ewarren, Twitter, 3/31/2020 6:16:25 PM, 224109


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ewarren_2020-03-31_04-26-31.xlsx
ewarren_2020-03-31_04-26-31.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 31, 2020
Short Description:
ewarren via NodeXL https://bit.ly/2QZ3OTC
@ewarren
@djrothkopf
@altpubliclands
@kamalaharris
@joebiden
@arslanrpk4
@berniesanders
@17dish
@greenscapular
@speakerpelosi

Top hashtags:
#covid19
#coronavirus
#metoo
#ibelievetara
#believewomen
#ibelievetarareade
#mapoli

Description:
Description
The graph represents a network of 6,063 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, 31 March 2020 at 11:28 UTC.

The requested start date was Tuesday, 31 March 2020 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 1-day, 10-hour, 43-minute period from Sunday, 29 March 2020 at 03:54 UTC to Monday, 30 March 2020 at 14:37 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 : 6063
Unique Edges : 15196
Edges With Duplicates : 9321
Total Edges : 24517
Number of Edge Types : 4
Replies to : 2491
Mentions : 13882
MentionsInRetweet : 8105
Tweet : 39
Self-Loops : 39
Reciprocated Vertex Pair Ratio : 0.0149168754270098
Reciprocated Edge Ratio : 0.0293952653427578
Connected Components : 31
Single-Vertex Connected Components : 13
Maximum Vertices in a Connected Component : 5993
Maximum Edges in a Connected Component : 24450
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.876979
Graph Density : 0.000485009674890065
Modularity : 0.449555
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 6,063 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, 31 March 2020 at 11:28 UTC.

The requested start date was Tuesday, 31 March 2020 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 1-day, 10-hour, 43-minute period from Sunday, 29 March 2020 at 03:54 UTC to Monday, 30 March 2020 at 14:37 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:
[41] https://twitter.com/mahtowin1/status/1243732462380949504
[17] https://twitter.com/ewarren/status/1243741924269395968
[8] https://twitter.com/bnacker/status/1244396666918076416
[7] https://twitter.com/ewarren/status/1243659221884899335
[6] https://twitter.com/uArtdesign/status/1243954781707816961?s=20
[5] https://twitter.com/SenSchumer/status/1244427614758076416
[5] https://twitter.com/iastartingline/status/1112062452957622272?s=21
[5] https://twitter.com/NPR/status/1243946736353148928
[4] https://twitter.com/ewarren/status/1222157562562383872
[4] https://twitter.com/kishajames8/status/1243733958434660353

Top URLs in Tweet in G1:
[24] https://twitter.com/mahtowin1/status/1243732462380949504
[6] https://twitter.com/bnacker/status/1244396666918076416
[5] https://twitter.com/SenSchumer/status/1244427614758076416
[4] https://twitter.com/kishajames8/status/1243733958434660353
[4] https://www.engadget.com/2020-03-29-elizabeth-warren-campaign-open-sources-tools.html
[4] https://twitter.com/joebiden/status/1244381820797489152
[3] https://twitter.com/senwarren/status/1244416607281205248
[3] https://www.usatoday.com/story/news/politics/2019/05/08/trump-tweet-targets-elizabeth-warren-while-aiding-ally-gaming-issue/1143990001/
[3] https://twitter.com/KishaJames8/status/1243733958434660353
[3] https://twitter.com/ironyguillotine/status/1243902560911740929

Top URLs in Tweet in G2:
[7] https://twitter.com/mahtowin1/status/1243732462380949504
[6] https://twitter.com/uArtdesign/status/1243954781707816961?s=20
[3] https://twitter.com/dcexaminer/status/1244145737727905792
[2] https://indiancountrytoday.com/opinion/the-white-supremacy-of-elizabeth-warren-q6pZPvG4_0WIwiv__VU_bQ
[2] https://twitter.com/TheLostOgle/status/1244371553707589634
[2] https://twitter.com/ABC/status/1244112969027420161
[2] https://twitter.com/NYTNational/status/1244091431742038017
[1] https://twitter.com/niktaylorde/status/1244633823301849093
[1] https://twitter.com/danieldenvir/status/1243925309709340673
[1] https://twitter.com/File411/status/1244084070751121408

Top URLs in Tweet in G3:
[2] https://twitter.com/SenWarren/status/1244416607281205248
[2] https://www.warren.senate.gov/oversight/letters/warren-and-van-hollen-lead-senators-in-urging-the-state-department-to-provide-humanitarian-assistance-to-the-palestinian-people-to-fight-coronavirus
[2] https://twitter.com/mahtowin1/status/1243732462380949504
[2] https://mondoweiss.net/2020/03/warren-van-hollen-lead-senators-in-demanding-trump-admin-send-aid-to-palestine-amid-covid-19-crisis/?fbclid=IwAR3DzFidXASgi_zdhsHS1YvDn5YiEINx3d5-OL9e0DsGucqVsicGLs_pWHA
[2] https://paha.us/
[2] https://twitter.com/michaeldickson/status/1244145928858189825
[1] https://www.cnbc.com/2019/04/16/trumps-new-interior-secretary-is-now-under-investigation.html
[1] https://tidal.com:443/browse/album/135461622
[1] https://twitter.com/jimmy_dore/status/1244618836277518337
[1] https://twitter.com/tripgabriel/status/1244351359182344194

Top URLs in Tweet in G4:
[3] https://twitter.com/mahtowin1/status/1243732462380949504
[2] https://twitter.com/ewarren/status/1222157569634066433
[2] https://twitter.com/rebeccanagle/status/1243965076740194305
[1] https://www.masslive.com/politics/2020/03/senators-ed-markey-and-elizabeth-warren-accuse-trump-administration-of-craven-political-games-in-the-disestablishment-of-the-mashpee-wampanoag-reservation.html
[1] https://www.markey.senate.gov/news/press-releases/senators-markey-and-warren-release-statement-on-the-mashpee-wampanoag-reservation?fbclid=IwAR0605sFrdUTfKcDGMJdhaOcB9FqA25QrkgO1VM9mG9wDUCcoj2zVVjWcnY
[1] https://www.wbur.org/commonhealth/2020/03/27/doctors-nurses-mass-coronavirus-infections-pay-benefits
[1] https://twitter.com/ewarren/status/1243741924269395968
[1] https://www.cbsnews.com/news/dr-jon-lapook-on-the-value-of-antibody-tests-for-past-coronavirus-infection/?ftag=CNM-00-10aab6i&linkId=85341900&fbclid=IwAR1fwjyKB5t221-sMP_obO7RbBDI328Eauy9ZdBMzvOg_mIDxtEl8s0cNhA
[1] https://www.yahoo.com/news/germany-remarkably-low-coronavirus-death-083800843.html
[1] https://abcnews.go.com/Health/home-coronavirus-test-kits-hands-consumers/story?id=69850023

Top URLs in Tweet in G5:
[2] https://twitter.com/mahtowin1/status/1243732462380949504
[1] https://www.youtube.com/watch?v=nLrGQUMBBTw&feature=youtu.be

[1] https://www.youtube.com/watch?v=AnEAl4QEtjU&feature=youtu.be

[1] https://www.youtube.com/watch?v=KgtaOOtO680&feature=youtu.be

[1] https://www.risingupwithsonali.com/2020/03/26/history-tells-us-corporate-bailouts-are-disastrous/
[1] https://twitter.com/freedom4horses/status/1244536450965573632
[1] https://www.politico.com/news/2020/03/30/new-aoc-divides-the-left-150767
[1] https://twitter.com/brianschatz/status/1241491997397061633
[1] https://twitter.com/yashar/status/1244453401183715329
[1] https://www.state.gov/the-united-states-announces-assistance-to-combat-the-novel-coronavirus/

Top URLs in Tweet in G6:
[1] https://twitter.com/stonecold2050/status/1244385925334855680
[1] https://twitter.com/billkitchen2/status/1242931419854385155?s=21
[1] https://mobile.twitter.com/alexbruesewitz/status/1243628705693536256
[1] https://amp.theguardian.com/world/2020/mar/28/joe-biden-sexual-assault-allegations-why-has-media-ignored-claims?CMP=share_btn_tw&__twitter_impression=true
[1] https://m.huffpost.com/us/entry/us_5e80bc97c5b6cb9dc1a206d3/amp?__twitter_impression=true
[1] https://www.newsweek.com/biden-campaign-team-denies-past-sexual-assault-allegation-former-senate-staffer-1494794

Top URLs in Tweet in G7:
[5] https://twitter.com/iastartingline/status/1112062452957622272?s=21
[1] https://twitter.com/bnacker/status/1244396666918076416
[1] https://twitter.com/proustmalone/status/1244280200315142144?s=19
[1] https://www.thecut.com/2019/04/joe-biden-accuser-accusations-allegations.html

Top URLs in Tweet in G8:
[1] https://medium.com/@teamwarren/open-source-tools-from-the-warren-for-president-tech-team-f1f27d2c7551
[1] https://twitter.com/abc/status/1244112969027420161?s=21
[1] https://twitter.com/abc/status/1244112969027420161
[1] https://twitter.com/jordanchariton/status/1244349937665671170?s=21
[1] https://twitter.com/JordanChariton/status/1244349937665671170
[1] https://twitter.com/becca4bernie/status/1234166302354354176?s=21
[1] https://twitter.com/becca4bernie/status/1234166302354354176
[1] https://twitter.com/teamwarren/status/1243591798980829184
[1] https://twitter.com/Teri_Kanefield/status/1244115583831912448?s=19
[1] https://twitter.com/ewarren/status/1230877076745572353

Top URLs in Tweet in G9:
[1] https://www.newyorker.com/magazine/2019/07/29/the-case-of-al-franken
[1] https://twitter.com/intifada/status/1243869112981426176
[1] https://twitter.com/NYTNational/status/1244091431742038017
[1] https://twitter.com/CallForCongress/status/1244071355055607809
[1] https://www.nytimes.com/2020/03/29/business/coronavirus-us-ventilator-shortage.html?action=click&module=Spotlight&pgtype=Homepage
[1] https://www.youtube.com/watch?v=IF8MswEQS7w&list=PLUvQ_mNbE83UVnjSKaOekHR8u_idh2rcP

[1] https://twitter.com/danielsgoldman/status/1243679121877721089

Top URLs in Tweet in G10:
[1] https://twitter.com/wbur/status/1243934372509691905
[1] https://www.thelostogle.com/2020/03/29/imagenet-consulating-stimulus-payment/

Top Domains
Top Domains in Tweet in Entire Graph:
[492] twitter.com
[29] youtube.com
[8] medium.com
[5] washingtonpost.com
[5] senate.gov
[5] nytimes.com
[5] co.uk
[4] engadget.com
[4] google.com
[4] cnbc.com

Top Domains in Tweet in G1:
[155] twitter.com
[7] medium.com
[4] engadget.com
[3] usatoday.com
[3] youtube.com
[2] washingtonpost.com
[2] dailykos.com
[2] insidesources.com
[2] theguardian.com
[2] elizabethwarren.com

Top Domains in Tweet in G2:
[130] twitter.com
[5] youtube.com
[2] indiancountrytoday.com
[2] foxnews.com
[1] thedailybeast.com
[1] axios.com
[1] apple.news
[1] timesofisrael.com
[1] boldprogressives.org
[1] rebornppe.com

Top Domains in Tweet in G3:
[60] twitter.com
[6] youtube.com
[4] co.uk
[3] senate.gov
[3] google.com
[2] cnbc.com
[2] nytimes.com
[2] mondoweiss.net
[2] paha.us
[1] tidal.com

Top Domains in Tweet in G4:
[24] twitter.com
[1] masslive.com
[1] senate.gov
[1] wbur.org
[1] cbsnews.com
[1] yahoo.com
[1] go.com
[1] youtube.com
[1] washingtonpost.com
[1] turnto10.com

Top Domains in Tweet in G5:
[16] twitter.com
[3] youtube.com
[1] risingupwithsonali.com
[1] politico.com
[1] state.gov
[1] nytimes.com

Top Domains in Tweet in G6:
[3] twitter.com
[1] theguardian.com
[1] huffpost.com
[1] newsweek.com

Top Domains in Tweet in G7:
[7] twitter.com
[1] thecut.com

Top Domains in Tweet in G8:
[12] twitter.com
[2] youtube.com
[1] medium.com

Top Domains in Tweet in G9:
[4] twitter.com
[1] newyorker.com
[1] nytimes.com
[1] youtube.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[38] covid19
[26] coronavirus
[25] metoo
[19] ibelievetara
[18] believewomen
[17] ibelievetarareade
[16] mapoli
[15] stayhome
[14] bernie2020
[14] medicareforall



Top Hashtags in Tweet in G1:
[15] stayhome
[14] mapoli
[13] bidentherapist
[9] warrendemocrats
[9] covid19
[7] warrendemocrat
[6] ibelievetarareade
[5] medicareforall
[5] believewomen
[4] metoo

Top Hashtags in Tweet in G2:
[14] metoo
[12] ibelievetara
[9] believewomen
[8] freerealitywinner
[8] freerealitywinnernow
[8] freereality
[8] ibelievetarareade
[8] democrats
[7] timesup
[7] bernie2020

Top Hashtags in Tweet in G3:
[20] covid19
[9] palestine
[7] dnc
[6] dccc
[6] fbrparty
[6] blacklivesmatter
[6] berniebeatstrump
[5] rabbit
[4] neverwarren
[4] coronavirus

Top Hashtags in Tweet in G4:
[2] persist
[2] mashpeewampanoag
[1] weneedtestskitsnow
[1] trumpiskillingamericans
[1] natives
[1] unitedstates
[1] senate
[1] nativeamericans
[1] massachusetts
[1] wampanoag

Top Hashtags in Tweet in G5:
[9] coronavirus
[4] joebiden
[4] stephmillershow
[4] bernie2020
[4] speakerpelosi
[4] dnc
[4] hillaryclinton
[4] amjoy
[4] ventilators
[3] thereval

Top Hashtags in Tweet in G6:
[2] potus45kills
[2] usagovissetupforcorruption
[1] moscowmitch
[1] gopisguiltyofmurder
[1] bidenwarren2020
[1] horseshoe
[1] ettd

Top Hashtags in Tweet in G7:
[5] metoobiden
[5] istandwithtara
[3] nurses
[1] biden2020
[1] ibelievetara
[1] ibelievetarareade
[1] covid19
[1] healthcareworkers
[1] nurse
[1] notsatire

Top Hashtags in Tweet in G8:
[2] donnieepstein
[1] medicareforall
[1] bluemaga
[1] biden
[1] supertuesday
[1] notmeus
[1] neverwarren
[1] trumpcrimefamily
[1] failureinchief
[1] blocked

Top Hashtags in Tweet in G9:
[8] coronavirus
[2] america
[2] ppe
[2] wheresfauci
[2] donthecon
[2] removetrumpnow
[1] virus
[1] cancelstudentdebtnow
[1] bonespur
[1] n95masks

Top Hashtags in Tweet in G10:
[3] traitortrump
[1] stopthelandgrab
[1] resignbernhardt
[1] trumpvirus
[1] onevoice1
[1] votebluetosaveamerica

Top Words
Top Words in Tweet in Entire Graph:
[3340] Words in Sentiment List#1: Positive
[3602] Words in Sentiment List#2: Negative
[69] Words in Sentiment List#3: Angry/Violent
[116707] Non-categorized Words
[123650] Total Words
[4553] ewarren
[862] kamalaharris
[659] joebiden
[535] berniesanders
[457] trump

Top Words in Tweet in G1:
[1686] ewarren
[293] need
[259] kamalaharris
[249] fiorella_im
[182] tara
[175] both
[174] went
[174] story
[173] country
[167] feminists

Top Words in Tweet in G2:
[715] ewarren
[505] kamalaharris
[341] msnbc
[338] joebiden
[278] djrothkopf
[235] help
[233] right
[230] speakerpelosi
[225] over
[212] loss

Top Words in Tweet in G3:
[547] ewarren
[307] berniesanders
[122] cnn
[103] a_blaack_girl
[100] being
[100] claim
[96] joebiden
[95] took
[94] smeared
[94] evidence

Top Words in Tweet in G4:
[231] ewarren
[161] edmarkey
[129] altpubliclands
[118] one
[113] absolutely
[112] keep
[111] usually
[111] try
[111] swearing
[111] unapologetic

Top Words in Tweet in G5:
[148] ewarren
[110] aoc
[92] joebiden
[81] barackobama
[75] trump
[71] berniesanders
[61] abpositivejack
[61] jadenikhol
[60] mataliandy
[56] away

Top Words in Tweet in G6:
[128] ewarren
[65] sethabramson
[63] cathyjoegpt
[62] senatemajldr
[61] senatorwicker
[60] senatorromney
[57] senhydesmith
[56] senschumer
[55] anyagiolily
[51] amyklobuchar

Top Words in Tweet in G7:
[164] ewarren
[55] davidagstone
[50] travisakers
[49] nashwakay
[48] atrupar
[48] hannnnanana
[48] morganrsperry
[45] halaljew
[45] xcloudbustingx
[43] readealexandra

Top Words in Tweet in G8:
[234] ewarren
[205] teamwarren
[99] mindyrosier
[99] janieo
[97] clarknt67
[96] auersixty
[95] damnpamfromnamm
[92] popsknox
[90] scaryfoxx
[90] laflemm12

Top Words in Tweet in G9:
[88] ewarren
[59] thebern420
[59] marylou890
[59] eldon_katz
[59] davidaxelrod
[42] oirectine_
[41] dkinkler
[36] hwy2hysteria
[17] joebiden
[12] biden

Top Words in Tweet in G10:
[84] peaceandteachin
[64] ewarren
[59] speakerpelosi
[51] senschumer
[37] donny
[36] stuck
[36] home
[36] besides
[36] rage
[36] tweeted

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[374] ewarren,kamalaharris
[278] kamalaharris,msnbc
[214] berniesanders,ewarren
[211] help,twitter
[211] twitter,watching
[211] watching,kamalaharris
[211] msnbc,right
[211] right,over
[211] over,feelings
[211] feelings,loss

Top Word Pairs in Tweet in G1:
[253] ewarren,kamalaharris
[165] tara,reid
[164] kamalaharris,story
[163] reminder,tara
[163] reid,went
[163] went,ewarren
[163] story,both
[163] both,consider
[163] consider,themselves
[163] themselves,feminists

Top Word Pairs in Tweet in G2:
[277] kamalaharris,msnbc
[210] help,twitter
[210] twitter,watching
[210] watching,kamalaharris
[210] msnbc,right
[210] right,over
[210] over,feelings
[210] feelings,loss
[209] djrothkopf,help
[96] ewarren,joebiden

Top Word Pairs in Tweet in G3:
[96] a_blaack_girl,ewarren
[94] evidence,cnn
[93] ewarren,smeared
[93] smeared,berniesanders
[93] berniesanders,being
[93] being,sexist
[93] sexist,evidence
[93] cnn,quickly
[93] quickly,took
[93] took,uncorroborated

Top Word Pairs in Tweet in G4:
[144] ewarren,edmarkey
[111] usually,try
[111] try,keep
[111] keep,swearing
[111] swearing,unapologetic
[111] unapologetic,one
[111] one,fuck
[111] fuck,absolutely
[110] altpubliclands,usually
[110] absolutely,bul

Top Word Pairs in Tweet in G5:
[73] ewarren,aoc
[67] berniesanders,ewarren
[62] barackobama,berniesanders
[61] abpositivejack,jadenikhol
[61] jadenikhol,joebiden
[61] joebiden,barackobama
[60] mataliandy,abpositivejack
[55] aoc,trump
[54] trump,gave
[54] gave,away

Top Word Pairs in Tweet in G6:
[60] sethabramson,senatemajldr
[60] senatemajldr,senatorromney
[60] senatorromney,senatorwicker
[59] cathyjoegpt,sethabramson
[57] senatorwicker,senhydesmith
[55] anyagiolily,cathyjoegpt
[55] senhydesmith,senschumer
[55] senschumer,ewarren
[51] ewarren,amyklobuchar
[30] ewarren,momrovin

Top Word Pairs in Tweet in G7:
[48] travisakers,nashwakay
[48] nashwakay,morganrsperry
[48] morganrsperry,ewarren
[40] halaljew,travisakers
[37] atrupar,ewarren
[36] hannnnanana,xcloudbustingx
[34] xcloudbustingx,halaljew
[32] mehdirhasan,ewarren
[31] davidagstone,mehdirhasan
[29] davidle60561687,atrupar

Top Word Pairs in Tweet in G8:
[134] teamwarren,ewarren
[99] ewarren,mindyrosier
[92] janieo,damnpamfromnamm
[84] damnpamfromnamm,laflemm12
[75] mindyrosier,scaryfoxx
[67] scaryfoxx,janieo
[58] popsknox,clarknt67
[48] clarknt67,auersixty
[46] auersixty,teamwarren
[38] auersixty,katywh20

Top Word Pairs in Tweet in G9:
[59] thebern420,marylou890
[59] marylou890,eldon_katz
[59] eldon_katz,davidaxelrod
[59] davidaxelrod,ewarren
[36] oirectine_,thebern420
[22] dkinkler,thebern420
[19] dkinkler,oirectine_
[18] hwy2hysteria,dkinkler
[17] hwy2hysteria,oirectine_
[4] yamiche,peteralexander

Top Word Pairs in Tweet in G10:
[51] speakerpelosi,senschumer
[50] senschumer,ewarren
[36] donny,stuck
[36] stuck,home
[36] home,besides
[36] besides,rage
[36] rage,tweeted
[36] tweeted,asking
[36] asking,quid
[36] quid,pro

Top Replied-To
Top Replied-To in Entire Graph:
@ewarren
@benigma2017
@keydecision1
@djrothkopf
@hannnnanana
@hwy2hysteria
@joebiden
@bwood45088434
@crosbyreeves
@speakerpelosi

Top Replied-To in G1:
@ewarren
@benigma2017
@keydecision1
@socalmd54
@khaledkleib
@cards777spurs
@fiorella_im
@marysticism
@elmejo5
@persistohio

Top Replied-To in G2:
@djrothkopf
@ewarren
@speakerpelosi
@meredthsalenger
@joebiden
@maddow
@redberetsm4all
@drafttulsi
@niktaylorde
@davidklion

Top Replied-To in G3:
@berniesanders
@forgivenchy
@a_blaack_girl
@seanhannity
@rockefellerfdn
@ewarren
@senwarren
@realdonaldtrump
@mehdirhasan
@ndblackirish97

Top Replied-To in G4:
@altpubliclands
@ewarren
@mahtowin1
@edieconstantine
@berniewon2016
@chessiepique
@annievanleur
@warrendemocrat
@jackhutton
@annemarieflynn2

Top Replied-To in G5:
@ewarren
@realdefvictoria
@stevebrant
@aoc
@mataliandy
@realdonaldtrump
@patalba2
@dani_miyerah98
@hankgreen
@coton_luver

Top Replied-To in G6:
@mwolfers
@katy_mcquillan
@cathyjoegpt
@voelibertarian
@lzimmerman2019
@hannerbug
@rklotz
@hultmark_mark
@anyagiolily
@sethabramson

Top Replied-To in G7:
@hannnnanana
@tania22xoxou
@davidle60561687
@robyyynb
@thirstyfuture
@raeannemerysag
@tenaciouse5
@atrupar
@davidagstone
@_elementalus_

Top Replied-To in G8:
@bwood45088434
@crosbyreeves
@teamwarren
@auersixty
@jmjlyons
@katywh20
@scaryfoxx
@lift_our_voice
@cking613
@nerdythor

Top Replied-To in G9:
@hwy2hysteria
@dkinkler
@oirectine_
@joebiden
@afneil
@katyturnbc
@rwpusa
@business
@jrubinblogger
@mrbromwich

Top Replied-To in G10:
@peaceandteachin
@npr
@indkingcountywa
@lesrhoads
@theladyarcher77
@wehearpodcast
@cmcret
@bcbudinto
@wbur
@firstaidguy

Top Mentioned
Top Mentioned in Entire Graph:
@ewarren
@kamalaharris
@joebiden
@berniesanders
@speakerpelosi
@msnbc
@senschumer
@aoc
@fiorella_im
@amyklobuchar

Top Mentioned in G1:
@ewarren
@kamalaharris
@fiorella_im
@keydecision1
@socalmd54
@benigma2017
@truthinmedia2
@diamondjoe1942
@gariamray
@joebiden

Top Mentioned in G2:
@ewarren
@kamalaharris
@msnbc
@joebiden
@djrothkopf
@speakerpelosi
@amyklobuchar
@repadamschiff
@senschumer
@berniesanders

Top Mentioned in G3:
@ewarren
@berniesanders
@cnn
@a_blaack_girl
@joebiden
@realdonaldtrump
@aoc
@ilhanmn
@speakerpelosi
@ayannapressley

Top Mentioned in G4:
@ewarren
@edmarkey
@altpubliclands
@mahtowin1
@warrendemocrat
@usrepkeating
@edieconstantine
@senwarren
@davidgura
@massgovernor

Top Mentioned in G5:
@ewarren
@aoc
@joebiden
@barackobama
@berniesanders
@jadenikhol
@abpositivejack
@mataliandy
@stevebrant
@senschumer

Top Mentioned in G6:
@ewarren
@sethabramson
@senatemajldr
@senatorwicker
@senatorromney
@cathyjoegpt
@senhydesmith
@senschumer
@anyagiolily
@amyklobuchar

Top Mentioned in G7:
@ewarren
@davidagstone
@travisakers
@nashwakay
@morganrsperry
@halaljew
@xcloudbustingx
@atrupar
@readealexandra
@mehdirhasan

Top Mentioned in G8:
@ewarren
@teamwarren
@mindyrosier
@janieo
@clarknt67
@damnpamfromnamm
@laflemm12
@popsknox
@scaryfoxx
@auersixty

Top Mentioned in G9:
@ewarren
@thebern420
@marylou890
@eldon_katz
@davidaxelrod
@oirectine_
@dkinkler
@joebiden
@gtconway3d
@peteralexander

Top Mentioned in G10:
@peaceandteachin
@ewarren
@speakerpelosi
@senschumer
@wbur
@npr
@carolrenza
@bullsranch99
@indkingcountywa
@bobbiresists

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@iwd12
@billm9
@twitlertwit
@washumom
@drdaveanddee
@truthglow
@chug_soylent
@yarosisnancy
@padakitty

Top Tweeters in G1:
@billm9
@twitlertwit
@chug_soylent
@padakitty
@thehill
@damonbethea1
@senseof_outrage
@msrock4ever
@tinamorphis
@rcdewinter

Top Tweeters in G2:
@drdaveanddee
@kstreet111
@riskyliberal
@guardian
@princessbravato
@wellness4you13
@reignofapril
@k810mt
@llama_strudel
@melissajpeltier

Top Tweeters in G3:
@joni_looking
@rolandsmartin
@jayoung1892
@tates5a
@bostonglobe
@happyheart411
@palsjustice
@akaxochi
@monstermarcia
@wsj

Top Tweeters in G4:
@iwd12
@wildwillow65
@rhiles2760
@lizditz
@wcvb
@redboybroken
@openpodbaydoor_
@vivbwoke
@dvanhook822
@pistach01

Top Tweeters in G5:
@cheezwitham
@ecclesias
@reuters
@wgarnews
@marykeithbare1
@redz041
@coton_luver
@tito8ala
@politico
@jasminlucci

Top Tweeters in G6:
@betterw05759703
@cathyjoegpt
@peacepox
@tbell1968
@stevijopayne
@momrovin
@jpb1467
@rawstory
@swhitey10
@pbsulak

Top Tweeters in G7:
@ginou1010
@tenaciouse5
@smsg1234
@smackmom25
@teambernie27001
@couponpadawan
@nashwakay
@surrettlinda
@still_nunyadb
@atrupar

Top Tweeters in G8:
@liverpotlian
@janieo
@klingensmith_j
@clarknt67
@popsknox
@thenotsohotmess
@kvnpkrwrd
@basspankai
@philshapiro
@damnpamfromnamm

Top Tweeters in G9:
@business
@jonups_
@puestoloco
@huffpostpol
@herbsistah
@teka21bat
@lauferlaw
@newsweek
@snarky_op
@truefactsstated

Top Tweeters in G10:
@yarosisnancy
@emersonfan1
@deejay90192
@memeburk
@100concerned
@theladyarcher77
@_pascuzzo
@npr
@linda_wed1
@harperitebgone