KamalaHarris, Twitter, 8/25/2019 4:47:53 AM, 207674


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KamalaHarris_2019-08-24_21-26-56.xlsx
KamalaHarris_2019-08-24_21-26-56.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 25, 2019
Short Description:
KamalaHarris via NodeXL http://bit.ly/2NuTyl1
@kamalaharris
@arthursamuelhu1
@blackwomenviews
@vabvox
@thecoldsoviet
@lrihendry
@anthemrespect
@dr_mauser
@lindablank18
@ellenmoser10

Top hashtags:
#kamalaharris
#forthepeople
#khive
#heelsupharris
#scforkamala

Description:
Description
The graph represents a network of 4,487 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, 25 August 2019 at 04:27 UTC.

The requested start date was Sunday, 25 August 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 1-hour, 56-minute period from Saturday, 24 August 2019 at 22:04 UTC to Sunday, 25 August 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 : 4487
Unique Edges : 6618
Edges With Duplicates : 3870
Total Edges : 10488
Number of Edge Types : 3
Mentions : 7454
Replies to : 2935
Tweet : 99
Self-Loops : 99
Reciprocated Vertex Pair Ratio : 0.0171040605823215
Reciprocated Edge Ratio : 0.0336328626444159
Connected Components : 46
Single-Vertex Connected Components : 18
Maximum Vertices in a Connected Component : 4398
Maximum Edges in a Connected Component : 10374
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.393906
Graph Density : 0.000387009939349233
Modularity : 0.448116
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[77] https://store.kamalaharris.org/for-the-people/?utm_source=social&utm_medium=twitter&utm_campaign=190824&utm_content=twitter
[20] https://www.youtube.com/watch?v=4212v5duBIM&feature=youtu.be

[14] https://twitter.com/kamalaharris/status/1165321625602076672
[13] https://twitter.com/kamalaharris/status/1165364973188636672
[13] https://twitter.com/KamalaHarris/status/1165364973188636672
[12] https://twitter.com/KamalaHarris/status/1165321625602076672
[12] https://twitter.com/kamalaharris/status/1164897760946077696
[11] https://twitter.com/KamalaHarris/status/1165346791233064962
[11] https://twitter.com/i/broadcasts/1MnxnEYnkBLJO
[9] https://twitter.com/kamalaharris/status/1164257865818939392

Top URLs in Tweet in G1:
[62] https://store.kamalaharris.org/for-the-people/?utm_source=social&utm_medium=twitter&utm_campaign=190824&utm_content=twitter
[3] https://twitter.com/willfreed13/status/1165115075629391872
[3] https://www.davidharrisjr.com/steven/opposing-anchor-babies-is-not-racist-the-14th-amendment-explained/
[3] https://www.breitbart.com/politics/2019/08/24/report-kamala-harris-campaign-brought-in-crowd-to-boost-cheering-during-her-dnc-speech/
[2] https://twitter.com/kamalaharris/status/1165383784054820865
[2] https://mobile.twitter.com/ThiagoDTM2/status/1165271352200388610
[2] https://mobile.twitter.com/Critica_marcia/status/1165260922597908480
[2] https://www.realclearpolitics.com/video/2015/11/13/trumps_updated_isis_plan_bomb_the_shit_out_of_them_send_exxon_in_to_rebuild.html
[2] https://twitter.com/kamalaharris/status/1164709591894171649
[2] https://twitter.com/filgmartin/status/1164521950842163200

Top URLs in Tweet in G2:
[3] https://twitter.com/jonlionfineart/status/1165026514980790273?s=21
[2] https://www.amazon.com/dp/B07HXPS92B/ref=cm_sw_r_cp_apa_i_v3ByDbW14C5PF
[2] https://twitter.com/soulhorsetx/status/1163499671425302528
[1] https://twitter.com/i/web/status/1165413656747749376
[1] https://twitter.com/i/web/status/1165395367023673344
[1] https://twitter.com/i/web/status/1165413450354515968
[1] https://twitter.com/i/web/status/1165413435951210499
[1] https://twitter.com/i/web/status/1165026514980790273
[1] https://twitter.com/i/web/status/1165413393014099970
[1] https://twitter.com/i/web/status/1165412773779660801

Top URLs in Tweet in G3:
[7] https://twitter.com/jamarcus_dove/status/1150090968395390977?s=21
[3] https://twitter.com/jonlionfineart/status/1165026514980790273?s=21
[2] https://twitter.com/nypost/status/1164566168667131911?s=19
[2] https://twitter.com/trumpwarroom/status/1157081919076610048?s=21
[2] https://twitter.com/KamalaHarris/status/1164709591894171649
[2] https://twitter.com/kamalaharris/status/1165056375262629888
[1] https://twitter.com/i/web/status/1165395748956991488
[1] https://twitter.com/i/web/status/1165402648394125312
[1] https://twitter.com/i/web/status/1165128505664966657
[1] https://twitter.com/i/web/status/1165331840233889792

Top URLs in Tweet in G4:
[12] https://twitter.com/KamalaHarris/status/1165364973188636672
[11] https://twitter.com/i/broadcasts/1MnxnEYnkBLJO
[8] https://twitter.com/KamalaHarris/status/1165346791233064962
[7] https://reason.com/2019/08/23/dont-panic-amazon-burning-is-mostly-farms-not-forests/
[5] https://store.kamalaharris.org/for-the-people/?utm_source=social&utm_medium=twitter&utm_campaign=190824&utm_content=twitter
[4] https://twitter.com/KamalaReactions/status/1165385831911215104?s=19
[2] https://twitter.com/emmanuelmacron/status/1164617008962527232?s=21
[2] https://twitter.com/KamalaHarris/status/1164897760946077696
[1] https://twitter.com/i/web/status/1165412269506908160
[1] https://twitter.com/i/web/status/1165392315395035138

Top URLs in Tweet in G5:
[4] https://twitter.com/deepa_shivaram/status/1165011818315517952
[2] https://twitter.com/chrislongview/status/1165339755992756225
[2] https://twitter.com/KamalaReactions/status/1165385831911215104?s=19
[2] https://store.kamalaharris.org/for-the-people/?utm_source=social&utm_medium=twitter&utm_campaign=190824&utm_content=twitter
[2] https://www.independent.co.uk/voices/kamala-harris-2020-fundraising-bernie-sanders-hamptons-a9076836.html
[1] https://twitter.com/i/web/status/1165398846136082433
[1] https://twitter.com/i/web/status/1165291349299597317
[1] https://twitter.com/i/web/status/1165400381326864384
[1] https://twitter.com/i/web/status/1165290102786068481
[1] https://twitter.com/i/web/status/1165383602751692800

Top URLs in Tweet in G6:
[9] https://twitter.com/kamalaharris/status/1164257865818939392
[2] https://twitter.com/jairbolsonaro/status/1165356474266247168?s=19
[1] https://twitter.com/i/web/status/1165413643221184513
[1] https://twitter.com/i/web/status/1165394381567868930
[1] https://twitter.com/i/web/status/1165399112373678082
[1] https://twitter.com/i/web/status/1165399292124782593
[1] https://twitter.com/i/web/status/1165399389088747520
[1] https://twitter.com/i/web/status/1165399554361102342
[1] https://twitter.com/i/web/status/1165399670908162049
[1] https://twitter.com/i/web/status/1165399835576602624

Top URLs in Tweet in G7:
[2] https://twitter.com/kamalaharris/status/1165364973188636672
[1] https://twitter.com/i/web/status/1165310549984342017
[1] https://twitter.com/i/web/status/1165282971622039554
[1] https://twitter.com/i/web/status/1165072998497435648
[1] https://twitter.com/i/web/status/1165411592126775296
[1] https://twitter.com/KamalaHarris/status/1165346791233064962
[1] https://twitter.com/i/web/status/1165330496936505345
[1] https://twitter.com/i/web/status/1165412378885808133
[1] https://twitter.com/i/web/status/1165055008590594048
[1] https://twitter.com/i/web/status/1164992921466261504

Top URLs in Tweet in G8:
[12] https://twitter.com/KamalaHarris/status/1165321625602076672
[8] https://twitter.com/kamalaharris/status/1165321625602076672
[4] https://twitter.com/kamalaharris/status/1164983901057626114
[2] https://twitter.com/kamalaharris/status/1165383784054820865
[1] https://twitter.com/i/web/status/1164987963996016643
[1] https://twitter.com/i/web/status/1165410264763813888
[1] https://twitter.com/i/web/status/1165409930691657736
[1] https://twitter.com/i/web/status/1165411051476852739
[1] https://twitter.com/i/web/status/1165387543908626432
[1] https://twitter.com/i/web/status/1165386204419776512

Top URLs in Tweet in G9:
[3] https://twitter.com/azws/status/1164998456252878854
[1] https://twitter.com/i/web/status/1165052443912069120
[1] https://twitter.com/i/web/status/1164998456252878854
[1] https://twitter.com/i/web/status/1165005674964635648
[1] https://twitter.com/i/web/status/1165408847164530689
[1] https://twitter.com/i/web/status/1164994317662003202
[1] https://twitter.com/i/web/status/1165412559966457856
[1] https://twitter.com/i/web/status/1165272520028803078
[1] https://twitter.com/i/web/status/1165288026987089920
[1] https://twitter.com/i/web/status/1165410723528241152

Top URLs in Tweet in G10:
[12] https://twitter.com/kamalaharris/status/1164897760946077696
[5] https://twitter.com/Chris11962/status/1159909592995942407?s=09
[3] https://twitter.com/CarpeDonktum/status/1163589494882394114?s=19
[2] https://shellzonit.com/2019/08/23/did-the-government-help-to-create-a-new-breed-of-troubled-kids/
[1] https://twitter.com/i/web/status/1164975092373344256
[1] https://twitter.com/i/web/status/1165018308283789317
[1] https://twitter.com/i/web/status/1165393690983927809
[1] https://twitter.com/i/web/status/1165407069601746945
[1] https://twitter.com/i/web/status/1165069673781706752
[1] https://twitter.com/i/web/status/1164964112008433664

Top Domains
Top Domains in Tweet in Entire Graph:
[1419] twitter.com
[78] kamalaharris.org
[28] youtube.com
[9] breitbart.com
[8] reason.com
[4] davidharrisjr.com
[3] realclearpolitics.com
[2] amazon.com
[2] hinterlandgazette.com
[2] wikipedia.org

Top Domains in Tweet in G1:
[457] twitter.com
[63] kamalaharris.org
[6] breitbart.com
[4] davidharrisjr.com
[3] realclearpolitics.com
[2] nasa.gov
[1] essence.com
[1] southcoasttoday.com
[1] youtube.com
[1] change.org

Top Domains in Tweet in G2:
[148] twitter.com
[2] amazon.com
[2] youtube.com
[1] giffords.org
[1] yang2020.com
[1] kamalaharris.org
[1] babylonbee.com

Top Domains in Tweet in G3:
[103] twitter.com
[1] kamalaharris.org

Top Domains in Tweet in G4:
[129] twitter.com
[7] reason.com
[5] kamalaharris.org
[1] bbc.com

Top Domains in Tweet in G5:
[71] twitter.com
[2] kamalaharris.org
[2] co.uk
[1] thichxemngay.top

Top Domains in Tweet in G6:
[81] twitter.com
[1] reason.com

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

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

Top Domains in Tweet in G9:
[37] twitter.com
[1] horse.you

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[156] kamalaharris
[104] forthepeople
[58] khive
[48] heelsupharris
[29] scforkamala
[29] kamala2020
[20] trump2020
[12] northb3ast
[12] maga
[11] berniesanders



Top Hashtags in Tweet in G1:
[64] forthepeople
[12] trump2020
[6] heelsupharris
[5] 2a
[5] electwomen
[5] kamala2020
[5] election2020
[5] kdh
[5] kag2020
[4] kamalaharris

Top Hashtags in Tweet in G2:
[3] walkaway
[2] greenlandorbust
[2] dncsummer19
[2] nativeamerican
[2] maga
[2] crushjihad
[2] treason
[2] rulesforradicals
[2] kag
[2] forthepeople

Top Hashtags in Tweet in G3:
[7] maga
[2] illegalaliens
[2] legal
[2] immigrant
[2] pandering
[2] kag2020landslide
[2] forthepeople
[1] matressqueen
[1] heelsupharris
[1] tulsi2020

Top Hashtags in Tweet in G4:
[63] kamalaharris
[35] khive
[20] forthepeople
[11] northb3ast
[11] kamala2020
[11] kamalanotkin
[6] kamala
[2] insecure
[2] kamalasplan
[2] macronlies

Top Hashtags in Tweet in G5:
[26] scforkamala
[11] kamalaharris
[9] khive
[6] kamalaharris2020
[6] forthepeople
[4] unitedforkamala
[4] medicareforall
[2] newgreendeal
[1] kamalakreeps
[1] blackpanther2

Top Hashtags in Tweet in G6:
[8] trump2020
[8] macronliar
[3] whitehouse
[2] istandwithprestrump
[2] tubbytrumps
[1] boycottbrazilianproducts
[1] boycottbrazil
[1] boycottbrazilianbeef
[1] boycottbrazilianfood
[1] fundoeleitoralparaamazonia

Top Hashtags in Tweet in G7:
[5] khive
[3] kamalaharris
[3] kamala2020forthepeople
[2] heelsupharris
[1] kamala2020
[1] northb3ast
[1] bidengaffes

Top Hashtags in Tweet in G8:
[1] heelsupharris

Top Hashtags in Tweet in G9:
[2] dumbordishonest
[2] usa
[2] panderinghustle

Top Hashtags in Tweet in G10:
[2] heelsupharris
[2] kag
[2] makeamericagreatagain
[2] defeatdemcrow
[2] maga2020
[2] kag2020landslide
[1] walkaway
[1] pridein45

Top Words
Top Words in Tweet in Entire Graph:
[2531] Words in Sentiment List#1: Positive
[2286] Words in Sentiment List#2: Negative
[41] Words in Sentiment List#3: Angry/Violent
[73717] Non-categorized Words
[78539] Total Words
[5050] kamalaharris
[505] people
[489] up
[352] look
[317] campaign

Top Words in Tweet in G1:
[2415] kamalaharris
[350] people
[305] up
[293] look
[269] aka
[268] future
[249] campaign
[226] thank
[226] volunteers
[225] w

Top Words in Tweet in G2:
[334] kamalaharris
[121] ewarren
[66] berniesanders
[51] petebuttigieg
[40] joebiden
[37] betoorourke
[34] jonlionfineart
[33] amyklobuchar
[33] corybooker
[27] sengillibrand

Top Words in Tweet in G3:
[505] kamalaharris
[213] race
[128] therightmelissa
[127] again
[123] make
[121] american
[121] thebradfordfile
[117] want
[110] know
[103] creed

Top Words in Tweet in G4:
[326] kamalaharris
[80] willchamberlain
[63] #kamalaharris
[56] vabvox
[44] blackwomenviews
[40] byp_100
[35] #khive
[32] up
[31] cityofdurhamnc
[29] fake

Top Words in Tweet in G5:
[222] kamalaharris
[55] jvgraz
[33] douglasemhoff
[32] mactad
[31] sc
[30] supports
[28] listen
[28] mediaite
[27] canvassing
[27] greenville

Top Words in Tweet in G6:
[177] kamalaharris
[67] realdonaldtrump
[45] nra
[45] rnc
[45] ewarren
[45] donaldjtrumpjr
[45] ivankatrump
[45] whitehouse
[45] seanhannity
[25] american

Top Words in Tweet in G7:
[100] kamalaharris
[55] dnc
[53] tulsigabbard
[52] bmcadory9
[35] alpipkin
[35] hyannis1952
[23] right
[23] dems
[23] perfecting
[23] voter

Top Words in Tweet in G8:
[62] kamala
[54] harris
[50] arthursamuelhu1
[44] dumbfounded
[44] discovered
[44] black
[44] baby
[44] aborted
[30] kamalaharris
[12] tell

Top Words in Tweet in G9:
[129] kamalaharris
[53] gun
[49] online
[38] go
[30] ffl
[27] liz_wheeler
[27] law
[25] already
[25] through
[25] licensed

Top Words in Tweet in G10:
[98] kamalaharris
[25] made__usa
[20] lying
[16] trump
[16] know
[16] katnandu
[15] stop
[14] talking
[12] wth
[11] everyone

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[307] kamalaharris,look
[300] look,future
[300] future,aka
[256] kamalaharris,campaign
[247] campaign,empowering
[247] empowering,people
[247] people,lift
[247] lift,up
[247] up,others
[246] others,around

Top Word Pairs in Tweet in G1:
[272] kamalaharris,look
[268] look,future
[268] future,aka
[225] kamalaharris,campaign
[220] campaign,empowering
[220] empowering,people
[220] people,lift
[220] up,others
[219] lift,up
[219] others,around

Top Word Pairs in Tweet in G2:
[61] ewarren,kamalaharris
[24] kamalaharris,sengillibrand
[23] petebuttigieg,kamalaharris
[21] berniesanders,kamalaharris
[20] kamalaharris,ewarren
[18] ewarren,berniesanders
[16] alex_kack,ewarren
[15] kamalaharris,petebuttigieg
[14] kamalaharris,amyklobuchar
[14] kamalaharris,joebiden

Top Word Pairs in Tweet in G3:
[128] therightmelissa,kamalaharris
[117] thebradfordfile,kamalaharris
[103] make,race
[102] kamalaharris,again
[102] again,american
[102] american,race
[102] race,color
[102] color,creed
[102] creed,know
[102] know,want

Top Word Pairs in Tweet in G4:
[58] willchamberlain,kamalaharris
[28] fake,news
[25] checkmatestate,kamalaharris
[22] willchamberlain,vabvox
[21] byp_100,kamalaharris
[21] kamalaharris,cityofdurhamnc
[20] blackwomenviews,#kamalaharris
[19] timabc11,byp_100
[18] vabvox,kamalaharris
[16] #khive,debate

Top Word Pairs in Tweet in G5:
[27] canvassing,greenville
[27] greenville,sc
[27] sc,committed
[27] committed,volunteer
[27] volunteer,samuel
[27] samuel,listen
[27] listen,supports
[27] supports,kamalaharris
[26] douglasemhoff,canvassing
[26] kamalaharris,#scforkamala

Top Word Pairs in Tweet in G6:
[45] realdonaldtrump,nra
[45] nra,rnc
[45] rnc,ewarren
[45] ewarren,kamalaharris
[45] kamalaharris,donaldjtrumpjr
[45] donaldjtrumpjr,ivankatrump
[45] ivankatrump,whitehouse
[45] whitehouse,seanhannity
[20] pamelakruse4,kamalaharris
[17] kamalaharris,babies

Top Word Pairs in Tweet in G7:
[40] kamalaharris,tulsigabbard
[37] bmcadory9,dnc
[37] dnc,kamalaharris
[30] hyannis1952,bmcadory9
[23] tulsigabbard,right
[23] right,dems
[23] dems,perfecting
[23] perfecting,voter
[22] alpipkin,hyannis1952
[22] voter,fraud

Top Word Pairs in Tweet in G8:
[54] kamala,harris
[44] harris,dumbfounded
[44] dumbfounded,discovered
[44] discovered,black
[44] black,baby
[44] baby,aborted
[43] arthursamuelhu1,kamala
[12] tell,teachers
[12] teachers,venezuela
[11] johntrumpfankjv,tell

Top Word Pairs in Tweet in G9:
[27] liz_wheeler,kamalaharris
[25] online,gun
[23] kamalaharris,already
[23] already,law
[23] law,senator
[23] senator,online
[23] gun,purchases
[23] purchases,go
[23] go,through
[23] through,ffl

Top Word Pairs in Tweet in G10:
[23] made__usa,kamalaharris
[13] stop,lying
[12] wth,talking
[12] talking,stop
[11] katnandu,wth
[10] loves,everyone
[7] mrsmmtbeauty,kamalaharris
[7] kamalaharris,maga
[7] maga,loves
[7] everyone,join

Top Replied-To
Top Replied-To in Entire Graph:
@kamalaharris
@realdonaldtrump
@1776stonewall
@willchamberlain
@jonlionfineart
@thebradfordfile
@thecoldsoviet
@timabc11
@chrislongview
@cdonatac

Top Replied-To in G1:
@kamalaharris
@1776stonewall
@pdsmith74
@parkjosher
@nectaronice
@pftroy
@cliffhangernlv
@buzzpatterson
@socialclaude
@johnsonjjreb50

Top Replied-To in G2:
@kamalaharris
@jonlionfineart
@lady_star_gem
@alex_kack
@davidaxelrod
@speakerpelosi
@kayrosis
@betoorourke
@sdgis
@theresalarose5

Top Replied-To in G3:
@kamalaharris
@thebradfordfile
@cdonatac
@therightmelissa
@jonlionfineart
@headspacecoach
@onceayankee55
@jamarcus_dove
@dadsbreak
@revoltpolitic

Top Replied-To in G4:
@kamalaharris
@willchamberlain
@timabc11
@checkmatestate
@marcusvin_
@vabvox
@calikushylez
@_phtml
@dailylibber
@all_the_mindy

Top Replied-To in G5:
@chrislongview
@kamalaharris
@mactad
@geopilot
@jvgraz
@adamm0304
@wewillriseoh
@douglasemhoff
@avalonsparks
@cultusmusicorum

Top Replied-To in G6:
@realdonaldtrump
@kamalaharris
@pamelakruse4
@resistxiixvxix
@stevelawrie3
@delsoncdaltro
@sl1733
@fasf3232
@jpaissa
@agapefpim

Top Replied-To in G7:
@kamalaharris
@alpipkin
@bmcadory9
@fallingpauli
@hyannis1952
@troglodytarum5
@thewatchemen
@timrunshismouth
@malinip
@doggiedaysms

Top Replied-To in G8:
@kamalaharris
@arthursamuelhu1
@smadurski

Top Replied-To in G9:
@kamalaharris
@azws
@tryconservatism
@davitrust
@liz_wheeler
@timruggiero
@canopis2
@marvinrains2
@robtjaygoldberg
@michael_a_voss

Top Replied-To in G10:
@kamalaharris
@made__usa
@govt45701
@mrsmmtbeauty
@dbl0neg
@celestewilson4
@tincher_andrew
@trumper_tantrum
@katnandu
@funkyp14

Top Mentioned
Top Mentioned in Entire Graph:
@kamalaharris
@ewarren
@therightmelissa
@thebradfordfile
@1776stonewall
@dnc
@berniesanders
@willchamberlain
@vabvox
@tulsigabbard

Top Mentioned in G1:
@kamalaharris
@1776stonewall
@buzzpatterson
@jaye_inusa
@michaelbeatty3
@kathysoltani
@deepa_shivaram
@thebradfordfile
@jerusalemdemsas
@trinityresists

Top Mentioned in G2:
@kamalaharris
@ewarren
@berniesanders
@petebuttigieg
@joebiden
@amyklobuchar
@betoorourke
@corybooker
@sengillibrand
@cnn

Top Mentioned in G3:
@kamalaharris
@therightmelissa
@thebradfordfile
@johnosullivan36
@jamarcus_dove
@toxicexplodley
@iamblazen
@cdonatac
@bluepeacedove1
@kittykatnip1970

Top Mentioned in G4:
@kamalaharris
@willchamberlain
@vabvox
@blackwomenviews
@byp_100
@cityofdurhamnc
@checkmatestate
@timabc11
@theafrolegalise
@repbarbaralee

Top Mentioned in G5:
@kamalaharris
@jvgraz
@douglasemhoff
@mediaite
@mactad
@notcapnamerica
@bungarsargon
@bethlynch2020
@sunrisemvmt
@chrislongview

Top Mentioned in G6:
@kamalaharris
@nra
@rnc
@ewarren
@donaldjtrumpjr
@ivankatrump
@whitehouse
@seanhannity
@realdonaldtrump
@pamelakruse4

Top Mentioned in G7:
@kamalaharris
@dnc
@tulsigabbard
@bmcadory9
@hyannis1952
@alpipkin
@tul
@marsha_vivinate
@shoe0nhead
@tuckercarlson

Top Mentioned in G8:
@arthursamuelhu1
@kamalaharris
@johntrumpfankjv
@creditannie
@timrunshismouth
@markyoungtruth
@therightmelissa
@willchamberlain
@vabvox
@liz_wheeler

Top Mentioned in G9:
@kamalaharris
@liz_wheeler
@tryconservatism
@johnfromcranber
@azws
@canopis2
@thebradfordfile
@2adefenders
@atmelsdiner
@islandworlds1

Top Mentioned in G10:
@kamalaharris
@made__usa
@katnandu
@mrsmmtbeauty
@chris11962
@dbl0neg
@2disabled
@celso1122
@celestewilson4
@1776stonewall

Top Tweeters
Top Tweeters in Entire Graph:
@sjb6991
@immoralreport
@joleonbusby
@mattmurph24
@bannerite
@thereal_rebel
@billm9
@muzikscribe
@lynn_weiser
@inspiteoftrump

Top Tweeters in G1:
@immoralreport
@joleonbusby
@mattmurph24
@thereal_rebel
@britpoptarts
@anthonybourque
@sandyriccobono
@sueleugers
@dhinakaranrajan
@penndragonart

Top Tweeters in G2:
@msavaarmstrong
@huffpost
@fasting39
@joni_looking
@agueros_henry
@washingtonpost
@merlingyr
@faisalapti
@dailycaller
@nycsouthpaw

Top Tweeters in G3:
@imwatchingtoo
@theconservitar3
@tthompie
@davidgaliel
@gupdiver
@dwulke
@dtalley1952
@cat_00005
@marilynarndt
@misslinlou

Top Tweeters in G4:
@lynn_weiser
@melissa31920880
@metalmushin
@davidpsdem
@vabvox
@armsivilli
@stopthatjunk
@wtf_imtooold
@craneman51m
@mosesdiditbest

Top Tweeters in G5:
@billm9
@axxisonmargaret
@bernieupstateny
@henrygalvin88
@da_osorio
@vainsovain
@truthtotweet
@clarknt67
@nbcnews
@alephsmom

Top Tweeters in G6:
@bannerite
@thehill
@limadoc
@sl1733
@loretta_stiles
@freenaynow
@calixtoizaque
@mariluciferraz
@resistxiixvxix
@jerbon57

Top Tweeters in G7:
@foxnews
@baalter
@meedgeknowsbest
@hyannis1952
@lynnhackett50
@maga2arights
@politicalbeth
@cq2101
@soaronthewings
@can2geterdone

Top Tweeters in G8:
@saveusrepublic2
@stargazer2020
@elguapo64
@hannibalbarca65
@leecapobianco1
@politicalgracie
@eh1967
@johntrumpfankjv
@patreciarogers
@leonpui_

Top Tweeters in G9:
@richardtburnett
@azws
@dkougar
@johnfromcranber
@4ourcountry
@lessie1962
@lottieantonetti
@springsteps
@trumpssouthhq
@tjbierschbach

Top Tweeters in G10:
@chris11962
@omarkelly
@yoakumgirl923
@onesoldiersmom
@misslexi9162
@katnandu
@freewheeln
@made__usa
@gilluna8
@mrsmmtbeauty