KamalaHarris, Twitter, 9/15/2019 4:41:14 AM, 209748


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KamalaHarris_2019-09-14_21-21-09.xlsx
KamalaHarris_2019-09-14_21-21-09.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 15, 2019
Short Description:
KamalaHarris via NodeXL http://bit.ly/31oRf7e
@kamalaharris
@sjs856
@drjasonjohnson
@reghud
@olivier_patti
@chrislongview
@legendaryprodz
@sprig_no
@kel_moonface
@kayfabmac1

Top hashtags:
#kamalaharris
#hbcu
#khive
#forthepeople
#drewcomments
#presidentialdebate

Description:
Description
The graph represents a network of 4,266 Twitter users whose tweets in the requested range contained "KamalaHarris", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 15 September 2019 at 04:22 UTC.

The requested start date was Sunday, 15 September 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 2-hour, 55-minute period from Saturday, 14 September 2019 at 21:06 UTC to Sunday, 15 September 2019 at 00:01 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 : 4266
Unique Edges : 7323
Edges With Duplicates : 4747
Total Edges : 12070
Number of Edge Types : 3
Mentions : 8944
Replies to : 2999
Tweet : 127
Self-Loops : 127
Reciprocated Vertex Pair Ratio : 0.0188036196967916
Reciprocated Edge Ratio : 0.0369131387703311
Connected Components : 55
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 4158
Maximum Edges in a Connected Component : 11948
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.435447
Graph Density : 0.000476462929161521
Modularity : 0.437385
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[65] https://twitter.com/sjs856/status/1172575658670620672
[57] https://twitter.com/timeforkids/status/1172506783040118784
[47] https://twitter.com/kamalaharris/status/1172886726634872841
[35] https://twitter.com/KamalaHarris/status/1172960711858937857
[31] https://twitter.com/KamalaHarris/status/1172886726634872841
[27] https://www.youtube.com/watch?v=6430Du4c2gU&feature=youtu.be

[26] https://www.youtube.com/watch?v=f7QxccW72qU

[23] https://twitter.com/KamalaHarris/status/1172363524024102912
[22] https://twitter.com/seungminkim/status/1172614490543800320
[17] https://twitter.com/KamalaHarris/status/1172928498454937602

Top URLs in Tweet in G1:
[22] https://twitter.com/seungminkim/status/1172614490543800320
[5] https://710wor.iheart.com/featured/mark-simone/content/2019-07-24-a-new-list-of-the-trump-administrations-accomplishments/
[2] https://www.rt.com/usa/468697-transgender-coffee-shop-conservative-bigot/
[2] https://twitter.com/KamalaHarris/status/1172960711858937857
[2] https://twitter.com/notcapnamerica/status/1172691865294036992
[2] https://twitter.com/JoeConchaTV/status/1170669701543976960?s=20
[2] https://www.breitbart.com/politics/2019/09/12/fact-check-kamala-harris-is-wrong-trump-is-not-watching-democrat-debate/
[2] https://twitter.com/abc/status/1172721415604396033
[2] https://news.yahoo.com/federal-corruption-investigation-encircles-uaw-152934131.html
[2] https://twitter.com/HarmlessYardDog/status/1172478657203494912

Top URLs in Tweet in G2:
[57] https://twitter.com/sjs856/status/1172575658670620672
[56] https://twitter.com/timeforkids/status/1172506783040118784
[44] https://twitter.com/kamalaharris/status/1172886726634872841
[25] https://twitter.com/KamalaHarris/status/1172960711858937857
[21] https://twitter.com/KamalaHarris/status/1172886726634872841
[17] https://twitter.com/KamalaHarris/status/1172363524024102912
[13] https://twitter.com/olivier_patti/status/1172992364081643521
[8] https://twitter.com/KamalaHarris/status/1172928498454937602
[6] https://twitter.com/mayaharris_/status/1172677479502372864
[5] https://twitter.com/rp4democrats/status/1172980751983210496

Top URLs in Tweet in G3:
[2] https://www.latimes.com/politics/story/2019-08-05/kamala-harris-police-shootings-black-lives-matter
[1] https://twitter.com/i/web/status/1173023660883337217
[1] https://twitter.com/i/web/status/1173022810165395456
[1] https://twitter.com/i/web/status/1173023834162847745
[1] https://twitter.com/followqanon/status/1172980407480008705?s=21
[1] https://twitter.com/i/web/status/1172964746166964224
[1] https://twitter.com/i/web/status/1173022372925968385
[1] https://twitter.com/i/web/status/1173023684552024069
[1] https://twitter.com/i/web/status/1173022896547160064
[1] https://twitter.com/i/web/status/1147290816731389952

Top URLs in Tweet in G4:
[5] https://twitter.com/sjs856/status/1172575658670620672
[1] https://twitter.com/i/web/status/1172913411723628544
[1] https://twitter.com/i/web/status/1172920378601160704
[1] https://twitter.com/i/web/status/1173020621405642753
[1] https://twitter.com/i/web/status/1173017907594444801
[1] https://twitter.com/i/web/status/1173013481211084801
[1] https://twitter.com/i/web/status/1173016509917982720
[1] https://twitter.com/i/web/status/1173016224114126849
[1] https://twitter.com/i/web/status/1173006614938423296
[1] https://twitter.com/i/web/status/1173012434451406848

Top URLs in Tweet in G5:
[6] https://twitter.com/KamalaHarris/status/1172960711858937857
[2] https://twitter.com/YarosisNancy/status/1172603126786011139?s=19
[1] https://twitter.com/i/web/status/1173016210323202049
[1] https://twitter.com/i/web/status/1172984447555297282
[1] https://twitter.com/i/web/status/1172987404887760896
[1] https://twitter.com/i/web/status/1173009733852286976
[1] https://twitter.com/i/web/status/1173010397647003653
[1] https://twitter.com/i/web/status/1172987930106847232
[1] https://twitter.com/i/web/status/1172991485605765122
[1] https://twitter.com/i/web/status/1173011224021348352

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1172313077234069506
[1] https://twitter.com/i/web/status/1172971375658586112
[1] https://twitter.com/i/web/status/1172326762669166592
[1] https://twitter.com/i/web/status/1173023005909409792
[1] https://twitter.com/i/web/status/1173021032698875904
[1] https://twitter.com/i/web/status/1172314594716594176
[1] https://twitter.com/i/web/status/1173020711193128960
[1] https://twitter.com/i/web/status/1173017612390993921
[1] https://twitter.com/i/web/status/1173016840399929346
[1] https://twitter.com/i/web/status/1173013804503822337

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1173017830406516736
[1] https://twitter.com/i/web/status/1173016670039941129
[1] https://twitter.com/i/web/status/1173014982071480320
[1] https://twitter.com/i/web/status/1173012783400513536
[1] https://twitter.com/i/web/status/1172972248078180352
[1] https://twitter.com/i/web/status/1172966498027167744
[1] https://twitter.com/i/web/status/1172965526802501632
[1] https://twitter.com/i/web/status/1173007300602318850
[1] https://twitter.com/i/web/status/1172993721392128000
[1] https://twitter.com/i/web/status/1172994010132168709

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1171487968223059969
[1] https://twitter.com/i/web/status/1172245201974419458
[1] https://twitter.com/i/web/status/1173016936944472064
[1] https://twitter.com/i/web/status/1173020362210185216
[1] https://twitter.com/i/web/status/1172252538747478018
[1] https://twitter.com/i/web/status/1172546646321827840
[1] https://twitter.com/i/web/status/1172326505935822848
[1] https://twitter.com/i/web/status/1172251628667310081
[1] https://twitter.com/i/web/status/1172279941465071616
[1] https://twitter.com/i/web/status/1172248212306104321

Top URLs in Tweet in G9:
[5] https://kamalaharris.org/criminal-justice-reform/
[2] https://bravenewsblog.com/2019/09/13/tulsi-lied-about-the-jazz-cigarette-arrests-harris-didnt-harsh-californias-weed-mellow-2/
[1] https://twitter.com/sjs856/status/1172575658670620672
[1] https://twitter.com/i/web/status/1172887306354724864
[1] https://www.youtube.com/watch?v=AgVLVRmGVXE

[1] https://twitter.com/i/web/status/1171905202217267201
[1] https://twitter.com/i/web/status/1173018686363508736
[1] https://twitter.com/i/web/status/1173008439708200960
[1] https://twitter.com/i/web/status/1173018156513685505
[1] https://twitter.com/i/web/status/1173004320972787712

Top URLs in Tweet in G10:
[3] https://twitter.com/kamalaharris/status/1172928498454937602
[2] https://twitter.com/KamalaHarris/status/1172960711858937857
[1] https://twitter.com/i/web/status/1172998241027153920
[1] https://twitter.com/i/web/status/1172999643656908802
[1] https://twitter.com/i/web/status/1173000194692018176
[1] https://twitter.com/i/web/status/1173012312908693504
[1] https://twitter.com/i/web/status/1173014470529929216
[1] https://twitter.com/i/web/status/1173022271985709056
[1] https://twitter.com/i/web/status/1173022963936837632
[1] https://twitter.com/i/web/status/1173023329130708992

Top Domains
Top Domains in Tweet in Entire Graph:
[1679] twitter.com
[59] youtube.com
[11] robertpaulreyes.com
[10] kamalaharris.org
[6] iheart.com
[3] theguardian.com
[2] washingtonblade.com
[2] theintercept.com
[2] rt.com
[2] latimes.com

Top Domains in Tweet in G1:
[498] twitter.com
[5] iheart.com
[2] youtube.com
[2] rt.com
[2] breitbart.com
[2] yahoo.com
[2] qz.com
[1] actblue.com
[1] washingtonblade.com
[1] usatoday.com

Top Domains in Tweet in G2:
[437] twitter.com
[3] youtube.com
[1] washingtonblade.com
[1] backontracksf.org
[1] theintercept.com
[1] actblue.com
[1] kamalaharris.org

Top Domains in Tweet in G3:
[202] twitter.com
[2] latimes.com
[1] uwa-usa.com
[1] todaysparent.com
[1] washingtonpost.com
[1] instagram.com

Top Domains in Tweet in G4:
[29] twitter.com

Top Domains in Tweet in G5:
[59] twitter.com
[1] act.tv

Top Domains in Tweet in G6:
[16] twitter.com

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

Top Domains in Tweet in G8:
[19] twitter.com

Top Domains in Tweet in G9:
[67] twitter.com
[5] kamalaharris.org
[2] bravenewsblog.com
[1] youtube.com
[1] realclearpolitics.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[226] kamalaharris
[117] hbcu
[114] khive
[110] forthepeople
[107] drewcomments
[107] presidentialdebate
[107] blackwomen
[107] prosecutor
[48] kamalaharris2020
[47] ados



Top Hashtags in Tweet in G1:
[17] demdebate
[15] dudegottago
[11] kamalaharris
[7] forthepeople
[7] trump2020
[5] kamalaharris2020
[4] liar
[3] representationmatters
[3] blackwomenlead
[3] maga2020

Top Hashtags in Tweet in G2:
[98] khive
[37] kamalaharris
[36] kamala2020
[20] forthepeople
[18] dudegottago
[16] kamala
[14] kamalaharris2020
[12] hbcu
[10] greenwich
[10] iacaucus

Top Hashtags in Tweet in G3:
[33] democraticdebate
[28] demdebate3
[28] elizabethwarren
[13] kag2020
[11] demdebate
[5] liar
[5] humor
[5] satire
[5] foxnews
[2] kamalaharris

Top Hashtags in Tweet in G4:
[103] kamalaharris
[101] drewcomments
[101] presidentialdebate
[101] hbcu
[101] blackwomen
[101] prosecutor
[83] forthepeople
[22] kamalaharris2020
[6] khive
[3] kamala2020

Top Hashtags in Tweet in G5:
[3] trump2020
[2] maga
[2] kag2020
[2] iyss
[1] heelsupharris
[1] buildthewall
[1] deportthemall
[1] hypocrite
[1] utried
[1] notracist

Top Hashtags in Tweet in G6:
[46] ados

Top Hashtags in Tweet in G7:
[2] kamalaharris
[2] maga
[2] democrats
[2] liberals
[2] wwg1wga
[1] statusquopolitician

Top Hashtags in Tweet in G8:
[4] kamalaharris
[2] demswanttoprogramus
[2] hamburgerlivesmatter
[2] democrats
[2] americans
[1] istandwithcheeseburgers

Top Hashtags in Tweet in G9:
[3] khive
[1] kamalaharris2020
[1] harris2020
[1] joyfulwarrior

Top Hashtags in Tweet in G10:
[2] kamala2020
[1] kamalaharris
[1] drewcomments
[1] presidentialdebate
[1] hbcu
[1] blackwomen
[1] prosecutor
[1] khive

Top Words
Top Words in Tweet in Entire Graph:
[2320] Words in Sentiment List#1: Positive
[1964] Words in Sentiment List#2: Negative
[49] Words in Sentiment List#3: Angry/Violent
[72792] Non-categorized Words
[77076] Total Words
[4936] kamalaharris
[464] up
[436] s
[405] kamala
[310] t

Top Words in Tweet in G1:
[1970] kamalaharris
[205] up
[161] debate
[156] years
[155] back
[155] s
[138] ago
[136] andrew
[136] track
[135] san

Top Words in Tweet in G2:
[1025] kamalaharris
[149] douglasemhoff
[141] kamala
[139] s
[116] new
[112] lead
[108] people
[103] making
[98] #khive
[89] t

Top Words in Tweet in G3:
[492] kamalaharris
[226] joebiden
[166] ewarren
[109] realdonaldtrump
[99] berniesanders
[93] betoorourke
[90] corybooker
[88] olivermcgee
[73] retweet
[66] senfeinstein

Top Words in Tweet in G4:
[219] sjs856
[172] kamalaharris
[113] mayaharris_
[108] up
[108] kamala
[103] harris
[103] #kamalaharris
[101] looked
[101] #drewcomments
[101] #presidentialdebate

Top Words in Tweet in G5:
[190] kamalaharris
[42] josephbonuso
[21] emj_inc
[18] go
[17] squawpass
[16] gotta
[13] trump
[13] quancyclayborne
[13] lscain3834
[13] t

Top Words in Tweet in G6:
[100] kamalaharris
[90] agenda
[90] black
[68] tonetalks
[46] focus
[46] #ados
[45] items
[45] america
[45] demand
[45] reparations

Top Words in Tweet in G7:
[63] kamalaharris
[17] jemelehill
[16] andrewyang
[15] maisygrace
[11] whoisandrewyang
[8] s
[8] judicialwatch
[6] aoc
[6] ilhanmn
[6] gavinnewsom

Top Words in Tweet in G8:
[107] kamalaharris
[102] w_terrence
[28] want
[24] cheeseburger
[24] ban
[24] stand
[22] democrats
[22] burgers
[22] straws
[20] up

Top Words in Tweet in G9:
[156] kamalaharris
[122] michaelmalice
[71] cnn
[70] sayshuzzah
[64] toddhildebran
[64] comey
[45] johndoesoetoro
[36] msut777
[25] up
[16] more

Top Words in Tweet in G10:
[78] kamalaharris
[67] quancyclayborne
[67] lscain3834
[42] russians
[42] meeting
[42] taliban
[42] bet
[42] talking
[41] str
[12] ofbyopportunity

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[188] kamala,harris
[182] back,track
[178] san,francisco
[177] years,ago
[176] track,program
[171] debate,catch
[171] catch,up
[171] up,andrew
[171] andrew,graduated
[171] graduated,back

Top Word Pairs in Tweet in G1:
[136] years,ago
[134] san,francisco
[133] debate,catch
[133] catch,up
[133] up,andrew
[133] andrew,graduated
[133] graduated,back
[133] back,track
[133] track,program
[133] program,years

Top Word Pairs in Tweet in G2:
[62] don,t
[58] kamalaharris,#khive
[57] making,sure
[57] sure,seen
[57] seen,one
[57] one,kamalaharris
[57] t,wait
[56] douglasemhoff,making
[56] answer,don
[56] wait,ask

Top Word Pairs in Tweet in G3:
[73] kamalaharris,joebiden
[70] olivermcgee,retweet
[57] retweet,kamalaharris
[57] kamalaharris,colleague
[57] colleague,senfeinstein
[57] senfeinstein,hosts
[57] hosts,fundraisers
[57] fundraisers,joebiden
[57] joebiden,harris
[57] harris,s

Top Word Pairs in Tweet in G4:
[113] sjs856,kamalaharris
[102] kamala,harris
[101] looked,up
[101] up,kamala
[101] harris,#kamalaharris
[101] #kamalaharris,#drewcomments
[101] #drewcomments,#presidentialdebate
[101] #presidentialdebate,#hbcu
[101] #hbcu,#blackwomen
[101] #blackwomen,#prosecutor

Top Word Pairs in Tweet in G5:
[28] josephbonuso,kamalaharris
[16] emj_inc,josephbonuso
[16] gotta,go
[16] squawpass,kamalaharris
[13] quancyclayborne,kamalaharris
[13] kamalaharris,lscain3834
[12] bluemonalisa63,quancyclayborne
[11] bendashper,kamalaharris
[8] zzyzyvasmay,squawpass
[8] josephbonuso,squawpass

Top Word Pairs in Tweet in G6:
[56] tonetalks,kamalaharris
[45] kamalaharris,focus
[45] focus,agenda
[45] agenda,items
[45] items,black
[45] black,america
[45] america,demand
[45] demand,reparations
[45] reparations,black
[45] black,agenda

Top Word Pairs in Tweet in G7:
[16] jemelehill,andrewyang
[16] andrewyang,kamalaharris
[13] maisygrace,jemelehill
[8] whoisandrewyang,maisygrace
[5] neilkenes,maisygrace
[4] ilhanmn,rashidatlaib
[4] judicialwatch,tomfitton
[3] kamalaharris,repadamschiff
[3] rashidatlaib,ayannapressley
[3] gotta,go

Top Word Pairs in Tweet in G8:
[65] w_terrence,kamalaharris
[19] leave,cheeseburger
[19] cheeseburger,alone
[19] alone,kamalaharris
[19] kamalaharris,democrats
[19] democrats,want
[19] want,ban
[19] ban,burgers
[19] burgers,straws
[19] straws,stand

Top Word Pairs in Tweet in G9:
[120] michaelmalice,kamalaharris
[71] kamalaharris,cnn
[70] sayshuzzah,michaelmalice
[63] cnn,comey
[53] toddhildebran,sayshuzzah
[27] johndoesoetoro,toddhildebran
[27] msut777,toddhildebran
[13] johndoesoetoro,sayshuzzah
[9] kamalaharris,know
[9] know,more

Top Word Pairs in Tweet in G10:
[67] kamalaharris,lscain3834
[66] quancyclayborne,kamalaharris
[42] lscain3834,russians
[42] russians,meeting
[42] meeting,taliban
[42] taliban,bet
[42] bet,talking
[41] talking,str
[12] ofbyopportunity,quancyclayborne
[4] cutlerken71,quancyclayborne

Top Replied-To
Top Replied-To in Entire Graph:
@kamalaharris
@w_terrence
@johndoesoetoro
@msut777
@meenaharris
@chrislongview
@emj_inc
@ofbyopportunity
@josephbonuso
@bluemonalisa63

Top Replied-To in G1:
@kamalaharris
@diehard45r
@ghosttrumps
@arriadna
@boxerbuddy4
@awakethemnot
@thelegendarykel
@vesperavati
@darla12382651
@usabookclub

Top Replied-To in G2:
@kamalaharris
@meenaharris
@chrislongview
@cdonatac
@douglasemhoff
@riotwomennntemp
@zebop
@marsha_vivinate
@united4kamala
@meerkatrodeo

Top Replied-To in G3:
@kamalaharris
@keelonstarr
@newfrontier_
@visitkarte
@betoorourke
@tiggerr00
@joebiden
@aricohn
@olivermcgee
@realdonaldtrump

Top Replied-To in G4:
@mayaharris_
@joycewhitevance
@marklewis550100
@kamalaharris
@myidgpod
@sjs856
@pauletteparis1
@senkamalaharris
@meenaharris
@sludgeycourt

Top Replied-To in G5:
@kamalaharris
@emj_inc
@josephbonuso
@bluemonalisa63
@ummmmichelle
@zzyzyvasmay
@gomodernart
@lasagnaflusher
@td_lowe
@ofbyopportunity

Top Replied-To in G6:
@tonetalks
@ananavarro
@proudmisisipian
@puzzled_millenn
@jamesbo40408483
@cmkenny3
@deborahdiltz
@learnerconstant
@carlton_padgett
@jonlionfineart

Top Replied-To in G7:
@kamalaharris
@whoisandrewyang
@neilkenes
@speakerpelosi
@maisygrace
@laurasessions10
@rednationrising
@gunpolicy
@justblegit
@beinhappy101

Top Replied-To in G8:
@w_terrence
@bossoffunny
@vbeltran13
@jumptytrumpty
@natashagalkina
@channah_ranck
@tweetmotherella
@madattheworld3
@kamalaharris

Top Replied-To in G9:
@johndoesoetoro
@msut777
@michaelmalice
@toddhildebran
@kamalaharris
@flotfw
@jenaine77
@msbeekie
@richeltonsouza
@travanderburse

Top Replied-To in G10:
@ofbyopportunity
@kamalaharris
@quancyclayborne
@bluemonalisa63
@cutlerken71
@proudresister
@xpsycoholicx
@maga4every1
@roberto91312614

Top Mentioned
Top Mentioned in Entire Graph:
@kamalaharris
@sjs856
@joebiden
@ewarren
@douglasemhoff
@realdonaldtrump
@mayaharris_
@michaelmalice
@berniesanders
@betoorourke

Top Mentioned in G1:
@kamalaharris
@culinary226
@matthewamiller
@diehard45r
@usabookclub
@ghosttrumps
@ddwiese
@realdonaldtrump
@meandon90709015
@amarch4ourlives

Top Mentioned in G2:
@kamalaharris
@douglasemhoff
@marsha_vivinate
@chrislongview
@daryongeronimo
@united4kamala
@johnaperez
@mayanjeri
@thewasbunny
@reghud

Top Mentioned in G3:
@kamalaharris
@joebiden
@ewarren
@realdonaldtrump
@berniesanders
@betoorourke
@corybooker
@olivermcgee
@senfeinstein
@petebuttigieg

Top Mentioned in G4:
@sjs856
@kamalaharris
@mayaharris_
@drjasonjohnson
@laureldavilacpa
@douglasemhoff
@joycewhitevance
@tishjames
@mayatcontreras
@johnlaprise

Top Mentioned in G5:
@kamalaharris
@josephbonuso
@squawpass
@lscain3834
@quancyclayborne
@bendashper
@realdonaldtrump
@emj_inc
@zzyzyvasmay
@rwboyd

Top Mentioned in G6:
@kamalaharris
@tonetalks
@ananavarro
@lajrod
@mayaharris_
@realdonaldtrump
@natalie_hatcher
@baweiss
@jonlionfineart
@ak47inhollywood

Top Mentioned in G7:
@kamalaharris
@jemelehill
@andrewyang
@maisygrace
@ilhanmn
@gavinnewsom
@repmaxinewaters
@judicialwatch
@aoc
@spooder27781458

Top Mentioned in G8:
@kamalaharris
@w_terrence
@mad_liberals
@realdonaldtrump
@inksummit
@ilanasorokin
@ambergirl3
@thebdub77
@kars20100
@busta079

Top Mentioned in G9:
@kamalaharris
@michaelmalice
@cnn
@sayshuzzah
@comey
@toddhildebran
@johndoesoetoro
@billboules
@cooplion22
@msut777

Top Mentioned in G10:
@kamalaharris
@lscain3834
@quancyclayborne
@cutlerken71
@barackobama
@__baxter_
@olivier_patti
@rosie
@ewarren
@joebiden

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@immoralreport
@mattmurph24
@thepoliticalcat
@robertdrakes
@cherokeesher2
@manmet80
@bannerite
@debilu2
@9975ts

Top Tweeters in G1:
@9975ts
@chug_soylent
@_rakimfrombk
@sofiegeorge
@cssueta
@superyayadize
@ymcglaun
@salomnm
@rncat50
@mouse458

Top Tweeters in G2:
@mattmurph24
@manmet80
@bannerite
@metaquest
@lisakbromley
@homegypsy
@solusnan1
@hardknoxfirst
@tyberzannxxxx
@antarianrani

Top Tweeters in G3:
@immoralreport
@just_old_joe
@thehill
@brontyman
@tammywalt61
@ecclesias
@ladyredwave
@horseshort
@kellyrek
@suekhi

Top Tweeters in G4:
@leehillerlondon
@docrocktex26
@iamsophianelson
@hollaka_hollala
@tlobri
@toshea66
@on_bender
@bacfa
@rafalutionxix
@michcorsilles

Top Tweeters in G5:
@yarosisnancy
@demsfight4u
@btownpatriot
@scott_satzer
@velvetmcintyre
@santastavern
@lister_lester
@tomas3percenter
@2disabled
@dj09876543

Top Tweeters in G6:
@missb62
@dovewoman1
@em2wice
@ilovemywife0007
@kevskewl
@kaci1951
@o_moh9
@awosss
@callmetunie
@crvaughn1368

Top Tweeters in G7:
@rolandsmartin
@skynews
@rednationrising
@barefootgirl814
@patriotginger
@deray
@lochnerwalter
@emilynussbaum
@edisbackkag2020
@jemelehill

Top Tweeters in G8:
@lacerci65
@cliffhangernlv
@mccraw_birkie5
@wutevuh
@ladydwinter
@gracie29526040
@sharonshepshan
@ijancy
@anitalou_
@globejusticegjj

Top Tweeters in G9:
@thepoliticalcat
@mtmarilyn2
@gwydion620
@kurtspeeds
@phoenixwomanmn
@bluthx
@progressivepush
@5141quid
@notcapnamerica
@simplylorilee

Top Tweeters in G10:
@sooze555
@mpgarza2012
@lucilleaustero2
@mojojaxville
@angelicfusion
@schristy16
@lscain3834
@carolynsudduth
@marychaney66
@rosie