Elizabeth Warren, Twitter, 2/23/2021 3:02:11 PM, 249450
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Elizabeth Warren_2021-02-23_04-51-17.xlsx
Elizabeth Warren_2021-02-23_04-51-17.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
February 23, 2021
Short Description:
Elizabeth Warren via NodeXL https://bit.ly/3kgGkH5
@business
@billkristol
@sahilkapur
@ewarren
@aoc
@senwarren
@jasonoverstreet
@thehill
@thomasgraydon4
@propublica

Top hashtags:
#medicareforall
#greennewdeal
#bluenewdeal
#blacklivesmatter
#ss200
#impeachmenttrial

Description:
Description
The graph represents a network of 8,416 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, 23 February 2021 at 12:57 UTC.

The requested start date was Tuesday, 23 February 2021 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 6-day, 23-hour, 40-minute period from Tuesday, 16 February 2021 at 01:17 UTC to Tuesday, 23 February 2021 at 00:58 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 : 8416
Unique Edges : 4310
Edges With Duplicates : 10252
Total Edges : 14562
Number of Edge Types : 5
Retweet : 4881
MentionsInRetweet : 5611
Tweet : 1346
Replies to : 1275
Mentions : 1449
Self-Loops : 1379
Reciprocated Vertex Pair Ratio : 0.00482673267326733
Reciprocated Edge Ratio : 0.00960709446976229
Connected Components : 1533
Single-Vertex Connected Components : 753
Maximum Vertices in a Connected Component : 4298
Maximum Edges in a Connected Component : 9303
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.693748
Graph Density : 0.00011464172026686
Modularity : 0.566544
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 8,416 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, 23 February 2021 at 12:57 UTC.

The requested start date was Tuesday, 23 February 2021 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 6-day, 23-hour, 40-minute period from Tuesday, 16 February 2021 at 01:17 UTC to Tuesday, 23 February 2021 at 00:58 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:
[120] https://hannity.com/media-room/obsession-elizabeth-warren-complains-americans-never-got-to-see-trumps-tax-returns/?utm_source=hootsuite
[76] https://nypost.com/2021/02/18/elizabeth-warren-says-gamestop-stock-saga-was-market-manipulation/?utm_medium=SocialFlow&utm_source=NYPTwitter&utm_campaign=SocialFlow
[75] https://www.forbes.com/sites/zackfriedman/2020/12/12/elizabeth-warren-biden-has-moral-obligation-to-cancel-student-loans/amp/?sh=212702811cc1&__twitter_impression=true
[26] https://twitter.com/nypost/status/1362523642798759942
[23] https://www.businessinsider.com/progressives-bernie-sanders-elizabeth-warren-aoc-jimmy-dore-leftist-twitter-2021-2
[18] https://www.alternet.org/2021/02/chuck-schumer-elizabeth-warren/
[16] https://www.boston.com/news/coronavirus/2021/02/17/elizabeth-warren-massachusetts-vaccine-rollout?s_campaign=bcom%3Asocialflow%3Atwitter
[9] https://twitter.com/senwarren/status/1362078956342693889
[9] https://twitter.com/SenWarren/status/1362078956342693889
[8] https://patriotpost.us/memes/77774-elizabeth-warren-2021-02-16

Top URLs in Tweet in G1:
[10] https://www.businessinsider.com/progressives-bernie-sanders-elizabeth-warren-aoc-jimmy-dore-leftist-twitter-2021-2
[9] https://www.alternet.org/2021/02/chuck-schumer-elizabeth-warren/
[8] https://twitter.com/nypost/status/1362523642798759942
[6] https://twitter.com/mstratford/status/1361887361395789824
[5] https://twitter.com/SenWarren/status/1362078956342693889
[4] https://twitter.com/rieslingbeauty/status/1362063345243815941
[4] https://twitter.com/thatericalper/status/1362869669074501634
[4] https://twitter.com/ThatEricAlper/status/1362869669074501634
[3] https://twitter.com/senwarren/status/1362078956342693889
[3] https://www.fool.com/taxes/2021/02/17/how-would-elizabeth-warrens-wealth-tax-work/

Top URLs in Tweet in G2:
[5] https://twitter.com/WSJ/status/1361386053689610250
[4] https://www.reclaimthefight.com/2021/02/congressional-abdication-on-student.html
[3] https://www.buzzfeednews.com/article/mollyhensleyclancy/elizabeth-warren-student-debt-for-profit-colleges
[3] https://www.amazon.com/Persist-Elizabeth-Warren/dp/1250799244/
[2] https://twitter.com/ddayen/status/1362912366342508545
[2] https://www.govtrack.us/congress/bills/116/s2235/text
[2] https://www.forbes.com/sites/zackfriedman/2020/12/12/elizabeth-warren-biden-has-moral-obligation-to-cancel-student-loans/amp/?sh=212702811cc1&__twitter_impression=true
[1] https://www.boston25news.com/news/health/sen-elizabeth-warren-visits-chelsea-community-hit-hard-by-pandemic/EAE6K6B5HZAA5BVE2A2VA2R4NM/
[1] https://www.forbes.com/sites/wesleywhistle/2020/07/19/elizabeth-warren-cancel-student-debt-in-the-next-stimulus-package/
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=d0d5d160-b57b-11ea-b879-9755b4575475&url=L25ld3MvYXJ0aWNsZXMvMjAyMC0wNi0xNi9iaWRlbi1mdW5kcmFpc2VyLXdpdGgtZWxpemFiZXRoLXdhcnJlbi1uZXRzLTYtbWlsbGlvbg==

Top URLs in Tweet in G3:
[2] https://www.bloomberg.com/news/articles/2021-02-17/robinhood-s-ties-to-hedge-funds-still-not-clear-warren-says-kl9jf1f0?cmpid=socialflow-twitter-business&utm_content=business&utm_source=twitter&utm_medium=social&utm_campaign=socialflow-organic
[1] https://www.bloomberg.com/news/articles/2021-02-17/schumer-warren-challenge-biden-on-student-debt-cancellation?utm_campaign=socialflow-organic&utm_medium=social&utm_source=twitter&utm_content=business&cmpid=socialflow-twitter-business
[1] https://www.gq.com/story/joe-biden-bankruptcy-bill
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=89f4a900-70bb-11eb-97a7-7d946d656830&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0wMi0xNi9zd2lzcy13ZWFsdGgtdGF4LXJha2VzLWluLWNhc2gtYXMtY292aWQtcmV2aXZlcy1nbG9iYWwtZGViYXRlP3NyZWY9bXd3TzNreWU=

Top URLs in Tweet in G4:
[1] https://twitter.com/lindyli/status/1362919755364126725
[1] https://twitter.com/cornnutsbbq/status/1361699725490151428

Top URLs in Tweet in G5:
[1] https://www.nbcnews.com/politics/joe-biden/i-will-not-make-happen-biden-declines-democrats-call-cancel-n1258069
[1] https://twitter.com/SenWarren/status/1362090030676770816

Top URLs in Tweet in G6:
[69] https://www.forbes.com/sites/zackfriedman/2020/12/12/elizabeth-warren-biden-has-moral-obligation-to-cancel-student-loans/amp/?sh=212702811cc1&__twitter_impression=true
[2] https://www.forbes.com/sites/zackfriedman/2020/12/12/elizabeth-warren-biden-has-moral-obligation-to-cancel-student-loans/?sh=212702811cc1
[1] https://www.vox.com/2019/7/30/20691246/elizabeth-warren-massachusetts-unpopular
[1] https://www.thedailybeast.com/boston-globe-to-sen-elizabeth-warren-dont-run-in-2020
[1] https://twitter.com/kashmonies/status/1362081316150329349
[1] https://twitter.com/Erika_D_Smith/status/1363908589132259329
[1] https://twitter.com/BenSpielberg/status/1363334928646086658
[1] https://www.cnn.com/2017/11/02/politics/elizabeth-warren-dnc-rigged/index.html
[1] https://twitter.com/RealRichWilkins/status/1352438995372937217
[1] https://abcnews.go.com/Politics/sen-elizabeth-warren-responds-tense-criticism-plan-forgive/story?id=68511531

Top URLs in Tweet in G7:
[2] https://www.businessinsider.com/progressives-bernie-sanders-elizabeth-warren-aoc-jimmy-dore-leftist-twitter-2021-2
[2] https://www.theguardian.com/commentisfree/2021/feb/21/australia-shows-the-way-its-the-job-of-governments-not-big-tech-to-run-democracies
[2] https://theintercept.com/2019/10/14/joe-biden-elizabeth-warren-bankruptcy-women/
[2] https://www.npr.org/sections/thetwo-way/2017/02/08/514085145/read-coretta-scott-kings-letter-that-got-sen-elizabeth-warren-silenced
[2] https://www.masslive.com/politics/2021/02/covid-stimulus-critical-for-state-and-local-governments-sen-elizabeth-warren-says-in-virtual-town-hall.html
[2] https://www.change.org/p/elizabeth-warren-investigate-robinhood-s-trading-team-and-sutton-bank-for-involvement-in-predatory-trading?recruiter=1083227475&recruited_by_id=f36547e0-8a71-11ea-828e-8585ae08e2f5&utm_source=share_petition&utm_medium=copylink&utm_campaign=petition_dashboard
[1] https://www.cnn.com/2021/02/02/investing/robinhood-reddit-gamestop-elizabeth-warren/index.html
[1] https://www.washingtonpost.com/opinions/2020/11/11/elizabeth-warren-biden-harris-first-day
[1] https://www.forbes.com/sites/zackfriedman/2020/12/12/elizabeth-warren-biden-has-moral-obligation-to-cancel-student-loans/
[1] https://www.thesun.co.uk/news/10898748/sheepish-elizabeth-warren-caught-flying-on-private-jet-after-railing-against-gas-guzzling-republicans/

Top URLs in Tweet in G8:
[4] https://www.businessinsider.com/progressives-bernie-sanders-elizabeth-warren-aoc-jimmy-dore-leftist-twitter-2021-2
[3] https://www.businessinsider.com/progressives-bernie-sanders-elizabeth-warren-aoc-jimmy-dore-leftist-twitter-2021-2?utmSource=twitter&utmContent=referral&utmTerm=topbar&referrer=twitter
[1] https://www.nytimes.com/2020/03/03/us/politics/elizabeth-warren-super-tuesday.html
[1] https://www.cnn.com/2017/11/02/politics/elizabeth-warren-dnc-rigged/index.html
[1] https://www.businessinsider.com/progressives-bernie-sanders-elizabeth-warren-aoc-jimmy-dore-leftist-twitter-2021-2?amp&__twitter_impression=true
[1] https://www.nytimes.com/2019/09/09/us/politics/elizabeth-warren-2020.html
[1] https://www.axios.com/bien-warren-schumer-student-debt-loans-6b0c7e78-d05b-45b4-8004-ed0be7813a21.html?utm_source=twitter&utm_medium=social&utm_campaign=editorial&utm_content=politics-studentdebt
[1] https://newrepublic.com/article/161406/charlie-baker-massachusetts-democratic-party-failure?utm_medium=Social&utm_campaign=EB_TNR&utm_source=Twitter#Echobox=1613664382
[1] https://www.marketwatch.com/story/elizabeth-warren-calls-for-new-leadership-to-oversee-student-loans-and-calls-betsy-devos-era-a-disaster-11611776622
[1] https://www.voanews.com/usa/us-politics/elizabeth-warrens-detailed-economic-plan-could-shape-2020-election

Top URLs in Tweet in G9:
[119] https://hannity.com/media-room/obsession-elizabeth-warren-complains-americans-never-got-to-see-trumps-tax-returns/?utm_source=hootsuite
[1] https://twitter.com/BeschlossDC/status/1363931257613262849
[1] https://www.wsj.com/articles/elizabeth-warren-again-apologizes-after-release-of-native-american-ancestry-link-11566241904
[1] https://www.nationalreview.com/2018/10/elizabeth-warren-fraud-identity-politics/
[1] https://hannity.com/media-room/logic-warren-says-canceling-student-debt-will-help-americans-who-dont-have-student-debt/#.YDGhQ9TMVlU.twitter

Top URLs in Tweet in G10:
[4] https://www.youtube.com/watch?v=nS1RxSIYA0M&feature=youtu.be

[3] https://www.youtube.com/watch?v=ihsdEd69HlU&feature=youtu.be

[2] https://www.youtube.com/watch?v=DiOwyg53xE4&feature=youtu.be

[2] https://www.youtube.com/watch?v=QWMqU44Mll4&feature=youtu.be

[1] https://www.youtube.com/watch?v=YLHfhzUKLY4&feature=youtu.be

[1] https://www.cnbc.com/2021/02/18/warren-presses-citadel-ceo-griffin-about-relationship-with-robinhood-payment-for-order-flow.html?__source=sharebar|twitter&par=sharebar
[1] https://www.youtube.com/watch?v=vlJKu5b1TlI&feature=youtu.be

[1] https://www.youtube.com/watch?v=62i2feu9fxk&feature=youtu.be

[1] https://www.youtube.com/watch?v=a30m2ysR9kQ&feature=youtu.be

[1] https://twitter.com/thehill/status/1362401734388236289

Top Domains
Top Domains in Tweet in Entire Graph:
[321] twitter.com
[124] hannity.com
[93] nypost.com
[85] forbes.com
[34] businessinsider.com
[28] boston.com
[24] youtube.com
[20] bloomberg.com
[19] vox.com
[19] alternet.org

Top Domains in Tweet in G1:
[155] twitter.com
[16] businessinsider.com
[10] alternet.org
[7] bloomberg.com
[5] cnbc.com
[5] google.com
[5] nypost.com
[4] nytimes.com
[4] theguardian.com
[4] arklatexhomepage.com

Top Domains in Tweet in G2:
[29] twitter.com
[4] forbes.com
[4] reclaimthefight.com
[4] boston.com
[3] buzzfeednews.com
[3] amazon.com
[3] elizabethwarren.com
[2] bloomberg.com
[2] cnbc.com
[2] thehill.com

Top Domains in Tweet in G3:
[4] bloomberg.com
[1] gq.com

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

Top Domains in Tweet in G5:
[1] nbcnews.com
[1] twitter.com

Top Domains in Tweet in G6:
[71] forbes.com
[4] twitter.com
[2] vox.com
[2] cnn.com
[1] thedailybeast.com
[1] go.com
[1] cnbc.com
[1] nymag.com

Top Domains in Tweet in G7:
[8] twitter.com
[6] gettyimages.com
[4] masslive.com
[2] businessinsider.com
[2] theguardian.com
[2] theintercept.com
[2] npr.org
[2] change.org
[1] cnn.com
[1] washingtonpost.com

Top Domains in Tweet in G8:
[8] businessinsider.com
[2] nytimes.com
[1] cnn.com
[1] axios.com
[1] newrepublic.com
[1] marketwatch.com
[1] voanews.com

Top Domains in Tweet in G9:
[120] hannity.com
[1] twitter.com
[1] wsj.com
[1] nationalreview.com

Top Domains in Tweet in G10:
[16] youtube.com
[1] cnbc.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[54] medicareforall
[13] greennewdeal
[13] bluenewdeal
[13] blacklivesmatter
[10] ss200
[8] impeachmenttrial
[8] cancelstudentdebt
[8] smartnews
[8] loveisnottourism
[7] covid19



Top Hashtags in Tweet in G1:
[7] smartnews
[2] cancelstudentdebt
[2] politics
[1] warrendemocrat
[1] warren2024
[1] draftwarren
[1] fightfor15
[1] abolishice
[1] savegaza
[1] mapoli

Top Hashtags in Tweet in G2:
[2] cancelstudentdebt
[1] studentdebt
[1] medicareforall
[1] wealthtax
[1] tbt

Top Hashtags in Tweet in G7:
[9] ss200
[3] kidvicious
[2] murdochguttermedia
[2] removetrumpnow
[2] america
[2] japan
[2] アメリカ
[2] 日本
[2] amjoy
[2] covid19

Top Hashtags in Tweet in G8:
[2] medicareforall
[1] mindcontrol

Top Hashtags in Tweet in G10:
[1] tuition
[1] magaforever
[1] thesumofusbook

Top Words
Top Words in Tweet in Entire Graph:
[6608] warren
[6475] elizabeth
[1689] student
[1685] biden
[1615] debt
[1070] schumer
[1048] chuck
[1018] loan
[994] president
[888] year

Top Words in Tweet in G1:
[822] elizabeth
[806] warren
[210] biden
[208] student
[180] president
[178] debt
[148] cancel
[134] executive
[129] langfordiowa
[129] order

Top Words in Tweet in G2:
[643] elizabeth
[634] warren
[155] student
[137] ewarren
[133] jasonoverstreet
[131] people
[123] biden
[120] loan
[104] make
[104] tax

Top Words in Tweet in G3:
[547] elizabeth
[547] warren
[527] business
[505] biden
[504] president
[504] joe
[504] student
[504] loan
[503] chuck
[503] schumer

Top Words in Tweet in G4:
[401] elizabeth
[401] warren
[395] stir
[395] pot
[395] herself
[395] overheard
[395] telling
[395] someone
[395] little
[395] tiff

Top Words in Tweet in G5:
[327] student
[327] debt
[326] biden
[324] cancel
[321] sahilkapur
[312] elizabeth
[312] warren
[298] chuck
[298] schumer
[294] 50

Top Words in Tweet in G6:
[199] warren
[186] elizabeth
[107] student
[85] debt
[85] biden
[72] cancel
[72] lazy
[71] demanding
[67] bernie
[64] president

Top Words in Tweet in G7:
[177] warren
[174] elizabeth
[98] senwarren
[76] biden
[47] election
[45] harris
[45] progressive
[45] economic
[45] general
[45] nominee

Top Words in Tweet in G8:
[201] warren
[190] aoc
[175] mannyfidel
[166] bernie
[160] year
[158] long
[157] force
[157] vote
[157] wrote
[156] debates

Top Words in Tweet in G9:
[166] warren
[164] elizabeth
[139] seanhannity
[121] americans
[121] see
[121] tax
[121] returns
[120] obsession
[120] never
[120] trump

Top Words in Tweet in G10:
[318] democratic
[212] house
[186] elizabeth
[185] warren
[112] thehill
[108] year
[107] white
[106] sen
[106] begin
[103] senat

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[6231] elizabeth,warren
[1042] chuck,schumer
[967] schumer,elizabeth
[884] loan,debt
[876] student,loan
[718] joe,biden
[670] student,debt
[638] 50,000
[540] president,joe
[538] warren,keep

Top Word Pairs in Tweet in G1:
[782] elizabeth,warren
[150] student,debt
[133] president,biden
[132] cancel,student
[130] biden,cancel
[128] debt,executive
[128] executive,order
[127] langfordiowa,elizabeth
[127] warren,demanding
[127] demanding,president

Top Word Pairs in Tweet in G2:
[562] elizabeth,warren
[120] student,loan
[98] make,sure
[97] la_colaborativa,people
[97] people,chelsea
[97] chelsea,shown
[97] shown,means
[97] means,stand
[97] stand,each
[97] each,make

Top Word Pairs in Tweet in G3:
[546] elizabeth,warren
[504] joe,biden
[504] student,loan
[503] chuck,schumer
[503] schumer,elizabeth
[503] warren,keep
[503] keep,pressuring
[503] pressuring,president
[503] president,joe
[503] biden,wipe

Top Word Pairs in Tweet in G4:
[401] elizabeth,warren
[395] stir,pot
[395] pot,elizabeth
[395] warren,herself
[395] herself,overheard
[395] overheard,telling
[395] telling,someone
[395] someone,little
[395] little,tiff
[395] tiff,four

Top Word Pairs in Tweet in G5:
[323] student,debt
[311] elizabeth,warren
[298] chuck,schumer
[297] schumer,elizabeth
[294] cancel,50
[294] 50,000
[294] 000,student
[293] warren,respond
[293] respond,biden
[293] biden,saying

Top Word Pairs in Tweet in G6:
[178] elizabeth,warren
[71] cancel,student
[58] student,loan
[57] president,biden
[47] bernie,bros
[45] killed,future
[45] future,elections
[44] reesetheone1,killed
[44] personally,glad
[44] glad,woman

Top Word Pairs in Tweet in G7:
[166] elizabeth,warren
[49] senwarren,biden
[44] racial,justice
[43] biden,harris
[43] harris,ran
[43] ran,progressive
[43] progressive,economic
[43] economic,racial
[43] justice,platform
[43] platform,general

Top Word Pairs in Tweet in G8:
[157] force,vote
[156] vote,aoc
[156] aoc,year
[156] year,long
[156] long,debates
[156] debates,between
[156] between,bernie
[156] bernie,warren
[156] warren,supporters
[156] supporters,wrote

Top Word Pairs in Tweet in G9:
[164] elizabeth,warren
[121] tax,returns
[120] americans,never
[120] never,see
[119] seanhannity,obsession
[119] obsession,elizabeth
[119] warren,complains
[119] complains,americans
[119] see,trump
[119] trump,tax

Top Word Pairs in Tweet in G10:
[212] house,democratic
[185] elizabeth,warren
[106] sen,elizabeth
[106] warren,begin
[106] begin,year
[106] year,democratic
[106] democratic,white
[106] white,house
[106] democratic,house
[103] thehill,sen

Top Replied-To
Top Replied-To in Entire Graph:
@thatericalper
@senwarren
@seanhannity
@ewarren
@nypost
@aoc
@angry_staffer
@thehill
@forbes
@potus

Top Replied-To in G1:

Top Replied-To in G2:
@ewarren
@tify330
@grovernorquist
@wsj
@elmcclelland
@jb101_
@josephwinfield
@novusdivus
@jasonoverstreet
@daniiellepa

Top Replied-To in G3:
@business
@biannagolodryga
@labrujabasura

Top Replied-To in G4:
@nolakat8
@kloguesouthie2
@urocklive1

Top Replied-To in G5:
@pminn76
@potus

Top Replied-To in G6:
@reesetheone1
@langford21
@nycbubbles
@wonderking82
@lacedaflyfellow
@rudyfunkmeyer
@amunyoung
@seiffer55
@agraybee
@tify330

Top Replied-To in G7:
@senwarren
@potus
@berniesanders
@angryblacklady
@senschumer
@ronwyden
@joebiden
@vp
@elienyc
@richardgrenell

Top Replied-To in G8:
@aoc
@emmavigeland
@mannyfidel
@vlcek3vlcek
@samharrisorg
@mtaibbi
@arcminnied
@realspencergray
@greenmossontree
@andaius

Top Replied-To in G9:
@seanhannity
@hwestonbull_hhh
@jabbawaiuku

Top Replied-To in G10:
@thehill
@kdjenkins8
@poldiscoursebot
@cnbc
@accordingtojake
@mwebster1971

Top Mentioned
Top Mentioned in Entire Graph:
@business
@billkristol
@sahilkapur
@aoc
@ewarren
@mannyfidel
@jasonoverstreet
@propublica
@dfbharvard

Top Mentioned in G1:
@rjp56
@pcondlin
@lindakmills1
@rationalpolice
@williesband
@killthecorpora
@rudyhavenstein
@jordanwtx4

Top Mentioned in G2:
@jasonoverstreet
@ewarren
@la_colaborativa
@prestonmitchum
@persistohio
@amziqureshi
@sistercrow
@rokhanna
@lewoofla
@qwosl

Top Mentioned in G3:
@business
@3sidecarsplz
@toomuchprotein
@lookoutitsbbear
@labrujabasura
@prestonmitchum
@jasonoverstreet

Top Mentioned in G4:
@billkristol
@jeneps
@business

Top Mentioned in G5:
@sahilkapur
@itsjoekent
@business
@billkristol
@thor_benson
@prestonmitchum
@itismekyleg
@ptakjokes
@ballinoutsuper

Top Mentioned in G6:
@reesetheone1
@candiceaiston
@wonderking82
@ewarren
@moonbeamspecial
@2rawtooreal
@bidenharrisbro
@bitter_still
@silentamuse

Top Mentioned in G7:
@senwarren
@senschumer
@potus
@joebiden
@ewarren
@vp
@katty_kissem
@charliewageman
@johnwdean
@purify_toast17

Top Mentioned in G8:
@aoc
@mannyfidel
@businessinsider
@emmavigeland
@geoffmiami
@calmmancold
@betoorourke
@sahilkapur
@business
@kallindril

Top Mentioned in G9:
@seanhannity
@oldguy_steve
@jasonrantz
@dfbharvard
@patriotvoice13

Top Mentioned in G10:
@thehill
@poldiscoursebot
@youtube
@mkmfitzgerald
@mbagadonuts
@billkristol
@belleunplugged
@bigbivibes
@kdjenkins8
@cnbcmakeit

Top Tweeters
Top Tweeters in Entire Graph:
@thebookofginko
@robinsnewswire
@marciojmsilva
@nblackthorne
@chris_1791
@united
@leratomannya
@globalissuesweb
@serendipitysays
@thepoliticalcat

Top Tweeters in G1:
@marciojmsilva
@globalissuesweb
@honeybadger10
@new_narrative
@judusmaximus
@pwm62
@saveaslave
@edourdoo
@ant95four
@galileo908

Top Tweeters in G2:
@lehimesa
@padakitty
@sar_oso
@_silversmith
@trump_enemy
@wellness4you13
@itswanda
@cnbsnana
@artis_elemental
@sunnyblondie

Top Tweeters in G3:
@aeroforceso
@gpwriter
@astraea_styx
@business
@jayoung1892
@sandi_childs
@tifethebawse
@geostompx
@kentpg
@lottoalmighty

Top Tweeters in G4:
@serendipitysays
@kenkircher1
@givemepie360
@micjojd
@jkaynet
@redboybroken
@royaleight
@grannynannynews
@beckyrae12345
@kat223

Top Tweeters in G5:
@argojournal
@ungubunugu1274
@meidas_damon
@amyayers16
@cherokeenative3
@marykeithbare1
@vmbritsch
@spsot
@aniljothomas
@seagal_lori

Top Tweeters in G6:
@thepoliticalcat
@manmet80
@paxnostrum
@bellesapepper37
@jamestoupin
@sheiladecker19
@prime_bee
@notcapnamerica
@dc4hope
@reesetheone1

Top Tweeters in G7:
@robinsnewswire
@minotauresse
@alllwftopic
@angryblacklady
@ranman09
@jax6655
@washingtonpost
@lalate
@pelleg1gabriell
@fxp123

Top Tweeters in G8:
@businessinsider
@lorettabower3
@dokscho
@raulgar131
@psychwriter1515
@vader671
@resinanian
@grudging1
@pauldecristofo4
@mcufeld

Top Tweeters in G9:
@hindustanse
@bob_stinson1234
@mightymouth5413
@onecauseatatime
@peterroger17
@macor972
@texasgunsandoil
@sgtwoodybt
@ancientengravin
@brandonsblog

Top Tweeters in G10:
@thehill
@cnbc
@bozzo1931
@wavetop
@stablegeniusinc
@capt17bjk
@belladonamodels
@adakcharley
@dandassow
@who_ism


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