple.news
[1] vice.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[410] หนึ่งล้านอาการงี้
[319] ppe
[210] covid19
[110] kdppe
[99] perthtanapon
[81] coroanvirus
[59] cnn
[44] masks
[43] sales
[43] mba



Top Hashtags in Tweet in G1:
[58] cnn
[16] ppe
[12] covid19
[5] trumpfailed
[5] trumpkillsamericans
[5] coronavirus
[4] votebidenharris
[3] pennsylvania
[3] trumprecession
[2] trumplied200kdied

Top Hashtags in Tweet in G3:
[56] ppe
[19] covid19
[8] osha
[7] facemasks
[6] coronavirus
[6] mfg
[6] sme
[6] industrial
[6] valves
[6] actuators

Top Hashtags in Tweet in G5:
[15] pandemic
[13] covid19
[11] ppe
[6] ltc
[6] ttc
[5] ontario
[5] unsafeseptemberon
[4] cdnpoli
[4] onpoli
[2] ontariospirit

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

Top Hashtags in Tweet in G7:
[11] ppe
[9] covid19
[8] coronavirus
[7] brexit
[7] nhs
[6] borisout
[6] testing
[2] politics
[2] twitter
[2] poll

Top Hashtags in Tweet in G8:
[410] หนึ่งล้านอาการงี้
[110] kdppe
[99] perthtanapon
[40] achancetoloveep5
[28] อาการงี้
[24] อาการงี้1m
[10] ritz_rueangritz
[9] lbc2shooting
[9] อาการงี้ritzxperth
[5] ศรีพันวา

Top Hashtags in Tweet in G9:
[1] heroesact
[1] trumpsfault
[1] trumpwantstoinfectus

Top Hashtags in Tweet in G10:
[4] trumpvirus
[3] covid19
[2] comradetrump
[1] freshtweets
[1] onev1
[1] trumplied200kamericansdied
[1] flipthesenateblue

Top Words
Top Words in Tweet in Entire Graph:
[4816] ppe
[1283] covid
[728] trump
[692] government
[589] test
[579] took
[556] week
[515] workers
[497] american
[486] ago

Top Words in Tweet in G1:
[298] realdonaldtrump
[295] ppe
[114] presssec
[108] covid
[103] trump
[87] joebiden
[72] nothing
[68] travel
[66] lie
[66] jan

Top Words in Tweet in G2:
[465] parents
[465] arrived
[465] seoul
[465] week
[465] ago
[465] immediately
[465] took
[465] covid
[465] test
[465] ppe

Top Words in Tweet in G3:
[380] ppe
[56] #ppe
[56] covid
[42] pandemic
[40] masks
[40] trump
[34] workers
[34] need
[28] more
[27] 19

Top Words in Tweet in G4:
[346] sign
[346] jaketapper
[344] 16
[344] older
[344] love
[344] democracy
[344] interested
[344] helping
[344] play
[344] role

Top Words in Tweet in G5:
[73] ppe
[59] premier
[55] ltc
[55] make
[52] ford
[51] people
[46] plan
[45] today
[45] another
[44] day

Top Words in Tweet in G6:
[184] sacked
[105] nadiawhittomemp
[99] care
[98] carer
[98] twice
[97] aaronbastani
[97] time
[96] labour
[96] mp
[96] 2020

Top Words in Tweet in G7:
[240] failure
[152] ppe
[104] late
[103] lockdown
[99] davidschneider
[85] covid
[84] boris
[82] johnson
[80] blame
[74] statement

Top Words in Tweet in G8:
[421] งล
[419] #หน
[410] านอาการง
[226] ร
[219] ก
[184] น
[152] ว
[134] ด
[124] ท
[119] ต

Top Words in Tweet in G9:
[79] trump
[65] meidastouch
[64] ppe
[62] failed
[61] confronted
[61] biggest
[61] challenge
[61] presidency
[61] miserably
[61] countries

Top Words in Tweet in G10:
[121] places
[120] arnold
[120] schwarzenegger
[120] giving
[120] rapid
[120] grants
[120] history
[120] voter
[120] suppression
[120] improve

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[468] covid,test
[467] ppe,government
[466] week,ago
[466] took,covid
[465] parents,arrived
[465] arrived,seoul
[465] seoul,week
[465] ago,immediately
[465] immediately,took
[465] test,ppe

Top Word Pairs in Tweet in G1:
[106] presssec,realdonaldtrump
[60] task,force
[58] #cnn,joebiden
[58] joebiden,narrative
[58] narrative,realdonaldtrump
[58] realdonaldtrump,nothing
[58] nothing,covid
[58] covid,lie
[58] lie,jan
[58] jan,task

Top Word Pairs in Tweet in G2:
[465] parents,arrived
[465] arrived,seoul
[465] seoul,week
[465] week,ago
[465] ago,immediately
[465] immediately,took
[465] took,covid
[465] covid,test
[465] test,ppe
[465] ppe,government

Top Word Pairs in Tweet in G3:
[21] covid,19
[13] full,ppe
[10] defense,contractors
[9] personal,protective
[9] protective,equipment
[9] masks,ppe
[9] face,mask
[8] body,armor
[8] engine,parts
[8] lack,ppe

Top Word Pairs in Tweet in G4:
[344] 16,older
[344] older,love
[344] love,democracy
[344] democracy,interested
[344] interested,helping
[344] helping,play
[344] play,role
[344] role,grand
[344] grand,american
[344] american,experiment

Top Word Pairs in Tweet in G5:
[44] another,day
[44] day,plan
[44] plan,doug
[44] doug,ford
[44] ford,make
[44] make,people
[44] people,safer
[44] safer,premier
[44] premier,today
[44] today,hiring

Top Word Pairs in Tweet in G6:
[98] sacked,twice
[96] labour,mp
[96] mp,nadiawhittomemp
[96] nadiawhittomemp,sacked
[96] twice,2020
[96] 2020,1st
[96] 1st,time
[96] time,carer
[96] carer,told
[96] told,truth

Top Word Pairs in Tweet in G7:
[93] late,lockdown
[82] boris,johnson
[74] johnson,statement
[74] statement,summary
[74] summary,blame
[74] blame,covid
[74] covid,failure
[74] failure,late
[74] lockdown,failure
[74] failure,ppe

Top Word Pairs in Tweet in G8:
[419] #หน,งล
[410] งล,านอาการง
[75] #kdppe,#perthtanapon
[40] า,#หน
[40] ย,นด
[30] น,าร
[28] ร,ธ
[24] #อาการง,1m
[24] นด,ด
[24] dễ,thương

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

Top Word Pairs in Tweet in G10:
[120] arnold,schwarzenegger
[120] schwarzenegger,giving
[120] giving,rapid
[120] rapid,grants
[120] grants,places
[120] places,history
[120] history,voter
[120] voter,suppression
[120] suppression,improve
[120] improve,access

Top Replied-To
Top Replied-To in Entire Graph:
@presssec
@realdonaldtrump
@ppe_ppo
@gop
@atrupar
@joebiden
@whitehouse
@crimsonpoem
@stanley_dog
@lindseygrahamsc

Top Replied-To in G1:
@presssec
@realdonaldtrump
@gop
@joebiden
@whitehouse
@donaldjtrumpjr
@seanhannity
@chrislhayes
@theatlantic
@pilot1402

Top Replied-To in G3:
@steelestreetps

Top Replied-To in G4:
@lgenek1

Top Replied-To in G5:
@fordnation
@erinotoole
@justintrudeau
@lisathompsonmpp
@drmwarner
@whosabotnow
@normalontario
@sflecce
@zettl_audrey
@laladean57

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

Top Replied-To in G7:
@lucyallan
@borisjohnson
@liamyoung
@mrjamesob
@kayburley
@matthancock
@doodleprincessa
@mi6rogue
@hettieveronica
@paulbranditv

Top Replied-To in G8:
@md_ppe
@schinarat
@ppe_perth320
@lbc_10
@bplannnnn
@notourplace000
@pa_prim
@bowppe
@ys_ppe
@cttng67140574

Top Replied-To in G9:
@vinguptamd
@therickwilson
@johnjharwood
@kylegriffin1
@meidastouch
@drtaranarula
@shimonpro
@scaramucci
@congressmanraja
@truth_truth_now

Top Replied-To in G10:
@clevelandhosea
@aviflygirl
@tiredoftrump8

Top Mentioned
Top Mentioned in Entire Graph:
@its_willyu
@jaketapper
@realdonaldtrump
@hill_charlotte
@public_citizen
@nadiawhittomemp
@davidschneider
@sawpufakas
@vcbvirginia
@aaronbastani

Top Mentioned in G1:
@realdonaldtrump
@joebiden
@presssec
@michaeljburry
@nurseninapa
@whitehouse
@gop
@msnbc
@ltgrusselhonore
@potus

Top Mentioned in G2:
@its_willyu

Top Mentioned in G3:
@knssradio
@kpjpsp
@bastard_bot87
@ellelaw4
@truemedgroup
@me4usa

Top Mentioned in G4:
@jaketapper
@padresj
@maggienyt
@ehay2k
@lgenek1

Top Mentioned in G5:
@andreahorwath
@fordnation
@citycynthia
@amyacanada
@justintrudeau
@mythinkinghere
@lisathompsonmpp
@ontariohealthc
@jkenney
@sflecce

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

Top Mentioned in G7:
@davidschneider
@borisjohnson
@matthancock
@politicspollss
@iamlistening666
@richardscribbl1
@jamesmelville
@marcuschown
@aameranwar
@paulbranditv

Top Mentioned in G8:
@perthppe
@notourplace000
@schinarat
@bowppe
@1925party
@allaroundperth
@md_ppe
@perthppe2003
@bplannnnn
@chompoobingsu

Top Mentioned in G9:
@meidastouch
@doctorhenryct
@congressmanraja
@rbreich
@dgarritysantafe
@shimonpro
@joebidenforlife
@donnadeegan
@vinguptamd
@curefinder

Top Mentioned in G10:
@hill_charlotte
@peaceandteachin
@aviflygirl
@clevelandhosea
@jaketapper
@foggybottomgal
@sashamai5
@patriciaselfies
@carollei4
@rudyblues57

Top Tweeters
Top Tweeters in Entire Graph:
@subwayjp
@fantasysite
@missb62
@tomthunkitsmind
@easy_branches
@dichristine
@jurylady5
@robinsnewswire
@clarita_mate
@lopezgovlaw

Top Tweeters in G1:
@johnlundin
@lindasuhler
@mymimisthebest
@upchuck66
@cltrotlyn
@latimes
@leesutton4
@chickilopiccolo
@kjpritchard4
@pleasethink1776

Top Tweeters in G2:
@elknight20
@troublesomegabe
@libsuperstar
@_nurseratchet
@igallupd
@pppatticake
@itslakayy
@jjdebenedictis
@sokattastic
@morbid_elation

Top Tweeters in G3:
@fantasysite
@crweworld
@backstorymom1
@_griot_
@nikitakitty
@unathi_kwaza
@amyharlib
@macslon
@drspl5
@endtheoligarch

Top Tweeters in G4:
@willseattle
@govsherazkhan
@roripierpont1
@snw106
@jckthesword
@amb0306
@stanspak
@thomasjankow
@lindakws1
@yolie_rios

Top Tweeters in G5:
@denniskoch10
@meeksvs
@real_dr_roy
@vera
@ttchelps
@nationalpost
@cbcnews
@ctvnews
@vansopinion8ted
@davidakin

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

Top Tweeters in G7:
@astwisa
@esme_hornbeam
@skynews
@jrtomlinauthor
@artytrace
@philmorandi
@jamiechurch2
@jacquep
@marcuschown
@kell1973

Top Tweeters in G8:
@schinarat
@coffeematez
@boonzoonlee
@oldman_b1
@tkmmtrigon
@juthamas161
@nunamaki_kyumin
@khaosodonline
@everthing_y
@chalidalalala

Top Tweeters in G9:
@damonbethea1
@yayayarndiva
@noybsk2017
@shareitarie10
@nasty_woman2
@therickwilson
@aliadair22
@conjja
@tesscatbird
@fluffysays

Top Tweeters in G10:
@foggybottomgal
@cherokeenative3
@briangrnotabot
@smilan317
@trumpgot2go
@daretothink53
@bbkenn92
@overunderclover
@redhed67
@kriscolvin


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