Elizabeth Warren, Twitter, 9/15/2020 8:59:45 PM, 235204


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Elizabeth Warren_2020-09-15_05-55-37.xlsx
Elizabeth Warren_2020-09-15_05-55-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 15, 2020
Short Description:
Elizabeth Warren via NodeXL https://bit.ly/2Rrk1AR
@golovashkina
@ajentleson
@cmclymer
@ewarren
@thehill
@jasonoverstreet
@joebiden
@thereidout
@lopezlovinlife
@daoshans

Top hashtags:
#smartnews
#demconvention
#cnn
#deliveringalpha
#draftwarrentofixit

Description:
Description
The graph represents a network of 7,706 Twitter users whose tweets in the requested range contained "Elizabeth Warren", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 15 September 2020 at 12:59 UTC.

The requested start date was Tuesday, 15 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 4-day, 14-hour, 30-minute period from Thursday, 10 September 2020 at 04:43 UTC to Monday, 14 September 2020 at 19:13 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 : 7706
Unique Edges : 2425
Edges With Duplicates : 13294
Total Edges : 15719
Number of Edge Types : 5
Tweet : 517
MentionsInRetweet : 7417
Mentions : 691
Retweet : 6479
Replies to : 615
Self-Loops : 538
Reciprocated Vertex Pair Ratio : 0.00178380306814128
Reciprocated Edge Ratio : 0.00356125356125356
Connected Components : 631
Single-Vertex Connected Components : 226
Maximum Vertices in a Connected Component : 6083
Maximum Edges in a Connected Component : 13732
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.757264
Graph Density : 0.000141878539910834
Modularity : 0.501377
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 7,706 Twitter users whose tweets in the requested range contained "Elizabeth Warren", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 15 September 2020 at 12:59 UTC.

The requested start date was Tuesday, 15 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 4-day, 14-hour, 30-minute period from Thursday, 10 September 2020 at 04:43 UTC to Monday, 14 September 2020 at 19:13 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 : Elizabeth Warren
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:
[714] https://www.usatoday.com/story/opinion/2020/01/27/coronavirus-donald-trump-made-us-less-prepared-joe-biden-column/4581710002/
[204] https://twitter.com/benshapiro/status/1303828850887991296
[53] https://www.cnbc.com/2020/01/28/elizabeth-warren-releases-public-health-plan-amid-coronavirus-outbreak.html
[17] https://www.rawstory.com/2020/09/elizabeth-warren-demands-dejoy-resign-or-be-removed-after-probe-shows-usps-sabotage-led-to-potentially-life-threatening-medicine-delays/
[13] https://www.msnbc.com/the-reidout/watch/elizabeth-warren-feels-deep-down-fury-on-trump-downplaying-coronavirus-91467845595
[12] https://twitter.com/KamalaHarris/status/1227988568322297856?s=20
[11] https://twitter.com/JulianCastro/status/1222194592281436162?s=20
[7] https://www.cnbc.com/2020/02/20/elizabeth-warren-reverses-her-position-on-super-pac-support.html
[6] https://www.theroot.com/exclusive-sen-elizabeth-warren-and-reps-ayanna-press-1844941000
[6] https://twitter.com/golovashkina/status/1305157582919741442

Top URLs in Tweet in G1:
[1] https://twitter.com/mmpadellan/status/1305266878571479040

Top URLs in Tweet in G2:
[172] https://twitter.com/benshapiro/status/1303828850887991296
[13] https://www.usatoday.com/story/opinion/2020/01/27/coronavirus-donald-trump-made-us-less-prepared-joe-biden-column/4581710002/
[1] https://twitter.com/rainelew3/status/1305188282662154243

Top URLs in Tweet in G3:
[677] https://www.usatoday.com/story/opinion/2020/01/27/coronavirus-donald-trump-made-us-less-prepared-joe-biden-column/4581710002/
[31] https://www.cnbc.com/2020/01/28/elizabeth-warren-releases-public-health-plan-amid-coronavirus-outbreak.html
[8] https://twitter.com/KamalaHarris/status/1227988568322297856?s=20
[7] https://twitter.com/JulianCastro/status/1222194592281436162?s=20
[6] https://twitter.com/benshapiro/status/1303828850887991296
[4] https://elizabethwarren.com/plans/combating-infectious-disease-outbreaks?s
[3] https://www.cnbc.com/amp/2020/01/28/elizabeth-warren-releases-public-health-plan-amid-coronavirus-outbreak.html
[1] https://twitter.com/ProudSocialist/status/1302850819096637440
[1] https://www.warren.senate.gov/newsroom/press-releases/vox-elizabeth-warren-has-a-plan-for-this-too
[1] https://www.wbur.org/news/2020/01/28/elizabeth-warren-coronavirus-infectious-diseases-plan

Top URLs in Tweet in G4:
[2] https://www.usatoday.com/story/opinion/2020/01/27/coronavirus-donald-trump-made-us-less-prepared-joe-biden-column/4581710002/
[1] https://twitter.com/apellitteri43/status/1304054575377395712
[1] https://www.rawstory.com/2020/09/elizabeth-warren-demands-dejoy-resign-or-be-removed-after-probe-shows-usps-sabotage-led-to-potentially-life-threatening-medicine-delays/

Top URLs in Tweet in G5:
[3] https://www.theroot.com/exclusive-sen-elizabeth-warren-and-reps-ayanna-press-1844941000
[3] https://www.usatoday.com/story/opinion/2020/01/27/coronavirus-donald-trump-made-us-less-prepared-joe-biden-column/4581710002/
[1] https://trib.al/HxG3Grm
[1] https://trib.al/eedXUrz
[1] https://trib.al/S4azIbI
[1] https://trib.al/c4XGA8y
[1] https://trib.al/gBMiPwu
[1] https://nbcnews.to/2Fwqesw
[1] https://trib.al/qp9rBoj
[1] https://www.cosmopolitan.com/politics/a33935675/elizabeth-warren-women-coronavirus-pandemic-labor-day/

Top URLs in Tweet in G6:
[1] https://twitter.com/msoliviaanna/status/1304206689500049408
[1] https://twitter.com/golovashkina/status/1305157582919741442
[1] https://www.bloomberg.com/news/articles/2020-01-28/2020-contender-elizabeth-warren-unveils-disease-prevention-plan
[1] https://twitter.com/dave_brown24/status/1304075261403631619
[1] https://bit.ly/32o2T58
[1] https://twitter.com/benshapiro/status/1303828850887991296
[1] https://www.cnbc.com/2020/01/28/elizabeth-warren-releases-public-health-plan-amid-coronavirus-outbreak.html
[1] https://www.etsy.com/listing/835829852/coulda-had-a-bad-bitch-tshirt-elizabeth
[1] https://twitter.com/JasonOverstreet/status/1304199161525354497

Top URLs in Tweet in G7:
[13] https://www.cnbc.com/2020/01/28/elizabeth-warren-releases-public-health-plan-amid-coronavirus-outbreak.html
[10] https://www.msnbc.com/the-reidout/watch/elizabeth-warren-feels-deep-down-fury-on-trump-downplaying-coronavirus-91467845595
[7] https://twitter.com/benshapiro/status/1303828850887991296
[7] https://www.cnbc.com/2020/02/20/elizabeth-warren-reverses-her-position-on-super-pac-support.html
[2] https://twitter.com/realDonaldTrump/status/1305140931042009095
[2] https://twitter.com/davidgura/status/1305303792620048385
[2] https://twitter.com/jasonoverstreet/status/1304200720225165314
[2] https://twitter.com/thehill/status/1304181607037890561
[2] https://www.vox.com/2016/7/4/12077568/elizabeth-warren-antitrust
[2] https://www.vox.com/2020/8/26/21402553/trump-covid-19-elizabeth-warren-coronavirus-pandemic-kushner

Top URLs in Tweet in G8:
[2] https://www.usatoday.com/story/opinion/2020/01/27/coronavirus-donald-trump-made-us-less-prepared-joe-biden-column/4581710002/
[1] https://twitter.com/LeeSovaClaypool/status/1305341674340655105
[1] https://twitter.com/isaacdovere/status/1305145173408657408
[1] https://twitter.com/benshapiro/status/1303828850887991296

Top URLs in Tweet in G9:
[3] https://www.foxnews.com/opinion/elizabeth-warren-is-a-fraud-her-lies-about-being-native-american-disqualify-her-from-presidency-senate
[2] https://www.usatoday.com/story/opinion/2020/01/27/coronavirus-donald-trump-made-us-less-prepared-joe-biden-column/4581710002/
[1] https://www.cnn.com/2019/09/16/politics/elizabeth-warren-bernie-sanders-ban-on-fracking-fact-check/index.html
[1] https://twitter.com/Repeoplecan/status/989286142125199362
[1] https://www.washingtonpost.com/politics/2020/09/08/finance-202-publicly-biden-is-tough-wall-street-privately-his-camp-is-offering-reassurance/
[1] https://www.thenation.com/article/politics/elizabeth-warren-convention/
[1] https://secure.actblue.com/donate/ew-wd-sep20fr-pin
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Ftime_continue%3D2%26v%3DSAmSWgDplTY%26feature%3Demb_logo&q=EgS4SO-bGMaC__oFIhkA8aeDS2tGZKJgS8ljdPcDPfP1yljTES32MgFy
[1] https://www.boston.com/news/business/2019/04/30/elizabeth-warren-chase-bank-twitter
[1] https://twitter.com/ejeancarroll/status/1303479443319599105

Top URLs in Tweet in G10:
[12] https://www.rawstory.com/2020/09/elizabeth-warren-demands-dejoy-resign-or-be-removed-after-probe-shows-usps-sabotage-led-to-potentially-life-threatening-medicine-delays/
[4] https://www.dailymail.co.uk/news/article-8718373/Airbnb-renter-claims-upstate-NY-house-used-Satanic-rituals.html
[3] https://www.msnbc.com/the-reidout/watch/elizabeth-warren-feels-deep-down-fury-on-trump-downplaying-coronavirus-91467845595
[3] https://twitter.com/golovashkina/status/1305157582919741442
[2] https://twitter.com/benshapiro/status/1303828850887991296
[2] https://twitter.com/thehill/status/1304181607037890561
[2] https://www.buzzfeed.com/zekejmiller/did-elizabeth-warren-say-shed-vote-for-the-bank-b
[2] https://www.politico.com/magazine/story/2014/11/warren-the-politician-eases-her-watchdog-stand-112758
[2] https://twitter.com/BevDonahue/status/1305525705518845952
[1] https://twitter.com/juliancastro/status/1222194592281436162

Top Domains
Top Domains in Tweet in Entire Graph:
[714] usatoday.com
[367] twitter.com
[74] cnbc.com
[20] rawstory.com
[15] msnbc.com
[12] youtube.com
[11] nytimes.com
[10] washingtonpost.com
[8] co.uk
[7] cnn.com

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

Top Domains in Tweet in G2:
[173] twitter.com
[13] usatoday.com

Top Domains in Tweet in G3:
[677] usatoday.com
[34] cnbc.com
[22] twitter.com
[4] elizabethwarren.com
[1] senate.gov
[1] wbur.org

Top Domains in Tweet in G4:
[2] usatoday.com
[1] twitter.com
[1] rawstory.com

Top Domains in Tweet in G5:
[6] trib.al
[4] theroot.com
[3] usatoday.com
[2] twitter.com
[1] nbcnews.to
[1] cosmopolitan.com
[1] huffpost.com
[1] cnbc.com
[1] spectator.us

Top Domains in Tweet in G6:
[5] twitter.com
[1] bloomberg.com
[1] bit.ly
[1] cnbc.com
[1] etsy.com

Top Domains in Tweet in G7:
[37] twitter.com
[23] cnbc.com
[11] msnbc.com
[4] vox.com
[2] usatoday.com
[1] cbsnews.com
[1] wsj.com
[1] rawstory.com
[1] blackenterprise.com
[1] actblue.com

Top Domains in Tweet in G8:
[3] twitter.com
[2] usatoday.com

Top Domains in Tweet in G9:
[4] twitter.com
[3] foxnews.com
[2] usatoday.com
[1] cnn.com
[1] washingtonpost.com
[1] thenation.com
[1] actblue.com
[1] google.com
[1] boston.com
[1] rawstory.com

Top Domains in Tweet in G10:
[41] twitter.com
[12] rawstory.com
[5] nytimes.com
[5] co.uk
[4] msnbc.com
[4] politico.com
[3] washingtonpost.com
[2] cnbc.com
[2] elizabethwarren.com
[2] wordpress.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[12] smartnews
[9] demconvention
[6] cnn
[5] deliveringalpha
[4] draftwarrentofixit
[4] blacklivesmatter
[3] legislation
[3] insurance
[3] elizabethwarren
[3] thereidout



Top Hashtags in Tweet in G1:
[1] yanggang
[1] womenforwarren

Top Hashtags in Tweet in G4:
[1] smartnews

Top Hashtags in Tweet in G5:
[3] racismisapublichealthcrisis
[2] heartlandforum
[1] demcasttx
[1] warren
[1] elizabethwarrencheated

Top Hashtags in Tweet in G6:
[1] warren
[1] environmentaljustice
[1] climatecrisis

Top Hashtags in Tweet in G7:
[4] draftwarrentofixit
[2] removedejoy
[2] armyofprogressives
[2] thereidout
[1] smartnews
[1] blacklivesmatter
[1] removedejoychargehim
[1] abolishthefilibuster
[1] stopthespread
[1] breakupbigtech

Top Hashtags in Tweet in G8:
[1] bidenharris2020

Top Hashtags in Tweet in G9:
[2] rural
[1] prosecutetrump
[1] strokeahontas
[1] economy
[1] trumphatesourmilitary

Top Hashtags in Tweet in G10:
[9] smartnews
[2] pocahontas
[2] elizabethwarren
[1] dumptrump2020
[1] trumpknew
[1] trumpliedamericansdied
[1] forbesunder30
[1] votebidenharristosaveamerica
[1] qanon
[1] thereidout

Top Words
Top Words in Tweet in Entire Graph:
[6155] warren
[5500] elizabeth
[1781] covid
[1650] plan
[1568] love
[1384] collins
[1383] susan
[1366] golovashkina
[1353] dragging
[1336] language

Top Words in Tweet in G1:
[1300] warren
[1286] elizabeth
[1278] golovashkina
[1265] collins
[1249] susan
[1248] dragging
[1248] love
[1248] language
[27] rvnsnest
[26] ladies

Top Words in Tweet in G2:
[768] warren
[755] elizabeth
[742] plan
[729] released
[729] coronavirus
[729] january
[729] ajentleson
[26] covid
[19] biden
[17] golovashkina

Top Words in Tweet in G3:
[1355] covid
[740] warren
[738] plan
[681] releases
[679] biden
[677] 27
[676] ed
[676] usa
[676] today
[676] cmclymer

Top Words in Tweet in G4:
[596] warren
[594] elizabeth
[570] sen
[569] thehill
[401] slams
[401] wrong
[400] republicans
[400] reach
[400] point
[400] people

Top Words in Tweet in G5:
[512] saved
[502] thereidout
[372] share
[357] ewarren
[328] trump
[328] virus
[327] many
[326] happened
[326] downplay
[326] lives

Top Words in Tweet in G6:
[528] elizabeth
[526] warren
[520] joy
[448] jasonoverstreet
[417] reid
[282] feel
[279] brother
[277] asked
[277] losing
[277] covid

Top Words in Tweet in G7:
[394] elizabeth
[341] warren
[86] trump
[72] mass
[62] warren's
[59] senwarren
[57] sloansharma
[52] joy
[52] against
[51] including

Top Words in Tweet in G8:
[288] way
[287] look
[287] prepare
[287] without
[287] panicking
[287] called
[287] leadership
[287] presidents
[287] doing
[286] lopezlovinlife

Top Words in Tweet in G9:
[96] warren
[90] elizabeth
[41] realdonaldtrump
[31] joebiden
[17] down
[17] biden
[14] pelosi
[14] 000
[13] ocraziocornpop
[13] businesses

Top Words in Tweet in G10:
[242] warren
[235] elizabeth
[28] trump
[22] biden
[19] people
[15] life
[14] bernie
[13] probe
[13] potentially
[13] sen

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[5342] elizabeth,warren
[1355] susan,collins
[1352] warren,dragging
[1352] dragging,susan
[1336] golovashkina,elizabeth
[1336] collins,love
[1336] love,language
[828] warren,released
[807] plan,january
[796] released,coronavirus

Top Word Pairs in Tweet in G1:
[1285] elizabeth,warren
[1249] susan,collins
[1248] golovashkina,elizabeth
[1248] warren,dragging
[1248] dragging,susan
[1248] collins,love
[1248] love,language
[27] rvnsnest,golovashkina
[15] golovashkina,remember
[15] remember,collins

Top Word Pairs in Tweet in G2:
[755] elizabeth,warren
[729] warren,released
[729] released,coronavirus
[729] coronavirus,plan
[729] plan,january
[729] ajentleson,elizabeth
[17] golovashkina,elizabeth
[17] warren,dragging
[17] dragging,susan
[17] susan,collins

Top Word Pairs in Tweet in G3:
[677] 27,warren
[676] covid,ed
[676] usa,today
[676] today,27
[675] biden,writes
[675] writes,covid
[675] ed,usa
[675] warren,releases
[675] plan,fight
[675] fight,covid

Top Word Pairs in Tweet in G4:
[594] elizabeth,warren
[570] sen,elizabeth
[564] thehill,sen
[401] warren,slams
[400] slams,republicans
[400] republicans,reach
[400] reach,point
[400] point,wrong
[400] wrong,people
[147] warren,call

Top Word Pairs in Tweet in G5:
[326] ewarren,happened
[326] happened,trump
[326] trump,downplay
[326] downplay,virus
[326] virus,many
[326] many,lives
[326] lives,saved
[322] thereidout,ewarren
[186] share,190
[186] 190,000

Top Word Pairs in Tweet in G6:
[525] elizabeth,warren
[417] joy,reid
[277] reid,asked
[277] asked,elizabeth
[277] warren,losing
[277] losing,brother
[277] brother,covid
[277] covid,19
[277] 19,made
[277] made,feel

Top Word Pairs in Tweet in G7:
[327] elizabeth,warren
[62] elizabeth,warren's
[44] independent,watchdog
[44] watchdog,agrees
[44] agrees,elizabeth
[44] warren's,request
[44] request,review
[44] review,trump
[44] trump,administration's
[44] administration's,decision

Top Word Pairs in Tweet in G8:
[287] look,way
[287] way,prepare
[287] prepare,without
[287] without,panicking
[287] panicking,called
[287] called,leadership
[287] leadership,presidents
[287] presidents,doing
[286] lopezlovinlife,look
[286] doing,centu

Top Word Pairs in Tweet in G9:
[86] elizabeth,warren
[13] businesses,closed
[13] closed,down
[13] down,months
[13] months,residents
[13] residents,suffer
[13] suffer,nancy
[13] nancy,pelosi
[13] pelosi,stocks
[13] stocks,20

Top Word Pairs in Tweet in G10:
[227] elizabeth,warren
[12] warren,demands
[12] demands,dejoy
[12] dejoy,resign
[12] resign,removed
[12] removed,probe
[12] probe,shows
[12] shows,usps
[12] usps,sabotage
[12] sabotage,led

Top Replied-To
Top Replied-To in Entire Graph:
@benshapiro
@senwarren
@ewarren
@2020justice4all
@jasonoverstreet
@realdonaldtrump
@fredtjoseph
@karebear0517
@kamalaharris
@cnn

Top Replied-To in G1:
@golovashkina
@rvnsnest
@ddale8

Top Replied-To in G2:
@freeyourmindkid
@ajentleson
@persistohio
@lizcubed

Top Replied-To in G3:
@benshapiro
@cmclymer
@davidharsanyi
@smotus
@red2007
@gallowspole6
@ronaldklain
@tristrial
@jonlovett

Top Replied-To in G4:
@thehill
@3dtruth
@j_m_a_y

Top Replied-To in G5:
@ewarren
@joyfullysuntzu
@jasonoverstreet
@_semahernandez_
@norskiemom
@thereidout
@robertjmont
@4ourtime1
@benkemper1
@bharatramamurti

Top Replied-To in G6:
@jasonoverstreet
@alexlawsonofd
@ferrazzanojay
@ramarion85
@rhymesradical
@4yrstoday
@marcolowe
@benshapiro
@lexiforsenate

Top Replied-To in G7:
@senwarren
@fiorella_im
@brianschatz
@msnbc
@jasonoverstreet
@benshapiro
@sandbergemmet
@apellitteri43
@lucianalamb
@kylekulinski

Top Replied-To in G8:
@bradmossesq
@dianerocks52

Top Replied-To in G9:
@realdonaldtrump
@kamalaharris
@thummajeremy
@breitbartnews
@joebiden
@nytimes
@rpat360
@sunshinecal47
@ronmack72149318
@arunkj78

Top Mentioned
Top Mentioned in Entire Graph:
@golovashkina
@ajentleson
@cmclymer
@thehill
@thereidout
@jasonoverstreet
@ewarren
@benshapiro
@lopezlovinlife
@kristavernoff

Top Mentioned in G1:
@golovashkina
@rvnsnest
@_ben_franklin1
@jasonoverstreet
@senatorcollins
@warrendemocrat
@lopezlovinlife
@thehill
@andrewlseidel
@mariana057

Top Mentioned in G2:
@ajentleson
@golovashkina
@cmclymer
@amziqureshi
@patrickvontrapp
@thereidout

Top Mentioned in G3:
@cmclymer
@benshapiro
@ajentleson
@qwosl
@golovashkina
@ewarren
@torrhl
@smotus
@mariepaddock
@slack2thefuture

Top Mentioned in G4:
@thehill
@golovashkina
@ajentleson
@danny_kolb
@cmclymer
@knowsteaks
@michelewojnar
@thereidout
@itsjustbeej
@maxnordau

Top Mentioned in G5:
@thereidout
@ewarren
@golovashkina
@thehill
@repbarbaralee
@reppressley
@jasonoverstreet
@lopezlovinlife
@senwarren
@wellness4you13

Top Mentioned in G6:
@jasonoverstreet
@michaelart123
@golovashkina
@ewarren
@lexiforsenate
@ferrazzanojay
@ramarion85
@thehill
@wevote2020
@danteatkins

Top Mentioned in G7:
@sloansharma
@senwarren
@jasonoverstreet
@warrendemocrat
@treeaston
@thejusticedept
@wevote2020
@mimirose101
@eschildge
@benshapiro

Top Mentioned in G8:
@lopezlovinlife
@golovashkina
@thehill
@jasonoverstreet
@thereidout
@cmclymer
@ajentleson
@sloansharma
@0scar1709
@jlrindahl

Top Mentioned in G9:
@realdonaldtrump
@joebiden
@ocraziocornpop
@kamalaharris
@whitehouse
@ejeancarroll
@abc
@sensanders
@davidmuir
@lindseygrahamsc

Top Mentioned in G10:
@dnc_alt
@johnppuremich
@whitesoxlex
@stonecoldchik

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@monicasloves
@raybae689
@solutioneer72
@joleonbusby
@manmet80
@washumom
@mharvey816
@myplace4u
@lehimesa

Top Tweeters in G1:
@monicasloves
@lehimesa
@gojira007x
@elknight20
@tadrow
@tinamorphis
@reneevoicebrand
@jcmarbury
@janiecestaton
@x_vintagebesos

Top Tweeters in G2:
@backstorymom1
@kenkircher1
@beverly21811568
@tyberzannxxxx
@artis_elemental
@blackswan725
@msochubbard
@kcolaizzo
@amb0306
@young_maymay

Top Tweeters in G3:
@solutioneer72
@givemepie360
@dovewoman1
@phillygirl1441
@shayz0rz
@tallyannae
@wechoosewisdom
@amadii
@margaritateresa
@trumpwatchnews

Top Tweeters in G4:
@raybae689
@joleonbusby
@washumom
@thehill
@pas5974
@jrbkjrbk
@jasonlopezii
@catwoman1979
@geostompx
@thegaychel

Top Tweeters in G5:
@mharvey816
@denniskoch10
@damonbethea1
@_silversmith
@girlzinger
@lllwry
@morvjn
@fran_neena20409
@teckiegirl
@murfad

Top Tweeters in G6:
@manmet80
@debilu2
@padakitty
@cindy_52s
@liverpotlian
@whirledcitizen_
@88seattle61
@ant95four
@persiankittenz
@demgirl50

Top Tweeters in G7:
@wellness4you13
@emccoy_writer
@gwydion620
@jmhamiltonblog
@jacquelinehine1
@merlingyr
@dappy_52
@juliawb
@openpodbaydoor_
@all100senators

Top Tweeters in G8:
@chriskirouac
@mlczone
@djzjcz
@barbaramain07
@janattheocean
@dianerocks52
@outnow45
@zardashtkarim
@malama00
@detemple

Top Tweeters in G9:
@businessinsider
@ocraziocornpop
@dianafry18
@bbcnews
@bostonglobe
@foxnews
@nytimes
@abc
@latimes
@diannemando

Top Tweeters in G10:
@rkeyserling
@hesiod2k11
@flippedhatnupe
@yknot
@aguynamednam
@dudeklinda
@stonecoldchik
@cbtuck62
@troyfauber
@dubrow_wendy


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