Elizabeth Warren, Twitter, 10/5/2021 1:30:42 PM, 263743


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Elizabeth Warren_2021-10-05_06-08-01.xlsx
Elizabeth Warren_2021-10-05_06-08-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 05, 2021
Short Description:
Elizabeth Warren via NodeXL https://bit.ly/3mtRjOy
@snowden
@senwarren
@amandamarcotte
@salon
@nytimes
@rileytx
@seanhannity
@kaiwang77716866
@kathclesage
@billgoodermont

Top hashtags:
#gwcommencement
#smartnews
#policy
#corruption
#pandorapapers
#news
#frb

Description:
Description
The graph represents a network of 7,575 Twitter users whose tweets in the requested range contained "Elizabeth Warren", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 05 October 2021 at 13:13 UTC.

The requested start date was Tuesday, 05 October 2021 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, 11-hour, 29-minute period from Thursday, 30 September 2021 at 11:21 UTC to Monday, 04 October 2021 at 22:50 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 : 7575
Unique Edges : 2765
Edges With Duplicates : 12462
Total Edges : 15227
Number of Edge Types : 5
Retweet : 6001
MentionsInRetweet : 7055
Replies to : 473
Tweet : 995
Mentions : 703
Self-Loops : 1023
Reciprocated Vertex Pair Ratio : 0.00423834455248068
Reciprocated Edge Ratio : 0.00844091360476663
Connected Components : 957
Single-Vertex Connected Components : 544
Maximum Vertices in a Connected Component : 5263
Maximum Edges in a Connected Component : 11999
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.535945
Graph Density : 0.000140414358309346
Modularity : 0.502572
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,575 Twitter users whose tweets in the requested range contained "Elizabeth Warren", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 05 October 2021 at 13:13 UTC.

The requested start date was Tuesday, 05 October 2021 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, 11-hour, 29-minute period from Thursday, 30 September 2021 at 11:21 UTC to Monday, 04 October 2021 at 22:50 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : Elizabeth Warren
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[513] https://www.salon.com/2021/09/30/infrastructure-bill-debacle-proves-elizabeth-warren-right-to-get-things-done-first-fix-corruption/
[168] https://www.rawstory.com/it-turns-out-elizabeth-warren-was-right-all-along/
[88] https://hannity.com/media-room/thats-the-plan-elizabeth-warren-on-massive-gov-spending-the-money-is-out-there/?utm_source=rss&utm_medium=rss&utm_campaign=thats-the-plan-elizabeth-warren-on-massive-gov-spending-the-money-is-out-there&utm_source=hootsuite
[54] http://www.msn.com/en-us/news/politics/infrastructure-bill-debacle-proves-elizabeth-warren-right-to-get-things-done-first-fix-corruption/ar-AAP0FrI?ocid=st
[49] https://hannity.com/media-room/thats-the-plan-elizabeth-warren-on-massive-gov-spending-the-money-is-out-there/
[48] https://www.rawstory.com/it-turns-out-elizabeth-warren-was-right-all-along/?utm_source=dlvr.it&utm_medium=twitter
[43] https://www.alternet.org/2021/10/elizabeth-warren-corruption/
[33] https://www.nytimes.com/2021/10/04/business/elizabeth-warren-fed-insider-trading.html?smid=tw-share
[31] https://www.forbes.com/sites/jonathanponciano/2021/10/04/elizabeth-warren-calls-on-sec-to-investigate-fed-officials-ethically-questionable-trades/?sh=43f624655394&utm_medium=social&utm_source=ForbesMainTwitter&utm_campaign=socialflowForbesMainTwitter
[30] https://www.usatoday.com/story/news/politics/2021/10/04/elizabeth-warren-still-influencer-student-loan-forgiveness/5991136001/

Top URLs in Tweet in G2:
[22] https://www.salon.com/2021/09/30/infrastructure-bill-debacle-proves-elizabeth-warren-right-to-get-things-done-first-fix-corruption/
[1] https://twitter.com/Molson_Hart/status/1444459379672158211
[1] https://twitter.com/Bencjacobs/status/1444487068458135554
[1] https://www.alternet.org/2021/10/elizabeth-warren-corruption/

Top URLs in Tweet in G3:
[70] https://www.salon.com/2021/09/30/infrastructure-bill-debacle-proves-elizabeth-warren-right-to-get-things-done-first-fix-corruption/
[43] https://www.rawstory.com/it-turns-out-elizabeth-warren-was-right-all-along/
[33] http://www.msn.com/en-us/news/politics/infrastructure-bill-debacle-proves-elizabeth-warren-right-to-get-things-done-first-fix-corruption/ar-AAP0FrI?ocid=st
[29] https://www.alternet.org/2021/10/elizabeth-warren-corruption/
[14] https://salon.com/
[12] https://www.businessinsider.com/rohit-chopra-cfpb-student-loan-watchdog-elizabeth-warren-ally-2021-9
[9] https://www.businessinsider.com/navient-elizabeth-warren-good-riddance-student-loan-company-2021-9
[5] https://www.huffpost.com/entry/elizabeth-warren-native-boarding-schools_n_615605b2e4b0502542304b42
[5] https://www.bizpacreview.com/2021/10/03/elizabeth-warren-and-cori-bush-team-up-to-give-biden-cdc-new-superpowers-1143503/
[5] https://www.nytimes.com/2021/10/04/business/elizabeth-warren-fed-insider-trading.html

Top URLs in Tweet in G4:
[317] https://www.salon.com/2021/09/30/infrastructure-bill-debacle-proves-elizabeth-warren-right-to-get-things-done-first-fix-corruption/
[30] https://www.usatoday.com/story/news/politics/2021/10/04/elizabeth-warren-still-influencer-student-loan-forgiveness/5991136001/
[5] https://www.nytimes.com/2021/10/04/business/elizabeth-warren-fed-insider-trading.html?smid=tw-share
[4] https://19thnews.org/2021/10/elizabeth-warren-student-debt-agenda/?utm_campaign=19th-social&utm_source=twitter&utm_medium=social
[4] https://twitter.com/Salon/status/1443652265378787331
[4] https://www.alternet.org/2021/10/elizabeth-warren-corruption/
[2] https://19thnews.org/2021/10/elizabeth-warren-student-debt-agenda/
[2] https://twitter.com/salon/status/1443652265378787331
[2] https://www.rawstory.com/it-turns-out-elizabeth-warren-was-right-all-along/
[2] https://twitter.com/NotoriousJ_A_N/status/1444362934256377857

Top URLs in Tweet in G5:
[32] https://www.salon.com/2021/09/30/infrastructure-bill-debacle-proves-elizabeth-warren-right-to-get-things-done-first-fix-corruption/
[5] https://www.rawstory.com/it-turns-out-elizabeth-warren-was-right-all-along/
[4] https://elamerican.com/elizabeth-warren-jerome-powell-head/
[2] https://www.huffpost.com/entry/elizabeth-warren-native-boarding-schools_n_615605b2e4b0502542304b42?ncid=tweetlnkauhpmg00000001
[2] https://www.vox.com/recode/2019/10/17/20919551/elizabeth-warren-joe-biden-big-tech-donations-q3-fundraising
[2] https://elamerican.com/elizabeth-warren-por-cabeza-jerome-powell/?lang=es
[2] https://www.huffpost.com/entry/elizabeth-warren-native-boarding-schools_n_615605b2e4b0502542304b42
[2] https://www.salon.com/2021/09/30/infrastructure-bill-debacle-proves-elizabeth-warren-right-to-get-things-done-first-fix-corruption/Infrastructure
[2] https://hannity.com/media-room/thats-the-plan-elizabeth-warren-on-massive-gov-spending-the-money-is-out-there/
[2] https://www.businessinsider.com/rohit-chopra-cfpb-student-loan-watchdog-elizabeth-warren-ally-2021-9

Top URLs in Tweet in G6:
[30] https://www.forbes.com/sites/jonathanponciano/2021/10/04/elizabeth-warren-calls-on-sec-to-investigate-fed-officials-ethically-questionable-trades/?sh=43f624655394&utm_medium=social&utm_source=ForbesMainTwitter&utm_campaign=socialflowForbesMainTwitter
[6] https://www.alternet.org/2021/10/elizabeth-warren-corruption/?utm_campaign=RebelMouse&share_id=6706568&utm_medium=social&utm_source=twitter&utm_content=AlterNet
[3] http://www.msn.com/en-us/news/politics/infrastructure-bill-debacle-proves-elizabeth-warren-right-to-get-things-done-first-fix-corruption/ar-AAP0FrI?ocid=st
[1] https://trib.al/l8nlmDP
[1] https://trib.al/qZPNDgn
[1] https://www.alternet.org/2021/10/elizabeth-warren-corruption/
[1] https://www.forbes.com/sites/jonathanponciano/2021/10/04/elizabeth-warren-calls-on-sec-to-investigate-fed-officials-ethically-questionable-trades/?utm_campaign=forbes&utm_source=twitter&utm_medium=social&utm_term=Gordie
[1] https://www.peoplesworld.org/article/voting-rights-compromise-allows-state-lawmakers-to-trash-voter-choice/
[1] https://www.nytimes.com/video/us/politics/100000007998350/elizabeth-warren-jerome-powell.html

Top URLs in Tweet in G7:
[3] https://www.rawstory.com/it-turns-out-elizabeth-warren-was-right-all-along/
[2] https://www.salon.com/2021/09/30/infrastructure-bill-debacle-proves-elizabeth-warren-right-to-get-things-done-first-fix-corruption/
[1] https://trib.al/RwUGOgI
[1] https://login.politicopro.com?redirect=https://subscriber.politicopro.com/article/2021/09/warren-garcia-revive-bank-merger-overhaul-3991467?source=email

Top URLs in Tweet in G8:
[88] https://hannity.com/media-room/thats-the-plan-elizabeth-warren-on-massive-gov-spending-the-money-is-out-there/?utm_source=rss&utm_medium=rss&utm_campaign=thats-the-plan-elizabeth-warren-on-massive-gov-spending-the-money-is-out-there&utm_source=hootsuite
[43] https://hannity.com/media-room/thats-the-plan-elizabeth-warren-on-massive-gov-spending-the-money-is-out-there/
[1] http://trib.al/AeImT8m
[1] http://trib.al/ZVvNInQ

Top URLs in Tweet in G9:
[22] https://www.salon.com/2021/09/30/infrastructure-bill-debacle-proves-elizabeth-warren-right-to-get-things-done-first-fix-corruption/
[2] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fmedium.datadriveninvestor.com%2Felizabeth-warren-antitrust-reform-and-big-tech-305afbdaee0e
[1] https://19thnews.org/2021/10/elizabeth-warren-student-debt-agenda/
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=8f98fb44-1bf7-11ec-9a94-6d664b6f656d&url=L29waW5pb24vYXJ0aWNsZXMvMjAyMS0wOS0yMi9saXN0ZW4tdG8tZWxpemFiZXRoLXdhcnJlbi1wdWJsaWMtZmVkLW9mZmljaWFscy1zaG91bGRuLXQtZ2V0LXRvLWRheS10cmFkZQ==
[1] https://www.nytimes.com/2021/10/04/business/elizabeth-warren-fed-insider-trading.html
[1] https://www.theguardian.com/us-news/2019/oct/19/elizabeth-warren-facebook-break-up
[1] https://www.billsponsor.com/politicians/524/elizabeth-warren
[1] http://finance.yahoo.com/video/senator-elizabeth-warren-denounces-federal-212644262.html
[1] https://www.rollingstone.com/politics/politics-news/elizabeth-warren-sheldon-whitehouse-janet-yellen-citizens-united-1122844/
[1] https://twitter.com/ewarren/status/1230371229913231361?s=20

Top URLs in Tweet in G10:
[43] https://www.rawstory.com/it-turns-out-elizabeth-warren-was-right-all-along/?utm_source=dlvr.it&utm_medium=twitter
[14] https://www.alternet.org/2021/10/elizabeth-warren-corruption/?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.rawstory.com/it-turns-out-elizabeth-warren-was-right-all-along/
[3] https://www.salon.com/2021/09/30/infrastructure-bill-debacle-proves-elizabeth-warren-right-to-get-things-done-first-fix-corruption/
[2] https://www.rawstory.com/build-back-better-biden/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.msnbc.com/all-in/watch/sen-warren-on-getting-all-50-dem-senators-on-board-with-biden-agenda-122339909862
[1] https://twitter.com/DougHeye/status/1444335479042805761
[1] https://www.cnn.com/videos/politics/2019/10/16/kamala-harris-elizabeth-warren-trump-twitter-debate-newday-vpx.cnn

Top Domains
Top Domains in Tweet in Entire Graph:
[538] salon.com
[224] rawstory.com
[137] hannity.com
[129] twitter.com
[79] msn.com
[71] alternet.org
[55] nytimes.com
[46] huffpost.com
[42] businessinsider.com
[38] fee.org

Top Domains in Tweet in G2:
[22] salon.com
[2] twitter.com
[1] alternet.org

Top Domains in Tweet in G3:
[85] salon.com
[67] twitter.com
[46] msn.com
[44] rawstory.com
[36] alternet.org
[24] businessinsider.com
[12] nytimes.com
[9] quorumcall.org
[8] huffpost.com
[8] foxbusiness.com

Top Domains in Tweet in G4:
[317] salon.com
[30] usatoday.com
[21] twitter.com
[9] 19thnews.org
[7] nytimes.com
[4] alternet.org
[2] forbes.com
[2] rawstory.com
[1] bit.ly
[1] tmz.com

Top Domains in Tweet in G5:
[34] salon.com
[6] elamerican.com
[6] rawstory.com
[5] huffpost.com
[4] twitter.com
[3] businessinsider.com
[3] vox.com
[2] washingtonpost.com
[2] politico.com
[2] hannity.com

Top Domains in Tweet in G6:
[31] forbes.com
[7] alternet.org
[3] msn.com
[2] trib.al
[1] peoplesworld.org
[1] nytimes.com

Top Domains in Tweet in G7:
[3] rawstory.com
[2] salon.com
[1] trib.al
[1] politicopro.com

Top Domains in Tweet in G8:
[131] hannity.com
[2] trib.al

Top Domains in Tweet in G9:
[23] salon.com
[2] twitter.com
[2] huffpost.com
[2] copperfieldsbooks.com
[2] medium.com
[1] 19thnews.org
[1] bloomberg.com
[1] nytimes.com
[1] theguardian.com
[1] billsponsor.com

Top Domains in Tweet in G10:
[49] rawstory.com
[14] alternet.org
[3] salon.com
[2] msnbc.com
[1] twitter.com
[1] cnn.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[78] gwcommencement
[16] smartnews
[16] policy
[11] corruption
[10] pandorapapers
[9] news
[8] frb
[8] us_failureblameforpak
[7] elizabethwarren
[5] hrc



Top Hashtags in Tweet in G2:
[1] mansin
[1] buildbackbetter
[1] paytheirfairshare
[1] gwcommencement

Top Hashtags in Tweet in G3:
[15] smartnews
[8] news
[5] elizabethwarren
[4] feedly
[2] studentloans
[2] siguemeytesigo
[2] followback
[2] sdv
[2] covid19
[2] mergersandacquisitions

Top Hashtags in Tweet in G4:
[72] gwcommencement
[6] corruption
[1] neverharris
[1] drugs
[1] raisehigh
[1] tbt

Top Hashtags in Tweet in G5:
[2] ibelievetara
[2] infrastructurebill
[2] warren
[1] cambridgemoney
[1] hispanicheritagemonth
[1] endcitizensunited
[1] onlyatgw
[1] corruptiontobebanned
[1] getoutbigmoney
[1] mapoli

Top Hashtags in Tweet in G6:
[5] hrc
[1] poorpeoplescampaign
[1] warren
[1] reserve
[1] powell
[1] engagevoters
[1] news

Top Hashtags in Tweet in G9:
[3] gwcommencement
[2] elizabethwarrenforuspresident
[2] elizabethwarrenismycandidate
[2] pinkiepromises
[2] buildbackbetteract
[1] senate
[1] endcitizensunited
[1] ibelievetara
[1] copperfieldsbooks

Top Words
Top Words in Tweet in Entire Graph:
[4396] warren
[3685] elizabeth
[2270] same
[2197] facebook
[2188] going
[2188] down
[2186] time
[2154] sure
[2148] instagram
[2147] whatsapp

Top Words in Tweet in G1:
[2130] facebook
[2130] whatsapp
[2130] instagram
[2130] going
[2130] down
[2130] same
[2130] time
[2130] sure
[2130] seems
[2130] easily

Top Words in Tweet in G2:
[577] warren
[560] corruption
[558] amandamarcotte
[540] anti
[525] one
[520] campaigned
[520] message
[520] 2020
[520] press
[520] politicians

Top Words in Tweet in G3:
[586] warren
[560] elizabeth
[170] right
[118] bill
[114] infrastructure
[114] proves
[113] debacle
[109] corruption
[98] first
[95] fix

Top Words in Tweet in G4:
[795] warren
[691] elizabeth
[402] right
[361] corruption
[333] proves
[322] infrastructure
[322] debacle
[321] done
[320] first
[320] things

Top Words in Tweet in G5:
[437] senwarren
[264] repdavids
[264] tomcoleok04
[261] boarding
[260] indian
[260] school
[260] policies
[259] stain
[259] america's
[259] history

Top Words in Tweet in G6:
[260] warren
[255] elizabeth
[220] officials
[200] senator
[200] federal
[199] reserve
[196] nytimes
[192] called
[191] insider
[190] monday

Top Words in Tweet in G7:
[141] warren
[139] elizabeth
[130] sen
[128] washingtonpost
[127] called
[127] investigation
[127] whether
[127] trading
[127] top
[126] mass

Top Words in Tweet in G8:
[136] seanhannity
[95] elizabeth
[95] warren
[92] money
[91] plan
[90] massive
[90] gov
[90] spending
[43] liberal
[43] logic

Top Words in Tweet in G9:
[71] ewarren
[61] elizabeth
[59] warren
[25] right
[14] big
[14] things
[11] sen
[11] wewantwarren
[10] god
[9] potus

Top Words in Tweet in G10:
[94] elizabeth
[87] warren
[65] right
[61] along
[58] realtuckfrumper
[52] issue
[47] turns
[28] policies
[26] look
[26] closely

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3538] elizabeth,warren
[2147] facebook,whatsapp
[2147] whatsapp,instagram
[2141] same,time
[2139] instagram,going
[2139] going,down
[2139] down,same
[2139] time,sure
[2139] sure,seems
[2139] seems,easily

Top Word Pairs in Tweet in G1:
[2130] facebook,whatsapp
[2130] whatsapp,instagram
[2130] instagram,going
[2130] going,down
[2130] down,same
[2130] same,time
[2130] time,sure
[2130] sure,seems
[2130] seems,easily
[2130] easily,understandable

Top Word Pairs in Tweet in G2:
[540] anti,corruption
[520] warren,campaigned
[520] campaigned,anti
[520] corruption,message
[520] message,2020
[520] 2020,one
[520] one,press
[520] press,politicians
[519] amandamarcotte,warren
[47] elizabeth,warren

Top Word Pairs in Tweet in G3:
[536] elizabeth,warren
[156] warren,right
[113] debacle,proves
[113] proves,elizabeth
[89] things,done
[88] infrastructure,bill
[88] bill,debacle
[88] first,fix
[88] fix,corruption
[87] done,first

Top Word Pairs in Tweet in G4:
[690] elizabeth,warren
[389] warren,right
[333] proves,elizabeth
[322] debacle,proves
[318] infrastructure,bill
[318] bill,debacle
[318] right,things
[318] things,done
[318] done,first
[318] first,fix

Top Word Pairs in Tweet in G5:
[260] indian,boarding
[260] boarding,school
[260] school,policies
[260] repdavids,tomcoleok04
[259] policies,stain
[259] stain,america's
[259] america's,history
[259] history,repdavids
[259] tomcoleok04,reintroduced
[258] senwarren,indian

Top Word Pairs in Tweet in G6:
[254] elizabeth,warren
[199] federal,reserve
[193] senator,elizabeth
[190] nytimes,senator
[190] warren,monday
[190] monday,called
[190] called,investigation
[190] investigation,whether
[190] whether,top
[190] top,federal

Top Word Pairs in Tweet in G7:
[139] elizabeth,warren
[130] sen,elizabeth
[127] called,investigation
[127] investigation,whether
[126] warren,mass
[126] mass,called
[126] whether,financial
[126] financial,trading
[126] trading,activities
[126] activities,top

Top Word Pairs in Tweet in G8:
[95] elizabeth,warren
[90] plan,elizabeth
[90] warren,massive
[90] massive,gov
[90] gov,spending
[90] spending,money
[88] seanhannity,plan
[43] liberal,logic
[42] seanhannity,liberal
[3] seanhannity,elizabeth

Top Word Pairs in Tweet in G9:
[54] elizabeth,warren
[14] right,things
[12] things,ewarren
[11] wewantwarren,right
[10] ewarren,elizabeth
[5] sen,elizabeth
[4] trade,individual
[4] individual,stocks
[4] stocks,personal
[4] personal,profit

Top Word Pairs in Tweet in G10:
[83] elizabeth,warren
[65] warren,right
[61] right,along
[47] turns,elizabeth
[42] realtuckfrumper,turns
[26] look,closely
[26] closely,see
[26] see,issue
[26] issue,issue
[26] issue,widely

Top Replied-To
Top Replied-To in Entire Graph:
@ewarren
@senwarren
@back_dafucup
@cherijacobus
@senatorsinema
@seanhannity
@jasonoverstreet
@amandamarcotte
@nytimes
@washingtonpost

Top Replied-To in G2:
@amandamarcotte
@tonyrecluse
@prezlisasimpson
@anxiouspenman

Top Replied-To in G4:
@jasonoverstreet
@lucianalamb
@salon
@scottnoddin8
@ewarren
@joyannreid
@joeedeyoung
@msqou
@patrickleijon
@ddaniellefreire

Top Replied-To in G5:
@senwarren
@senatorsinema
@sen_joemanchin
@youdontknowkip
@reportsdanews
@lior119
@boldprogressive
@repjerrynadler
@davidbcollum
@marinasmigielsk

Top Replied-To in G6:
@nytimes
@lisamoraitis1
@forbes
@jp4dane
@phantasticelas1

Top Replied-To in G7:
@washingtonpost

Top Replied-To in G8:
@seanhannity

Top Replied-To in G9:
@ewarren
@michaeldtubbs
@aoc
@potus
@cmurf19
@senschumer
@actuallyemerson
@bencjacobs
@nefertari05
@goddess98465465

Top Replied-To in G10:
@realtuckfrumper

Top Mentioned
Top Mentioned in Entire Graph:
@snowden
@amandamarcotte
@senwarren
@salon
@repdavids
@tomcoleok04
@nytimes
@washingtonpost
@seanhannity
@secgov

Top Mentioned in G1:
@snowden

Top Mentioned in G2:
@amandamarcotte
@salon
@matthewrozsa
@patticrane
@anxiouspenman
@deuxhoney
@steventdennis
@persistohio
@snowden
@4to15character

Top Mentioned in G3:
@carlosr357
@oskywosky
@hope4the_future
@esthers22873883
@lexproresearch
@stormwatch27
@hkkiplimo
@marisyrek

Top Mentioned in G4:
@salon
@gwtweets
@persistohio
@19thnews
@deuxhoney
@usatoday
@amandamarcotte
@amandabecker
@ana_littlesana
@notoriousj_a_n

Top Mentioned in G5:
@senwarren
@repdavids
@tomcoleok04
@secgov
@seiu
@amandamarcotte
@salon
@rileytx
@senatorsinema
@cfpb

Top Mentioned in G6:
@nytimes
@forbes
@kairos_center
@alternet
@artemis888infin
@amandamarcotte
@1shera1
@sandibachom
@noliewithbtc
@merry_ghouled

Top Mentioned in G7:
@washingtonpost
@leah_nylen
@salon
@e51autumn
@amandamarcotte
@nytimes
@amandabecker
@senwarren

Top Mentioned in G8:
@seanhannity

Top Mentioned in G9:
@ewarren
@wewantwarren
@senwhitehouse
@potus
@vp
@senwarren
@aoc
@donna_farvard
@bboptop
@wordsandsense

Top Mentioned in G10:
@realtuckfrumper
@thetweetofjohn
@vabvox
@allinwithchris
@wethepeoplepack
@amandamarcotte
@tomcrosby2
@nytimes
@senwarren
@repdavids

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@knewz_currently
@filafresh
@robinsnewswire
@tradermacocosta
@chris_1791
@andyvermaut
@world_news_eng
@jacekwierzbicki
@rjber15

Top Tweeters in G1:
@tokudeka
@mulher_noticia
@tusk8rman
@madrynha2012
@guardian_elite
@clansbeezy
@allan_crawshaw
@_l17r_
@mabaires
@ele9061

Top Tweeters in G2:
@astwisa
@n7irl
@79topper
@sar_oso
@deansherrys
@digyoursoul
@nitenitemelissa
@jomajority
@soaprookie
@jjmplsmn

Top Tweeters in G3:
@knewz_currently
@robinsnewswire
@andyvermaut
@jacekwierzbicki
@coopmike48
@therussophile
@denniskoch10
@hagiwararyu11
@chronlaw
@bmangh

Top Tweeters in G4:
@meidas_damon
@wellness4you13
@gwydion620
@pushandpulljlm
@memeburk
@lillylyle
@zsarrina
@scout2462
@walkerdl
@chloepoliticat

Top Tweeters in G5:
@7b73f39b85e1415
@inspiteoftrump
@padakitty
@givemepie360
@marthalynneowe1
@all435reps
@maryalicebisho2
@jayoung1892
@sba1211
@rebellegrrl

Top Tweeters in G6:
@filafresh
@justice4all01
@querre1
@redot2005
@p1z4t
@nytimes
@flyhyland
@sharonsharonh10
@squirrely007
@forbes

Top Tweeters in G7:
@world_news_eng
@masky_jay_hoody
@cynicalvision50
@mercenarygraphi
@tati_vict
@washingtonpost
@teka21bat
@valameen
@siadasha
@cymaronet

Top Tweeters in G8:
@saveaslave
@troubleddays
@gil00006
@ktyrky1
@rk55mk
@diane_1024
@pedrebano
@macor972
@raimundraimund
@richnchrist57

Top Tweeters in G9:
@onahunttoday
@snw106
@nakesha_horsey
@stageyaneu
@janeface15
@crazygirlcandie
@carmank1
@thedemcoalition
@marylynne1
@teebern

Top Tweeters in G10:
@lesleygsmith3
@reneevoicebrand
@vabvox
@urocklive1
@behappyandcivil
@realtuckfrumper
@deidreeversull
@murtwitnessone
@forgive_luv
@olivpit


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