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SenWarren OR %22Elizabeth Warren%22 OR elizabethforma_2019-06-19_19-37-13.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
June 20, 2019
Description:
Description
The graph represents a network of 5,759 Twitter users whose tweets in the requested range contained "SenWarren OR "Elizabeth Warren" OR elizabethforma", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 20 June 2019 at 02:38 UTC.

The requested start date was Tuesday, 18 June 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 3-day, 0-hour, 57-minute period from Friday, 14 June 2019 at 21:04 UTC to Monday, 17 June 2019 at 22:02 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 : 5759
Unique Edges : 7578
Edges With Duplicates : 1931
Total Edges : 9509
Number of Edge Types : 3
Replies to : 621
Mentions : 8079
Tweet : 809
Self-Loops : 809
Reciprocated Vertex Pair Ratio : 0.00728959575878065
Reciprocated Edge Ratio : 0.0144736842105263
Connected Components : 613
Single-Vertex Connected Components : 364
Maximum Vertices in a Connected Component : 4554
Maximum Edges in a Connected Component : 8324
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.043699
Graph Density : 0.000229189571802107
Modularity : 0.719822
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[100] https://www.nytimes.com/2019/06/17/magazine/elizabeth-warren-president.html
[49] https://www.newyorker.com/magazine/2019/06/24/can-elizabeth-warren-win-it-all
[45] https://twitter.com/freebeacon/status/1140629500046258176
[33] https://www.huffpost.com/entry/elizabeth-warren-defends-israeli-shelling-of-gaza-schools_n_5b5067a0e4b086092477108b?ncid=engmodushpmg00000004
[22] https://trib.al/jqt9ARP
[22] https://www.rollingstone.com/politics/politics-news/elizabeth-warren-plan-to-close-racial-wealth-gap-848220/
[21] https://www.rollingstone.com/politics/politics-news/elizabeth-warren-poll-second-place-sanders-falls-847443/
[14] https://www.breitbart.com/politics/2019/06/17/poll-elizabeth-warren-overtakes-joe-biden-minnesota/
[12] https://www.nytimes.com/2019/06/17/magazine/elizabeth-warren-president.html?smid=nytcore-ios-share
[12] http://nymag.com/intelligencer/2019/06/elizabeth-warren-edges-past-sanders-in-new-2020-polls.html?utm_source=tw

Top URLs in Tweet in G1:
[4] https://twitter.com/realDonaldTrump/status/1140392587720830976
[4] https://twitter.com/ewarren/status/1139632541068136448
[3] https://trib.al/1LrIqia
[3] https://twitter.com/ecmclaughlin/status/1139192167501484033
[2] https://www.washingtonpost.com/opinions/we-dont-usually-put-moral-and-economics-in-the-same-sentence-its-time-we-started/2019/06/16/36c780c2-8eb8-11e9-8f69-a2795fca3343_story.html
[2] https://www.huffpost.com/entry/elizabeth-warren-joe-biden-girls-2020_n_5d015e64e4b0985c41973900
[2] https://trib.al/Y6LkTHF
[2] https://www.newsweek.com/elizabeth-warren-release-student-loan-debt-cancellation-1443894
[2] https://twitter.com/senatemajldr/status/1140647109651308545
[2] https://twitter.com/KirolosSam/status/1139641596960550912?s=20

Top URLs in Tweet in G2:
[33] https://www.huffpost.com/entry/elizabeth-warren-defends-israeli-shelling-of-gaza-schools_n_5b5067a0e4b086092477108b?ncid=engmodushpmg00000004
[3] https://www.realclearpolitics.com/video/2019/02/26/warren_will_forgo_big_money_donors_in_primary_but_not_general_election_i_do_not_believe_in_unilateral_disarmament.html
[3] https://twitter.com/senwarren/status/1064688925824954368?s=21
[3] https://m.huffpost.com/us/entry/us_5b5067a0e4b086092477108b?ncid=engmodushpmg00000004&guccounter=1&guce_referrer=aHR0cHM6Ly90LmNvL2xOZTlteTRReFU&guce_referrer_sig=AQAAAKn3YBjBfeo4iOKJjjwUtvCagB21BV3A7IEjlPS2fGHBK0oC7TGmnk1UcYhamUZyS8uxiqZAO_mub8SeV95XwaGMb3r7RQs9zCaxM7O_9cqaT4f2kyqloM3PWl4VMgikqLnDSpCyDRTuazuVvL3JHz8ZSmp9YaI3prDS767oegl8
[3] https://twitter.com/neeratanden/status/1140235212598730752
[2] https://twitter.com/GunnelsWarren/status/1140697025257922560
[1] https://chicago.suntimes.com/columnists/2019/6/16/18679437/elizabeth-warren-bernie-sanders-2020-election
[1] https://www.foxnews.com/politics/elizabeth-warren-slide-war-iran-trump-congress-military-action
[1] https://www.politico.com/story/2015/02/elizabeth-warren-defense-massachusetts-115157
[1] https://downwithtyranny.blogspot.com/2019/06/does-elizabeth-warren-support-medicare.html

Top URLs in Tweet in G3:
[11] https://www.nytimes.com/2019/06/17/magazine/elizabeth-warren-president.html
[11] https://www.motherjones.com/politics/2019/06/elizabeth-warren-plan/
[10] https://www.newyorker.com/magazine/2019/06/24/can-elizabeth-warren-win-it-all
[3] https://twitter.com/joanwalsh/status/1139647862554464256
[3] https://www.msnbc.com/morning-joe/watch/elizabeth-warren-slowly-wins-over-voters-new-yorker-62076485833
[3] https://www.huffpost.com/entry/elizabeth-warren-joe-biden-girls-2020_n_5d015e64e4b0985c41973900?ncid=engmodushpmg00000004
[3] https://jacobinmag.com/2019/06/elizabeth-warren-medicare-for-all-health-care-policy
[3] http://www.cnn.com/2019/06/14/politics/elizabeth-warren-plan-small-business-equity-fund/index.html
[3] https://www.vox.com/policy-and-politics/2019/1/24/18196275/elizabeth-warren-wealth-tax
[2] https://twitter.com/BernieOrVest/status/1139662364016443392

Top URLs in Tweet in G4:
[38] https://www.nytimes.com/2019/06/17/magazine/elizabeth-warren-president.html
[20] https://www.newyorker.com/magazine/2019/06/24/can-elizabeth-warren-win-it-all
[9] https://www.huffpost.com/entry/elizabeth-warren-joe-biden-girls-2020_n_5d015e64e4b0985c41973900
[6] https://www.forbes.com/sites/rachelsandler/2019/06/14/elizabeth-warren-proposes-plan-for-minority-entrepreneurs/?utm_source=dlvr.it&utm_medium=twitter
[5] https://www.nytimes.com/2019/06/17/magazine/elizabeth-warren-president.html?smid=nytcore-ios-share
[4] https://www.nytimes.com/2019/06/13/opinion/elizabeth-warren.html
[4] https://www.marketwatch.com/story/elizabeth-warren-to-introduce-bill-cancelling-up-to-50000-in-student-debt-for-most-borrowers-2019-06-13
[4] https://twitter.com/SenWarren/status/1140700327030730759
[3] https://www.vox.com/policy-and-politics/2019/6/14/18678099/elizabeth-warren-2020-capitalism-plans-primary
[3] https://www.rollingstone.com/politics/politics-features/elizabeth-warren-2020-election-issue-politics-bad-billionaires-847816/

Top URLs in Tweet in G5:
[9] http://nymag.com/intelligencer/2019/06/elizabeth-warren-edges-past-sanders-in-new-2020-polls.html?utm_source=tw
[3] https://www.nytimes.com/2019/06/13/opinion/elizabeth-warren.html?action=click&module=Opinion&pgtype=Homepage
[2] https://www.nytimes.com/2019/06/13/opinion/elizabeth-warren.html
[1] https://www.newsweek.com/elizabeth-warren-release-student-loan-debt-cancellation-1443894
[1] https://www.wsj.com/articles/elizabeth-warren-wants-7-billion-in-grants-for-minority-entrepreneurs-11560519001
[1] https://www.cnbc.com/2019/06/12/most-millionaires-support-tax-on-wealth-above-50-million-cnbc-survey.html
[1] https://www.politico.com/story/2019/06/13/warren-freddie-mac-loan-kushner-firm-1527871
[1] https://nyti.ms/2XfSPcB
[1] https://nyti.ms/2IdQeHZ
[1] https://nyti.ms/2RjPpjF

Top URLs in Tweet in G6:
[2] https://www.nytimes.com/2019/06/17/magazine/elizabeth-warren-president.html
[2] https://www.newyorker.com/magazine/2019/06/24/can-elizabeth-warren-win-it-all
[1] https://www.usatoday.com/story/opinion/2019/05/15/elizabeth-warren-best-leader-america-2020-presidential-race-column/3679112002/
[1] https://twitter.com/ProudResister/status/1139647546425401344

Top URLs in Tweet in G7:
[2] http://po.st/scms/OrMCe04Lcp0lOFmbgkBeVPTzxpwaizKdYPqgS18Lcp0/7qkIzA
[2] https://www.essence.com/feature/sen-elizabeth-warren-black-women-mortality-essence/
[2] https://trib.al/IGFCJ0U
[2] https://www.vox.com/policy-and-politics/2019/6/14/18678099/elizabeth-warren-2020-capitalism-plans-primary?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[2] https://twitter.com/seo_train/status/1138607804502200320
[1] https://www.vox.com/policy-and-politics/2019/6/14/18678099/elizabeth-warren-2020-capitalism-plans-primary?utm_campaign=ezraklein&utm_content=chorus&utm_medium=social&utm_source=twitter
[1] https://www.vox.com/policy-and-politics/2019/6/12/18652215/elizabeth-warren-interview-2020-democratic-primary-policies?utm_campaign=ezraklein&utm_content=chorus&utm_medium=social&utm_source=twitter
[1] https://www.vox.com/policy-and-politics/2019/6/17/18681965/2020-presidential-election-polls-trump-biden-warren?utm_campaign=vox&utm_content=chorus&utm_medium=social&utm_source=twitter
[1] https://www.vox.com/policy-and-politics/2019/6/14/18678099/elizabeth-warren-2020-capitalism-plans-primary?utm_campaign=vox&utm_content=chorus&utm_medium=social&utm_source=twitter
[1] https://bit.ly/2Ih6ZC3

Top URLs in Tweet in G8:
[1] https://www.banking.senate.gov/newsroom/minority/senators-demand-hud-continue-to-protect-housing-rights-for-transgender-individuals
[1] https://www.youtube.com/watch?v=O90PShJVu58&feature=youtu.be


Top URLs in Tweet in G9:
[1] https://www.nytimes.com/2019/06/17/magazine/elizabeth-warren-president.html

Top URLs in Tweet in G10:
[2] https://www.newyorker.com/magazine/2019/06/24/can-elizabeth-warren-win-it-all
[2] https://jacobinmag.com/2019/06/elizabeth-warren-medicare-for-all-health-care-policy
[1] https://www.nytimes.com/2019/06/17/magazine/elizabeth-warren-president.html

Top Domains
Top Domains in Tweet in Entire Graph:
[247] twitter.com
[166] nytimes.com
[63] rollingstone.com
[56] huffpost.com
[50] newyorker.com
[38] trib.al
[26] thedailybeast.com
[25] breitbart.com
[21] vox.com
[18] nymag.com

Top Domains in Tweet in G1:
[53] twitter.com
[6] google.com
[5] trib.al
[5] nytimes.com
[4] washingtonpost.com
[4] youtube.com
[3] cnn.it
[2] huffpost.com
[2] bit.ly
[2] newsweek.com

Top Domains in Tweet in G2:
[37] huffpost.com
[13] twitter.com
[3] realclearpolitics.com
[2] washingtonexaminer.com
[1] suntimes.com
[1] foxnews.com
[1] politico.com
[1] blogspot.com
[1] ow.ly
[1] thedailybeast.com

Top Domains in Tweet in G3:
[21] twitter.com
[18] nytimes.com
[13] motherjones.com
[11] newyorker.com
[4] vox.com
[4] msnbc.com
[4] huffpost.com
[4] nyer.cm
[4] gq.com
[3] bit.ly

Top Domains in Tweet in G4:
[65] nytimes.com
[56] twitter.com
[20] newyorker.com
[10] huffpost.com
[9] forbes.com
[8] rollingstone.com
[6] marketwatch.com
[6] prospect.org
[5] breitbart.com
[5] msnbc.com

Top Domains in Tweet in G5:
[9] nymag.com
[5] nytimes.com
[3] nyti.ms
[1] newsweek.com
[1] wsj.com
[1] cnbc.com
[1] politico.com
[1] vox.com
[1] twitter.com
[1] iowastartingline.com

Top Domains in Tweet in G6:
[2] nytimes.com
[2] newyorker.com
[1] usatoday.com
[1] twitter.com

Top Domains in Tweet in G7:
[9] vox.com
[2] po.st
[2] essence.com
[2] thedailybeast.com
[2] trib.al
[2] twitter.com
[1] bit.ly
[1] gdeltproject.org
[1] slate.com
[1] dailykos.com

Top Domains in Tweet in G8:
[1] senate.gov
[1] youtube.com

Top Domains in Tweet in G9:
[1] nytimes.com

Top Domains in Tweet in G10:
[2] newyorker.com
[2] jacobinmag.com
[1] nytimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[65] demdebate
[26] warren2020
[20] ppcmoralcongress
[18] johnmccainday
[17] opioidcrisis
[10] poorpeoplescampaign
[10] warren
[10] nhpolitics
[10] fitn
[9] elizabethwarren



Top Hashtags in Tweet in G1:
[17] opioidcrisis
[8] fitn
[8] nhpolitics
[8] winwithwarren
[6] winforwarren
[6] mapols
[5] careact
[4] mapolitics
[3] ppcmoralcongress
[3] poorpeoplescampaign

Top Hashtags in Tweet in G2:
[3] medicareforall
[3] israel
[3] palestine
[2] bernie2020
[2] sixwordhorror
[2] nomiddleground
[1] 420day
[1] m4a

Top Hashtags in Tweet in G3:
[7] democrat
[5] ppcmoralcongress
[4] jobs
[4] exports
[3] fakeliz
[3] alpolitics
[3] aldems
[3] warren2020
[2] climatecrisis
[2] taxscam

Top Hashtags in Tweet in G4:
[13] warren2020
[8] elizabethwarren
[4] warren
[4] ppcmoralcongress
[3] sixwordhorror
[2] politics
[2] opm
[2] incomeinequality
[2] foxnews
[1] democraticdebates

Top Hashtags in Tweet in G6:
[2] yesweplan
[1] warren2020

Top Hashtags in Tweet in G7:
[19] demdebate
[1] poorpeoplescampaign
[1] electwomen
[1] bluewave2020

Top Words
Top Words in Tweet in Entire Graph:
[3688] Words in Sentiment List#1: Positive
[2978] Words in Sentiment List#2: Negative
[63] Words in Sentiment List#3: Angry/Violent
[116176] Non-categorized Words
[122844] Total Words
[3752] warren
[3400] elizabeth
[1014] s
[680] senwarren
[549] plan

Top Words in Tweet in G1:
[486] senwarren
[206] government
[193] here
[187] powerful
[152] t
[120] more
[117] s
[109] help
[101] corporations
[101] even

Top Words in Tweet in G2:
[436] warren
[414] elizabeth
[334] philosophrob
[270] bernie
[262] sanders
[180] s
[151] prices
[151] allow
[145] prescription
[140] plan

Top Words in Tweet in G3:
[227] warren
[206] ewarren
[204] elizabeth
[79] plan
[74] s
[72] out
[69] business
[66] jamilsmith
[64] small
[55] new

Top Words in Tweet in G4:
[330] warren
[311] elizabeth
[65] s
[38] serious
[37] biden
[34] completely
[33] trump
[31] bernie
[30] plan
[27] joe

Top Words in Tweet in G5:
[219] elizabeth
[218] warren
[153] kylegriffin1
[105] loan
[103] details
[103] freddie
[103] mac
[103] backing
[103] 800
[103] mil

Top Words in Tweet in G6:
[198] warren
[195] elizabeth
[123] politics
[113] proudresister
[109] corporate
[85] completely
[85] serious
[73] biden
[73] income
[73] inequality

Top Words in Tweet in G7:
[247] clinton
[178] warren
[129] plans
[125] ezraklein
[119] democrats
[118] compare
[116] ve
[116] seen
[116] lots
[116] nervous

Top Words in Tweet in G8:
[26] senwarren
[21] robertandrosie
[20] people
[19] willis_hubbard_
[19] lololupus
[18] pearliemaejones
[17] cleotiger17
[17] pattymurray
[16] moveover4me2
[14] erma_____

Top Words in Tweet in G9:
[171] s
[135] elizabeth
[135] warren
[86] people
[85] think
[85] fair
[85] rise
[85] polls
[85] attributable
[85] unparalleled

Top Words in Tweet in G10:
[123] warren
[121] elizabeth
[90] middle
[53] maydaymindy9
[50] think
[50] win
[45] m
[45] aged
[45] suburban
[45] white

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3263] elizabeth,warren
[391] bernie,sanders
[238] joe,biden
[226] completely,serious
[222] warren,completely
[207] isn,t
[187] warren,s
[170] kylegriffin1,elizabeth
[159] cory,booker
[133] reason,elizabeth

Top Word Pairs in Tweet in G1:
[96] isn,t
[95] senwarren,government
[94] powerful,corporations
[94] government,here
[93] more,powerful
[92] government,isn
[92] t,here
[92] here,help
[92] help,powerful
[92] corporations,even

Top Word Pairs in Tweet in G2:
[392] elizabeth,warren
[258] bernie,sanders
[110] plan,everything
[101] registered,republican
[100] warren,registered
[94] sanders,plan
[94] everything,elizabeth
[93] philosophrob,bernie
[92] prescription,drugs
[75] plans,prescription

Top Word Pairs in Tweet in G3:
[202] elizabeth,warren
[64] small,business
[49] 7,billion
[44] new,plan
[42] warren,new
[42] plan,elected
[42] elected,hopes
[42] hopes,establish
[42] establish,7
[42] billion,small

Top Word Pairs in Tweet in G4:
[298] elizabeth,warren
[34] completely,serious
[31] warren,completely
[27] joe,biden
[17] warren,s
[15] bernie,sanders
[14] minority,entrepreneurs
[14] student,loan
[12] warren,proposes
[11] warren,win

Top Word Pairs in Tweet in G5:
[216] elizabeth,warren
[151] kylegriffin1,elizabeth
[103] warren,details
[103] details,freddie
[103] freddie,mac
[103] mac,backing
[103] backing,800
[103] 800,mil
[103] mil,loan
[103] loan,real

Top Word Pairs in Tweet in G6:
[195] elizabeth,warren
[85] completely,serious
[84] warren,completely
[73] serious,income
[73] income,inequality
[73] inequality,corporate
[73] corporate,power
[73] power,corrupt
[73] corrupt,politics
[72] proudresister,elizabeth

Top Word Pairs in Tweet in G7:
[116] ve,seen
[116] seen,lots
[116] lots,nervous
[116] nervous,democrats
[116] democrats,compare
[116] compare,warren
[116] warren,clinton
[116] clinton,clinton
[116] clinton,plans
[116] plans,look

Top Word Pairs in Tweet in G8:
[14] robertandrosie,willis_hubbard_
[13] jameelwsimmons,robertandrosie
[13] thank,sticking
[13] sticking,up
[13] up,transgender
[13] transgender,people
[13] people,pattymurray
[13] pattymurray,sensherrodbrown
[13] sensherrodbrown,senwarren
[13] senwarren,senatormenendez

Top Word Pairs in Tweet in G9:
[135] elizabeth,warren
[85] think,s
[85] s,fair
[85] fair,elizabeth
[85] warren,s
[85] s,rise
[85] rise,polls
[85] polls,attributable
[85] attributable,unparalleled
[85] unparalleled,grit

Top Word Pairs in Tweet in G10:
[121] elizabeth,warren
[45] m,middle
[45] middle,aged
[45] aged,suburban
[45] suburban,white
[45] white,middle
[45] middle,class
[45] class,woman
[45] woman,think
[45] think,elizabeth

Top Replied-To
Top Replied-To in Entire Graph:
@senwarren
@tomilahren
@ewarren
@oversightdems
@cbsnews
@clockverk
@proudresister
@philosophrob
@maydaymindy9

Top Replied-To in G1:
@senwarren
@oversightdems
@cbsnews
@clockverk
@tomilahren
@sensanders
@washingtonpost
@cnn
@tulsigabbard

Top Replied-To in G2:
@philosophrob
@msrock4ever
@jackox48
@grumpybirdies
@_waleedshahid
@thiaballerina
@sputnikint
@adamjohnsonnyc
@pennsylvaniappc
@leftwardswing

Top Replied-To in G3:
@ewarren
@peterdaou
@pam1010101010
@im_peach_mint
@sheelahk
@reginity
@suzytweet
@figureitallout
@trekkerteach12
@savoltolin

Top Replied-To in G5:
@philschnyder

Top Replied-To in G6:
@proudresister
@jennychen8601
@sarah_skg_1983
@theauthorguy

Top Replied-To in G7:
@ezraklein
@nro
@deoliver47
@blackwomenviews
@bobbrigham
@notcapnamerica
@wtf_imtooold

Top Replied-To in G8:
@lololupus
@senwarren
@frankandjannie
@pearliemaejones
@lindammeyrs2001
@robertandrosie

Top Replied-To in G9:
@georgetakei
@girlsreallyrule

Top Replied-To in G10:
@maydaymindy9
@noahpinion
@timschlumusa
@ex0du5_5utu7e
@okayresigntho

Top Mentioned
Top Mentioned in Entire Graph:
@senwarren
@philosophrob
@ewarren
@kylegriffin1
@ezraklein
@proudresister
@magaindex
@georgetakei
@kamalaharris
@charliekirk11

Top Mentioned in G1:
@senwarren
@kamalaharris
@repcummings
@berniesanders
@sengillibrand
@sensanders
@senkamalaharris
@petebuttigieg
@iansams

Top Mentioned in G2:
@philosophrob
@michaelsayman
@bern_identity
@gottabernnow
@grumpybirdies
@fiorella_im
@thiaballerina
@sfberniecrats
@hiya_jazz
@paulsorrentino3

Top Mentioned in G3:
@ewarren
@jamilsmith
@sheelahk
@senwarren
@newyorker
@jordanmeehan
@davidcorndc
@motherjones
@adybarkan
@unitethepoor

Top Mentioned in G4:
@james_r_bruner
@trumpmovementus

Top Mentioned in G5:
@kylegriffin1
@paulkrugman
@moiradonegan
@nytopinion
@peterbeinart
@jamilsmith
@ezraklein
@paigegodden
@itsbecrose
@newyorker

Top Mentioned in G6:
@proudresister
@lolgop
@jennychen8601
@d1vinman
@saltylilojibwe
@ewarren
@heydonnelly
@senwarren
@deadlinewh
@ezraklein

Top Mentioned in G7:
@ezraklein
@dhstokyo
@voxdotcom
@thewasbunny
@blackwomenviews
@kylegriffin1
@jimgeraghty
@newyorker
@deoliver47
@mehdirhasan

Top Mentioned in G8:
@senwarren
@robertandrosie
@willis_hubbard_
@cleotiger17
@pattymurray
@moveover4me2
@pearliemaejones
@lololupus
@jwareess
@andrerucker51

Top Mentioned in G9:
@georgetakei
@laurenvino
@girlsreallyrule
@ewarren
@senwarren
@kylegriffin1
@demwrite
@jamilsmith
@noahpinion
@adamcbest

Top Mentioned in G10:
@maydaymindy9
@noahpinion
@politvidchannel
@zerlinamaxwell
@reidepstein
@sassy_goldfish
@timschlumusa
@senwarren
@proudresister
@erikschatzker

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@soldier_777
@missb62
@tomthunkitsmind
@mattmurph24
@soulsdefence
@independent
@joefreedomlove
@globalissuesweb
@blkberrycastle

Top Tweeters in G1:
@real_infinity95
@sddphoto
@phillip92321
@huffpost
@stetayen
@threadreaderapp
@foxnews
@darrellwest1984
@penny_g
@thr

Top Tweeters in G2:
@msrock4ever
@flugennock
@janieo
@pppatticake
@paulsorrentino3
@lonegamer78
@sableviews
@redwoodgirl
@glorialaw5
@oteachjohn

Top Tweeters in G3:
@inspiteoftrump
@gurrdygirl
@huffpostpol
@iamjoetrudeau
@dardar1126
@lakersgold
@jhcpw
@caseyhinds
@motherjones
@usncs

Top Tweeters in G4:
@occuworld
@globalissuesweb
@blkberrycastle
@ohiomail
@pops131
@gstuedler
@redot2005
@beatricelacy
@ghostdansing
@eyecandygallery

Top Tweeters in G5:
@lltwing
@sukifrench
@blerdmommy
@deborahalcorn
@bobsarmymom
@charlotteonder1
@hoosier47906
@to_suesmall
@palomacreative
@wolven

Top Tweeters in G6:
@sws_edu
@coalminetweety
@lolgop
@oldsoutherndem
@cathyjoegpt
@rileyruson
@queerjohnpa
@janiszilly
@omahagemgirl
@sciencemilkcow

Top Tweeters in G7:
@buffaloon
@girlzinger
@russfla
@quorumcall
@wtf_imtooold
@liskaaz
@catikins9
@robinsongeorge_
@stonewall_sue
@bearski55

Top Tweeters in G8:
@tomthunkitsmind
@bannerite
@actdontreact
@chholte
@marilyncapps
@llstudent08
@trumpgot2go
@moveover4me2
@freddyroo2
@cleotiger17

Top Tweeters in G9:
@netminnow
@seamussaid
@alwayswicked7
@mrtero2u
@sandykalano
@shadow1058
@adriene26
@jackmanning_
@tonytodd54
@chellelaine

Top Tweeters in G10:
@cblazblaz
@mpgarza2012
@sooze555
@tuxcedocat
@noahpinion
@diannemando
@zerlinamaxwell
@sailorpsy
@ssimms777
@michebella