ewarren, Twitter, 2/23/2021 3:21:37 PM, 249451


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ewarren_2021-02-23_04-34-09.xlsx
ewarren_2021-02-23_04-34-09.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 23, 2021
Short Description:
ewarren via NodeXL https://bit.ly/3byh9eR
@ewarren
@joyannreid
@antiapartheid12
@aoc
@radarlove82
@ronjflemming
@potus
@cureeus1
@hoda13311
@japamahatma

Top hashtags:
#muslimban
#cancelstudentdebt
#psp
#ss200
#finishthejob
#sayhernamerealitywinner

Description:
Description
The graph represents a network of 7,343 Twitter users whose tweets in the requested range contained "ewarren", 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 12:39 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 3-day, 1-hour, 8-minute period from Friday, 19 February 2021 at 23:49 UTC to Tuesday, 23 February 2021 at 00:57 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 : 7343
Unique Edges : 10590
Edges With Duplicates : 26265
Total Edges : 36855
Number of Edge Types : 5
Retweet : 3791
MentionsInRetweet : 13258
Replies to : 3223
Mentions : 16364
Tweet : 219
Self-Loops : 307
Reciprocated Vertex Pair Ratio : 0.0112634088200238
Reciprocated Edge Ratio : 0.0222759149036478
Connected Components : 180
Single-Vertex Connected Components : 156
Maximum Vertices in a Connected Component : 7081
Maximum Edges in a Connected Component : 36564
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.746347
Graph Density : 0.000314751886146365
Modularity : 0.327566
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 7,343 Twitter users whose tweets in the requested range contained "ewarren", 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 12:39 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 3-day, 1-hour, 8-minute period from Friday, 19 February 2021 at 23:49 UTC to Tuesday, 23 February 2021 at 00:57 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 : ewarren
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:
[96] https://twitter.com/ewarren/status/1363498701822570502
[34] https://twitter.com/ewarren/status/1363156559652663296
[30] https://twitter.com/ewarren/status/1363931724678373382
[26] 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
[25] https://twitter.com/ewarren/status/1362856773682671616
[23] https://twitter.com/ewarren/status/1363912552296628227
[12] https://twitter.com/ewarren/status/1362133102986997763
[11] https://educationvotes.nea.org
[6] https://www.gofundme.com/f/james-quotaftertransplantcarequot-fund?utm_medium=social&utm_source=twitter&utm_campaign=p_na+share-sheet&pc_code=tw_co_dashboard_a&rcid=a169bca4366648308dce1b99eb79af51
[6] https://twitter.com/ronfilipkowski/status/1362515223886848003

Top URLs in Tweet in G1:
[26] 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
[10] https://twitter.com/ewarren/status/1363498701822570502
[6] https://www.gofundme.com/f/james-quotaftertransplantcarequot-fund?utm_medium=social&utm_source=twitter&utm_campaign=p_na+share-sheet&pc_code=tw_co_dashboard_a&rcid=a169bca4366648308dce1b99eb79af51
[4] https://gf.me/u/x6kgtb
[4] https://twitter.com/ronfilipkowski/status/1362515223886848003
[4] https://api.whatsapp.com/resolve/?deeplink=%2Fmessage%2FBCQ5SKQA443GF1
[3] https://www.amazon.com/Persist-Elizabeth-Warren/dp/1250799244/
[3] https://twitter.com/ewarren/status/1362856773682671616
[3] https://twitter.com/ewarren/status/1363156559652663296
[3] https://twitter.com/divsss9/status/1362819736678129667

Top URLs in Tweet in G2:
[6] https://twitter.com/ewarren/status/1363931724678373382
[3] https://www.npr.org/2021/02/20/969639380/fact-check-biden-s-comments-on-loan-forgiveness-and-elite-colleges
[2] https://twitter.com/PennyPhilosophy/status/1363922253801418752
[2] https://www.yahoo.com/news/uber-eats-driver-issues-heartbreaking-162541139.html
[2] https://twitter.com/ewarren/status/1363912552296628227
[2] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3DRchSLqv6WKY&q=EgS4SO-bGKzu04EGIhkA8aeDS7juRYwcUfFl4LnClRLDobej5z0LMgFy
[2] https://twitter.com/ericgarland/status/1363268176604241920
[2] https://actionnetwork.org/letters/tell-congress-finish-the-job-and-extend-psp?source=twitter&
[2] https://action.peopleforbikes.org/e-bike-act/?fbclid=IwAR2qnlJBUZ_lULOuQFb5S4DhV4d5m-TYTaF6FiMAWEkIhoGijCDeTEROBWk
[2] https://twitter.com/HeerJeet/status/1362997358280105987

Top URLs in Tweet in G3:
[4] https://twitter.com/ewarren/status/1363931724678373382
[3] https://twitter.com/ewarren/status/1362133102986997763
[2] https://www.youtube.com/watch?v=TU_46Jr6Hm4&feature=youtu.be

[1] https://zoom.us/webinar/register/WN_puUywILXQ8qGm5TI4n3V1g
[1] https://twitter.com/staceyabrams/status/1363909450520739842
[1] https://twitter.com/aoc/status/1363968969707773956
[1] https://twitter.com/yousef85059331/status/1363797447898656770
[1] https://twitter.com/TheDejazmach/status/1363544544143437824
[1] https://twitter.com/engineerdagi/status/1363185047814213633
[1] https://twitter.com/TPLF_Lies/status/1363566525727334403

Top URLs in Tweet in G4:
[1] https://twitter.com/lacadri34/status/1363628363932463107
[1] https://twitter.com/ewarren/status/1158496860673363976
[1] https://twitter.com/ronfilipkowski/status/1362515223886848003
[1] https://twitter.com/joyannreid/status/1363157651379654657

Top URLs in Tweet in G5:
[5] https://twitter.com/ewarren/status/1363931724678373382
[1] https://www.cnbc.com/2021/02/17/household-debt-rises-to-14point6-trillion-due-to-record-breaking-rise-in-mortgage-loans.html?recirc=taboolainternal
[1] https://www.cnbc.com/2021/01/22/elizabeth-warren-and-chuck-schumer-forgiving-student-debt-will-help-senior-citizens.html
[1] https://time.com/2873280/duke-porn-star-belle-knox-college-cost/
[1] https://hotair.com/archives/john-s-2/2020/11/23/bloomberg-editorial-canceling-student-loan-debt-bad-idea/
[1] https://twitter.com/TexasTribune/status/1363911518572720130
[1] https://twitter.com/jessielovesandi/status/1363715330569199617
[1] https://twitter.com/chilljat/status/1363898726067171330
[1] https://twitter.com/slatzism/status/1363334647002910723
[1] https://twitter.com/123silvareed/status/1363662884299886593

Top URLs in Tweet in G6:
[11] https://educationvotes.nea.org
[3] https://time.com/collection/time100-next-2021/5937715/lina-khan/
[2] https://www.youtube.com/watch?v=_fQZfFy9cFs&feature=youtu.be

[1] https://twitter.com/JamaicaTig/status/1363920864413057030
[1] https://twitter.com/GlobalGsts/status/1363571765960663040
[1] https://www.unep.org/resources/making-peace-nature#.YC89sti2h2Y.twitter
[1] https://chicago.suntimes.com/2020/5/7/21251120/dcfs-family-visits-covid-19-pandemic-stay-at-home-j-b-pritzker-public-defender-amy-campanelli
[1] https://twitter.com/ronfilipkowski/status/1362515223886848003
[1] https://apnews.com/article/health-coronavirus-pandemic-ethiopia-united-nations-kenya-0625c8ca220b68b3f095b4c788a2af47
[1] https://sway.office.com/GzOQt32lBCkJ44tn?ref=Link&loc=mysways

Top URLs in Tweet in G7:
[2] https://www.youtube.com/watch?v=9FBpyxmrp1Q&feature=youtu.be

[2] https://www.dailykos.com/stories/2021/2/21/2017385/-Why-forgiving-student-debt-wouldn-t-just-be-progressive-it-would-be-a-huge-act-of-racial-justice
[1] https://www.youtube.com/watch?v=dN3gax_Z7tw&feature=youtu.be

[1] https://twitter.com/JoeReeves1959/status/1362973106902507524
[1] https://twitter.com/William42942489/status/1363338497915056130
[1] https://twitter.com/cancellieremark/status/1363838540291870723
[1] https://www.youtube.com/watch?v=IhO1FcjDMV4&feature=youtu.be

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

[1] https://twitter.com/propublica/status/1363059248867991552
[1] https://www.independent.co.uk/news/world/americas/trump-syria-oil-war-crime-isis-assad-fox-news-a9279381.html

Top URLs in Tweet in G8:
[72] https://twitter.com/ewarren/status/1363498701822570502
[23] https://twitter.com/ewarren/status/1363156559652663296
[19] https://twitter.com/ewarren/status/1362856773682671616
[17] https://twitter.com/ewarren/status/1363912552296628227
[12] https://twitter.com/ewarren/status/1363931724678373382
[3] https://twitter.com/ewarren/status/1362133102986997763
[3] https://twitter.com/ewarren/status/1364008781290614785
[2] https://twitter.com/ewarren/status/1362891465546993666
[2] https://twitter.com/ewarren/status/1363971910736969732
[1] https://twitter.com/ewarren/status/1362856773682671616?s=19

Top URLs in Tweet in G9:
[1] https://twitter.com/ewarren/status/1364008781290614785
[1] https://twitter.com/repkimschrier/status/1361810942242287617?s=21
[1] https://twitter.com/bblsttx/status/1363724626363260936
[1] https://twitter.com/Experian/status/1356657790954143744
[1] https://twitter.com/davidkeithlaw/status/1363478751452012544
[1] https://twitter.com/nyc_2021/status/1363293013880025091
[1] https://twitter.com/cliftonicwater/status/1363313767031873537
[1] https://twitter.com/ewarren/status/1363498701822570502
[1] https://twitter.com/KaivanShroff/status/1363512196337176579
[1] https://twitter.com/agspeed226/status/1363747171191947264

Top URLs in Tweet in G10:
[2] https://cointelegraph.com/news/fuel-for-a-broader-bitcoin-rally-btc-dip-fills-futures-gap-liquidating-1-billion
[1] https://www.youtube.com/watch?v=_TPYuIRVfew&feature=youtu.be

[1] https://twitter.com/cpsenergy/status/1362794151583109121
[1] https://twitter.com/adkskydive/status/1363510656163577856
[1] https://twitter.com/AngryBlackLady/status/1363270999643455491
[1] https://twitter.com/AngryBlackLady/status/1363239645002276866

Top Domains
Top Domains in Tweet in Entire Graph:
[574] twitter.com
[27] forbes.com
[19] youtube.com
[12] google.com
[11] nea.org
[8] gofundme.com
[6] cnbc.com
[6] yahoo.com
[4] gf.me
[4] time.com

Top Domains in Tweet in G1:
[81] twitter.com
[27] forbes.com
[6] gofundme.com
[4] gf.me
[4] whatsapp.com
[3] healthcare.gov
[3] amazon.com
[3] washingtonpost.com
[3] google.com
[2] nbcnews.com

Top Domains in Tweet in G2:
[166] twitter.com
[5] yahoo.com
[5] google.com
[4] youtube.com
[3] facebook.com
[3] nytimes.com
[3] npr.org
[2] actionnetwork.org
[2] peopleforbikes.org
[2] gofundme.com

Top Domains in Tweet in G3:
[67] twitter.com
[4] youtube.com
[1] zoom.us
[1] dataforprogress.org
[1] thefederalist.com
[1] theanalysis.news
[1] tiktok.com

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

Top Domains in Tweet in G5:
[17] twitter.com
[2] cnbc.com
[1] time.com
[1] hotair.com
[1] vox.com
[1] org.uk
[1] co.uk
[1] changing-places.org
[1] masslawyersweekly.com
[1] boston.com

Top Domains in Tweet in G6:
[11] nea.org
[3] time.com
[3] twitter.com
[2] youtube.com
[1] unep.org
[1] suntimes.com
[1] apnews.com
[1] office.com
[1] thestreet.com
[1] google.com

Top Domains in Tweet in G7:
[6] youtube.com
[6] twitter.com
[2] dailykos.com
[1] co.uk
[1] tammybaldwin.com
[1] google.com

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

Top Domains in Tweet in G9:
[10] twitter.com

Top Domains in Tweet in G10:
[4] twitter.com
[2] cointelegraph.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[96] muslimban
[48] cancelstudentdebt
[47] psp
[29] ss200
[16] finishthejob
[16] sayhernamerealitywinner
[16] compassionaterelease4reality
[16] realitywinner
[16] freereality
[16] whistleblower



Top Hashtags in Tweet in G1:
[12] aboysheart
[11] corruptdemocrats
[9] ss200
[9] liberalismisamentaldisorder
[5] cancelstudentdebt
[4] msc
[4] fpucretro
[3] termlimits
[3] studentloandebt
[3] morons

Top Hashtags in Tweet in G2:
[47] psp
[27] cancelstudentdebt
[16] finishthejob
[12] relief
[7] eritreantroopsoutoftigray
[5] stopwarontigray
[5] extendpsp
[5] ss200
[5] retroactiveunemployment
[4] studentdebt

Top Hashtags in Tweet in G3:
[96] muslimban
[16] sayhernamerealitywinner
[16] compassionaterelease4reality
[16] realitywinner
[16] freereality
[16] whistleblower
[9] abiyahmed
[5] tigraygenocide
[4] cancelstudentdebt
[4] dv2017

Top Hashtags in Tweet in G5:
[4] cancelstudentdebt
[3] cancelallstudentdebt
[3] texas
[3] texasfreeze
[2] ss200
[2] americanrescueplan
[2] usattorney
[2] darollins
[2] ethics
[2] lawrencema

Top Hashtags in Tweet in G6:
[5] tigraygenocide
[3] eritreantroopsoutoftigray
[3] allowaccesstotigray
[2] unep
[1] scholarship
[1] sponsorship
[1] tigraygenoicde
[1] eritreaoutoftigray
[1] arrest

Top Hashtags in Tweet in G7:
[13] ss200
[9] adultdependents3200
[6] msc
[6] fpucretro
[4] biggernbolder
[4] bidenlied
[3] democrats
[3] economicjustice
[3] purplepower
[3] democatslied

Top Hashtags in Tweet in G8:
[6] cancelstudentdebt
[2] ewarren
[2] democrats
[1] climateactionnow
[1] raisethewage
[1] climate
[1] facetheclimateemergency
[1] ppp
[1] studentdebt
[1] jmho

Top Hashtags in Tweet in G9:
[1] deletefacebook
[1] zuckforprison

Top Hashtags in Tweet in G10:
[3] cashappstealsmoney
[1] cashapp

Top Words
Top Words in Tweet in Entire Graph:
[5947] ewarren
[1516] bailey
[1500] snow
[1424] angels
[1309] potus
[1242] debt
[1222] vp
[782] secblinken
[726] more
[702] student

Top Words in Tweet in G1:
[3720] ewarren
[1462] snow
[1459] bailey
[1392] angels
[532] debt
[473] student
[424] help
[403] loan
[359] don
[335] canceling

Top Words in Tweet in G2:
[847] ewarren
[376] aoc
[279] joebiden
[268] berniesanders
[223] senschumer
[217] speakerpelosi
[199] potus
[194] vp
[188] kamalaharris
[175] sensanders

Top Words in Tweet in G3:
[1008] potus
[988] vp
[764] secblinken
[599] kyrstensinema
[597] sentinasmith
[594] tinasmithmn
[570] senstabenow
[560] malih66158037
[499] senatordurbin
[462] judiciarydems

Top Words in Tweet in G4:
[478] debt
[475] power
[475] more
[475] joyannreid
[474] wind
[474] creating
[474] getting
[474] shut
[474] suffering
[474] disproportionately

Top Words in Tweet in G5:
[413] ewarren
[315] ayannapressley
[100] debt
[75] pay
[69] loans
[67] student
[52] loan
[52] people
[50] edmarkey
[41] interest

Top Words in Tweet in G6:
[51] ewarren
[14] marcorubio
[12] behind
[12] antonioguterres
[12] student
[11] joebiden
[11] thank
[11] introducing
[11] jobs
[11] act

Top Words in Tweet in G7:
[81] ewarren
[18] 600
[18] potus
[16] sensanders
[16] ronwyden
[15] ananavarro
[15] joyvbehar
[15] sunny
[15] tammybaldwin
[14] theview

Top Words in Tweet in G8:
[20] bailey
[16] student
[10] warren
[10] snow
[9] debt
[9] please
[9] make
[9] more
[8] loan
[8] good

Top Words in Tweet in G9:
[41] ewarren
[33] michaelmina_lab
[31] we've
[30] fall
[30] rapid
[29] furious
[29] response
[29] many
[29] opportunities
[29] intervene

Top Words in Tweet in G10:
[46] ewarren
[25] cashapp
[14] angryblacklady
[13] cashsupport
[12] repkatieporter
[9] venmo
[7] business
[7] senfinance
[7] paypal
[7] misstourane

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1420] ewarren,bailey
[1416] snow,angels
[1406] bailey,snow
[972] potus,vp
[721] vp,secblinken
[597] secblinken,kyrstensinema
[597] kyrstensinema,sentinasmith
[594] sentinasmith,tinasmithmn
[557] tinasmithmn,senstabenow
[492] student,loan

Top Word Pairs in Tweet in G1:
[1393] ewarren,bailey
[1386] snow,angels
[1374] bailey,snow
[364] student,loan
[343] loan,debt
[327] canceling,student
[317] town,hall
[316] debt,help
[313] help,don
[312] massachusetts,town

Top Word Pairs in Tweet in G2:
[104] berniesanders,ewarren
[96] joebiden,kamalaharris
[84] aoc,ewarren
[76] ewarren,joebiden
[71] ewarren,sensanders
[58] ewarren,berniesanders
[56] vp,potus
[52] senschumer,ewarren
[47] potus,flotus
[46] potus,vp

Top Word Pairs in Tweet in G3:
[909] potus,vp
[720] vp,secblinken
[597] secblinken,kyrstensinema
[597] kyrstensinema,sentinasmith
[594] sentinasmith,tinasmithmn
[557] tinasmithmn,senstabenow
[462] senatordurbin,judiciarydems
[462] judiciarydems,potus
[454] malih66158037,senatordurbin
[253] senstabenow,stabenow

Top Word Pairs in Tweet in G4:
[474] wind,creating
[474] creating,debt
[474] debt,power
[474] power,getting
[474] getting,shut
[474] shut,more
[474] more,suffering
[474] suffering,disproportionately
[474] disproportionately,texans
[474] texans,poor

Top Word Pairs in Tweet in G5:
[283] ewarren,ayannapressley
[27] sobolnick,ewarren
[24] student,loan
[22] ewarren,edmarkey
[21] student,loans
[16] student,debt
[16] whistle84913083,ash84128946
[16] tracy26903904,walmartinc
[16] walmartinc,ewarren
[16] ewarren,massago

Top Word Pairs in Tweet in G6:
[11] thank,marcorubio
[11] marcorubio,ewarren
[11] ewarren,introducing
[11] introducing,jobs
[11] jobs,act
[11] act,210
[11] 210,help
[11] help,ensure
[11] ensure,borrowers
[11] borrowers,inhibited

Top Word Pairs in Tweet in G7:
[14] theview,whoopigoldberg
[14] whoopigoldberg,joyvbehar
[14] joyvbehar,sarahaines
[14] sarahaines,sunny
[14] sunny,ananavarro
[14] ananavarro,barbarajwalters
[14] barbarajwalters,maryltrump
[14] maryltrump,whooopigoldberg
[13] ewarren,bradleywhitford
[12] put,thinking

Top Word Pairs in Tweet in G8:
[7] student,loan
[5] bailey,snow
[4] cancel,student
[4] student,debt
[4] student,loans
[4] loan,debt
[3] don,know
[3] snow,angels
[3] snow,angel
[3] net,worth

Top Word Pairs in Tweet in G9:
[29] furious,response
[29] response,we've
[29] we've,many
[29] many,opportunities
[29] opportunities,intervene
[29] intervene,fall
[29] fall,rapid
[28] michaelmina_lab,furious
[6] senschumer,ewarren
[6] ewarren,sensanders

Top Word Pairs in Tweet in G10:
[12] cashapp,cashsupport
[8] ewarren,repkatieporter
[6] business,ewarren
[6] ewarren,senmikelee
[6] cashapp,venmo
[6] liliuhms,ewarren
[6] angryblacklady,misstourane
[6] misstourane,cashapp
[6] ewarren,ayannapressley
[5] hey,ewarren

Top Replied-To
Top Replied-To in Entire Graph:
@ewarren
@malih66158037
@reppressley
@potus
@moonbeamspecial
@joebiden
@seandgoldstein
@davidskylarkk
@joyannreid
@antiopeofthecle

Top Replied-To in G1:
@ewarren
@moonbeamspecial
@seandgoldstein
@antiopeofthecle
@kc50803479
@duccimane15
@jimwilliamsusa
@disgruntledisme
@dsweitzer
@samuel66645198

Top Replied-To in G2:
@ewarren
@reppressley
@joebiden
@potus
@joyannreid
@alxnz1
@mrmanhattanman
@speakerpelosi
@aoc
@senschumer

Top Replied-To in G3:
@malih66158037
@potus
@ewarren
@chantaladasilva
@reppressley
@senatordurbin
@nataliebidenn
@zazadeh0111
@senwarren
@maedeh71061277

Top Replied-To in G4:
@ewarren
@sensherrodbrown
@saralynne65

Top Replied-To in G5:
@ewarren
@drewdanzell
@sobolnick
@infocollector
@kerl42666902
@lisa38027841
@angell_wa
@gwenissocrazy
@donnybrook_rl
@sleevesrolled

Top Replied-To in G6:
@ewarren
@columbia
@kuluhama
@eyasped
@un_spexperts
@92newschannel
@ucl
@statedept
@markwarner
@unwebtv

Top Replied-To in G7:
@ewarren
@theview
@olderthangeorge
@sensanders
@senronwyden
@senschumer
@reneeconner71
@potus
@johncusack
@stopsocialism2

Top Replied-To in G9:
@michaelmina_lab
@davidkeithlaw
@bigbluewaveusa
@whitehouse
@spanishleaders
@juddlegum
@mateagold
@georgetakei
@dwuhlfelderlaw
@theatlantic

Top Replied-To in G10:
@angryblacklady
@business
@justinalpertesq
@lydiatonozzi
@noemi_figs
@reprashida
@repmaxinewaters
@johnnydiablo23
@ewarren
@adkskydive

Top Mentioned
Top Mentioned in Entire Graph:
@ewarren
@potus
@vp
@secblinken
@kyrstensinema
@sentinasmith
@tinasmithmn
@senstabenow
@malih66158037
@senatordurbin

Top Mentioned in G1:
@ewarren
@chuckschumer
@moonbeamspecial
@kc50803479
@potus
@rebdlyn
@la_colaborativa
@healthconnector
@mikebloomberg
@healthcaregov

Top Mentioned in G2:
@ewarren
@aoc
@joebiden
@berniesanders
@senschumer
@speakerpelosi
@vp
@kamalaharris
@potus
@sensanders

Top Mentioned in G3:
@vp
@potus
@secblinken
@kyrstensinema
@sentinasmith
@tinasmithmn
@senstabenow
@malih66158037
@senatordurbin
@judiciarydems

Top Mentioned in G4:
@joyannreid
@ewarren
@repaoc
@repkatieporter
@monicalewinsky
@danceorelse
@betoorourke
@aoc
@suzuhiggins
@senschumer

Top Mentioned in G5:
@ayannapressley
@ewarren
@edmarkey
@massago
@senwarren
@sobolnick
@walmartinc
@potus
@joebiden
@ash84128946

Top Mentioned in G6:
@ewarren
@marcorubio
@joebiden
@edvotes
@vp
@antonioguterres
@secblinken
@josepborrellf
@linamkhan
@borisjohnson

Top Mentioned in G7:
@ewarren
@potus
@ronwyden
@sensanders
@ananavarro
@joyvbehar
@sunny
@whoopigoldberg
@sarahaines
@barbarajwalters

Top Mentioned in G8:
@kathygrosskurth
@darq_marc

Top Mentioned in G9:
@ewarren
@michaelmina_lab
@danrather
@senschumer
@georgewill
@us_fda
@sensanders
@matthewjdowd
@davidfrum
@sapinker

Top Mentioned in G10:
@ewarren
@cashapp
@cashsupport
@repkatieporter
@angryblacklady
@senfinance
@misstourane
@fscdems
@senmikelee
@cfpb

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@oldlady12345
@dichristine
@monicasloves
@united
@ez4u2say_janis
@gambiste1
@britpoptarts
@richslate
@bannerite

Top Tweeters in G1:
@oldlady12345
@monicasloves
@richslate
@bannerite
@sddphoto
@mharvey816
@kenkircher1
@padakitty
@russelltim151
@marthalynneowe1

Top Tweeters in G2:
@united
@caligirlleftie
@argojournal
@nationafrica
@huffpost
@oldsalz
@wismiss3
@sunnyblondie
@colourbars
@nasty_woman2

Top Tweeters in G3:
@thehill
@deemoney521
@nyt
@washingtonpost
@lalate
@nypost
@latimes
@bbcworld
@ap
@ajenglish

Top Tweeters in G4:
@missb62
@dichristine
@ez4u2say_janis
@britpoptarts
@yarosisnancy
@lizditz
@givemepie360
@1loriking
@jamestoupin
@meidas_damon

Top Tweeters in G5:
@wcvb
@bostonglobe
@7news
@necn
@marianneflynn15
@wbz
@jonrosenberg
@geekmelange
@nbc10
@joannaconn3lly

Top Tweeters in G6:
@dailymirror
@reuters
@wherepond
@cnbc
@time
@th2shay
@wsj
@cnnee
@dwnews
@uninoticias

Top Tweeters in G7:
@rolandsmartin
@kals55
@dtporge
@suehdemocrat
@anneottley
@zerlinamaxwell
@steltenpower
@reynald93063819
@domnogin
@debramessing

Top Tweeters in G8:
@amyayers16
@trotdarrow
@joyce317jaw
@turquoiseblue78
@fisbarry
@cocoxochitl
@mandacollins
@wc_thats_me
@maryderrickart
@janggolan

Top Tweeters in G9:
@wellness4you13
@lauferlaw
@tzmaltesemama
@funder
@motherjones
@mollyjongfast
@xhnews
@theatlantic
@iran
@matthewjdowd

Top Tweeters in G10:
@business
@angryblacklady
@perpetual_now
@dazilmz
@ktvu
@kron4news
@ljl_geek
@nutmeg62
@jumboglo
@raisingthehustl


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