Warren, Twitter, 2/24/2020 2:33:15 AM, 221853


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Warren_2020-02-23_08-39-16.xlsx
Warren_2020-02-23_08-39-16.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
February 24, 2020
Short Description:
Warren via NodeXL http://bit.ly/3c3VL0w
@ewarren
@ryanstruyk
@emilylhauser
@ppollingnumbers
@jrubinblogger
@berniesanders
@xtinatucker
@yougovus
@usa_polling
@mikkibrock

Top hashtags:
#michigan
#nevadacaucus
#southcarolina
#national
#bernie
#warren
#warren2020
#new

Description:
Description
The graph represents a network of 17,433 Twitter users whose recent tweets contained "Warren", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Sunday, 23 February 2020 at 18:17 UTC.

The tweets in the network were tweeted over the 1-hour, 13-minute period from Sunday, 23 February 2020 at 15:26 UTC to Sunday, 23 February 2020 at 16:39 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 : 17433
Unique Edges : 23120
Edges With Duplicates : 3348
Total Edges : 26468
Number of Edge Types : 5
Retweet : 11215
MentionsInRetweet : 2781
Replies to : 4506
Mentions : 5599
Tweet : 2367
Self-Loops : 2412
Reciprocated Vertex Pair Ratio : 0.00777132648503796
Reciprocated Edge Ratio : 0.0154227973763517
Connected Components : 1798
Single-Vertex Connected Components : 842
Maximum Vertices in a Connected Component : 13768
Maximum Edges in a Connected Component : 22711
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.32658
Graph Density : 7.42500488397104E-05
Modularity : 0.743113
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 17,433 Twitter users whose recent tweets contained "Warren", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Sunday, 23 February 2020 at 18:17 UTC.

The tweets in the network were tweeted over the 1-hour, 13-minute period from Sunday, 23 February 2020 at 15:26 UTC to Sunday, 23 February 2020 at 16:39 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 : TwitterSearch
Graph Term : 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:
[107] https://twitter.com/robdelaney/status/1231561371722100736
[85] https://twitter.com/ryanstruyk/status/1231608138178142209
[37] https://www.vox.com/policy-and-politics/2020/1/15/21054083/elizabeth-warren-2020-democratic-primary
[19] https://www.vanityfair.com/news/2020/02/elizabeth-warren-william-barr-resignation?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=vanity-fair&utm_social-type=earned
[18] https://www.theatlantic.com/ideas/archive/2020/02/differences-between-warren-and-sanders-matter/605971/
[16] https://www.washingtonpost.com/opinions/why-warrens-ardent-defense-of-the-teachers-union-monopoly-hurts-students/2020/02/20/fe5aa2b2-5411-11ea-9e47-59804be1dcfb_story.html
[16] https://twitter.com/emilylhauser/status/1231414626052640768
[14] https://twitter.com/MarkRuffalo/status/1231398153301176327
[14] https://twitter.com/mikebloomberg/status/1230147743760486401
[14] https://www.fiverr.com/share/Ay6yKY

Top URLs in Tweet in G1:
[40] https://twitter.com/ryanstruyk/status/1231608138178142209
[28] https://www.vox.com/policy-and-politics/2020/1/15/21054083/elizabeth-warren-2020-democratic-primary
[8] https://www.usatoday.com/story/opinion/2019/09/25/5-reasons-warren-best-chance-beat-trump-column/2419281001/
[8] https://secure.actblue.com/donate/pccc_warren?refcode=TW-20Feb22cmt
[6] https://twitter.com/robdelaney/status/1231561371722100736
[5] https://www.vox.com/2020/2/23/21149419/elizabeth-warren-nevada-caucuses-debate-michael-bloomberg?utm_campaign=vox&utm_content=chorus&utm_medium=social&utm_source=twitter
[5] https://newrepublic.com/article/156641/radicalism-warrens-unapologetic-aggression
[5] https://secure.actblue.com/donate/pccc_warren?refcode=TW-20Feb23cmt
[4] https://twitter.com/mj_lee/status/1231392082687709187
[4] https://twitter.com/shanegoldmacher/status/1231385476184989699

Top URLs in Tweet in G2:
[3] https://twitter.com/robdelaney/status/1231561371722100736
[3] https://www.theguardian.com/us-news/2020/feb/22/nevada-caucuses-bernie-sanders-elizabeth-warren-diverse?CMP=Share_iOSApp_Other
[2] https://elections.ap.org/dailykos/results/2020-02-22/state/NV
[2] https://www.youtube.com/watch?v=px_USnXmufU&feature=youtu.be

[1] https://news.wisc.edu/battleground-state-poll-1/
[1] https://twitter.com/wendellpotter/status/1231388779866476544
[1] https://twitter.com/ppollingnumbers/status/1231606978167918593
[1] https://twitter.com/PpollingNumbers/status/1231326335416532994
[1] https://twitter.com/zaidjilani/status/1231371907938779142
[1] https://www.cbsnews.com/live-updates/democrats-caucus-in-nevada-today-2020-02-22-live-stream/

Top URLs in Tweet in G3:
[12] https://twitter.com/MarkRuffalo/status/1231398153301176327
[10] https://www.theatlantic.com/ideas/archive/2020/02/differences-between-warren-and-sanders-matter/605971/
[1] https://www.msnbc.com/ali-velshi/watch/black-activist-group-endorses-sen-warren-79101509722?cid=sm_npd_nn_tw_blk
[1] https://twitter.com/STEFisDOPE/status/1231433420124848129
[1] https://twitter.com/TeamWarren/status/1231273878904852482
[1] https://twitter.com/MarkPochow/status/1231229150016495621
[1] https://secure.actblue.com/donate/angry-and-i-own-it
[1] http://www.newyorker.com/business/currency/elizabeth-warren-and-the-wells-fargo-scam
[1] https://trib.al/P50P1Yh
[1] https://www.politifact.com/article/2017/dec/01/facts-behind-elizabeth-warren-and-her-native-ameri/

Top URLs in Tweet in G4:
[49] https://twitter.com/robdelaney/status/1231561371722100736
[20] https://twitter.com/ryanstruyk/status/1231608138178142209
[14] https://www.fiverr.com/share/Ay6yKY
[6] https://twitter.com/emilylhauser/status/1231414626052640768
[5] https://twitter.com/ewarren/status/1231082628129918976
[4] https://www.youtube.com/watch?v=kQD5bxVA9Wc&feature=youtu.be

[3] https://twitter.com/gagirlxo/status/1231577695596707840
[3] https://twitter.com/chick_in_kiev/status/1231604161826951169
[3] https://twitter.com/_SJPeace_/status/1231574831109414912
[3] https://www.geekwire.com/2020/elizabeth-warren-takes-aim-amazons-taxes-speech-seattle-rally/

Top URLs in Tweet in G5:
[3] https://twitter.com/ryanstruyk/status/1231608138178142209
[3] https://www.vox.com/policy-and-politics/2020/1/15/21054083/elizabeth-warren-2020-democratic-primary
[3] https://www.washingtonpost.com/opinions/klobuchar-and-warren-are-shattering-the-expectations-of-female-candidates/2020/02/21/45de01c4-54c6-11ea-9e47-59804be1dcfb_story.html
[3] https://twitter.com/ourrevolution/status/1231594563254530048
[2] https://fm.cnbc.com/applications/cnbc.com/resources/files/2020/02/22/2019ltr.pdf
[2] https://twitter.com/robdelaney/status/1231561371722100736
[2] https://www.nytimes.com/2020/01/13/opinion/elizabeth-warren-2020.html
[2] https://www.citizen.org/wp-content/uploads/migration/dodd-frank-second-anniversary-report.pdf
[2] https://www.govtrack.us/congress/bills/114/s1206/summary
[2] https://truthout.org/articles/deconstructing-elizabeth-warren/

Top URLs in Tweet in G6:
[5] https://twitter.com/annielinskey/status/1231414668184313856
[4] https://twitter.com/deepa_shivaram/status/1231417549314613249
[3] https://twitter.com/robdelaney/status/1231561371722100736
[2] https://twitter.com/mikkibrock/status/1231549917539246080
[2] https://twitter.com/MikkiBrock/status/1231549917539246080
[2] https://twitter.com/kile_nicholas/status/1231596010322960385
[1] https://twitter.com/peterawolf/status/1231398944837689344
[1] https://twitter.com/BernForBernie20/status/1230588970322538497
[1] https://twitter.com/josecanyousee/status/1229801251912605696
[1] https://elizabethwarren.com/

Top URLs in Tweet in G7:
[2] https://www.buzzfeednews.com/article/mollyhensleyclancy/elizabeth-warren-poll
[2] https://www.vox.com/policy-and-politics/2020/1/15/21054083/elizabeth-warren-2020-democratic-primary
[2] https://twitter.com/emilylhauser/status/1231414626052640768
[1] https://twitter.com/deangeliscorey/status/1197972004412051457
[1] https://news.wisc.edu/battleground-state-poll-1/
[1] https://twitter.com/mooncult/status/1231428894986629120
[1] https://twitter.com/sahilkapur/status/1231348110741270528
[1] https://twitter.com/sahilkapur/status/1231430682515144704
[1] https://twitter.com/STEFisDOPE/status/1231419319965360130
[1] https://twitter.com/ChrisCJackson/status/1231283391661776896

Top URLs in Tweet in G8:
[3] https://trib.al/WGSQGgX
[3] https://coatesvilletimes.com/?p=26353
[2] https://www.newsmax.com/morris/warren-establishment-buttigieg-klobuchar/2020/02/21/id/955088/
[2] https://trib.al/k9YbMuu
[2] https://trib.al/9i3vL8l
[1] https://www.nytimes.com/2020/02/20/opinion/warren-bloomberg-debate.html?action=click&module=Opinion&pgtype=Homepage
[1] https://twitter.com/stevekornacki/status/1230891027227172865
[1] https://www.cnn.com/politics/live-news/nevada-town-hall-biden-warren/h_c62379e597d6fb5254c7da4551672ff2
[1] https://twitter.com/webcodepro/status/1231418991257759744
[1] https://berniesanders.com/issues/corporate-accountability-and-democracy/

Top URLs in Tweet in G9:
[2] https://twitter.com/ewarren/status/1231082628129918976
[1] https://twitter.com/fatfingerfinds/status/1180161178041016320
[1] https://www.niskanencenter.org/building-a-better-warrenism/
[1] https://twitter.com/iamsophianelson/status/1231367835114450948
[1] https://www.cnn.com/2016/06/29/politics/elizabeth-warren-native-american-pocahontas/index.html
[1] https://twitter.com/PattyAngel64/status/1231593479526060032
[1] https://www.youtube.com/watch?v=81OXn7d1VHM&feature=youtu.be

[1] https://www.theblaze.com/news/2016/11/14/george-soros-meets-with-democratic-donors-to-plot-plan-to-take-back-power-from-trump

Top URLs in Tweet in G10:
[22] https://twitter.com/robdelaney/status/1231561371722100736
[2] https://twitter.com/anthonymkreis/status/1231576220200001536
[1] https://www.nbcnews.com/politics/2020-election/bloomberg-says-he-ll-release-women-nondisclosure-agreements-n1140621
[1] https://twitter.com/ashleempreston/status/1231462043275841537
[1] https://twitter.com/fransquishco/status/1159252697608052740

Top Domains
Top Domains in Tweet in Entire Graph:
[872] twitter.com
[63] vox.com
[46] youtube.com
[32] washingtonpost.com
[24] theguardian.com
[23] dailywire.com
[23] actblue.com
[22] theatlantic.com
[20] vanityfair.com
[20] elizabethwarren.com

Top Domains in Tweet in G1:
[179] twitter.com
[36] vox.com
[19] actblue.com
[10] elizabethwarren.com
[8] usatoday.com
[6] medium.com
[5] newrepublic.com
[5] thehill.com
[5] seattletimes.com
[4] vanityfair.com

Top Domains in Tweet in G2:
[33] twitter.com
[3] theguardian.com
[2] cbsnews.com
[2] ap.org
[2] nytimes.com
[2] berniesanders.com
[2] youtube.com
[1] wisc.edu
[1] medium.com
[1] emersonpolling.com

Top Domains in Tweet in G3:
[23] twitter.com
[11] theatlantic.com
[1] msnbc.com
[1] actblue.com
[1] newyorker.com
[1] trib.al
[1] politifact.com
[1] nbcnews.com
[1] vox.com
[1] politico.com

Top Domains in Tweet in G4:
[281] twitter.com
[14] fiverr.com
[8] youtube.com
[7] westernjournal.com
[7] cnn.com
[6] vox.com
[6] nytimes.com
[5] washingtonpost.com
[5] theguardian.com
[4] msn.com

Top Domains in Tweet in G5:
[14] twitter.com
[4] vox.com
[3] washingtonpost.com
[2] cnbc.com
[2] nytimes.com
[2] citizen.org
[2] govtrack.us
[2] truthout.org
[1] boston.com
[1] democracyjournal.org

Top Domains in Tweet in G6:
[31] twitter.com
[1] elizabethwarren.com
[1] wsj.com
[1] vox.com
[1] cnbc.com
[1] yahoo.com

Top Domains in Tweet in G7:
[17] twitter.com
[2] buzzfeednews.com
[2] vox.com
[1] wisc.edu
[1] elizabethwarren.com
[1] gloucestertimes.com
[1] medium.com
[1] dailycamera.com
[1] wgbh.org
[1] youtube.com

Top Domains in Tweet in G8:
[14] twitter.com
[7] trib.al
[3] nytimes.com
[3] msnbc.com
[3] coatesvilletimes.com
[2] newsmax.com
[2] elizabethwarren.com
[2] vox.com
[1] cnn.com
[1] berniesanders.com

Top Domains in Tweet in G9:
[5] twitter.com
[1] niskanencenter.org
[1] cnn.com
[1] youtube.com
[1] theblaze.com

Top Domains in Tweet in G10:
[26] twitter.com
[1] nbcnews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[213] michigan
[183] nevadacaucus
[177] southcarolina
[110] national
[106] bernie
[95] warren
[90] warren2020
[74] new
[70] pennsylvania
[50] demdebate



Top Hashtags in Tweet in G1:
[47] warren2020
[28] demdebate
[21] warren
[19] lfg
[18] presidentwarren
[16] warrenforthewin
[15] nevadacaucus
[15] presidentelizabethwarren
[11] mansplainingin5words
[8] whereiswarren

Top Hashtags in Tweet in G2:
[188] michigan
[144] southcarolina
[94] national
[63] pennsylvania
[63] new
[40] wisconsin
[17] nevadacaucuses
[15] nevada
[13] nevadacaucus
[9] democrats

Top Hashtags in Tweet in G3:
[2] presidentwarren2020
[1] lfg
[1] warren2020
[1] national
[1] winwithwarren
[1] presidentwarren

Top Hashtags in Tweet in G4:
[28] warren
[14] youtube
[9] warren2020
[8] bernie
[7] seo
[7] fiverr
[7] youtubeseo
[7] keywords
[7] youtubepromotion
[7] rankvideo

Top Hashtags in Tweet in G5:
[12] southcarolina
[5] berniesanders
[4] nvcaucus
[4] national
[3] new
[3] michigan
[2] demdebate
[2] pennsylvania
[2] democraticdebate
[2] election2020

Top Hashtags in Tweet in G6:
[15] metoo
[3] demdebate
[2] nevadacaucus
[1] culltheherd
[1] warren
[1] votebluenomatterwho
[1] demsunite
[1] dumptrump
[1] national
[1] warren2020

Top Hashtags in Tweet in G7:
[24] berniesanders
[5] onlybernie
[4] thefrisker
[4] warren2020
[4] warren
[3] oldshoutyguy
[3] southcarolina
[2] bernie
[2] michigan
[2] bernie2020

Top Hashtags in Tweet in G8:
[8] warren
[6] warrenforthewin
[4] warren2020
[4] bernie
[3] demdebate
[3] southcarolina
[3] msnbcmeltdown
[3] michigan
[2] cnntownhall
[2] nevadacaucus

Top Hashtags in Tweet in G9:
[31] carnivalbarkingclown
[4] bloomberg2020
[3] votebluenomatterwho2020
[3] amyforamerica
[3] biden2020
[3] buttigieg2020
[3] winwithwarren
[3] velshi
[3] warren
[2] new

Top Hashtags in Tweet in G10:
[1] southcarolina
[1] warren2020
[1] michigan
[1] berniewinsnevada
[1] bernieisthefrontrunner

Top Words
Top Words in Tweet in Entire Graph:
[25838] Words in Sentiment List#1: Positive
[16087] Words in Sentiment List#2: Negative
[690] Words in Sentiment List#3: Angry/Violent
[604753] Non-categorized Words
[646679] Total Words
[19476] warren
[9866] bernie
[6518] sanders
[6289] trump
[6187] biden

Top Words in Tweet in G1:
[3020] warren
[1172] elizabeth
[1047] bernie
[787] hard
[778] ewarren
[660] people
[581] debate
[533] bloomberg
[479] women
[460] sanders

Top Words in Tweet in G2:
[2884] warren
[2575] trump
[2518] sanders
[2345] biden
[2209] buttigieg
[1869] 13
[1652] bloomberg
[1548] klobuchar
[1446] 44
[1389] 45

Top Words in Tweet in G3:
[2540] bernie
[1192] warren
[963] elizabeth
[835] race
[827] seattle
[825] support
[824] won
[819] congratulations
[819] know
[819] right

Top Words in Tweet in G4:
[903] warren
[238] bernie
[206] sanders
[170] elizabeth
[120] biden
[116] bloomberg
[92] trump
[75] vote
[68] buttigieg
[66] moderate

Top Words in Tweet in G5:
[1318] trump
[866] 45
[859] 44
[769] warren
[595] sanders
[584] biden
[559] klobuchar
[558] buttigieg
[520] yougov
[520] bloomberg

Top Words in Tweet in G6:
[741] warren
[303] women
[278] know
[270] work
[269] better
[267] many
[259] necessary
[257] democratic
[256] primary
[253] doing

Top Words in Tweet in G7:
[540] warren
[162] bernie
[159] berniesanders
[136] biden
[110] pramilajayapal
[105] people4bernie
[102] davidsirota
[101] bloomberg
[101] sanders
[100] briebriejoy

Top Words in Tweet in G8:
[483] warren
[232] bernie
[193] sanders
[165] biden
[119] bloomberg
[113] buttigieg
[110] trump
[95] elizabeth
[90] klobuchar
[67] anandwrites

Top Words in Tweet in G9:
[346] warren
[262] wins
[141] biden
[105] trump
[91] bernie
[90] buttigieg
[90] klobuchar
[89] bloomberg
[81] sanders
[77] realdonaldtrump

Top Words in Tweet in G10:
[456] warren
[340] bernie
[321] really
[320] hate
[319] whatever
[318] dad
[318] fictional
[318] character
[318] projected
[318] onto

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4918] elizabeth,warren
[2372] trump,45
[1384] bloomberg,13
[1346] 47,trump
[1262] 44,trump
[1244] trump,44
[1169] 13,buttigieg
[1126] bernie,sanders
[1105] cbs,yougov
[1104] bernie,won

Top Word Pairs in Tweet in G1:
[1126] elizabeth,warren
[379] starting,business
[379] business,hard
[379] hard,especially
[379] especially,hard
[379] hard,women
[379] women,people
[379] people,color
[379] color,plan
[379] plan,help

Top Word Pairs in Tweet in G2:
[1236] trump,45
[912] bloomberg,13
[787] sanders,25
[784] 25,biden
[735] 47,trump
[732] 13,buttigieg
[686] 44,trump
[683] buttigieg,12
[674] trump,44
[567] warren,12

Top Word Pairs in Tweet in G3:
[963] elizabeth,warren
[819] congratulations,bernie
[818] bernie,won
[814] race,called
[814] called,bernie
[814] won,congratulations
[812] warren,took
[812] took,stage
[812] stage,seattle
[812] seattle,race

Top Word Pairs in Tweet in G4:
[160] elizabeth,warren
[40] warren,moderate
[37] bernie,sanders
[29] sanders,warren
[28] warren,buffett
[27] bernie,warren
[19] warren,sanders
[17] warren,biden
[15] warren,supporters
[14] super,tuesday

Top Word Pairs in Tweet in G5:
[859] trump,45
[510] cbs,yougov
[431] 47,trump
[430] 44,trump
[429] trump,44
[302] buttigieg,10
[300] 10,klobuchar
[264] bloomberg,13
[260] poll,sanders
[260] 13,buttigieg

Top Word Pairs in Tweet in G6:
[252] doing,better
[250] warren,doing
[250] democratic,primary
[250] feels,personal
[250] personal,many
[250] many,women
[249] better,democratic
[249] primary,feels
[249] women,life
[249] life,know

Top Word Pairs in Tweet in G7:
[98] people4bernie,davidsirota
[98] davidsirota,demsocialists
[98] demsocialists,ydsa_
[98] ydsa_,briebriejoy
[98] briebriejoy,pramilajayapal
[98] pramilajayapal,dsam4a
[98] dsam4a,gracevandien
[98] gracevandien,fshakir
[98] fshakir,clairesandberg
[92] robdelaney,people4bernie

Top Word Pairs in Tweet in G8:
[90] elizabeth,warren
[46] biden,warren
[44] warren,klobuchar
[44] go,bernie
[38] bernie,sanders
[29] latest,cnn
[29] cnn,national
[29] national,delegate
[29] delegate,count
[29] 991,win

Top Word Pairs in Tweet in G9:
[53] warren,biden
[45] over,everyone
[45] everyone,please
[45] please,calm
[45] calm,down
[45] down,still
[45] still,warren
[45] warren,#votebluenomatterwho2020
[45] #votebluenomatterwho2020,#amyforamerica
[45] #amyforamerica,#biden2020

Top Word Pairs in Tweet in G10:
[318] bernie,dad
[318] dad,hate
[318] hate,warren
[318] warren,fictional
[318] fictional,character
[318] character,projected
[318] projected,onto
[318] onto,child
[318] child,really
[318] really,apex

Top Replied-To
Top Replied-To in Entire Graph:
@robdelaney
@iamsophianelson
@ewarren
@wajahatali
@ryanstruyk
@kylekulinski
@thestagmania
@realdonaldtrump
@jrubinblogger
@johniadarola

Top Replied-To in G1:
@ewarren
@thestagmania
@djrothkopf
@fred_guttenberg
@fredtjoseph
@jasonoverstreet
@authorkimberley
@dearauntcrabby
@ca_for_warren
@mikebloomberg

Top Replied-To in G2:
@usa_polling
@ppollingnumbers
@zaidjilani
@kthalps
@jlrindahl
@cbsnews
@ryangrim
@mattbruenig
@100gbodhisattva
@walkerbragman

Top Replied-To in G3:
@emilylhauser
@angryblacklady
@sethabramson
@thegerman21
@tenneynaumer
@abc
@vaugeha13
@armandondk
@validhorizon
@franklinleonard

Top Replied-To in G5:
@ryanstruyk
@ourrevolution
@craigcalcaterra
@lawrence
@podsaveamerica
@ewarren
@jonfavs
@johnharveyphoto
@baseballot
@danielleeroth

Top Replied-To in G6:
@mikkibrock
@notcapnamerica
@johnastoehr
@tnisha_soaps
@annielinskey
@daytimedan
@hazydav
@ange_amene
@joeklein30
@wonderbitch82

Top Replied-To in G7:
@robdelaney
@ironhorse76
@nc_stuartthomas
@andylassner
@berniesanders
@urocklive1
@ambertamblyn
@liddlemocovfefe
@thinskintrump
@forevertawl

Top Replied-To in G8:
@anandwrites
@proudresister
@amjoyshow
@paulkrugman
@tiffanydcross
@mehdirhasan
@juliadavisnews
@bannerite
@annehelen
@scarletavengers

Top Replied-To in G9:
@realdonaldtrump
@rickpetree
@cherijacobus
@bobcesca_go
@gagirlxo
@tedlieu
@b52malmet
@ryaninpdx
@blythe_gryphon
@juliezebrak

Top Replied-To in G10:
@rudeftm
@_pem_pem
@staticbluebat
@fredtjoseph
@xtinatucker
@cushbomb
@abiwilks
@progrdem
@chasestrangio

Top Mentioned
Top Mentioned in Entire Graph:
@ewarren
@yougovus
@berniesanders
@cbsnewspoll
@mikebloomberg
@pramilajayapal
@briebriejoy
@petebuttigieg
@people4bernie
@davidsirota

Top Mentioned in G1:
@ewarren
@mikebloomberg
@cbsnewspoll
@amyklobuchar
@petebuttigieg
@rollingstone
@joebiden
@tomsteyer
@mn_for_warren
@teamwarren

Top Mentioned in G2:
@yougovus
@electionscenter
@cbsnewspoll
@ewarren
@nbcnews
@cnn
@usa_polling
@davidoatkins
@ppollingnumbers
@startribune

Top Mentioned in G3:
@emilylhauser
@sethabramson
@angryblacklady
@joshbunchofnums
@ewarren
@roccomaddox2
@imrobertmine
@leahmcelrath
@yougovus
@aewright

Top Mentioned in G4:
@periclesukraine
@warrenvache

Top Mentioned in G5:
@lawrence
@yougovus
@cbsnewspoll
@ewarren
@jonfavs
@clarajeffery
@fredtjoseph
@ryanstruyk
@dnc
@berniesanders

Top Mentioned in G6:
@mikkibrock
@ange_amene
@notcapnamerica
@ewarren
@alexandraerin
@jodis1015
@bostonstuff
@annielinskey
@upcycledtrash
@univofmn

Top Mentioned in G7:
@berniesanders
@pramilajayapal
@davidsirota
@people4bernie
@briebriejoy
@demsocialists
@ydsa_
@dsam4a
@gracevandien
@fshakir

Top Mentioned in G8:
@msnbc
@cnn
@ewarren
@joyannreid
@anandwrites
@paulkrugman
@amjoyshow
@hardballchris
@tiffanydcross
@proudresister

Top Mentioned in G9:
@realdonaldtrump
@brucebartlett
@therickwilson
@mikebloomberg
@libsinamerica
@cherijacobus
@nowhitechalk
@chantler_jaki
@kevin_snapp
@pollychaag

Top Mentioned in G10:
@muna_mire
@_pem_pem
@chasestrangio
@prestonmitchum
@abiwilks
@socalmd54
@berniesanders
@yougovus

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@paul_cude
@lacronologia
@immoralreport
@commonpatriot
@crewislife
@monicasloves
@ronniehowlett3
@solutioneer72
@mattmurph24

Top Tweeters in G1:
@crewislife
@solutioneer72
@revolution_fr
@billm9
@sddphoto
@backstorymom1
@rcrockett
@damonbethea1
@lisakbromley
@givemepie360

Top Tweeters in G2:
@rjber15
@drdaveanddee
@tmikamouse
@ambinc1
@boerneaj
@shaktilila
@limeylizzie
@ajgma
@bernieupstateny
@60sparkle

Top Tweeters in G3:
@minotauresse
@habbradley
@princessbravato
@ami_tvdfan
@angryblacklady
@betsygervasi
@slthompson29
@smp0312
@bayofarizona
@tenneynaumer

Top Tweeters in G4:
@davidjones720
@israelnewslinks
@dailystar
@5b20be6386164f8
@periclesukraine
@amir2real
@mysoulradio
@atmvn
@yportbill
@tweetmotivate_

Top Tweeters in G5:
@gottalaff
@argojournal
@itswanda
@patta47cake
@wise_diva
@ken_crichlow
@kingshaundiz
@djblholla
@shasta_otter
@p1z4t

Top Tweeters in G6:
@ronniehowlett3
@serendipitysays
@lechatnoire4
@bootleggirl
@justwhatnowwhy
@sapphixy
@sexygirl798
@bad_woof
@dc4hope
@dloehr

Top Tweeters in G7:
@mattmurph24
@castonchris
@it_aint__me
@arriadna
@capatosta122
@macjuanma
@truthtotweet
@lauferlaw
@superspacedad
@rise804

Top Tweeters in G8:
@1denmadrid
@bannerite
@linda1746
@girlzinger
@jodotcom
@foxnews
@jmhamiltonblog
@usahipster
@nytimes
@leslielee327

Top Tweeters in G9:
@britpoptarts
@padakitty
@tempkt
@christineiam
@thor_2000
@therickwilson
@krisbrbr93
@4annegs
@b52malmet
@_reaalamerican_

Top Tweeters in G10:
@tkysk8r
@jvdgoot
@parsifel43
@raelee514
@karaonza
@loveiitchi
@postmakerkiwi
@baph0meat
@epiplexis_
@kaludiasays


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