blacklivesmatter, Twitter, 5/26/2020 2:50:30 PM, 228309


FAQ | Problem?

blacklivesmatter_2020-05-25_09-21-43.xlsx
blacklivesmatter_2020-05-25_09-21-43.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 26, 2020
Short Description:
blacklivesmatter via NodeXL https://bit.ly/3dgA91r
@joebiden
@buddywinston
@realdonaldtrump
@sciencemilk
@cognitivediss00
@tuffsnotenuff
@chaunosr
@onejurormatters
@attorneycrump
@zinnedproject

Top hashtags:
#blacklivesmatter
#blacktwitter
#joebiden
#walkaway
#blexit

Description:
Description
The graph represents a network of 5,197 Twitter users whose tweets in the requested range contained "blacklivesmatter", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 25 May 2020 at 16:23 UTC.

The requested start date was Monday, 25 May 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 2-day, 23-hour, 12-minute period from Friday, 22 May 2020 at 00:47 UTC to Monday, 25 May 2020 at 00:00 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 : 5197
Unique Edges : 3058
Edges With Duplicates : 6725
Total Edges : 9783
Number of Edge Types : 5
Tweet : 1600
Retweet : 2851
MentionsInRetweet : 3538
Replies to : 552
Mentions : 1242
Self-Loops : 1692
Reciprocated Vertex Pair Ratio : 0.00599917252792718
Reciprocated Edge Ratio : 0.0119267941599835
Connected Components : 1262
Single-Vertex Connected Components : 718
Maximum Vertices in a Connected Component : 2120
Maximum Edges in a Connected Component : 4890
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 6.113041
Graph Density : 0.00018008701946984
Modularity : 0.530628
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 5,197 Twitter users whose tweets in the requested range contained "blacklivesmatter", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 25 May 2020 at 16:23 UTC.

The requested start date was Monday, 25 May 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 2-day, 23-hour, 12-minute period from Friday, 22 May 2020 at 00:47 UTC to Monday, 25 May 2020 at 00:00 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 : blacklivesmatter
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:
[10] https://thepointer.com/article/2019-09-04/justice-system-shows-prejudice-against-peel-rapper-avalanche-the-architect-judges-find
[8] https://thenewinquiry.com/dry-bones-breathe/
[8] https://www.youtube.com/watch?v=QR1NnBA4HMI&feature=youtu.be&t=372

[8] https://www.youtube.com/watch?v=DIav4y95yK0&feature=youtu.be

[8] https://www.amazon.com/dp/1519334729
[7] https://twitter.com/ppvernon/status/1263041308601585664
[6] https://www.nbcnews.com/news/us-news/brutal-beating-iowa-should-be-investigated-hate-crime-naacp-says-n1211656
[6] https://www.youtube.com/post/UgykcvpvKsJTJvaiqjl4AaABCQ?app=desktop
[6] https://www.latimes.com/california/story/2020-05-20/larry-aubry-champion-of-black-education-and-self-determination-and-scourge-of-racism-has-died
[5] https://www.gofundme.com/f/helping-the-essential

Top URLs in Tweet in G1:
[4] https://twitter.com/nowthisnews/status/1263996698734538755
[3] https://twitter.com/TrumpWarRoom/status/1263809957515988997
[3] https://twitter.com/nowthisnews/status/1263806313722597376
[2] https://twitter.com/iaactivists/status/1262591626293190656
[2] https://twitter.com/drumarjohnson/status/1263807141858684929
[2] https://www.foxnews.com/politics/biden-torn-him-and-trump-aint-black-in-dust-up-with-charlamagne-tha-god
[2] https://twitter.com/americarising/status/1263803921136603136
[2] https://twitter.com/dntsavealexis/status/1263854975018569730
[2] https://www.youtube.com/watch?v=YsGtdijUqas&feature=youtu.be

[2] https://twitter.com/yaridavilaa/status/1261750488430764032

Top URLs in Tweet in G2:
[5] https://www.cnn.com/videos/politics/2019/03/05/joe-biden-tough-on-crime-speech.cnn
[3] https://twitter.com/DailyCaller/status/1263827931694075905
[2] https://link.medium.com/ptfbvd50C6
[2] https://twitter.com/americarising/status/1263803921136603136
[1] https://twitter.com/ABC/status/1258438016043016197
[1] https://blacklivesmatter.com/whatmatters/
[1] https://actionnetwork.org/petitions/2005_email_blm_breonna?source=em20_200514_Breonna&link_id=2&can_id=ee9906fd6a5c2be768527e5478facf52&email_referrer=email_803503&email_subject=breonna-taylor-say-her-name
[1] https://twitter.com/i/web/status/1264630644392497153
[1] https://twitter.com/ChristianWalk1r/status/1263940192668286977
[1] https://twitter.com/RepLeeZeldin/status/1263883327217504256

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/1264556312169517057
[1] https://twitter.com/i/web/status/1263903921334030338
[1] https://twitter.com/i/web/status/1263907038142365697
[1] https://twitter.com/i/web/status/1263905601173815296
[1] https://twitter.com/i/web/status/1263985169935085568
[1] https://twitter.com/i/web/status/1263891837435228160
[1] https://twitter.com/i/web/status/1263928252328030217
[1] https://twitter.com/i/web/status/1263964009159589892
[1] https://twitter.com/i/web/status/1263989356869627905
[1] https://twitter.com/i/web/status/1264340338669424643

Top URLs in Tweet in G4:
[2] https://www.theguardian.com/world/2020/may/20/black-americans-death-rate-covid-19-coronavirus
[1] https://twitter.com/Toniob38/status/1263077278294163457
[1] https://twitter.com/i/web/status/1263651042345934848

Top URLs in Tweet in G5:
[1] https://twitter.com/x_kelly7/status/1264319407808933888
[1] https://twitter.com/i/web/status/1262744052400676875
[1] https://twitter.com/i/web/status/1264472088624201728
[1] https://twitter.com/i/web/status/1263939657319936001

Top URLs in Tweet in G6:
[3] https://www.youtube.com/watch?v=Argk05L_gJI&feature=youtu.be

[2] https://twitter.com/mzlinnk/status/1264529592309735424
[2] https://www.vox.com/2016/7/25/12270880/donald-trump-racist-racism-history
[2] http://nymag.com/daily/intelligencer/2014/12/25-things-black-people-shouldnt-do-around-cops.html
[2] https://pbs.twimg.com/media/B4EFZlDCIAAWwto.jpg
[1] https://twitter.com/i/web/status/1264691751228280833
[1] https://www.youtube.com/watch?v=zBKJamiWbMo&feature=youtu.be

[1] https://twitter.com/i/web/status/1263662432141991938
[1] https://twitter.com/wonhunglow98/status/1263787728182882304
[1] https://twitter.com/i/web/status/1263651671285968896

Top URLs in Tweet in G7:
[8] https://thenewinquiry.com/dry-bones-breathe/
[1] https://ctmirror.org/category/ct-viewpoints/contact-tracing-how-to-better-meet-the-needs-of-communities-of-color-reverend-robyn-anderson/
[1] https://www.zinnedproject.org/news/tdih/henry-dumas-shot

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1264564340729868289
[1] https://www.instagram.com/accounts/login/?next=/p/CAio8pDHR3n/%3Figshid%3Drphdhj3exr4t
[1] https://www.instagram.com/accounts/login/?next=/p/CAioXf_BZGX/%3Figshid%3D26lsy07to5rc
[1] https://www.instagram.com/accounts/login/?next=/p/CAiob92n00YaI8lvSb_GS-dnLZ9N0XGzqJfaZI0/%3Figshid%3Dvnvd2j9cggq4
[1] https://www.instagram.com/accounts/login/?next=/p/CAio1MDhH4F/%3Figshid%3D1ntm6kn3fxbrd
[1] https://www.instagram.com/accounts/login/?next=/p/CAioTfdBak_/%3Figshid%3Dv8o5aiu2f7u8
[1] https://www.instagram.com/accounts/login/?next=/p/CAiohGPBKSS/%3Figshid%3D16lctfrfo87vh
[1] https://www.instagram.com/accounts/login/?next=/p/CAioq5TnDvJ/%3Figshid%3D17wxp9o5k2t35
[1] https://twitter.com/ABC/status/1264216026645794817
[1] https://twitter.com/NusratJahanC/status/1156996340934750208

Top URLs in Tweet in G9:
[3] https://www.youtube.com/watch?v=ANpZlN9wzs0

[1] https://www.paypal.me/pools/c/8lv0NZmicl
[1] https://twitter.com/i/web/status/1264602101239418881
[1] https://twitter.com/BenCrumpLaw/status/1263851558149775360
[1] https://twitter.com/ABC/status/1263412844944637952
[1] https://www.leoweekly.com/2020/05/wanted-angel-human-wave-deleted-story-breonna-taylor/
[1] https://twitter.com/i/web/status/1263895026632994819
[1] https://twitter.com/i/web/status/1263899222363049988
[1] https://twitter.com/i/web/status/1263901178234130434
[1] https://twitter.com/i/web/status/1263498164499349504

Top URLs in Tweet in G10:
[2] https://m.facebook.com/irunwithmaud/
[2] https://www.gofundme.com/f/qq3ykv-jacob039s-medical-bills
[1] https://twitter.com/i/web/status/1264701049455226880
[1] https://twitter.com/legendtinaa/status/1264683100375662592?s=21
[1] https://twitter.com/eauclairepd/status/1263919725383467008?s=21
[1] https://twitter.com/i/web/status/1263991790765584385
[1] https://twitter.com/i/web/status/1263991799015710738
[1] https://twitter.com/i/web/status/1263991801154805764
[1] https://twitter.com/yaridavilaa/status/1261750488430764032
[1] https://twitter.com/tamikadmallory/status/1264340728135798790

Top Domains
Top Domains in Tweet in Entire Graph:
[889] twitter.com
[126] youtube.com
[46] instagram.com
[42] amazon.com
[18] tiktok.com
[13] gofundme.com
[12] theguardian.com
[10] thepointer.com
[9] facebook.com
[9] cnn.com

Top Domains in Tweet in G1:
[390] twitter.com
[31] youtube.com
[28] instagram.com
[12] tiktok.com
[4] nytimes.com
[3] gofundme.com
[3] 4chan.org
[2] vimeo.com
[2] blacklivesmatter.com
[2] yahoo.com

Top Domains in Tweet in G2:
[44] twitter.com
[5] cnn.com
[2] youtube.com
[2] medium.com
[1] blacklivesmatter.com
[1] actionnetwork.org
[1] joebiden.com
[1] huffpost.com
[1] politico.com

Top Domains in Tweet in G3:
[13] twitter.com

Top Domains in Tweet in G4:
[2] twitter.com
[2] theguardian.com

Top Domains in Tweet in G5:
[4] twitter.com

Top Domains in Tweet in G6:
[32] twitter.com
[5] youtube.com
[2] vox.com
[2] paper.li
[2] cnn.com
[2] nymag.com
[2] twimg.com
[1] nbcnews.com
[1] instagram.com
[1] msn.com

Top Domains in Tweet in G7:
[8] thenewinquiry.com
[1] ctmirror.org
[1] zinnedproject.org

Top Domains in Tweet in G8:
[7] instagram.com
[3] twitter.com

Top Domains in Tweet in G9:
[9] twitter.com
[3] youtube.com
[1] paypal.me
[1] leoweekly.com
[1] apnews.com

Top Domains in Tweet in G10:
[15] twitter.com
[3] facebook.com
[3] gofundme.com
[1] newsmaven.io
[1] blacklivesmatter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3146] blacklivesmatter
[508] blacktwitter
[227] joebiden
[150] walkaway
[136] blexit
[127] biden2020
[121] ahmaudarbery
[106] democrats
[88] coronavirus
[87] tdih



Top Hashtags in Tweet in G1:
[725] blacklivesmatter
[148] blacktwitter
[56] germany
[53] maga2020
[51] sweden
[47] europe
[34] american
[32] unitedkingdom
[30] france
[26] wyoming

Top Hashtags in Tweet in G2:
[194] joebiden
[182] blacklivesmatter
[125] walkaway
[112] blexit
[82] democrats
[80] radicalleft
[80] lies
[80] racists
[64] blacktwitter
[52] election2020

Top Hashtags in Tweet in G3:
[94] biden2020
[73] blacklivesmatter
[40] trumpisanidiot
[28] trumpliesamericansdie
[24] trumpliespeopledie
[21] coronavirus
[16] covid19
[5] churchonline
[5] churchathome
[3] ig

Top Hashtags in Tweet in G4:
[7] blacklivesmatter
[2] stopracism
[2] thankyoufrontliners
[1] boycottfedex
[1] neverbiden

Top Hashtags in Tweet in G5:
[128] blacklivesmatter
[72] blacktwitter
[25] onevoice1
[11] acab
[4] aumadarbery
[4] policebrutality
[4] freestylefriday
[4] 762challenge
[3] joebidenisracist
[1] newprofilepic

Top Hashtags in Tweet in G6:
[64] blacklivesmatter
[13] darquanjones
[13] whitesupremacist
[13] blackpeople
[9] sayhisname
[9] blackdefense
[8] blackmilitia
[8] ahmaudaubrey
[8] justiceforahmaud
[6] blackvoicesfortrump

Top Hashtags in Tweet in G7:
[85] tdih
[14] blacklivesmatter
[14] coronavirus
[11] covid19
[11] pandemic
[11] racialized
[11] health
[11] africanamericans
[4] bidenwentbrother
[4] trumpdeathtoll95k

Top Hashtags in Tweet in G8:
[108] blacklivesmatter
[7] joebiden
[7] lasvegas
[7] cornrows
[7] vote2020
[7] tiktok
[7] president
[7] instadaily
[7] wildnout
[7] coronavirususa

Top Hashtags in Tweet in G9:
[37] blacklivesmatter
[18] breonnataylor
[14] ahmaudarbery
[13] louisville
[12] irunwithmaud
[6] blacktwitter
[4] women
[4] black
[4] blackwomen
[4] blackisbeautiful

Top Hashtags in Tweet in G10:
[43] blacklivesmatter
[12] ahmaudarbery
[8] justiceforjacob
[8] b1
[6] blacktwitter
[4] yibambe
[4] thankyoucareworkers
[3] irunwithmaud
[3] justiceforahmaud
[3] justiceforbreonna

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[725] #blacklivesmatter
[210] black
[148] #blacktwitter
[82] people
[70] white
[56] #germany
[53] #maga2020
[51] #sweden
[47] #europe
[37] blacklivesmatter

Top Words in Tweet in G2:
[234] joebiden
[229] cognitivediss00
[194] #joebiden
[182] #blacklivesmatter
[125] #walkaway
[112] #blexit
[108] saying
[99] party
[97] black
[84] symonedsanders

Top Words in Tweet in G3:
[336] buddywinston
[245] re
[244] vetting
[244] two
[244] term
[244] vp
[244] under
[244] current
[244] circumstances
[244] meticulously

Top Words in Tweet in G4:
[244] black
[124] stephaniejing2
[124] fedex
[124] fired
[122] breaking
[122] two
[122] deliverymen
[122] video
[122] white
[122] customer

Top Words in Tweet in G5:
[128] #blacklivesmatter
[72] #blacktwitter
[48] period
[39] matter
[37] badwolfreigns
[29] plz
[29] ur
[29] thing
[29] name
[29] eliana

Top Words in Tweet in G6:
[64] #blacklivesmatter
[40] realdonaldtrump
[29] black
[19] xpressionable
[14] joebiden
[14] walking
[14] house
[13] #darquanjones
[13] #whitesupremacist
[13] #blackpeople

Top Words in Tweet in G7:
[170] 1968
[93] henry
[93] dumas
[85] #tdih
[85] 1934
[85] critically
[85] acclaimed
[85] author
[85] fatally
[85] shot

Top Words in Tweet in G8:
[108] #blacklivesmatter
[89] realdlhughley
[76] lexcoupe96
[76] saw
[76] ig
[76] unarmed
[76] murdered
[20] mindfulmajority
[7] #joebiden
[7] #lasvegas

Top Words in Tweet in G9:
[58] attorneycrump
[45] murder
[40] racism
[37] #blacklivesmatter
[29] people
[26] lmpd
[26] poc
[23] long
[22] sad
[21] mentality

Top Words in Tweet in G10:
[51] thxitsthetrauma
[48] shaunking
[43] #blacklivesmatter
[40] ahmaud
[40] last
[40] arrested
[39] yesss
[39] 24hrs
[39] huge
[39] 3rd

Top Word Pairs
Top Word Pairs in Tweet in G2:
[51] symonedsanders,bunch
[32] bunch,#radicalleft
[31] #radicalleft,bs
[28] bs,#lies
[27] #lies,#joebiden
[24] #joebiden,#democrats
[23] #democrats,true
[22] true,#racists
[22] #racists,party
[21] party,kkk

Top Word Pairs in Tweet in G3:
[80] re,vetting
[80] vetting,two
[80] two,term
[80] term,vp
[80] vp,under
[80] under,current
[80] current,circumstances
[80] circumstances,meticulously
[80] meticulously,chemical
[80] chemical,testing

Top Word Pairs in Tweet in G4:
[244] fedex,fired
[244] breaking,fedex
[244] fired,two
[244] two,black
[244] black,deliverymen
[244] deliverymen,video
[244] video,white
[244] white,customer
[244] customer,insulted
[244] insulted,black

Top Word Pairs in Tweet in G5:
[124] #blacklivesmatter,#blacktwitter
[122] matter,period
[122] period,#blacklivesmatter
[122] badwolfreigns,matter
[122] #blacktwitter,#blacklivesmatter
[122] #blacklivesmatter,plz
[122] plz,ur
[122] ur,thing
[122] thing,name
[122] name,eliana

Top Word Pairs in Tweet in G6:
[42] #darquanjones,attacked
[37] attacked,#whitesupremacist
[37] #whitesupremacist,walking
[36] walking,girlfriends
[30] girlfriends,house
[29] house,#blackpeople
[29] #blackpeople,thought
[29] xpressionable,#darquanjones
[29] black,people
[29] pics,day

Top Word Pairs in Tweet in G7:
[12] henry,dumas
[12] #tdih,1968
[12] 1968,henry
[12] dumas,1934
[12] 1934,1968
[12] 1968,critically
[12] critically,acclaimed
[11] acclaimed,author
[9] author,fatally
[8] fatally,shot

Top Word Pairs in Tweet in G8:
[93] saw,realdlhughley
[85] realdlhughley,ig
[85] ig,unarmed
[85] unarmed,murdered
[85] murdered,#blacklivesmatter
[85] lexcoupe96,saw
[85] mindfulmajority,#blacklivesmatter
[85] #joebiden,#lasvegas
[85] #lasvegas,#cornrows
[85] #cornrows,#blacklivesmatter

Top Word Pairs in Tweet in G9:
[76] mentality,absolutely
[76] absolutely,sickening
[76] sickening,sad
[76] sad,reality
[76] reality,live
[75] live,people
[20] people,justify
[7] justify,murder
[7] murder,defaming
[7] racism,pandemic

Top Word Pairs in Tweet in G10:
[21] shaunking,yesss
[21] yesss,last
[21] last,24hrs
[21] 24hrs,huge
[21] huge,ahmaud
[21] ahmaud,3rd
[21] 3rd,murderer
[21] murderer,arrested
[21] arrested,lmpd
[20] lmpd,chief

Top Replied-To
Top Replied-To in Entire Graph:
@joebiden
@realdonaldtrump
@nowthisnews
@realjameswoods
@shaunking
@symonedsanders
@sorryimcourtney
@diddy
@ericmetaxas
@realcandaceo

Top Replied-To in G2:
@joebiden
@symonedsanders
@diddy
@stefanmolyneux
@iamwandasykes
@amjoyshow
@americarising
@j_manprime21
@christianwalk1r
@ohboywhatashot

Top Replied-To in G3:
@teapainusa
@realdonaldtrump

Top Replied-To in G4:
@stephaniejing2

Top Replied-To in G5:
@klf
@badwolfreigns
@joebiden
@iaactivists

Top Replied-To in G6:
@realdonaldtrump
@kloeffler
@w_terrence
@justbeatee
@johnjamesmi
@austinsteinbart
@james_e_white
@bcfpresident
@blackvoices4djt
@parisdennard

Top Replied-To in G8:
@realdlhughley
@lexcoupe96

Top Replied-To in G9:
@lmpd
@soulracmusic
@blacadian
@attorneycrump
@davidbegnaud
@lexcoupe96

Top Replied-To in G10:
@realjameswoods
@shaunking
@detroitpolice
@eauclairepd
@nh_statepolice
@meritlaw
@brandontjackson
@jrbates44698234
@sandydeex2
@realdonaldtrump

Top Mentioned
Top Mentioned in Entire Graph:
@buddywinston
@cognitivediss00
@joebiden
@stephaniejing2
@realdlhughley
@zinnedproject
@symonedsanders
@lexcoupe96
@attorneycrump
@almightyzou

Top Mentioned in G1:
@blackrepublican
@pharaohjtaseti
@_bxgxshannon
@idolcomputer
@chaffin_kendall
@smokeinpeaceusa
@chycolate
@greeble214
@annemuyiwa

Top Mentioned in G2:
@cognitivediss00
@joebiden
@symonedsanders
@montaga
@blklivesmatter
@termc1
@cthagod
@diddy
@repleezeldin
@goldstatetimes

Top Mentioned in G3:
@buddywinston
@1chance2020
@teapainusa

Top Mentioned in G4:
@stephaniejing2
@persephone_sews

Top Mentioned in G5:
@badwolfreigns
@bbyxsolittaa
@iaactivists
@kazuichisoudaa
@dianaseyebags
@itsitoon
@joebiden
@eyerenemartin
@bibicosplays
@chicola_nola

Top Mentioned in G6:
@realdonaldtrump
@xpressionable
@joebiden
@potus
@cair_ga
@gbi_ga
@thewoman62
@presssec
@w_terrence
@khwajameretaza

Top Mentioned in G7:
@zinnedproject
@ct_ministers
@newinquiry
@alavelleporter
@joebiden
@mmpadellan
@govnedlamont
@ctmirror
@attorneycrump
@aspies123

Top Mentioned in G8:
@realdlhughley
@lexcoupe96
@mindfulmajority
@emolclause
@blklivesmatter
@rikki613
@rolandsmartin
@karenhunter
@mattmurph24
@madisonsiriusxm

Top Mentioned in G9:
@attorneycrump
@lmpd
@phillipmbailey
@bencrumplaw
@louisvillemayor
@courierjournal
@demlmc
@senkamalaharris
@thejusticedept
@randpaul

Top Mentioned in G10:
@thxitsthetrauma
@shaunking
@mknrdt
@legendtinaa
@iamlindseyg
@elfbachampions
@meritlaw
@zinnedproject
@dailyblastlive
@dynastytalkster

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@tomthunkitsmind
@immoralreport
@monicasloves
@mattmurph24
@sharneal
@twitlertwit
@sainsburys
@yojudenz
@drdaveanddee

Top Tweeters in G1:
@lancescurv
@blackrepublican
@testisfidelis
@brianswiftie13
@msjbe20a
@jw79bull
@uscgamecockboy
@muthokatito
@bossycowgurl84
@hanjangho76

Top Tweeters in G2:
@immoralreport
@sharneal
@susaniverach
@artmanjanet
@janmareesmith2
@dunbdav
@laylaalisha11
@cq2101
@denniscardiff
@anonagain3

Top Tweeters in G3:
@paxnostrum
@lesleygsmith3
@ajgma
@maryalicebisho2
@mauraleelang
@rockyintx
@nasty_woman2
@dvanhook822
@pgmckim
@newsjunkie60

Top Tweeters in G4:
@sendmemyangel
@sabinenamba
@inlwithlbeingl
@klang_ruinen
@musicheadnmoney
@daxtouronegro
@karik484
@sonicdeanboom
@_fleurdudesert_
@wiwiss97two

Top Tweeters in G5:
@pgrandee10
@granny_st
@vote2win4gop
@sunsetmaried
@foodandwinediva
@simpsioni
@kirstinelaine1
@badwolfreigns
@laquaviaaa
@castankarla__

Top Tweeters in G6:
@connnutmeg
@mrnegromilitant
@dd9000
@latiffani1
@kemba722
@thewoman62
@9newsnancy
@newslinksnet
@jasonwalker_
@justbeatee

Top Tweeters in G7:
@estarianne
@kmontenegro
@walkerdl
@watershed_ltd
@kahyateh
@drturpin
@joanndwyer5
@absonjill
@notingshaw
@adriene26

Top Tweeters in G8:
@mattmurph24
@rolandsmartin
@joy31608
@iamsophianelson
@wcaddict
@jmoneygrip
@lyricundertaker
@tougalootree
@jerbon57
@acewade1

Top Tweeters in G9:
@twitlertwit
@sophialamar1
@robinmcouch
@uniqueloves
@firstgentleman
@linmp1031
@denali99
@wave3news
@danteb4u
@kathleenweidma2

Top Tweeters in G10:
@stonefree63
@carlark3
@_kaity_mae
@th_pan
@miyeamanda
@runjessrunn
@goodvibe_josh
@n_a_t_39
@rayperez88
@shaunking