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ewarren_2022-06-21_07-30-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
June 21, 2022
Short Description:
ewarren via NodeXL https://bit.ly/3QOzEjl
@ewarren
@tsrha6
@ronjflemming
@trhasgeburu
@commongroundtoo
@fitx_investguy
@davidharsanyi
@shamrockflag
@potus
@billcarson2162

Top hashtags:
#tigrayfamine
#cancelstudentdebt
#nightofrage
#riots
#cancelallstudentdebtnow

Description:
Description
The graph represents a network of 6,361 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, 21 June 2022 at 14:36 UTC.

The requested start date was Tuesday, 21 June 2022 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, 18-hour, 3-minute period from Thursday, 16 June 2022 at 04:43 UTC to Monday, 20 June 2022 at 22:47 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 : 6361
Unique Edges : 8028
Edges With Duplicates : 16188
Total Edges : 24216
Number of Edge Types : 5
Retweet : 1439
MentionsInRetweet : 3234
Replies to : 5590
Mentions : 13651
Tweet : 302
Self-Loops : 390
Reciprocated Vertex Pair Ratio : 0.0223650611957383
Reciprocated Edge Ratio : 0.043751614847989
Connected Components : 227
Single-Vertex Connected Components : 192
Maximum Vertices in a Connected Component : 6072
Maximum Edges in a Connected Component : 23871
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.716631
Graph Density : 0.000287003447699671
Modularity : 0.346845
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,361 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, 21 June 2022 at 14:36 UTC.

The requested start date was Tuesday, 21 June 2022 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, 18-hour, 3-minute period from Thursday, 16 June 2022 at 04:43 UTC to Monday, 20 June 2022 at 22:47 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:
[102] https://twitter.com/ewarren/status/1537543834443333634
[47] https://twitter.com/ewarren/status/1537842630263988225
[36] https://twitter.com/ewarren/status/1537899507924336647
[24] https://twitter.com/ewarren/status/1538499552130617344
[18] https://twitter.com/ewarren/status/1538544810084139010
[18] https://twitter.com/ewarren/status/1537790438932942851
[17] https://twitter.com/ewarren/status/1537477100671848450
[17] https://www.nbcnews.com/nightly-news/video/wall-street-backed-companies-buying-up-single-family-homes-142286405805
[13] https://twitter.com/ewarren/status/1537127292601769984
[9] https://twitter.com/ewarren/status/1538885834463748097

Top URLs in Tweet in G1:
[15] https://www.nbcnews.com/nightly-news/video/wall-street-backed-companies-buying-up-single-family-homes-142286405805
[11] https://twitter.com/ewarren/status/1537543834443333634
[8] https://grassrootsdempolitics.com/index.php/2019/09/09/joni-ernst-wants-to-secretly-gut-social-security/
[6] https://grassrootsdempolitics.com/index.php/2018/10/21/mitch-mcconnell-confirms-gop-plans-to-cut-medicare-medicaid-social-security/
[5] https://www.youtube.com/watch?v=vL3Zhnj2Tmw&feature=youtu.be

[4] https://twitter.com/ewarren/status/1537899507924336647
[4] https://twitter.com/ewarren/status/1538499552130617344
[4] https://twitter.com/ewarren/status/1537790438932942851
[3] https://twitter.com/ewarren/status/1538544810084139010
[3] https://twitter.com/SETexasND/status/1538556557360865281

Top URLs in Tweet in G2:
[5] https://twitter.com/ewarren/status/1537477100671848450
[5] https://twitter.com/ewarren/status/1537899507924336647
[4] https://twitter.com/donwinslow/status/1537970609279250432
[4] https://twitter.com/ewarren/status/1537543834443333634
[3] https://newrepublic.com/article/166809/microsoft-activision-blizzard-union-agreement?utm_term=Autofeed&utm_campaign=EB_TNR&utm_medium=Social&utm_source=Twitter#Echobox=1655525571
[3] https://twitter.com/ewarren/status/1538544810084139010
[2] https://newrepublic.com/article/166809/microsoft-activision-blizzard-union-agreement?utm_term=Autofeed&utm_campaign=EB_TNR&utm_medium=Social&utm_source=Twitter#Echobox=1655699298
[2] https://newrepublic.com/article/166809/microsoft-activision-blizzard-union-agreement?utm_term=Autofeed&utm_campaign=EB_TNR&utm_medium=Social&utm_source=Twitter#Echobox=1655353302
[2] https://newrepublic.com/article/166809/microsoft-activision-blizzard-union-agreement?utm_term=Autofeed&utm_campaign=EB_TNR&utm_medium=Social&utm_source=Twitter#Echobox=1655440516
[2] https://newrepublic.com/article/166809/microsoft-activision-blizzard-union-agreement?utm_term=Autofeed&utm_campaign=EB_TNR&utm_medium=Social&utm_source=Twitter#Echobox=1655613497

Top URLs in Tweet in G3:
[4] https://www.aljazeera.com/news/2021/9/23/tigray-mothers-share-shocking-accounts-of-dire-famine-conditions
[2] https://www.cnn.com/2022/04/26/africa/tigray-forces-withdraw-afar-ethiopia-intl/index.html
[2] https://twitter.com/obedient_human/status/1537506678710616068
[1] https://www.aljazeera.com/

Top URLs in Tweet in G4:
[3] https://twitter.com/ewarren/status/1538499552130617344
[1] https://secure.actblue.com/donate/afg22-web
[1] https://www.brookings.edu/blog/how-we-rise/2022/05/17/preventing-racial-hate-crimes-means-tackling-white-supremacist-ideology/
[1] https://www.opalswalk2dc.com/opalswalk2022
[1] https://twitter.com/donwinslow/status/1537970609279250432
[1] https://www.youtube.com/watch?app=desktop&v=cq2iA7mL1J0
[1] https://www.yahoo.com/entertainment/russia-track-more-money-off-062549988.html?guccounter=1&guce_referrer=aHR0cHM6Ly93d3cuYmluZy5jb20v&guce_referrer_sig=AQAAAFpGu_0fJQGoSfWoET16PtBKZtbK8sXKmdQBd7UdhQYXei2NGToZZedS8hSSvYH5xtohzLuZTFqBTq4P7AEkpXu_7M7eJLW_vgJZWMRGMBg_cfYsy2Za6LOZxsqXxQb7CRZKvSGTdZouSVDaq1GMm-kYN4nORUiHtyFTaiDwuWJt

Top URLs in Tweet in G5:
[3] https://twitter.com/i/status/1521577635192713222
[2] https://www.windtaskforce.org/profiles/blogs/massachusetts-offshore-wind-companies-pick-cheapest-route
[1] https://twitter.com/themikelcrump/status/1521577635192713222
[1] https://twitter.com/SenWarren/status/1538526177870155777
[1] https://scholarlycommons.law.case.edu/cgi/viewcontent.cgi?article=1390&context=jil
[1] https://twitter.com/Jeff_Jacoby/status/1536466332807487488
[1] https://www.jta.org/2022/06/08/united-states/boston-jews-say-a-pro-palestinian-groups-map-of-local-zionist-leaders-and-powerhouse-ngos-leads-to-antisemitism
[1] https://twitter.com/offshorewindus/status/1302598432645877761
[1] https://newengland.anbaric.com/
[1] https://twitter.com/windwisema/status/1534914993279635456

Top URLs in Tweet in G6:
[70] https://twitter.com/ewarren/status/1537543834443333634
[32] https://twitter.com/ewarren/status/1537842630263988225
[21] https://twitter.com/ewarren/status/1537899507924336647
[12] https://twitter.com/ewarren/status/1538499552130617344
[9] https://twitter.com/ewarren/status/1537127292601769984
[9] https://twitter.com/ewarren/status/1537790438932942851
[8] https://twitter.com/ewarren/status/1537477100671848450
[7] https://twitter.com/ewarren/status/1538544810084139010
[7] https://twitter.com/ewarren/status/1538885834463748097
[5] https://twitter.com/ewarren/status/1537439113699151873

Top URLs in Tweet in G7:
[2] https://twitter.com/ewarren/status/1537899507924336647
[2] https://www.thecentersquare.com/texas/report-world-s-first-trillionaires-could-be-from-texas/article_eafbe46c-ed6e-11ec-9987-bb9916de132b.html
[1] https://www.youtube.com/watch?v=6ZsUhJpmMjo&feature=youtu.be

[1] https://www.youtube.com/watch?v=6gNmCGQRpcc&feature=youtu.be

[1] https://www.youtube.com/watch?v=wp43OdtAAkM&feature=youtu.be

[1] https://www.youtube.com/watch?v=rjlXH2I2Mes&feature=youtu.be

[1] https://www.youtube.com/watch?v=TdeG_kwex1c&feature=share

[1] https://www.youtube.com/watch?v=MSd0RdrFWUA&feature=share

[1] https://www.youtube.com/watch?v=VcjzHMhBtf0&feature=youtu.be

[1] https://www.youtube.com/watch?v=gG9fEaITgCk&feature=share


Top URLs in Tweet in G8:
[6] https://investorshub.advfn.com/Cen-Biotech-Inc-CENBF-31226
[4] https://opensea.io/UkrainianHeroes
[1] https://investorshub.advfn.com/Cen-Biotech-Inc-CENBF-31226#standwithukraine
[1] https://www.barrons.com/articles/crypto-bank-runs-celsius-accounts-frozen-51655484673
[1] https://b5c2q.app.goo.gl/?link=https%3A//castbox.fm/ep/505438087&apn=fm.castbox.audiobook.radio.podcast&ibi=fm.castbox.audiobook.radio.podcast&isi=1243410543&pt=118301901&ct=a_share_ep&mt=8&utm_campaign=a_share_ep&utm_source=a_share&utm_medium=dlink
[1] https://www.youtube.com/watch?v=lK8hpu_0WyA


Top URLs in Tweet in G9:
[2] https://www.desmoinesregister.com/story/news/2022/06/17/iowa-supreme-court-abortion-law-ruling-planned-parenthood-kim-reynolds/7646049001/
[1] https://twitter.com/MichelleSetaro/status/1538963858647265280
[1] https://twitter.com/MichelleSetaro/status/1537476285714223104
[1] https://twitter.com/MichelleSetaro/status/1537505572643147777
[1] https://twitter.com/MichelleSetaro/status/1537537528479199233
[1] https://twitter.com/MichelleSetaro/status/1537537927684583424
[1] https://twitter.com/MichelleSetaro/status/1537541788595986432
[1] https://twitter.com/MichelleSetaro/status/1537550074644811776
[1] https://twitter.com/MichelleSetaro/status/1537877824639410177
[1] https://twitter.com/MichelleSetaro/status/1537920079563591680

Top URLs in Tweet in G10:
[1] https://twitter.com/TodaYoshiro/status/1531480313917894658?s=20&t=rksVDmZ0VFiR60R3dvd2RQ
[1] https://www.youtube.com/watch?v=T99Ng11MPdY&feature=youtu.be

[1] https://www.newsweek.com/nuclear-war-india-pakistan-death-toll-ww2-1462550
[1] https://twitter.com/jdcocchiarella/status/1537274613440421895

Top Domains
Top Domains in Tweet in Entire Graph:
[574] twitter.com
[60] youtube.com
[18] nbcnews.com
[15] grassrootsdempolitics.com
[11] newrepublic.com
[8] forbes.com
[7] advfn.com
[6] nytimes.com
[5] usatoday.com
[5] washingtonpost.com

Top Domains in Tweet in G1:
[82] twitter.com
[17] youtube.com
[15] nbcnews.com
[14] grassrootsdempolitics.com
[4] yahoo.com
[3] zephr.com
[3] amazon.com
[3] nih.gov
[2] forbes.com
[2] substack.com

Top Domains in Tweet in G2:
[133] twitter.com
[11] newrepublic.com
[5] youtube.com
[3] newsbreak.com
[2] senate.gov
[2] amazon.com
[2] nytimes.com
[2] nbcnews.com
[2] theguardian.com
[1] france24.com

Top Domains in Tweet in G3:
[5] aljazeera.com
[2] cnn.com
[2] twitter.com

Top Domains in Tweet in G4:
[4] twitter.com
[1] actblue.com
[1] brookings.edu
[1] opalswalk2dc.com
[1] youtube.com
[1] yahoo.com

Top Domains in Tweet in G5:
[14] twitter.com
[2] windtaskforce.org
[1] case.edu
[1] jta.org
[1] anbaric.com
[1] patch.com
[1] grassrootsdempolitics.com
[1] washingtonpost.com
[1] avweb.com
[1] waronwant.org

Top Domains in Tweet in G6:
[197] twitter.com
[1] ewarren.ca
[1] wrirosscities.org

Top Domains in Tweet in G7:
[25] youtube.com
[12] twitter.com
[2] thecentersquare.com
[1] science.org
[1] forbes.com
[1] fas.org

Top Domains in Tweet in G8:
[7] advfn.com
[4] opensea.io
[1] barrons.com
[1] goo.gl
[1] youtube.com

Top Domains in Tweet in G9:
[15] twitter.com
[2] desmoinesregister.com
[1] thestate.com
[1] propublica.org

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[78] tigrayfamine
[61] cancelstudentdebt
[49] nightofrage
[49] riots
[41] cancelallstudentdebtnow
[27] tigraygenocide
[25] cancelstudentloans
[14] janesrevenge
[14] juneteenth
[14] ukraine



Top Hashtags in Tweet in G1:
[11] cancelstudentdebt
[9] juneteenth
[5] janesrevenge
[5] letsgobrandon
[4] massdems22
[4] termlimits
[4] impeachthomas
[4] expandscotus
[3] cancelallstudentloansbyeo
[3] everycent4every1

Top Hashtags in Tweet in G2:
[49] cancelstudentdebt
[41] cancelallstudentdebtnow
[25] cancelstudentloans
[12] cancelallstudentdebt
[8] cancelstudentdebtnow
[6] cancelstudebtdebt
[6] cnn
[5] rememberinnovember
[5] 60minutes
[4] novoteuntilstudentdebtiscanceled

Top Hashtags in Tweet in G3:
[78] tigrayfamine
[27] tigraygenocide
[10] endtigraysiege
[10] supports3199
[2] tigraygenocide590day
[2] stoptigrayfamine
[2] stopfundingtigraygenocide
[2] sanctionethiopia
[2] citizen
[2] cyberbullying

Top Hashtags in Tweet in G4:
[4] constitution
[2] juneteenth2022
[1] birthcontrol
[1] idiot
[1] capitalism
[1] georgia
[1] 1619project
[1] democrats
[1] polticaltheater
[1] politicalcorruption

Top Hashtags in Tweet in G5:
[12] piersparkiii
[9] jewish
[3] mapoli
[3] supremecourt
[1] voteblueorwearescrewed
[1] nomore
[1] boston
[1] bospoli
[1] ma7
[1] zionist

Top Hashtags in Tweet in G6:
[4] clarencethomasmustresign
[3] scotus
[3] scotusiscompromised
[2] impeachclarencethomas
[2] cleanenergy
[2] clarencethomas
[1] lockupwarren
[1] cancelalldebt
[1] freecommunitycollege
[1] january6thcommitteehearings

Top Hashtags in Tweet in G7:
[1] gopbegs

Top Hashtags in Tweet in G8:
[12] ukraine
[7] hemp
[7] ukrainian
[6] crypto
[4] cenbiotechukraine
[4] fckptn
[4] ukrainedonation
[4] stopputin
[4] stopwar
[4] saveukraine

Top Hashtags in Tweet in G9:
[12] nomorefactoryfarms
[2] maga
[2] whyimarch
[2] marchforourlives
[1] espionageact
[1] iww
[1] americantaxpayers
[1] terrorist_idf
[1] worldrefugeeday
[1] 39million

Top Hashtags in Tweet in G10:
[1] ecocidal
[1] endofuniverse
[1] digitalhumanitariandemocracy
[1] usnuclearweaponsinokinawa
[1] nuclearweapon
[1] okinawa
[1] usa
[1] henoko
[1] nuclearwar
[1] idonotwantnuclearwar

Top Words
Top Words in Tweet in Entire Graph:
[6762] ewarren
[556] people
[503] make
[427] potus
[396] more
[335] run_grp
[333] shiddabrikgames
[314] need
[311] 1lastrepublican
[300] davidarlington1

Top Words in Tweet in G1:
[3926] ewarren
[388] make
[271] possible
[270] betsy
[270] helped
[267] whatever
[267] daddy
[261] ended
[260] janitor
[256] believed

Top Words in Tweet in G2:
[671] ewarren
[328] potus
[181] sensanders
[169] vp
[158] aoc
[133] speakerpelosi
[129] senschumer
[125] berniesanders
[124] senwarren
[95] joebiden

Top Words in Tweet in G3:
[167] tigray
[159] aid
[156] population
[155] trickle
[155] made
[155] gov's
[155] humanitarian
[155] truce
[154] ethiopian
[154] 90

Top Words in Tweet in G4:
[536] ewarren
[94] people
[72] sbbmuud
[58] black
[57] white
[39] more
[35] inflation
[32] bosinphl
[29] pay
[28] know

Top Words in Tweet in G5:
[94] ewarren
[37] senmarkey
[21] massgovernor
[20] thetrustees
[20] massport
[19] vidyatikku
[19] mayorwu
[18] edmarkey
[18] callawalsh
[18] charliebakerma

Top Words in Tweet in G6:
[17] thomas
[16] day
[15] good
[15] resign
[13] people
[12] energy
[12] justice
[11] yes
[10] need
[10] today

Top Words in Tweet in G7:
[77] ewarren
[15] elonmusk
[12] secgov
[12] potus
[12] fbi
[11] berniesanders
[11] cnbc
[9] fbiwfo
[8] money
[8] sentoomey

Top Words in Tweet in G8:
[34] ewarren
[22] billchaaban
[21] hopelefeber
[19] brentbs
[19] escanner
[19] davidskylarkk
[19] lilblubird87
[19] ballsdeeptheone
[19] dgord6
[19] rockthrower19

Top Words in Tweet in G9:
[50] ewarren
[32] nytimes
[25] washingtonpost
[20] petebuttigieg
[18] gop
[14] nycpaf
[13] latimes
[13] chicagotribune
[13] thehill
[13] ajc

Top Words in Tweet in G10:
[21] jeffbezos
[20] ajassy
[19] ewarren
[17] pontifex
[14] twitter
[14] washingtonpost
[14] nytimes
[14] amazon
[13] potus
[13] elonmusk

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[335] run_grp,ewarren
[291] shiddabrikgames,run_grp
[264] make,possible
[262] helped,make
[260] ewarren,whatever
[260] whatever,daddy
[260] daddy,believed
[260] believed,betsy
[260] betsy,ended
[260] ended,janitor

Top Word Pairs in Tweet in G1:
[257] make,possible
[255] helped,make
[253] whatever,daddy
[253] daddy,believed
[253] believed,betsy
[253] betsy,ended
[253] ended,janitor
[253] janitor,helped
[253] ewarren,whatever
[76] good,day

Top Word Pairs in Tweet in G2:
[76] potus,vp
[45] ewarren,sensanders
[45] ewarren,senwarren
[44] ewarren,berniesanders
[36] student,loan
[30] senschumer,speakerpelosi
[27] vp,ewarren
[25] sensanders,ewarren
[24] senategop,housedemocrats
[24] senwarren,ewarren

Top Word Pairs in Tweet in G3:
[155] trickle,aid
[155] aid,made
[155] gov's,humanitarian
[155] humanitarian,truce
[154] made,ethiopian
[154] ethiopian,gov's
[154] truce,90
[154] 90,population
[153] population,tigray
[153] tigray,needs

Top Word Pairs in Tweet in G4:
[51] sbbmuud,ewarren
[24] swest6602,ewarren
[16] black,people
[16] bosinphl,ewarren
[15] viraldetroit,ewarren
[13] white,people
[12] fedupjersey,ewarren
[12] wits_x_giggles,sbbmuud
[10] ewarren,black
[9] white,supremacy

Top Word Pairs in Tweet in G5:
[26] senmarkey,ewarren
[20] thetrustees,massport
[15] edforboston,govrondesantis
[15] govrondesantis,massgovernor
[15] massgovernor,darollins
[15] darollins,oursouthbay
[14] oursouthbay,charliebakerma
[14] charliebakerma,cityofboston
[14] cityofboston,bostonpolice
[14] bostonpolice,thewarondrugs

Top Word Pairs in Tweet in G6:
[10] good,day
[9] today,good
[7] justice,thomas
[6] clarence,thomas
[6] supreme,court
[5] clean,energy
[4] day,justice
[4] thomas,resign
[3] brought,back
[2] gun,fight

Top Word Pairs in Tweet in G7:
[8] ewarren,berniesanders
[8] cnbc,instagram
[8] instagram,fbi
[8] fbi,newyorkfbi
[8] newyorkfbi,fbiwfo
[8] fbiwfo,fbirecordsvault
[8] fbirecordsvault,senduckworth
[8] senduckworth,dickdurbin
[7] ceoadam,theproblem
[7] theproblem,joerogan

Top Word Pairs in Tweet in G8:
[19] escanner,davidskylarkk
[19] davidskylarkk,lilblubird87
[19] lilblubird87,ballsdeeptheone
[19] ballsdeeptheone,dgord6
[19] dgord6,rockthrower19
[19] rockthrower19,secjackson
[19] secjackson,sec_enforcement
[19] sec_enforcement,boston_sec
[19] boston_sec,sf_sec
[19] sf_sec,newyork_sec

Top Word Pairs in Tweet in G9:
[19] nytimes,washingtonpost
[12] adrin_nazarian,asmrobertrivas
[12] asmrobertrivas,#nomorefactoryfarms
[12] #nomorefactoryfarms,aspca
[12] aspca,npr
[12] npr,ourrevolution
[12] ourrevolution,moveon
[12] moveon,sacbee_news
[12] sacbee_news,nytimes
[12] washingtonpost,newshour

Top Word Pairs in Tweet in G10:
[12] amazonnews,davehclark
[12] davehclark,perkinscoiellp
[12] perkinscoiellp,jeffbezos
[12] jeffbezos,mackenziescott
[12] mackenziescott,agowa
[12] agowa,newyorkstateag
[12] newyorkstateag,barackobama
[12] barackobama,michelleobama
[12] michelleobama,twitter
[12] twitter,ajassy

Top Replied-To
Top Replied-To in Entire Graph:
@ewarren
@vickie77900969
@jpz0883
@davidarlington1
@sbbmuud
@potus
@1lastrepublican
@yourfuturepotus
@kenjera2
@dgladden

Top Replied-To in G1:
@ewarren
@dgladden
@ggld
@joel_a_t
@jerryw_53
@kayesteinsapir
@area_individual
@ohons
@bidenburner46
@paulmil53479250

Top Replied-To in G2:
@ewarren
@potus
@drmilesdc
@studentloanjus1
@sensanders
@straittalk1
@reppressley
@dub4502245
@speakerpelosi
@cnn

Top Replied-To in G3:
@un_news_centre
@kingotdf
@gemechu3
@ewarren
@un_hrc

Top Replied-To in G4:
@ewarren
@sbbmuud
@bosinphl
@viraldetroit
@fedupjersey
@setdagon
@josephwdowski
@wits_x_giggles
@swest6602
@yvonnebollinge2

Top Replied-To in G5:
@vidyatikku
@southienews
@megansarahj
@ewarren
@repmalinowski
@giro_mike
@conservusa38
@maddow
@edmarkey
@soniachangdiaz

Top Replied-To in G7:
@ewarren
@heytheredude
@johnedeaton1
@unusual_whales
@stephen81770019
@donnahuegeorge
@hiphopcrisis
@lindseygrahamsc
@dsotec_army
@rogermarshallmd

Top Replied-To in G8:
@kennygrady666
@brentbs
@escanner
@timcast
@repkatieporter
@srikglobal
@stockmktnewz
@etdotstore
@cardytruster
@ewarren

Top Replied-To in G9:
@adrin_nazarian
@wrdbrn
@ewarren
@thedemocrats
@upine
@sensanders
@wikileaks
@tibou33969029
@oarichardengel
@thehill

Top Replied-To in G10:
@amazonnews
@saltyprofessor
@haveachattabs
@phillipadams_1
@gretathunberg
@ewarren
@elonmusk

Top Mentioned
Top Mentioned in Entire Graph:
@ewarren
@potus
@run_grp
@shiddabrikgames
@1lastrepublican
@aoc
@davidarlington1
@berniesanders
@sensanders
@vp

Top Mentioned in G1:
@ewarren
@tonyada67793401
@chargrille
@jdcocchiarella
@jasonoverstreet
@kayesteinsapir
@emolclause
@soonerdr90
@dgladden
@thefirstontv

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

Top Mentioned in G3:
@tsrha6
@trhasgeburu
@ewarren
@asfaw_nebiyu
@moguszeyo
@senatorcollins
@senjoniernst
@senatorbraun
@potus
@shewit02977919

Top Mentioned in G4:
@ewarren
@sbbmuud
@swest6602
@loopy_johnson
@bosinphl
@travisakers
@strider_ss
@quintonskitchen
@ricky_pd_uh
@josephwdowski

Top Mentioned in G5:
@ewarren
@senmarkey
@massgovernor
@thetrustees
@massport
@mayorwu
@callawalsh
@charliebakerma
@maura_healey
@edmarkey

Top Mentioned in G6:
@rffunari

Top Mentioned in G7:
@ewarren
@elonmusk
@fbi
@secgov
@potus
@berniesanders
@cnbc
@fbiwfo
@joerogan
@instagram

Top Mentioned in G8:
@ewarren
@davidskylarkk
@lilblubird87
@ballsdeeptheone
@dgord6
@rockthrower19
@secjackson
@sec_enforcement
@boston_sec
@sf_sec

Top Mentioned in G9:
@ewarren
@nytimes
@washingtonpost
@petebuttigieg
@latimes
@chicagotribune
@ajc
@nycpaf
@projectlincoln
@asmrobertrivas

Top Mentioned in G10:
@ewarren
@washingtonpost
@nytimes
@jeffbezos
@twitter
@potus
@aoc
@pontifex
@davehclark
@perkinscoiellp

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@applesupport
@7b73f39b85e1415
@sddphoto
@daily_express
@givemepie360
@thehill
@verizonsupport
@pollsstar
@jjj5819

Top Tweeters in G1:
@oldlady12345
@7b73f39b85e1415
@givemepie360
@b1e56df9ce6549f
@cotey_mary
@reneevoicebrand
@straitarrow10
@meidas_damon
@joanisparkles
@jrbkjrbk

Top Tweeters in G2:
@business
@ziziosama2gmail
@guardian
@nancypeggy
@rolandsmartin
@walmart
@courageousgirl2
@crystal4obama
@bostonglobe
@nytimes

Top Tweeters in G3:
@nigsti_tigray
@romhai_h
@tsrha_kw
@kusuweyenti
@kirosawitr
@sabaalem6_sabi
@gg_gidey
@tsgabgebremary7
@fevenmesay
@mulu999344782

Top Tweeters in G4:
@ecclesias
@drnurseprof
@nancyosborne180
@cjmu
@cececalabrese
@warrendemcats
@rusty_pharris
@sbbmuud
@sophieur11
@bobza222

Top Tweeters in G5:
@pollsstar
@reuters
@riwired
@davidamoyal
@7news
@boston25
@bostonherald
@miamiherald
@rayperez88
@universalhub

Top Tweeters in G6:
@ablnk
@constitutionsue
@kmorga1
@bjewing2
@shipman96
@dcmadness202
@saorimurakami1
@carol_wein
@hawaiishira
@karasoth

Top Tweeters in G7:
@daily_express
@dcexaminer
@cnbc
@bbcnews
@foxnews
@zerohedge
@thr
@abcnews
@jacquiewells4
@drboycewatkins1

Top Tweeters in G8:
@seekingalpha
@wsj
@japantimes
@nfl
@cnnpolitics
@realdailywire
@danstringer74
@justinalpertesq
@ritholtz
@foxnewsradio

Top Tweeters in G9:
@thehill
@huffpost
@latimes
@washingtonpost
@jerusalem_post
@sacbee_news
@ajc
@houstonchron
@afp
@freep

Top Tweeters in G10:
@nhk_news
@asahi
@mainichi
@lemondefr
@time
@usatoday
@nikkei
@financialtimes
@theeconomist
@shamrockflag


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