ewarren, Twitter, 4/19/2022 11:19:32 PM, 275119


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ewarren_2022-04-19_07-30-33.xlsx
ewarren_2022-04-19_07-30-33.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 19, 2022
Short Description:
ewarren via NodeXL https://bit.ly/3ErlOgZ
@ewarren
@naacp
@joebiden
@boldprogressive
@2teblets
@chrisoldman4
@fitx_investguy
@jimtrading1
@elianapetros3
@rjbaconium

Top hashtags:
#taxday
#cancelstudentdebt
#supports3199
#cfrp
#consularservicesincuba

Description:
Description
The graph represents a network of 5,010 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, 19 April 2022 at 14:34 UTC.

The requested start date was Tuesday, 19 April 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 3-day, 3-hour, 42-minute period from Friday, 15 April 2022 at 19:05 UTC to Monday, 18 April 2022 at 22:48 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 : 5010
Unique Edges : 6058
Edges With Duplicates : 14610
Total Edges : 20668
Number of Edge Types : 5
Retweet : 5019
MentionsInRetweet : 7367
Mentions : 5921
Replies to : 2149
Tweet : 212
Self-Loops : 249
Reciprocated Vertex Pair Ratio : 0.0118384401114206
Reciprocated Edge Ratio : 0.0233998623537509
Connected Components : 128
Single-Vertex Connected Components : 104
Maximum Vertices in a Connected Component : 4832
Maximum Edges in a Connected Component : 20435
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.843897
Graph Density : 0.000463198179404816
Modularity : 0.410591
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 5,010 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, 19 April 2022 at 14:34 UTC.

The requested start date was Tuesday, 19 April 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 3-day, 3-hour, 42-minute period from Friday, 15 April 2022 at 19:05 UTC to Monday, 18 April 2022 at 22:48 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:
[120] https://twitter.com/ewarren/status/1514985182461370369
[104] https://www.theguardian.com/global-development/2022/mar/23/trying-to-survive-millions-in-tigray-face-hunger-as-they-wait-in-vain-for-aid
[65] https://twitter.com/ewarren/status/1516063562753527808
[23] https://twitter.com/ewarren/status/1516122230681448458
[22] https://www.amnesty.org/en/latest/news/2022/04/ethiopia-crimes-against-humanity-in-western-tigray-zone/
[18] https://www.nytimes.com/2022/04/18/opinion/elizabeth-warren-democrats-biden-midterms.html
[14] https://twitter.com/ewarren/status/1515382308739723267
[9] https://www.nytimes.com/2022/04/18/opinion/elizabeth-warren-democrats-biden-midterms.html?referringSource=articleShare
[8] https://www.nytimes.com/2022/04/18/opinion/elizabeth-warren-democrats-biden-midterms.html?smid=url-share
[7] https://twitter.com/ewarren/status/1516122234997387266

Top URLs in Tweet in G1:
[16] https://www.nytimes.com/2022/04/18/opinion/elizabeth-warren-democrats-biden-midterms.html
[10] https://twitter.com/ewarren/status/1516063562753527808
[9] https://twitter.com/ewarren/status/1514985182461370369
[8] https://www.nytimes.com/2022/04/18/opinion/elizabeth-warren-democrats-biden-midterms.html?smid=url-share
[6] https://www.nytimes.com/2022/04/18/opinion/elizabeth-warren-democrats-biden-midterms.html?referringSource=articleShare
[5] https://twitter.com/ewarren/status/1516122230681448458
[4] https://www.wamc.org/commentary-opinion/2022-04-15/senator-rick-scott-wants-to-sunset-social-security-and-medicare
[4] https://www.nytimes.com/2022/04/18/opinion/elizabeth-warren-democrats-biden-midterms.html?smid=tw-share
[3] https://elizabethwarren.com/tax-returns
[3] https://irs.gov/

Top URLs in Tweet in G2:
[42] https://twitter.com/ewarren/status/1514985182461370369
[13] https://twitter.com/ewarren/status/1516063562753527808
[6] https://seekingalpha.com/article/2332145-the-6-red-flags-of-creative-edge-nutrition
[4] https://twitter.com/George_514/status/1515144737069674501?t=RwH8ueNb_B7dtCBwjlxYxg&s=19
[2] https://www.nytimes.com/2022/04/18/opinion/elizabeth-warren-democrats-biden-midterms.html?smid=tw-share
[2] https://www.nytimes.com/2022/04/18/opinion/elizabeth-warren-democrats-biden-midterms.html?referringSource=articleShare
[2] https://twitter.com/RBReich/status/1516113812100825091
[2] https://congress.gov/bill/117th-congress/senate-bill/2598
[2] https://www.brookings.edu/blog/up-front/2020/10/09/who-owes-the-most-in-student-loans-new-data-from-the-fed/
[2] https://www.forbes.com/sites/prestoncooper2/2021/08/30/no-biden-cant-forgive-student-loans-by-executive-order/amp/

Top URLs in Tweet in G3:
[104] https://www.theguardian.com/global-development/2022/mar/23/trying-to-survive-millions-in-tigray-face-hunger-as-they-wait-in-vain-for-aid
[22] https://www.amnesty.org/en/latest/news/2022/04/ethiopia-crimes-against-humanity-in-western-tigray-zone/
[2] https://twitter.com/realhaulegluck/status/1515015744274239495
[1] https://www.theguardian.com/global-development/2022/mar/23/trying-to-survive-millions-in-tigray-face-hunger-as-they-wait
[1] https://twitter.com/RealHauleGluck/status/1515015744274239495

Top URLs in Tweet in G4:
[2] https://freebeacon.com/democrats/stacey-abrams-net-worth-up-3000-percent-since-losing-election/
[1] https://twitter.com/ewarren/status/1512415510884982791
[1] https://twitter.com/bradleywhitford/status/1515200287736143872
[1] https://nidaallam.com/issues
[1] https://www.mobilize.us/nidafornc/
[1] https://secure.actblue.com/donate/nida-for-nc-web?refcode=web-banner
[1] https://twitter.com/ewarren/status/1512415529318944773
[1] https://twitter.com/almariam1/status/1515281772996489218
[1] https://twitter.com/ethiopi00829015/status/1514544011708706816
[1] https://twitter.com/muse_murte/status/1514657279920029703

Top URLs in Tweet in G5:
[5] https://twitter.com/ewarren/status/1516063562753527808
[5] https://twitter.com/LaFamiliaEsTodo/status/1516093809033101317?t=oiZ5KH00V08DP0v_lNzrQw&s=19
[2] https://twitter.com/JMccly/status/1516066735048298499?s=20&t=sm8KzYvHBKvJbKrwxYFkyg
[1] https://www.camafs.org/post/guyana-a-paradise-in-the-hell-where-cuban-american-families-are-exposed?utm_campaign=36e6488c-298b-47a9-9fd4-8983746b5dfe&utm_source=so&utm_medium=mail&cid=368c5ab1-2515-4720-b901-60ff85c0bfa6
[1] https://twitter.com/LaFamiliaEsTodo/status/1516093809033101317
[1] https://twitter.com/ewarren/status/1514720494557270018?s=20&t=0ZnEdigojWLnG7EhtrM5Cg
[1] https://twitter.com/ewarren/status/1514720493378670601?s=20&t=0ZnEdigojWLnG7EhtrM5Cg
[1] https://twitter.com/ewarren/status/1190738294088310785?t=AoMhuZ7xPaZJkelOcFByOA&s=19
[1] https://twitter.com/JoeBiden/status/1191830044676481024?t=abb0u72FrrQCSsDch8fNZg&s=19
[1] https://twitter.com/JoeBiden/status/1191830044676481024

Top URLs in Tweet in G6:
[53] https://twitter.com/ewarren/status/1514985182461370369
[19] https://twitter.com/ewarren/status/1516063562753527808
[12] https://twitter.com/ewarren/status/1516122230681448458
[8] https://twitter.com/ewarren/status/1515382308739723267
[5] https://twitter.com/ewarren/status/1516122234997387266
[3] https://twitter.com/ewarren/status/1515093836271427584
[2] https://twitter.com/ewarren/status/1516122243717337088
[2] https://twitter.com/ewarren/status/1516122239883689995
[1] https://twitter.com/ewarren/status/1515032148654366723
[1] https://twitter.com/ewarren/status/1509901447508410369

Top URLs in Tweet in G7:
[2] https://www.reddit.com/r/SBARRF/comments/u3uac4/its_the_debt/?utm_source=share&utm_medium=web2x&context=3
[1] https://twitter.com/AmericanIndian8/status/1516163408936140805
[1] https://www.reddit.com/r/SBARRF/comme
[1] https://www.accentblueprints.com/jobs/966/addenda/falmouth-wastewater-treatment-facility-wind-turbine-demolition/?preview=6366
[1] https://twitter.com/ewarren/status/1516063562753527808
[1] https://www.mass.gov/doc/executive-agenda-4202022/download
[1] https://twitter.com/BernieSanders/status/1403497017171755009
[1] https://trib.al/Pxcwb9R

Top URLs in Tweet in G8:
[1] https://twitter.com/RepHuizenga/status/1516103041732255745?t=jVDaB3JhTnxzXMEsDSheAw&s=09
[1] https://twitter.com/997_Carrera/status/1471484901245521920?t=H1t0wLHwnBBa6O2NmKwEDg&s=09
[1] https://twitter.com/digitalassetbuy/status/1515357632760061960
[1] https://www.nytimes.com/2022/04/15/business/economy/michael-barr-federal-reserve.html?action=click&module=Well&pgtype=Homepage§ion=US%20Politics

Top URLs in Tweet in G9:
[2] https://billionairestax.org/
[1] https://www.nytimes.com/2022/04/18/opinion/elizabeth-warren-democrats-biden-midterms.html?smid=tw-nytimes&smtyp=cur
[1] https://twitter.com/ewarren/status/1470436771150323714?s=21
[1] https://www.nytimes.com/2022/04/18/opinion/elizabeth-warren-democrats-biden-midterms.html?referringSource=articleShare

Top URLs in Tweet in G10:
[5] https://twitter.com/ewarren/status/1516063562753527808

Top Domains
Top Domains in Tweet in Entire Graph:
[391] twitter.com
[105] theguardian.com
[48] nytimes.com
[22] amnesty.org
[10] youtube.com
[6] seekingalpha.com
[6] forbes.com
[4] wamc.org
[4] elizabethwarren.com
[4] cnbc.com

Top Domains in Tweet in G1:
[80] twitter.com
[37] nytimes.com
[4] wamc.org
[4] elizabethwarren.com
[4] crazypitch.com
[4] irs.gov
[3] wallstreetonparade.com
[2] cnbc.com
[2] memeply.com
[2] youtube.com

Top Domains in Tweet in G2:
[112] twitter.com
[6] seekingalpha.com
[5] nytimes.com
[4] congress.gov
[4] forbes.com
[2] brookings.edu
[2] cnbc.com
[2] house.gov
[1] itep.org
[1] theverge.com

Top Domains in Tweet in G3:
[105] theguardian.com
[22] amnesty.org
[3] twitter.com

Top Domains in Tweet in G4:
[6] twitter.com
[2] freebeacon.com
[2] youtube.com
[1] nidaallam.com
[1] mobilize.us
[1] actblue.com

Top Domains in Tweet in G5:
[18] twitter.com
[1] camafs.org

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

Top Domains in Tweet in G7:
[3] twitter.com
[3] reddit.com
[1] accentblueprints.com
[1] mass.gov
[1] trib.al

Top Domains in Tweet in G8:
[3] twitter.com
[1] nytimes.com

Top Domains in Tweet in G9:
[2] nytimes.com
[2] billionairestax.org
[1] twitter.com

Top Domains in Tweet in G10:
[5] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[639] taxday
[222] cancelstudentdebt
[128] supports3199
[41] cfrp
[29] consularservicesincuba
[17] consularserviceincuba
[17] cancelallstudentdebt
[15] wealthtax
[14] consularservicesincubaforthefamilies
[14] realcorporateprofitstax



Top Hashtags in Tweet in G1:
[624] taxday
[132] cancelstudentdebt
[14] wealthtax
[14] realcorporateprofitstax
[5] lj19
[3] taxtherich
[2] fbar
[2] lesstrollingmorelegislating
[2] americansabroad
[1] billionairesincometax

Top Hashtags in Tweet in G2:
[82] cancelstudentdebt
[17] cancelallstudentdebt
[10] s2598
[8] joebiden
[8] hr4907
[6] taxday
[6] stocks
[6] otc
[6] cancelstudentloans
[6] studentdebtreform

Top Hashtags in Tweet in G3:
[128] supports3199
[7] supporthr6600
[6] endtigraysiege
[4] allowhumanitarianaccesstotigray
[2] tigrayan
[2] ethiopia
[2] blacklivesmatter
[1] westerntigray
[1] savetigray
[1] tigray

Top Hashtags in Tweet in G4:
[3] onegeorgia
[3] gapol
[2] nc04
[2] tesla
[1] neveragain
[1] elizabethwarren

Top Hashtags in Tweet in G5:
[39] cfrp
[26] consularservicesincuba
[17] consularserviceincuba
[12] consularservicesincubaforthefamilies
[10] allvisacategoriesarefamily
[4] biden
[2] familiesbelongtogether
[2] nomoreinterviewsinguyana
[2] restartcfrp
[1] continuecfrp

Top Hashtags in Tweet in G6:
[4] cancelstudentdebt
[3] taxday
[1] cancelstudentloans
[1] ubi
[1] mapoli
[1] studentloanforgiveness
[1] cancemstudentdebt
[1] joebiden
[1] mondaymotivaton
[1] 2016rico

Top Hashtags in Tweet in G7:
[2] replenishrrf
[1] taxday2022
[1] tigray
[1] tigraygenocide

Top Hashtags in Tweet in G8:
[5] ripple
[4] userule304a4now
[4] amc
[4] gme
[4] apesnotleaving
[3] secinjustice
[3] financialtreason
[3] wethevotinginvestors
[1] cryptonews

Top Hashtags in Tweet in G9:
[2] billionairestax
[1] taxday

Top Words
Top Words in Tweet in Entire Graph:
[4513] ewarren
[2110] never
[2061] millions
[2057] used
[2045] food
[2038] weapon
[2037] witnessing
[2030] ethiopia
[2012] war
[1222] joebiden

Top Words in Tweet in G1:
[2599] ewarren
[691] need
[648] corporations
[647] billionaires
[639] giant
[638] freeloading
[633] down
[624] #taxday
[624] reminder
[623] crack

Top Words in Tweet in G2:
[1397] ewarren
[1044] joebiden
[238] debt
[218] jegelkrout
[214] student
[205] potus
[165] people
[143] loans
[125] pay
[118] bill

Top Words in Tweet in G3:
[2037] food
[2037] never
[2037] weapon
[2037] witnessing
[2037] millions
[2036] used
[2029] ethiopia
[2002] war
[854] civilians
[375] civilian

Top Words in Tweet in G4:
[34] ewarren
[15] elonmusk
[7] staceyabrams
[6] ayannapressley
[5] pay
[4] ilhanmn
[4] tax
[4] nidaallam
[4] twitter
[4] ngrpresident

Top Words in Tweet in G5:
[99] ewarren
[78] debbieforfl
[72] jimtrading1
[70] cuban
[64] mariojpenton
[62] ailanational
[58] curtisatlaw
[57] cnn_oppmann
[56] family
[56] reunification

Top Words in Tweet in G6:
[12] pay
[12] people
[9] debt
[8] warren
[8] student
[8] college
[8] tax
[7] senator
[7] bill
[6] really

Top Words in Tweet in G7:
[15] ewarren
[8] senmarkey
[6] congress
[5] cbsnews
[5] restaurants
[5] debt
[5] concerns
[5] cause
[5] shutdowns
[5] future

Top Words in Tweet in G8:
[49] ewarren
[39] cgasparino
[38] joebiden
[26] news
[23] someone
[22] nominated
[22] darling
[21] huge
[21] breaking
[21] finally

Top Words in Tweet in G9:
[63] boldprogressive
[52] republican
[52] politicians
[52] peddle
[52] lies
[52] fear
[52] division
[52] use
[52] single
[52] one

Top Words in Tweet in G10:
[30] maybe
[30] guys
[30] start
[30] figuring
[30] definition
[30] woman
[30] first
[29] redsteeze
[28] people
[27] deliver

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2037] food,never
[2036] never,used
[2036] used,weapon
[2028] witnessing,ethiopia
[2028] ethiopia,millions
[2002] weapon,war
[2002] war,witnessing
[1046] ewarren,joebiden
[854] millions,civilians
[647] giant,corporations

Top Word Pairs in Tweet in G1:
[637] giant,corporations
[636] freeloading,billionaires
[636] billionaires,giant
[623] crack,down
[622] #taxday,reminder
[622] reminder,need
[622] need,crack
[622] down,freeloading
[621] ewarren,#taxday
[250] tax,prep

Top Word Pairs in Tweet in G2:
[951] ewarren,joebiden
[189] jegelkrout,ewarren
[86] student,debt
[61] student,loans
[61] student,loan
[49] write,bill
[47] stroke,pen
[45] convinced,sabotage
[45] sabotage,administration
[45] administration,reason

Top Word Pairs in Tweet in G3:
[2037] food,never
[2036] never,used
[2036] used,weapon
[2028] witnessing,ethiopia
[2028] ethiopia,millions
[2002] weapon,war
[2002] war,witnessing
[854] millions,civilians
[375] millions,civilian
[296] rape,survivors

Top Word Pairs in Tweet in G4:
[6] ewarren,elonmusk
[5] ewarren,staceyabrams
[4] johnoseni4,skepticsguide
[4] skepticsguide,peterthiel
[4] peterthiel,gwr
[4] gwr,elonmusk
[4] elonmusk,web3foundation
[4] web3foundation,techprod_arch
[4] techprod_arch,samson_goddy
[4] samson_goddy,ewarren

Top Word Pairs in Tweet in G5:
[56] cuban,family
[56] family,reunification
[50] curtisatlaw,mariojpenton
[50] mariojpenton,ailanational
[50] ailanational,cnn_oppmann
[50] cnn_oppmann,debbieforfl
[49] jimtrading1,secmayorkas
[48] secmayorkas,cuban
[48] reunification,curtisatlaw
[47] debbieforfl,dws

Top Word Pairs in Tweet in G6:
[4] student,debt
[3] senator,warren
[2] pay,back
[2] cancelling,student
[2] good,friday
[2] cancel,student
[2] student,loan
[2] student,loans
[2] write,bill
[2] people,big

Top Word Pairs in Tweet in G7:
[5] ewarren,senmarkey
[5] restaurants,debt
[5] debt,concerns
[5] concerns,cause
[5] cause,shutdowns
[5] shutdowns,future
[5] future,congress
[5] congress,support
[5] support,s4008
[3] mayflower_wind,orsted

Top Word Pairs in Tweet in G8:
[21] huge,breaking
[21] breaking,news
[21] news,joebiden
[21] joebiden,finally
[21] finally,nominated
[21] nominated,someone
[21] someone,economic
[21] economic,isnt
[21] isnt,darling
[21] darling,ewarren

Top Word Pairs in Tweet in G9:
[52] republican,politicians
[52] politicians,peddle
[52] peddle,lies
[52] lies,fear
[52] fear,division
[52] division,use
[52] use,single
[52] single,one
[52] one,next
[52] next,200

Top Word Pairs in Tweet in G10:
[30] maybe,guys
[30] guys,start
[30] start,figuring
[30] figuring,definition
[30] definition,woman
[30] woman,first
[29] redsteeze,maybe
[27] deliver,promises
[27] promises,working
[27] working,people

Top Replied-To
Top Replied-To in Entire Graph:
@ewarren
@jegelkrout
@naacp
@moreperfectus
@rokhanna
@potus
@virtual_joanne
@adamvcuren
@oscar_t_emerson
@mymadness

Top Replied-To in G1:
@ewarren
@naacp
@moreperfectus
@rokhanna
@virtual_joanne
@oscar_t_emerson
@wrinaldo1
@thetrocro
@jmoser9
@themoststacy

Top Replied-To in G2:
@ewarren
@jegelkrout
@potus
@adamvcuren
@mymadness
@absolutwade
@albiebrian
@trouble_man90
@bungalowbillcom
@georgia07305258

Top Replied-To in G3:
@tdfviva
@genetgaltgray

Top Replied-To in G4:
@ewarren
@johnoseni4
@ilhanmn
@cozdas
@danfarfan
@resister117
@sbabetterleader
@lizboldonmn
@newsumindia
@dawnbvaughan

Top Replied-To in G5:
@ewarren
@camafs
@secmayorkas
@jimtrading1
@defede
@lafamiliaestodo

Top Replied-To in G7:
@ewarren
@leadermcconnell
@caslynsd
@tobaccofreekids
@un
@windwisema
@billcarson2162
@senmarkey

Top Replied-To in G8:
@cgasparino
@garygensler
@newsmax
@senwarren
@rephuizenga
@reptomemmer
@xrpcryptowolf

Top Replied-To in G9:
@boldprogressive
@ewarren

Top Replied-To in G10:
@michaeljpartyka

Top Mentioned
Top Mentioned in Entire Graph:
@ewarren
@joebiden
@moreperfectus
@potus
@2teblets
@tigraykwgeheu
@naacp
@senatorcollins
@senjoniernst
@senatorbraun

Top Mentioned in G1:
@ewarren
@moreperfectus
@naacp
@joebiden
@nickyschwenzer
@teamwarren
@watchgovern
@rokhanna
@oscar_t_emerson
@hc_richardson

Top Mentioned in G2:
@joebiden
@ewarren
@potus
@jegelkrout
@aoc
@senschumer
@thedemocrats
@berniesanders
@speakerpelosi
@vp

Top Mentioned in G3:
@2teblets
@tigraykwgeheu
@ewarren
@senatorcollins
@senjoniernst
@senatorbraun
@meron81844061
@alemmez
@johngenet31
@genetgaltgray

Top Mentioned in G4:
@ewarren
@elonmusk
@ayannapressley
@staceyabrams
@nidaallam
@ngrpresident
@ghanapresidency
@tnpresidency
@mit
@skepticsguide

Top Mentioned in G5:
@ewarren
@debbieforfl
@jimtrading1
@mariojpenton
@ailanational
@curtisatlaw
@cnn_oppmann
@potus
@secmayorkas
@dws

Top Mentioned in G7:
@ewarren
@senmarkey
@cbsnews
@abc
@nbcnews
@thedemocrats
@senateapprops
@mayflower_wind
@orsted
@aoc

Top Mentioned in G8:
@ewarren
@joebiden
@cgasparino
@sentoomey
@senlummis
@randpaul
@warrendavidson
@repdarrensoto
@secyellen
@garygensler

Top Mentioned in G9:
@boldprogressive
@ewarren
@nytopinion
@plutosavior

Top Mentioned in G10:
@redsteeze
@carlpaulus
@rjbaconium
@ewarren

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@mistersalesman
@monicasloves
@mattmurph24
@7b73f39b85e1415
@kat4obama
@independent
@jfsebastian146
@givemepie360
@bob_stinson1234

Top Tweeters in G1:
@oldlady12345
@7b73f39b85e1415
@givemepie360
@bob_stinson1234
@all435reps
@willseattle
@jrbkjrbk
@briangrnotabot
@sueleugers
@wellness4you13

Top Tweeters in G2:
@mattmurph24
@kat4obama
@independent
@carrybeyond
@seekingalpha
@adekleine
@mistergeezy
@margaritateresa
@eilonwy24
@marciabunney

Top Tweeters in G3:
@jfsebastian146
@sntayehuaraya
@nigsti_tigray
@ferwinib
@romhai_h
@gebrihethg
@great_tgray
@herewearebot
@protect_tigray
@mussietesfaye4

Top Tweeters in G4:
@reuters
@ani
@foxnews
@time
@wsj
@theeconomist
@jesusnarrowway
@npr
@benshapiro
@google

Top Tweeters in G5:
@washingtonpost
@politico
@ap
@directoriocuban
@cibercuba
@aurora63319589
@jmccly
@curtisatlaw
@lafamiliaestodo
@mariojpenton

Top Tweeters in G6:
@vautour_marie
@fleetadmiralj
@shantafabulous
@clayconboy1
@gathara
@geis_shane
@keeponsmiiin
@susanoftexas
@pleasantpups
@fantagor

Top Tweeters in G7:
@nbcnews
@cbsnews
@bet
@fabfashionista8
@abcpolitics
@billcarson2162
@lookforsun
@hrw
@ebonymag
@capecodtimes

Top Tweeters in G8:
@runpattirun
@nypost
@newsmax
@cgasparino
@xrparmynews1
@gregwildsmith
@johncornyn
@digperspectives
@hodl42
@deepbluezz58

Top Tweeters in G9:
@davidlance3
@jerri47
@joymcdmcdonald
@akerkathi
@lilsilverj
@nytopinion
@gilbmarie
@alisonbuckley
@sassygma6
@77resister

Top Tweeters in G10:
@jtlol
@cherrybaysb
@anthonyabides
@tgbed8v8
@georgeeliseo
@chadfelixg
@asomer
@jhpadillaleal
@shanghaibeast
@sweetgaelicgirl


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