ewarren, Twitter, 12/7/2021 8:06:11 PM, 267877


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ewarren_2021-12-07_07-30-33.xlsx
ewarren_2021-12-07_07-30-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 07, 2021
Short Description:
ewarren via NodeXL https://bit.ly/3owIAh3
@ewarren
@cgasparino
@arossp
@buenoformiami
@ronjflemming
@chrishudsonjr
@sweetdeesez
@thrugateofhorn
@potus
@jd_tuccille

Top hashtags:
#recon
#endthefilibuster
#cancelstudentdebt
#elizabethwarren
#bbb
#buildingbackbetter

Description:
Description
The graph represents a network of 6,663 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, 07 December 2021 at 15:35 UTC.

The requested start date was Tuesday, 07 December 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 4-day, 2-hour, 12-minute period from Thursday, 02 December 2021 at 20:37 UTC to Monday, 06 December 2021 at 22:49 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 : 6663
Unique Edges : 11150
Edges With Duplicates : 20656
Total Edges : 31806
Number of Edge Types : 5
Replies to : 4718
Mentions : 16793
MentionsInRetweet : 7711
Retweet : 2147
Tweet : 437
Self-Loops : 562
Reciprocated Vertex Pair Ratio : 0.0209400614754098
Reciprocated Edge Ratio : 0.0410211378034247
Connected Components : 359
Single-Vertex Connected Components : 316
Maximum Vertices in a Connected Component : 6231
Maximum Edges in a Connected Component : 31295
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 2.948006
Graph Density : 0.000359166319620493
Modularity : 0.366648
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,663 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, 07 December 2021 at 15:35 UTC.

The requested start date was Tuesday, 07 December 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 4-day, 2-hour, 12-minute period from Thursday, 02 December 2021 at 20:37 UTC to Monday, 06 December 2021 at 22:49 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:
[203] https://twitter.com/ewarren/status/1466423819359461383
[79] https://twitter.com/ewarren/status/1466822202247065600
[32] https://twitter.com/ewarren/status/1467133396224811013
[31] https://twitter.com/ewarren/status/1467962601116209153
[26] https://twitter.com/ewarren/status/1467238885117861892
[24] https://twitter.com/ewarren/status/1467858158173536273
[14] https://twitter.com/ewarren/status/1466107188280233984
[10] https://twitter.com/ewarren/status/1466884827014221833
[9] https://twitter.com/NPR/status/1466498135883231233
[6] https://twitter.com/ewarren/status/1466470507369439240

Top URLs in Tweet in G1:
[9] https://twitter.com/ewarren/status/1466822202247065600
[9] https://twitter.com/NPR/status/1466498135883231233
[7] https://twitter.com/ewarren/status/1466423819359461383
[5] https://www.wpri.com/news/local-news/ted-nesi/nesis-notes-dec-4/
[4] https://twitter.com/ewarren/status/1467133396224811013
[3] https://twitter.com/ewarren/status/1467858158173536273
[3] https://twitter.com/npr/status/1466498135883231233
[3] https://www.youtube.com/watch?v=0aPQ7TUjbZY
[3] http://betshort.com
[3] https://www.washingtonpost.com/business/2021/11/16/second-biggest-program-democrats-budget-gives-billions-rich/

Top URLs in Tweet in G2:
[5] https://twitter.com/ewarren/status/1467962601116209153
[3] https://twitter.com/ewarren/status/1466107188280233984
[2] https://twitter.com/JoyceWhiteVance/status/1467928577568133121
[2] https://twitter.com/KEBrightbill/status/1467339590071631875
[2] https://twitter.com/donwinslow/status/1467613366143184896
[2] https://twitter.com/amyklobuchar/status/1466772361928220673
[2] https://twitter.com/marceelias/status/1467864727107907586
[2] https://twitter.com/MichelleSetaro/status/1466868332758372354
[2] https://www.ushmm.org/genocide-prevention/reports-and-resources/the-chinese-governments-assault-on-the-uyghurs
[2] https://twitter.com/donwinslow/status/1467309035900715009

Top URLs in Tweet in G3:
[3] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fgroups%2Ffitxcenbiobreed%2Fpermalink%2F4154484954663901%2F
[3] https://twitter.com/johnedeaton1/status/1467157449933471747
[2] https://twitter.com/digitalassetbuy/status/1467114527452012546
[1] https://www.youtube.com/watch?v=f8iPIV9cBAs

[1] https://www.cnn.com/2021/01/18/economy/biden-wall-street-gensler-sec-elizabeth-warren/index.html
[1] https://twitter.com/ClyburnSC06/status/1467878048657719301
[1] https://twitter.com/jungleincxrp/status/1467668387652268038
[1] https://t.me/CCKventures
[1] https://t.me/CCKventures_ANN
[1] https://t.me/+dTUYA_w7CigyZmNk

Top URLs in Tweet in G4:
[3] https://twitter.com/tigrayyouthntwk/status/1466874885355962368
[2] https://twitter.com/ElizHagedorn/status/1466198766982250503
[2] https://us02web.zoom.us/j/88086767830
[1] https://twitter.com/Suzierizzo1/status/1467912744364085252
[1] https://twitter.com/Lepariyo/status/1467845902438178824
[1] https://twitter.com/AttorneyCrump/status/1464960268371255297?s=20
[1] https://twitter.com/TodaYoshiro/status/1449813571278307332?s=20
[1] https://twitter.com/MarlonMcNeillSr/status/1465145288625115138?s=20
[1] https://twitter.com/Pontifex/status/1466720617517010945?s=20
[1] https://twitter.com/natalie_allison/status/1467848099905290243

Top URLs in Tweet in G5:
[147] https://twitter.com/ewarren/status/1466423819359461383
[60] https://twitter.com/ewarren/status/1466822202247065600
[22] https://twitter.com/ewarren/status/1467133396224811013
[21] https://twitter.com/ewarren/status/1467962601116209153
[20] https://twitter.com/ewarren/status/1467238885117861892
[18] https://twitter.com/ewarren/status/1467858158173536273
[9] https://twitter.com/ewarren/status/1466107188280233984
[8] https://twitter.com/ewarren/status/1466884827014221833
[4] https://twitter.com/ewarren/status/1466552979616452609
[3] https://twitter.com/ewarren/status/1466777994530283523

Top URLs in Tweet in G6:
[12] https://twitter.com/ewarren/status/1466423819359461383
[1] https://twitter.com/ewarren/status/1467238885117861892

Top URLs in Tweet in G7:
[2] https://www.windtaskforce.org/profiles/blogs/massachusetts-mega-ocean-wind-cables-no-abutter-notifications
[2] https://www.bostonglobe.com/2021/12/01/nation/biden-faces-new-pressure-vaccine-equity-omicron-variant-reveals-perils-global-gap/
[1] https://twitter.com/robertwrand/status/1465881995582521348
[1] https://www.cnbc.com/2021/07/26/lifetime-emissions-of-evs-are-lower-than-gasoline-cars-experts-say.html
[1] https://www.rainforest-rescue.org/petitions/1182/electric-vehicles-are-stealth-rainforest-killers
[1] https://www.whsv.com/2021/10/16/house-hearing-examines-what-it-will-take-fix-usps-problems/
[1] https://twitter.com/kebrightbill/status/1467339590071631875
[1] https://twitter.com/ewarren/status/1466822202247065600
[1] https://twitter.com/universalhub/status/1455537806974099460
[1] https://twitter.com/SenWarren/status/1466543563571879940

Top URLs in Tweet in G8:
[3] https://twitter.com/ewarren/status/1466423819359461383
[2] https://thehill.com/homenews/campaign/540711-lucky-excerpt-obama-went-to-bat-for-warren
[1] https://twitter.com/ClyburnSC06/status/1467878047122612227
[1] https://twitter.com/iampoliticsgirl/status/1466932348818132994
[1] https://twitter.com/debtcrisisorg/status/1467209156943773700
[1] https://twitter.com/ewarren/status/1467858158173536273
[1] https://twitter.com/KLF/status/1466602780915871744
[1] https://twitter.com/caseeeyfitz/status/1466470372686057473
[1] https://twitter.com/ReallyAmerican1/status/1466475967707234308
[1] https://twitter.com/JimVerraros/status/1467530223239548932

Top URLs in Tweet in G9:
[1] https://strikelines.com/product/oil-platforms-pipelines/
[1] https://www.newsweek.com/full-list-172-republicans-opposed-violence-against-women-act-1577029
[1] https://twitter.com/YahooNews/status/1466619226580529156
[1] https://markets.businessinsider.com/commodities/oil-price
[1] https://www.macrotrends.net/2566/crude-oil-prices-today-live-chart
[1] https://www.guttmacher.org/gpr/2007/05/repeat-abortion-repeat-unintended-pregnancy-repeated-and-misguided-government-policies
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5771530/

Top URLs in Tweet in G10:
[4] https://link.chtbl.com/OurAmerica?sid=twitter
[3] https://unmincedwords.com/blogs/news/how-to-spread-prejudice-and-hate-1
[3] https://unmincedwords.com/
[2] https://www.thedailybeast.com/idaho-republican-lisa-leisy-melts-down-over-year-old-hersheys-ad-featuring-black-family?source=twitter&via=desktop
[1] https://twitter.com/ewarren/status/1120485510189867008?s=21
[1] https://talkingpointsmemo.com/news/roe-overturned-abortion-illegal-supreme-court
[1] https://talkingpointsmemo.com/news/republican-attacks-on-wisconsin-election-officials-alarm-outside-experts

Top Domains
Top Domains in Tweet in Entire Graph:
[827] twitter.com
[34] youtube.com
[6] unmincedwords.com
[6] npr.org
[5] google.com
[5] thehill.com
[5] wpri.com
[5] washingtonpost.com
[4] businessinsider.com
[4] nytimes.com

Top Domains in Tweet in G1:
[111] twitter.com
[17] youtube.com
[6] npr.org
[5] wpri.com
[4] google.com
[4] trib.al
[4] washingtonpost.com
[3] betshort.com
[2] nytimes.com
[2] bbc.com

Top Domains in Tweet in G2:
[219] twitter.com
[3] youtube.com
[2] ushmm.org
[2] dailykos.com
[1] gallantgoose.com
[1] msn.com
[1] irs.gov
[1] peoplespolicyproject.org
[1] medium.com
[1] longreads.com

Top Domains in Tweet in G3:
[14] twitter.com
[3] youtube.com
[3] facebook.com
[3] t.me
[1] cnn.com
[1] bloomberg.com
[1] craft.do
[1] dailysignal.com

Top Domains in Tweet in G4:
[24] twitter.com
[2] youtube.com
[2] zoom.us
[1] thewire.in
[1] co.uk
[1] instagram.com
[1] businessinsider.com

Top Domains in Tweet in G5:
[323] twitter.com
[1] min.us
[1] wixsite.com
[1] youtube.com

Top Domains in Tweet in G6:
[13] twitter.com

Top Domains in Tweet in G7:
[12] twitter.com
[2] windtaskforce.org
[2] bostonglobe.com
[1] cnbc.com
[1] rainforest-rescue.org
[1] whsv.com

Top Domains in Tweet in G8:
[12] twitter.com
[2] thehill.com
[1] washingtonpost.com
[1] forbes.com

Top Domains in Tweet in G9:
[1] strikelines.com
[1] newsweek.com
[1] twitter.com
[1] businessinsider.com
[1] macrotrends.net
[1] guttmacher.org
[1] nih.gov

Top Domains in Tweet in G10:
[6] unmincedwords.com
[4] chtbl.com
[2] thedailybeast.com
[2] talkingpointsmemo.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[73] recon
[55] endthefilibuster
[53] cancelstudentdebt
[46] elizabethwarren
[35] bbb
[32] buildingbackbetter
[32] eranow
[31] section60002
[31] dv2020
[31] dv2021



Top Hashtags in Tweet in G1:
[39] endthefilibuster
[31] eranow
[10] taxtherich
[8] pinkypromise
[7] womenshealthprotectionact
[6] endthegop
[5] stopvotersuppression
[5] bitcoin
[5] codifyroe
[4] buildbackbetter

Top Hashtags in Tweet in G2:
[72] recon
[49] cancelstudentdebt
[33] bbb
[32] buildingbackbetter
[31] section60002
[31] dv2020
[31] dv2021
[30] msc
[13] monthlystimuluschecks
[10] abolishthefilibuster

Top Hashtags in Tweet in G3:
[45] elizabethwarren
[11] gensinator
[6] acmpr
[6] investor
[4] cryptocurrency
[4] bitcoin
[3] otc
[3] pinksheets
[3] cannabis
[3] potstocks

Top Hashtags in Tweet in G4:
[13] 16days
[5] tigraygenocide
[4] tigraymassarrests
[3] federalism
[3] climatechange
[3] mekelleunderattack
[3] american_extremism
[3] extremism_in_america
[2] lepariyoclimatewisdom
[2] freeassange

Top Hashtags in Tweet in G5:
[12] endthefilibuster
[3] buildbackbetter
[3] endthefilibusternow
[2] taxtherich
[1] potus
[1] forgivestudentdebt
[1] gophypocrisy
[1] roevwade
[1] preach
[1] wealthtax

Top Hashtags in Tweet in G7:
[6] buildbackbetter
[4] artsed
[2] bigpharma
[1] greenbuilding
[1] baapride
[1] justiceforgail
[1] getridofcashbail
[1] cashbail
[1] reform
[1] endmpp

Top Hashtags in Tweet in G8:
[3] blm
[2] lfg
[1] marchforourlives
[1] blocking

Top Hashtags in Tweet in G9:
[1] msnbc
[1] thebeat
[1] thereidout
[1] inners
[1] maddow
[1] lastword

Top Hashtags in Tweet in G10:
[11] ouramerica
[3] unminced
[3] kittens
[3] donaldtrump
[3] politics
[3] ewarren
[2] trump2024
[1] blm

Top Words
Top Words in Tweet in Entire Graph:
[6501] ewarren
[604] people
[577] joebiden
[571] need
[535] senschumer
[498] aoc
[492] cgasparino
[475] more
[460] sensanders
[460] tax

Top Words in Tweet in G1:
[3852] ewarren
[441] people
[316] more
[292] tax
[276] money
[250] right
[234] pay
[209] government
[205] need
[194] taxes

Top Words in Tweet in G2:
[1012] ewarren
[513] senschumer
[390] sensanders
[386] amyklobuchar
[315] potus
[300] senatordurbin
[285] need
[259] sherrodbrown
[243] senalexpadilla
[199] speakerpelosi

Top Words in Tweet in G3:
[607] ewarren
[492] cgasparino
[488] joebiden
[379] garygensler
[291] johnedeaton1
[146] left
[145] far
[143] being
[142] much
[141] fascinating

Top Words in Tweet in G4:
[133] ewarren
[69] aoc
[67] potus
[66] michelleobama
[65] barackobama
[61] sensanders
[60] vp
[59] staceyabrams
[54] jeffbezos
[54] freeguymovie

Top Words in Tweet in G5:
[25] more
[25] people
[25] money
[22] government
[20] tax
[16] pay
[15] thank
[14] right
[14] warren
[13] rich

Top Words in Tweet in G6:
[132] government
[85] tax
[84] billionaires
[84] 100
[84] net
[84] worth
[84] fund
[84] checks
[84] notes
[84] months

Top Words in Tweet in G7:
[43] ewarren
[25] edmarkey
[13] thanks
[9] bostonartsacad
[8] need
[8] ayannapressley
[7] foundationbaa
[7] massachusetts
[7] massgovernor
[7] mayorwu

Top Words in Tweet in G8:
[134] ewarren
[112] imajorwish
[32] opinion
[30] right
[30] asked
[28] president
[27] nobody
[22] robert_kroupa
[13] warren
[13] tstanleyatl

Top Words in Tweet in G9:
[216] ewarren
[190] ericlo
[186] aoc
[143] urocklive1
[138] sherri26240524
[100] peters2marilynj
[74] angelineramesh
[72] deenatwowalkers
[70] clasgorman
[58] women

Top Words in Tweet in G10:
[63] ewarren
[61] trump
[51] america
[32] amoneyresists
[29] impeachable
[29] offenses
[29] thread
[29] #1
[29] welcomed
[29] aided

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[342] ewarren,garygensler
[338] joebiden,ewarren
[320] cgasparino,joebiden
[297] ewarren,sensanders
[264] senschumer,amyklobuchar
[262] johnedeaton1,cgasparino
[261] amyklobuchar,senatordurbin
[261] senatordurbin,ewarren
[258] sensanders,sherrodbrown
[235] sherrodbrown,senalexpadilla

Top Word Pairs in Tweet in G1:
[106] kayphilly81,ewarren
[99] gogui0322,ewarren
[64] thanks,ewarren
[62] ewarren,made
[59] day,wait
[58] made,day
[58] wait,join
[58] join,change
[58] change,game
[58] game,senate

Top Word Pairs in Tweet in G2:
[282] ewarren,sensanders
[264] senschumer,amyklobuchar
[261] amyklobuchar,senatordurbin
[260] senatordurbin,ewarren
[258] sensanders,sherrodbrown
[235] sherrodbrown,senalexpadilla
[155] senalexpadilla,chrisvanhollen
[123] potus,vp
[106] biden,schumer
[106] check,before

Top Word Pairs in Tweet in G3:
[340] ewarren,garygensler
[332] joebiden,ewarren
[320] cgasparino,joebiden
[262] johnedeaton1,cgasparino
[144] far,left
[140] fascinating,much
[140] much,joebiden
[140] joebiden,economic
[140] economic,policy
[140] policy,being

Top Word Pairs in Tweet in G4:
[52] potus,vp
[47] amazonnews,davehclark
[47] davehclark,perkinscoiellp
[47] perkinscoiellp,jeffbezos
[47] jeffbezos,mackenziescott
[47] mackenziescott,agowa
[47] agowa,newyorkstateag
[47] newyorkstateag,barackobama
[47] barackobama,michelleobama
[47] michelleobama,twitter

Top Word Pairs in Tweet in G5:
[5] more,taxes
[5] elizabeth,warren
[4] fair,share
[4] pay,more
[4] tax,code
[4] little,more
[4] cash,lying
[4] lying,around
[4] thank,senator
[4] senator,warren

Top Word Pairs in Tweet in G6:
[84] tax,billionaires
[84] billionaires,100
[84] 100,net
[84] net,worth
[84] worth,fund
[84] fund,government
[84] government,checks
[84] checks,notes
[84] notes,months
[83] buenoformiami,tax

Top Word Pairs in Tweet in G7:
[10] edmarkey,ewarren
[8] ewarren,edmarkey
[7] foundationbaa,thanks
[5] thanks,ewarren
[5] ewarren,supporting
[5] supporting,bostonartsacad
[5] bostonartsacad,#buildbackbetter
[5] ewarren,senmarkey
[4] thanks,secgranholm
[4] secgranholm,edmarkey

Top Word Pairs in Tweet in G8:
[85] imajorwish,ewarren
[28] opinion,ewarren
[27] nobody,asked
[25] asked,opinion
[25] ewarren,president
[25] president,right
[24] imajorwish,nobody
[21] robert_kroupa,imajorwish
[10] tstanleyatl,robert_kroupa
[9] coldplanetordie,robert_kroupa

Top Word Pairs in Tweet in G9:
[186] aoc,ewarren
[143] ericlo,urocklive1
[143] urocklive1,aoc
[138] sherri26240524,ericlo
[97] peters2marilynj,sherri26240524
[45] deenatwowalkers,peters2marilynj
[42] ericlo,aoc
[41] ewarren,powerful
[41] powerful,men
[41] men,quiet

Top Word Pairs in Tweet in G10:
[29] trump,impeachable
[29] impeachable,offenses
[29] offenses,thread
[29] thread,#1
[29] #1,trump
[29] trump,welcomed
[29] welcomed,aided
[29] aided,abetted
[29] abetted,russia
[29] russia,attack

Top Replied-To
Top Replied-To in Entire Graph:
@ewarren
@senschumer
@kayphilly81
@cgasparino
@amazonnews
@tweet_sammi
@potus
@johnedeaton1
@imajorwish
@jonnyletson

Top Replied-To in G1:
@ewarren
@kayphilly81
@tweet_sammi
@jonnyletson
@gogui0322
@kcnep95
@davemason25
@dhickey0507
@smokiemokie111
@billye_thompson

Top Replied-To in G2:
@ewarren
@senschumer
@potus
@reppressley
@swt9876
@teds9146
@amyklobuchar
@sencortezmasto
@aoc
@4slj_

Top Replied-To in G3:
@cgasparino
@johnedeaton1
@ewarren
@sr44648306
@richard71076725
@eddieabroad
@escanner
@senwarren
@johnlen90858595
@digitalassetbuy

Top Replied-To in G4:
@amazonnews
@theview
@ewarren
@npr
@johnbrennan
@nprfreshair
@spiritualeeder
@united
@gracieandmike
@kamalaharris

Top Replied-To in G6:
@ewarren
@dcipalestine
@swilkinsonbc
@middleeasteye
@andrewrcraig
@aoc

Top Replied-To in G7:
@ewarren
@nbcnews
@climatekatie
@mayflower_wind
@washingtonpost
@audiobruce
@eliehonig
@debgoldbergma
@kerrykavanaugh
@repslotkin

Top Replied-To in G8:
@imajorwish
@tstanleyatl
@coldplanetordie
@rlwolff9
@oopsitsmebritt
@shera_persists
@cnnbrk
@robert_kroupa
@sector_prime99
@ewarren

Top Replied-To in G9:
@deenatwowalkers
@angelineramesh
@cooperm58076406
@sherri26240524
@clasgorman
@honestamerica11
@ericlo
@jim_oberst
@technocult
@ewarren

Top Replied-To in G10:
@juliancastro
@ewarren
@sawyerhackett
@stevebullockmt
@joenbc
@theeconomist
@espeoppenheimer
@guitarios
@believebeforeuc
@jackposobiec

Top Mentioned
Top Mentioned in Entire Graph:
@ewarren
@joebiden
@aoc
@senschumer
@sensanders
@cgasparino
@amyklobuchar
@potus
@garygensler
@senatordurbin

Top Mentioned in G1:
@ewarren
@gogui0322
@kayphilly81
@theothermandela
@smokiemokie111
@morrigansarcher
@joshoouhh
@texasmeme2022
@sherriehans8
@billye_thompson

Top Mentioned in G2:
@ewarren
@senschumer
@sensanders
@amyklobuchar
@senatordurbin
@potus
@sherrodbrown
@senalexpadilla
@speakerpelosi
@schumer

Top Mentioned in G3:
@joebiden
@ewarren
@cgasparino
@garygensler
@johnedeaton1
@senwarren
@eddieabroad
@richard71076725
@cck_ventures
@reptomemmer

Top Mentioned in G4:
@ewarren
@aoc
@michelleobama
@potus
@barackobama
@sensanders
@staceyabrams
@vp
@flotus
@jeffbezos

Top Mentioned in G5:
@scotty_2017
@dave_dekker
@thelouperez
@rickdav41117830

Top Mentioned in G6:
@buenoformiami
@lizzywol
@arossp
@chrishudsonjr
@jd_tuccille
@chertz
@ewarren
@itaisher
@drbiden
@repthomasmassie

Top Mentioned in G7:
@ewarren
@edmarkey
@bostonartsacad
@ayannapressley
@foundationbaa
@mayorwu
@reploritrahan
@wutrain
@senmarkey
@massgovernor

Top Mentioned in G8:
@ewarren
@imajorwish
@robert_kroupa
@votolatino
@womensmarch
@momsdemand
@seahawksfan7777
@aoc
@maddow
@corybooker

Top Mentioned in G9:
@ewarren
@aoc
@ericlo
@urocklive1
@sherri26240524
@peters2marilynj
@angelineramesh
@clasgorman
@deenatwowalkers
@robhill001

Top Mentioned in G10:
@ewarren
@amoneyresists
@sawyerhackett
@juliancastro
@petebuttigieg
@lemonadamedia
@projectlincoln
@nycpaf
@nytimes
@washingtonpost

Top Tweeters
Top Tweeters in Entire Graph:
@united
@joni_looking
@inspiteoftrump
@yarosisnancy
@sddphoto
@bannerite
@sportsthread
@4tchat
@thehill
@bofa_help

Top Tweeters in G1:
@sddphoto
@sportsthread
@betterw05759703
@awelab1956
@ecclesias
@jilevin
@jfsebastian146
@mstepczyk
@elkehollings
@asmith702

Top Tweeters in G2:
@bannerite
@4tchat
@thehill
@guardian
@squirrel1110
@pink1963dsw
@adeebrahman73
@monicarivpin
@digyoursoul
@beverlyfolkers

Top Tweeters in G3:
@seekingalpha
@bnb952
@nypost
@wsj
@forbes
@ft
@monsun14
@jeffreyawillia4
@foxbusiness
@medinacerecero

Top Tweeters in G4:
@united
@reuters
@foxnews
@brucevh
@ewestaway
@therickwilson
@funder
@ajenglish
@nytimesworld
@npr

Top Tweeters in G5:
@effiemagic
@catorano
@ishtarmuz
@scottpaterno
@thegabecole
@lookforsun
@rickdav41117830
@ronallen54
@speaksathena
@tomlevenson

Top Tweeters in G6:
@ericmoo91919605
@middleeasteye
@silverkait
@maggie_mcneill
@weems
@davidcosloff
@ericsturrock
@timberati
@blamebiggovt
@hal_rtflc

Top Tweeters in G7:
@bostonglobe
@bostonherald
@pamwallace
@jeromepandell
@ordinary1world
@billcarson2162
@mariastephanos
@rtsmith09
@cooltxchick
@statedept

Top Tweeters in G8:
@bad_woof
@boandsunny
@bbkenn92
@pecunium
@longfellowjean
@lisaannega
@aviflygirl
@scottzpinkrose
@aotpradio
@wenican

Top Tweeters in G9:
@frackhazreveal
@morpheusbeing
@urocklive1
@theblackkaner88
@forgive_luv
@mamalocaz
@kefish
@ladytitania46
@sheldonlynette
@deanobeidallah

Top Tweeters in G10:
@inspiteoftrump
@espeoppenheimer
@bigplaincircle
@thedailybeast
@susankbradford
@whocastillo
@mendiolagrandma
@theeconomist
@theghostmagnet
@demcastmn


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