ewarren, Twitter, 9/15/2020 10:06:14 PM, 235206


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ewarren_2020-09-15_05-38-41.xlsx
ewarren_2020-09-15_05-38-41.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 15, 2020
Short Description:
ewarren via NodeXL https://bit.ly/2FxboSS
@ewarren
@shauna33r
@jasonoverstreet
@thereidout
@joebiden
@stewartbrand
@twitter
@zapher134
@holisticpsy1
@psmith129

Top hashtags:
#covid19
#bidenharris2020
#trumpknew
#demcastaz
#trumpliedpeopledied
#demconvention

Description:
Description
The graph represents a network of 8,103 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, 15 September 2020 at 12:43 UTC.

The requested start date was Tuesday, 15 September 2020 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, 20-hour, 46-minute period from Wednesday, 09 September 2020 at 22:25 UTC to Monday, 14 September 2020 at 19:11 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 : 8103
Unique Edges : 11837
Edges With Duplicates : 22860
Total Edges : 34697
Number of Edge Types : 5
Retweet : 3969
MentionsInRetweet : 8962
Tweet : 261
Mentions : 18431
Replies to : 3074
Self-Loops : 335
Reciprocated Vertex Pair Ratio : 0.0159536295887386
Reciprocated Edge Ratio : 0.0314062160399913
Connected Components : 186
Single-Vertex Connected Components : 161
Maximum Vertices in a Connected Component : 7884
Maximum Edges in a Connected Component : 34433
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.795604
Graph Density : 0.000280332949756701
Modularity : 0.368919
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 8,103 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, 15 September 2020 at 12:43 UTC.

The requested start date was Tuesday, 15 September 2020 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, 20-hour, 46-minute period from Wednesday, 09 September 2020 at 22:25 UTC to Monday, 14 September 2020 at 19:11 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:
[48] https://twitter.com/ewarren/status/1304218203871236096
[38] https://twitter.com/ewarren/status/1305283263972474881
[36] https://twitter.com/ewarren/status/1305231543108014080
[21] https://twitter.com/ewarren/status/1304154516871356416
[17] https://twitter.com/golovashkina/status/1305157582919741442
[15] https://twitter.com/ewarren/status/1304959139978924032
[14] https://twitter.com/ewarren/status/1303830793710718978
[12] https://twitter.com/ewarren/status/1305553344736505858
[12] https://twitter.com/ewarren/status/1303830795413532672
[9] https://twitter.com/ewarren/status/1305571929726816256

Top URLs in Tweet in G1:
[15] https://twitter.com/golovashkina/status/1305157582919741442
[6] https://twitter.com/ewarren/status/1304218203871236096
[5] https://iwillvote.com/
[4] https://twitter.com/ewarren/status/1305231543108014080
[3] https://twitter.com/ewarren/status/1305283263972474881
[3] https://twitter.com/benshapiro/status/1303828850887991296
[3] https://twitter.com/tedlieu/status/1303800856031051776
[2] https://twitter.com/TrumpWarRoom/status/1303876499897024512?s=09
[2] https://twitter.com/sloansharma/status/1305534569429585922
[2] https://www.politico.com/news/2020/09/11/exclusive-trump-officials-interfered-with-cdc-reports-on-covid-19-412809

Top URLs in Tweet in G2:
[5] https://twitter.com/ewarren/status/1305283263972474881
[3] https://twitter.com/HeidiNBC/status/1305476694816550914
[3] https://twitter.com/johnbarrowman/status/1304530250487836672
[2] https://twitter.com/brooklynmarie/status/1305553553625243648
[2] https://twitter.com/tentoads4truth/status/1305348978884534274
[2] https://twitter.com/sarahkendzior/status/1120811481455628289
[2] https://twitter.com/ewarren/status/1304218203871236096
[2] https://twitter.com/ewarren/status/1305159847432855554
[1] https://www.reddit.com/r/CoronavirusUS/comments/isdctw/fauci_americans_can_go_to_theaters_once_a_vaccine/?utm_source=share&utm_medium=ios_app&utm_name=iossmf
[1] https://www.reddit.com/r/Economics/comments/isq4it/the_top_1_of_americans_have_taken_50_trillion/?utm_source=share&utm_medium=ios_app&utm_name=iossmf

Top URLs in Tweet in G3:
[7] https://twitter.com/PerkinsforLA/status/1305279849787949056
[6] https://twitter.com/ewarren/status/1305283263972474881
[5] https://www.pscp.tv/w/cifM_jFwempNeEp5Z25PS2R8MURYR3lBWW9BTVJHTZuHHVL4rLVsTHHyBC6SayEb7b6LAonUEzyU-B5pcycG?t=16m36s
[4] https://twitter.com/ewarren/status/1304166462676926465
[4] https://twitter.com/JasonOverstreet/status/1304199161525354497
[3] https://twitter.com/ewarren/status/1304218203871236096
[2] https://twitter.com/msoliviaanna/status/1304206689500049408
[2] https://twitter.com/ewarren/status/1304432564304842752
[2] https://twitter.com/ewarren/status/1303830795413532672
[2] https://twitter.com/davidgura/status/1305303792620048385

Top URLs in Tweet in G4:
[2] https://twitter.com/ewarren/status/1304959139978924032
[1] https://twitter.com/5alarmtaskforce/status/1305533089976811521
[1] https://twitter.com/MilesTaylorUSA/status/1305485787178455041
[1] https://twitter.com/atrupar/status/1305257241289916416
[1] https://twitter.com/strandjunker/status/1305206306203205635
[1] https://twitter.com/thehill/status/1305418532365230081
[1] https://www.usatoday.com/story/news/education/2020/09/13/covid-cases-schools-back-to-school-fall-semester/5694385002/
[1] https://twitter.com/TomFitton/status/1305304760808075265
[1] https://twitter.com/brandonstraka/status/1304916351904030721?s=12
[1] https://twitter.com/brandonstraka/status/1304916351904030721

Top URLs in Tweet in G5:
[2] https://www.theroot.com/exclusive-sen-elizabeth-warren-and-reps-ayanna-press-1844941000?utm_campaign=TheRoot&utm_content=1599144269&utm_medium=SocialMarketing&utm_source=twitter
[2] https://www.youtube.com/watch?v=Srua9daXNJg

[2] https://patch.com/massachusetts/falmouth/plymouth-massachusetts-wind-turbine-breaks-down-big-time-nodx
[1] https://elizabethwarren.com/plans/combating-infectious-disease-outbreaks?source=soc-WB-ew-tw-rollout-20200128
[1] https://twitter.com/brooklynmarie/status/1305553553625243648
[1] https://twitter.com/ewarren/status/1303830793710718978
[1] https://twitter.com/michaelharriot/status/1305342818286809088
[1] https://www.facebook.com/623339164538852/videos/702776540308173
[1] https://www.youtube.com/watch?v=sJryYv_8eOs

[1] https://www.youtube.com/watch?v=Mnokw23LszE


Top URLs in Tweet in G6:
[1] https://twitter.com/jillbiden46/status/1305190022828699649
[1] https://twitter.com/ThePanamaNews/status/1305465891518328833
[1] https://www.youtube.com/watch?v=EeaOTDREskE&feature=youtu.be

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

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

[1] https://www.youtube.com/watch?v=ofrFooW8lfg&feature=youtu.be

[1] https://twitter.com/WaterDean/status/1303676812208361472

Top URLs in Tweet in G7:
[29] https://twitter.com/ewarren/status/1304218203871236096
[27] https://twitter.com/ewarren/status/1305231543108014080
[23] https://twitter.com/ewarren/status/1305283263972474881
[12] https://twitter.com/ewarren/status/1304154516871356416
[12] https://twitter.com/ewarren/status/1305553344736505858
[9] https://twitter.com/ewarren/status/1303830795413532672
[9] https://twitter.com/ewarren/status/1303830793710718978
[8] https://twitter.com/ewarren/status/1304959139978924032
[8] https://twitter.com/ewarren/status/1305571929726816256
[5] https://twitter.com/ewarren/status/1303752048027095040

Top URLs in Tweet in G8:
[2] https://twitter.com/ewarren/status/1236014871084441601
[2] https://twitter.com/ewarren/status/1303783268911849472
[2] https://twitter.com/ewarren/status/1303357007211134976
[1] https://twitter.com/stltoday/status/1305570234376630283
[1] https://twitter.com/tinashehive/status/1305313914729771010?s=19
[1] https://www.facebook.com/CJAOurPower/posts/1870347943104891

Top URLs in Tweet in G9:
[1] https://twitter.com/philosophrob/status/1169692136859668480
[1] https://twitter.com/JanieceStaton/status/1305388167420358656
[1] https://www.newsweek.com/teachers-die-covid-south-carolina-mississippi-missouri-iowa-oklahoma-schools-reopen-1531147
[1] https://medium.com/@teamwarren/my-plan-to-end-washington-corruption-554c7f01aaa5
[1] https://twitter.com/rancho_redux/status/1304279168721416192
[1] https://twitter.com/nydailynews/status/1304174078945882113

Top URLs in Tweet in G10:
[1] https://twitter.com/ewarren/status/1289337573513605126
[1] https://twitter.com/funder/status/1303797015122522117

Top Domains
Top Domains in Tweet in Entire Graph:
[649] twitter.com
[27] youtube.com
[10] elizabethwarren.com
[7] facebook.com
[5] thehill.com
[5] pscp.tv
[5] iwillvote.com
[4] actblue.com
[4] huffpost.com
[4] mobilize.us

Top Domains in Tweet in G1:
[109] twitter.com
[10] youtube.com
[5] iwillvote.com
[4] elizabethwarren.com
[4] trib.al
[3] huffpost.com
[2] politico.com
[2] rejoiceamericaradio.org
[2] gofundme.com
[2] nytimes.com

Top Domains in Tweet in G2:
[195] twitter.com
[4] thehill.com
[4] youtube.com
[3] reddit.com
[3] google.com
[2] twitchy.com
[2] townhall.com
[2] facebook.com
[2] bloomberg.com
[2] actblue.com

Top Domains in Tweet in G3:
[71] twitter.com
[5] pscp.tv
[4] elizabethwarren.com
[2] youtube.com
[2] facebook.com
[1] patch.com
[1] actblue.com
[1] forbes.com
[1] cnbc.com
[1] apnews.com

Top Domains in Tweet in G4:
[15] twitter.com
[1] usatoday.com
[1] co.uk
[1] congressionalleadershipfund.org
[1] washingtonpost.com

Top Domains in Tweet in G5:
[19] twitter.com
[5] youtube.com
[2] theroot.com
[2] facebook.com
[2] patch.com
[2] apple.com
[1] elizabethwarren.com
[1] bluenewdeal.org
[1] nih.gov
[1] washingtonpost.com

Top Domains in Tweet in G6:
[4] youtube.com
[3] twitter.com

Top Domains in Tweet in G7:
[165] twitter.com

Top Domains in Tweet in G8:
[8] twitter.com
[1] facebook.com

Top Domains in Tweet in G9:
[4] twitter.com
[1] newsweek.com
[1] medium.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[26] covid19
[20] bidenharris2020
[20] trumpknew
[16] demcastaz
[14] trumpliedpeopledied
[14] demconvention
[14] sayhernamerealitywinner
[14] compassionaterelease4reality
[14] armyofprogressives
[14] vote



Top Hashtags in Tweet in G1:
[13] bidenharris2020
[10] demconvention
[8] thereidout
[5] trumpliedpeopledied
[5] teamjoe
[4] trump2020
[4] voteblue
[3] voteblue2020
[3] scotus
[3] impeachtrumpagain

Top Hashtags in Tweet in G2:
[14] sayhernamerealitywinner
[14] compassionaterelease4reality
[11] realitywinner
[9] freereality
[9] trump
[8] biden
[7] trumpliedpeopledied
[7] trumpcrimescommission
[7] reliefnow
[7] extendpsp

Top Hashtags in Tweet in G3:
[14] armyofprogressives
[5] covid19
[5] draftwarrentofixit
[3] demconvention
[3] trump2020
[3] wearethethunder
[3] votebluetosaveamerica
[2] thefutureisprogressive
[2] thereidout
[2] warrendemocrats

Top Hashtags in Tweet in G4:
[7] factsmatter
[2] cintonobamasoroshitsquad
[2] il14
[2] ilpolitics
[1] lefties
[1] blexit
[1] janetnapolitano
[1] chriswallace
[1] truthhurts
[1] winning

Top Hashtags in Tweet in G5:
[11] natsec2020
[5] warrendemocrat
[3] imwithher
[3] imvotingforjoe
[3] greennewdeal
[2] hormones
[2] endocrinedisrupters
[2] florida
[2] northcarolina
[2] vote

Top Hashtags in Tweet in G6:
[1] loveisnotourism
[1] foreignpolicyinafrica

Top Hashtags in Tweet in G7:
[3] bidenharrislandslide2020
[2] votebluetosaveamerica
[2] warrendemocrat
[2] essentialworkers
[2] prestrump
[1] greennewdeal
[1] vote
[1] dreambigfighthard
[1] trumpisacompletefailure
[1] trumpdeathtoll192k

Top Hashtags in Tweet in G8:
[3] votebidenharristosaveamerica
[3] votebluedownballot
[3] vote
[2] thrive
[2] voteouteveryrepublican
[1] green
[1] russia
[1] greenpotus2020
[1] democrats
[1] voteoutthegop

Top Hashtags in Tweet in G9:
[4] passiton
[2] freeassange
[2] freethetruth
[2] bidenforfl
[2] flapol
[1] russiagate
[1] sethrich
[1] dnc
[1] wikileaks
[1] democraticdebate2020

Top Hashtags in Tweet in G10:
[1] trumpcrimescommission
[1] trumpknew
[1] penceknewtoo
[1] covid19

Top Words
Top Words in Tweet in Entire Graph:
[6499] ewarren
[2417] trump
[1699] donald
[1492] covid
[1429] 19
[1374] public
[1352] knew
[1327] saying
[1313] lied
[1310] true

Top Words in Tweet in G1:
[3531] ewarren
[2016] trump
[1550] donald
[1267] knew
[1248] covid
[1230] saying
[1225] lied
[1222] true
[1221] public
[1220] along

Top Words in Tweet in G2:
[980] ewarren
[588] joebiden
[469] speakerpelosi
[459] kamalaharris
[245] senschumer
[202] repjerrynadler
[198] repadamschiff
[195] realdonaldtrump
[189] barackobama
[189] tedlieu

Top Words in Tweet in G3:
[970] ewarren
[384] mjhegar
[376] jasonoverstreet
[332] perkinsforla
[273] warren
[261] elizabeth
[250] joy
[197] covid
[185] reid
[180] 19

Top Words in Tweet in G4:
[80] ewarren
[65] dnc
[42] joebiden
[36] kamalaharris
[35] public
[35] amyklobuchar
[34] hickenlooper
[34] senatorbaldwin
[34] senduckworth
[34] senatorhassan

Top Words in Tweet in G5:
[196] ewarren
[77] edmarkey
[72] juliancastro
[47] more
[43] racism
[42] health
[41] natsecaction
[41] samanthajpower
[41] ambassadorrice
[40] repjayapal

Top Words in Tweet in G6:
[38] ewarren
[17] realdonaldtrump
[16] justintrudeau
[15] whitehouse
[15] abeshinzo
[14] someone
[14] give
[14] sort
[14] timeline
[14] pain

Top Words in Tweet in G7:
[14] vote
[13] women
[13] people
[10] trump
[9] democrats
[7] think
[7] don
[7] election
[6] re
[6] warren

Top Words in Tweet in G8:
[87] katalin_pota
[86] monos00
[83] maskedfan3000
[83] jimdotbeep
[82] truthglow
[81] serenityfoods
[78] dissensual
[76] tato_kay
[75] berniewdvewon
[71] nicolenonya

Top Words in Tweet in G9:
[33] ewarren
[10] joebiden
[9] rbreich
[9] trump
[8] ellenbarkin
[7] teamjoe
[6] alyssa_milano
[5] berniesanders
[5] nancysinatra
[5] therealelvira

Top Words in Tweet in G10:
[19] ewarren
[13] americans
[12] crimes
[12] against
[12] glennkirschner2
[10] allowing
[10] preventable
[10] deaths
[10] political
[10] strategy

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1684] donald,trump
[1419] covid,19
[1318] trump,knew
[1283] knew,along
[1280] along,saying
[1278] ewarren,donald
[1278] saying,public
[1278] wasn,true
[1277] public,covid
[1277] 19,wasn

Top Word Pairs in Tweet in G1:
[1549] donald,trump
[1245] trump,knew
[1216] covid,19
[1213] knew,along
[1210] along,saying
[1209] saying,public
[1209] wasn,true
[1208] public,covid
[1208] 19,wasn
[1208] true,explanations

Top Word Pairs in Tweet in G2:
[254] joebiden,kamalaharris
[174] ewarren,joebiden
[139] speakerpelosi,ewarren
[115] repjerrynadler,speakerpelosi
[110] tedlieu,repswalwell
[107] repswalwell,repjerrynadler
[86] ewarren,speakerpelosi
[82] davidmweissman,tedlieu
[73] berniesanders,ewarren
[66] ewarren,senschumer

Top Word Pairs in Tweet in G3:
[280] perkinsforla,mjhegar
[273] ewarren,perkinsforla
[254] elizabeth,warren
[185] joy,reid
[180] covid,19
[126] reid,asked
[126] asked,elizabeth
[126] warren,losing
[126] losing,brother
[126] brother,covid

Top Word Pairs in Tweet in G4:
[34] joebiden,kamalaharris
[33] brandonstraka,optimus75705447
[33] optimus75705447,dnc
[33] dnc,joebiden
[33] kamalaharris,drbiden
[33] drbiden,barackobama
[33] barackobama,hillaryclinton
[33] hillaryclinton,staceyabrams
[33] staceyabrams,senatorbaldwin
[33] senatorbaldwin,repkarenbass

Top Word Pairs in Tweet in G5:
[38] juliancastro,samanthajpower
[36] samanthajpower,petebuttigieg
[36] petebuttigieg,repjayapal
[35] systemic,racism
[34] tomorrow,ewarren
[34] ewarren,ambassadorrice
[34] ambassadorrice,juliancastro
[33] centuries,systemic
[33] racism,devastated
[33] devastated,communities

Top Word Pairs in Tweet in G6:
[14] someone,give
[14] give,sort
[14] sort,timeline
[14] timeline,pain
[14] pain,suffering
[14] suffering,end
[14] end,test
[14] test,quarantine
[14] quarantine,pay
[13] robertt89650442,someone

Top Word Pairs in Tweet in G7:
[5] poll,worker
[5] 50,days
[3] donald,trump
[3] white,house
[3] more,years
[3] essential,workers
[2] legitimize,enable
[2] four,more
[2] aunt,bee
[2] vote,early

Top Word Pairs in Tweet in G8:
[82] maskedfan3000,jimdotbeep
[75] monos00,berniewdvewon
[72] jimdotbeep,katalin_pota
[67] serenityfoods,monos00
[61] katalin_pota,serenityfoods
[46] dissensual,truthglow
[45] berniewdvewon,mimitexasangel
[43] mimitexasangel,dcfairbank
[41] ilhanmn,rashidatlaib
[41] dcfairbank,libbyliberalnyc

Top Word Pairs in Tweet in G9:
[4] speakerpelosi,ewarren
[3] kamalaharris,joebiden
[3] alyssa_milano,piperperabo
[3] staff,call
[2] pencenewagnew,velvethammer
[2] velvethammer,ewarren
[2] ewarren,joebiden
[2] joebiden,teamjoe
[2] rbreich,skyecityseries
[2] skyecityseries,robert

Top Word Pairs in Tweet in G10:
[10] allowing,preventable
[10] preventable,deaths
[10] deaths,americans
[10] americans,political
[10] political,strategy
[10] strategy,constitutes
[10] constitutes,crimes
[10] crimes,against
[10] against,humanity
[9] glennkirschner2,allowing

Top Replied-To
Top Replied-To in Entire Graph:
@ewarren
@davidmweissman
@joebiden
@jasonoverstreet
@jcolenc
@thereidout
@brandonstraka
@jonmunitz
@teamwarren
@ciaag_lauren

Top Replied-To in G1:
@ewarren
@thereidout
@seemiaroll
@tanog4
@joebiden
@scottwalker
@is_horton
@thehill
@hardlyfrancoise
@sfmatheson

Top Replied-To in G2:
@ewarren
@davidmweissman
@joebiden
@jcolenc
@realdonaldtrump
@ashleyperry2020
@speakerpelosi
@slfscout
@xxnavygirl
@ivankatrump

Top Replied-To in G3:
@ewarren
@jasonoverstreet
@teamwarren
@elblogan
@bigguwo05320193
@dharmodaya2
@bobsaggy20
@sawyerhackett
@itspearcey
@tommymrhappy122

Top Replied-To in G4:
@brandonstraka
@ewarren
@comrade_sock
@2020justice4all
@cbs
@martina
@usatoday
@georgetakei
@careerfed
@sruhle

Top Replied-To in G5:
@alec_joseph_
@ewarren
@surftone8
@senwarren
@edmarkey
@rosemarygalla18
@luvmypitbull1
@natsecaction
@thepattymatos
@cityboy4liferob

Top Replied-To in G6:
@whitehouse
@ourcommons
@101cognitive
@piracycorp
@taylorswift13
@joebiden
@whenweallvote
@justintrudeau
@csorensen4
@un

Top Replied-To in G8:
@nicolenonya
@dissensual
@truthglow
@serenityfoods
@tato_kay
@katalin_pota
@glass_seagull
@proviewsusa
@punateri
@bezosbucks

Top Replied-To in G9:
@rbreich
@ellenbarkin
@pencenewagnew
@saracarterdc
@rephuffman
@theeconomist
@joncoopertweets
@morgfair
@breitbartnews
@eddiiiiiiie_

Top Replied-To in G10:
@emilyshapiro1
@teapainusa
@rosaresisthate
@notureally
@ewarren
@glennkirschner2

Top Mentioned
Top Mentioned in Entire Graph:
@ewarren
@joebiden
@kamalaharris
@thereidout
@speakerpelosi
@mjhegar
@jasonoverstreet
@perkinsforla
@berniesanders
@senschumer

Top Mentioned in G1:
@ewarren
@thereidout
@joyannreid
@mollytwonames
@exrayfusion
@seemiaroll
@franklinleonard
@joebiden
@georgegascon
@hardlyfrancoise

Top Mentioned in G2:
@ewarren
@joebiden
@speakerpelosi
@kamalaharris
@senschumer
@repjerrynadler
@repadamschiff
@tedlieu
@repswalwell
@barackobama

Top Mentioned in G3:
@ewarren
@mjhegar
@perkinsforla
@jasonoverstreet
@teamwarren
@thereidout
@joyannreid
@adriandperkins
@ewerickson
@warrendemocrat

Top Mentioned in G4:
@ewarren
@joebiden
@kamalaharris
@amyklobuchar
@hickenlooper
@senatorbaldwin
@dnc
@senduckworth
@senatorhassan
@govmlg

Top Mentioned in G5:
@ewarren
@edmarkey
@juliancastro
@samanthajpower
@ambassadorrice
@petebuttigieg
@repjayapal
@natsecaction
@ayannapressley
@aoc

Top Mentioned in G6:
@ewarren
@realdonaldtrump
@abeshinzo
@justintrudeau
@barackobama
@robertt89650442
@theresa_may
@qe2
@jack
@turnbullmalcolm

Top Mentioned in G7:
@rumph_elaine

Top Mentioned in G8:
@monos00
@katalin_pota
@maskedfan3000
@jimdotbeep
@truthglow
@serenityfoods
@berniewdvewon
@tato_kay
@dissensual
@ewarren

Top Mentioned in G9:
@ewarren
@joebiden
@teamjoe
@rbreich
@alyssa_milano
@ellenbarkin
@nancysinatra
@therealelvira
@berniesanders
@speakerpelosi

Top Mentioned in G10:
@ewarren
@glennkirschner2
@elonmusk
@kurteichenwald
@edelman11
@patriots
@massema
@frankp1951
@bryce_fetish
@barbmcquade

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@oldlady12345
@immoralreport
@wendyandcharles
@monicasloves
@sharneal
@independent
@manmet80
@mharvey816
@britpoptarts

Top Tweeters in G1:
@oldlady12345
@wendyandcharles
@monicasloves
@mharvey816
@rejoiceamerica
@thehill
@b1e56df9ce6549f
@denniskoch10
@foggybottomgal
@wildwillow65

Top Tweeters in G2:
@missb62
@sharneal
@businessinsider
@reuters
@huffpost
@tmobile
@tiniskwerl
@globeandmail
@foxnews
@nytimes

Top Tweeters in G3:
@immoralreport
@manmet80
@britpoptarts
@padakitty
@damonbethea1
@jjj5819
@wellness4you13
@itswanda
@reagancbrown
@mjgarciakcmo

Top Tweeters in G4:
@dcexaminer
@nypost
@usatoday
@dailycaller
@washtimes
@adagioforstring
@careerfed
@sandricsak
@nba
@waynedupreeshow

Top Tweeters in G5:
@fedexhelp
@mauiwahini
@trudgin
@kristarchy
@kayleeburris
@calililiindies
@gayequalglobal
@dailymail
@shesnottrump
@billcarson2162

Top Tweeters in G6:
@independent
@guardian
@thedailybeast
@france24_en
@dwnews
@freep
@cnni
@xxl
@chicagotribune
@xhnews

Top Tweeters in G7:
@jaccuse1
@emilylhauser
@marthaabella
@abhinary
@maxasteele
@jimcarlson16
@ingersoll_cathy
@stonegrnd1
@tmhensley1
@joannesprucec21

Top Tweeters in G8:
@truthglow
@katalin_pota
@libbyliberalnyc
@paulsorrentino3
@mobygrapefan
@mimitexasangel
@k810mt
@kshaw58
@agski48
@tato_kay

Top Tweeters in G9:
@morgfair
@janiecestaton
@theeconomist
@joncoopertweets
@educationweek
@gluttenp
@velvethammer
@peacepumpkinpic
@breitbartnews
@glenngriffin8

Top Tweeters in G10:
@thetobster111
@lauferlaw
@financialtimes
@aquart
@urocklive1
@nfl
@mollyjongfast
@mayeyala
@colorarousal
@1stkiersten