blacklivesmatter, Twitter, 12/23/2019 2:35:55 AM, 219386


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blacklivesmatter_2019-12-22_18-07-40.xlsx
blacklivesmatter_2019-12-22_18-07-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 23, 2019
Short Description:
blacklivesmatter via NodeXL http://bit.ly/2MjUIhZ
@blklivesmatter
@petebuttigieg
@hammannines
@ewarren
@justiceizdeafd1
@blackbarriers
@andrewyang
@africamustwake
@theroot
@blmla

Top hashtags:
#blacklivesmatter
#andrewyang
#blacktwitter
#saynotoracism
#snowbunny

Description:
Description
The graph represents a network of 4,877 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, 23 December 2019 at 02:08 UTC.

The requested start date was Monday, 23 December 2019 at 01:01 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 3-day, 6-hour, 27-minute period from Thursday, 19 December 2019 at 18:31 UTC to Monday, 23 December 2019 at 00:59 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 : 4877
Unique Edges : 5629
Edges With Duplicates : 1242
Total Edges : 6871
Number of Edge Types : 4
MentionsInRetweet : 4267
Replies to : 358
Mentions : 1177
Tweet : 1069
Self-Loops : 1069
Reciprocated Vertex Pair Ratio : 0.00545317788642347
Reciprocated Edge Ratio : 0.0108472040396484
Connected Components : 742
Single-Vertex Connected Components : 386
Maximum Vertices in a Connected Component : 3066
Maximum Edges in a Connected Component : 4658
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.922673
Graph Density : 0.000224850434722054
Modularity : 0.740362
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 4,877 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, 23 December 2019 at 02:08 UTC.

The requested start date was Monday, 23 December 2019 at 01:01 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 3-day, 6-hour, 27-minute period from Thursday, 19 December 2019 at 18:31 UTC to Monday, 23 December 2019 at 00:59 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:
[16] https://thepointer.com/article/2019-09-04/justice-system-shows-prejudice-against-peel-rapper-avalanche-the-architect-judges-find
[7] https://www.youtube.com/watch?v=ZaSf_6RIyeQ

[6] https://twitter.com/mjcontrera/status/1206968618426257411
[6] https://www.cbc.ca/radio/spark/from-racial-profiling-to-blacklivesmatter-technology-oppression-and-expression-1.5395345/move-over-silicon-valley-the-new-centres-of-innovation-are-in-africa-says-author-1.5396001
[6] https://www.cbc.ca/radio/spark/from-racial-profiling-to-blacklivesmatter-technology-oppression-and-expression-1.5395345/move-over-silicon-valley-the-new-centres-of-innovation-are-in-africa-says-author-1.5396001?__vfz=medium%3Dsharebar
[6] https://mailchi.mp/1738a92728aa/looking-for-venture-capital-funds-apply-here?e=e4dae35d9f
[6] http://goliberalart.com/c/19
[4] https://www.facebook.com/funkflexhot97/videos/1193105220809833/
[4] https://www.facebook.com/funkflexhot97/videos/1193124590807896/
[4] https://twitter.com/blmsouthbend/status/1156401155225862144

Top URLs in Tweet in G1:
[2] https://twitter.com/OutFrontCNN/status/1208187559680962560
[1] https://twitter.com/i/web/status/1199391453220392961
[1] https://twitter.com/i/web/status/1207840703335845889
[1] https://twitter.com/PPact/status/1207842362535354368
[1] https://www.facebook.com/jwwright/posts/10217524227311485
[1] https://twitter.com/Blklivesmatter/status/1207840703335845889
[1] https://twitter.com/i/web/status/1207840759161991170

Top URLs in Tweet in G2:
[5] https://www.cbc.ca/radio/spark/from-racial-profiling-to-blacklivesmatter-technology-oppression-and-expression-1.5395345/move-over-silicon-valley-the-new-centres-of-innovation-are-in-africa-says-author-1.5396001?__vfz=medium%3Dsharebar
[4] http://BrandonCarter211.com
[4] https://youssefzemhoute.com/2019/11/18/heres-whats-wrong-with-mr-anand-giridharadas/
[3] https://www.cbc.ca/radio/spark/from-racial-profiling-to-blacklivesmatter-technology-oppression-and-expression-1.5395345/move-over-silicon-valley-the-new-centres-of-innovation-are-in-africa-says-author-1.5396001
[3] https://www.youtube.com/watch?v=pNWwxZJWf_s

[3] https://www.youtube.com/watch?v=-iDKJ8PljUA

[3] http://www.ladythrillerentertainment.com/2017/06/video-avalanche-architect-dream-catcher.html
[3] https://www.youtube.com/watch?v=4ss6p66qFpA&feature=youtu.be
[2] http://womenspowerbook.org/news/Yes-Black-America-fears-the-police-Heres-why-book-empowerment-encyclopedia-womens-opus-unique-book-knowledge-powerful-empowering-power-past-present-future-men-women.htm
[2] http://www.lulu.com/shop/sunday-fall/saddam-cyrus/paperback/product-24369259.html

Top URLs in Tweet in G3:
[3] https://www.youtube.com/watch?v=zGsRBP6s0lY&feature=youtu.be

[2] https://www.theroot.com/warren-uses-the-force-klobuchar-beats-a-dead-horse-and-1840560118
[2] https://twitter.com/blklivesmatter/status/1207840703335845889
[1] https://twitter.com/i/web/status/1208898370267254784
[1] https://twitter.com/i/web/status/1208170230200930305
[1] https://twitter.com/i/web/status/1208883578366390272
[1] https://twitter.com/i/web/status/1201913705128054784
[1] https://twitter.com/i/web/status/1208873703234256899
[1] https://twitter.com/i/web/status/1208820138377564160
[1] https://twitter.com/i/web/status/1208604361355485184

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1208203834927005696
[1] https://twitter.com/i/web/status/1208220866032652289
[1] https://twitter.com/i/web/status/1208239799452106752
[1] https://twitter.com/i/web/status/1208238988479254528
[1] https://twitter.com/dcexaminer/status/1207749875351330818

Top URLs in Tweet in G5:
[4] https://twitter.com/frances_fisher/status/1207223767220379648
[3] https://twitter.com/blmla/status/1207333242413764609
[2] https://twitter.com/changethenypd/status/1204107352888225794
[2] https://twitter.com/frances_fisher/status/1208437255229997057
[1] https://twitter.com/i/web/status/1207333242413764609
[1] https://twitter.com/i/web/status/1208765183159488514
[1] https://twitter.com/i/web/status/1207853877900431360
[1] https://twitter.com/i/web/status/1208777032940699648
[1] https://twitter.com/i/web/status/1208826449806839808
[1] https://twitter.com/i/web/status/1208018541351489536

Top URLs in Tweet in G6:
[2] https://www.elle.com/culture/career-politics/news/a19701/unmaara-elliot-synead-nichols-millions-march-interview/
[1] https://twitter.com/Teresajane201/status/1201214565813501952/video/1
[1] https://twitter.com/i/web/status/1202274364202217473
[1] https://twitter.com/AfricaMustWake/status/1207613892215681025

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1208767901647302656
[1] https://twitter.com/i/web/status/1205213477075324928
[1] https://twitter.com/NusratJahanC/status/1156996340934750208
[1] https://twitter.com/i/web/status/1208163284572155905
[1] https://twitter.com/i/web/status/1208123358124150784

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1208285226683813888
[1] https://twitter.com/nevadagrrl/status/1206831151337226242
[1] https://twitter.com/yonderlooky/status/1205920850177921029
[1] https://twitter.com/i/web/status/1208120282579423232
[1] https://twitter.com/pauloabrao/status/1208448650734686208
[1] https://twitter.com/i/web/status/1207813346063454210

Top URLs in Tweet in G9:
[2] https://www.theguardian.com/us-news/2019/dec/17/steve-bannon-working-class-republicans-labour?CMP=share_btn_tw
[2] https://www.vox.com/recode/2019/12/20/21028124/schools-facial-recognition-mass-shootings?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[1] https://twitter.com/i/web/status/1208910842978111488
[1] https://twitter.com/i/web/status/1207808157088542721
[1] https://twitter.com/i/web/status/1207870253281103872
[1] https://twitter.com/i/web/status/1208073409663389696
[1] https://www.npr.org/2019/12/20/790130632/christianity-today-editor-discusses-calling-for-trumps-impeachment?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[1] https://www.rawstory.com/2019/12/trump-attacks-his-critics-as-the-dumbest-human-beings-on-earth-in-angry-rant-far-right-youth/
[1] https://www.reuters.com/article/us-usa-russia-nord-stream/russias-lavrov-says-nord-stream-2-will-be-launched-despite-sanctions-ifax-idUSKBN1YQ0AS
[1] https://twitter.com/i/web/status/1208864017650860032

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1208902533705416704
[1] https://twitter.com/i/web/status/1207987139033452544
[1] https://twitter.com/i/web/status/1207979934234267653
[1] https://twitter.com/i/web/status/1207984089992589314
[1] https://twitter.com/i/web/status/1208613039953498115
[1] https://twitter.com/i/web/status/1208613284972126208
[1] https://twitter.com/i/web/status/1208613379700477953
[1] https://twitter.com/i/web/status/1208613555651534848
[1] https://twitter.com/i/web/status/1208613676036415489
[1] https://twitter.com/i/web/status/1208613774669692929

Top Domains
Top Domains in Tweet in Entire Graph:
[955] twitter.com
[52] youtube.com
[23] paper.li
[16] thepointer.com
[14] facebook.com
[14] instagram.com
[14] cbc.ca
[8] tumblr.com
[7] theguardian.com
[6] ebay.com

Top Domains in Tweet in G1:
[7] twitter.com
[1] facebook.com

Top Domains in Tweet in G2:
[269] twitter.com
[14] youtube.com
[10] cbc.ca
[8] instagram.com
[6] ebay.com
[5] paper.li
[4] brandoncarter211.com
[4] youssefzemhoute.com
[3] blogspot.com
[3] facebook.com

Top Domains in Tweet in G3:
[60] twitter.com
[6] youtube.com
[3] blackenterprise.com
[2] theroot.com

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

Top Domains in Tweet in G5:
[27] twitter.com
[1] youtube.com
[1] medium.com
[1] theintercept.com

Top Domains in Tweet in G6:
[3] twitter.com
[2] elle.com

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

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

Top Domains in Tweet in G9:
[91] twitter.com
[4] dailykos.com
[3] rawstory.com
[2] npr.org
[2] theguardian.com
[2] thehill.com
[2] vox.com
[1] reuters.com
[1] alternet.org
[1] mediaite.com

Top Domains in Tweet in G10:
[45] twitter.com
[1] democracynow.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2069] blacklivesmatter
[174] andrewyang
[101] blacktwitter
[68] saynotoracism
[68] snowbunny
[51] blackpower
[49] bernie2020
[47] racism
[41] blm
[40] africa



Top Hashtags in Tweet in G1:
[47] blacklivesmatter
[20] whatmatters2020
[12] demdebates
[6] yanggang
[3] yang
[2] andrewyang
[2] freedomdividend
[2] fuckracism
[1] reparations
[1] blackvote

Top Hashtags in Tweet in G2:
[350] blacklivesmatter
[47] blacktwitter
[34] blackpower
[32] africa
[28] blackpride
[26] proudblackman
[26] proudblackwoman
[19] alllivesmatter
[19] hillaryclinton
[19] trump

Top Hashtags in Tweet in G3:
[205] blacklivesmatter
[171] andrewyang
[44] bernie2020
[23] medicare4all
[22] singlepayer
[18] bipocforbernie
[18] bwfbernie
[18] notmeus
[18] bigus
[18] ourrevolution

Top Hashtags in Tweet in G4:
[174] blacklivesmatter
[2] breaking

Top Hashtags in Tweet in G5:
[84] blacklivesmatter
[21] blm
[20] nypd
[20] womensmarch2020
[20] lgbtq
[20] ados
[18] saheedvassell
[12] la
[6] reparations
[3] justice

Top Hashtags in Tweet in G6:
[23] blacklivesmatter
[8] art
[2] impeachmentday
[1] police
[1] blm
[1] humor
[1] policebrutality
[1] racism
[1] blacktwitter
[1] blacktwittermovement

Top Hashtags in Tweet in G7:
[114] blacklivesmatter
[3] breaking
[3] msm
[1] theresistance
[1] cnn
[1] msnbc
[1] yahoo
[1] thursdaythoughts
[1] fbrparty
[1] blackwomenlead

Top Hashtags in Tweet in G8:
[37] onevoice1
[36] whitesupremacist
[14] armynavy
[8] blacklivesmatter
[3] impeachmentday
[2] resist
[2] neveragainisnow
[2] racism
[2] alllivesmatter
[2] removeandindicttrump

Top Hashtags in Tweet in G9:
[59] blacklivesmatter
[29] indivisible
[24] whentheyseeus
[21] blackcommunity
[20] blackchurch
[14] africanamericans
[13] removetrumpnow
[6] mitchmcconnell
[5] trump
[5] gunbuyback

Top Hashtags in Tweet in G10:
[46] blacklivesmatter
[5] whiteprivilege
[4] tulsaracemassacre
[4] altonsterling
[3] freerkelly
[3] justiceforrkelly
[3] rkellyisinnocent
[3] kangaroocourt
[3] deepstatecoup
[3] suspicoussony

Top Words
Top Words in Tweet in Entire Graph:
[1771] Words in Sentiment List#1: Positive
[4680] Words in Sentiment List#2: Negative
[56] Words in Sentiment List#3: Angry/Violent
[91405] Non-categorized Words
[97863] Total Words
[2069] #blacklivesmatter
[1835] black
[1520] shouting
[1502] color
[1462] blklivesmatter

Top Words in Tweet in G1:
[1300] blklivesmatter
[1269] tonight
[1262] black
[1259] shouting
[1258] debate
[1258] stage
[1257] witnessing
[1257] severe
[1257] lack
[1257] candidates

Top Words in Tweet in G2:
[350] #blacklivesmatter
[53] black
[47] #blacktwitter
[34] #blackpower
[32] #africa
[29] white
[28] #blackpride
[27] people
[26] #proudblackman
[26] #proudblackwoman

Top Words in Tweet in G3:
[257] shouting
[205] #blacklivesmatter
[195] andrewyang
[171] #andrewyang
[170] more
[162] see
[159] wow
[158] huge
[158] step
[158] exposure

Top Words in Tweet in G4:
[344] india
[176] ewarren
[174] #blacklivesmatter
[173] pramilajayapal
[171] meddling
[171] makes
[171] much
[171] sense
[171] censuring
[170] sankrant

Top Words in Tweet in G5:
[84] #blacklivesmatter
[60] today
[50] march
[47] mass
[46] justice
[41] police
[37] 3pm
[36] docmellymel
[34] 12
[34] 22

Top Words in Tweet in G6:
[117] africamustwake
[102] color
[89] one
[88] white
[88] privilege
[88] mean
[88] life
[88] hard
[88] means
[88] skin

Top Words in Tweet in G7:
[222] word
[114] #blacklivesmatter
[111] last
[111] 10
[111] years
[111] summarized
[111] one
[111] nah
[110] theroot
[108] auntie

Top Words in Tweet in G8:
[88] millercrime
[83] white
[39] being
[37] #onevoice1
[36] discipline
[36] #whitesupremacist
[36] cadets
[36] revealing
[36] national
[36] live

Top Words in Tweet in G9:
[59] #blacklivesmatter
[29] #indivisible
[28] realdonaldtrump
[24] #whentheyseeus
[21] #blackcommunity
[20] #blackchurch
[14] #africanamericans
[13] #removetrumpnow
[10] more
[10] speakerpelosi

Top Words in Tweet in G10:
[46] #blacklivesmatter
[22] andrewyang
[19] blklivesmatter
[18] whoopigoldberg
[18] meghanmccain
[18] endorse
[17] andrew
[17] yang
[17] 2020
[10] cnn

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1377] debate,stage
[1360] tonight,witnessing
[1360] witnessing,severe
[1360] severe,lack
[1360] lack,candidates
[1360] candidates,color
[1360] color,debate
[1360] stage,thanks
[1360] thanks,shouting
[1360] shouting,black

Top Word Pairs in Tweet in G1:
[1258] debate,stage
[1257] tonight,witnessing
[1257] witnessing,severe
[1257] severe,lack
[1257] lack,candidates
[1257] candidates,color
[1257] color,debate
[1257] stage,thanks
[1257] thanks,shouting
[1257] shouting,black

Top Word Pairs in Tweet in G2:
[28] #blacklivesmatter,#blackpride
[27] #blackpride,#blacktwitter
[26] #proudblackman,#proudblackwoman
[26] #proudblackwoman,#africa
[26] #africa,#blacklivesmatter
[26] #blacktwitter,#blackpower
[18] #blacklivesmatter,#feminism
[18] #feminism,#cnn
[18] #cnn,#trump
[18] #trump,#islam

Top Word Pairs in Tweet in G3:
[158] wow,#blacklivesmatter
[158] #blacklivesmatter,shouting
[158] shouting,#andrewyang
[158] #andrewyang,andrewyang
[158] andrewyang,huge
[158] huge,step
[158] step,more
[158] more,exposure
[158] exposure,thrilled
[157] thrilled,see

Top Word Pairs in Tweet in G4:
[173] ewarren,pramilajayapal
[171] pramilajayapal,meddling
[171] meddling,india
[171] india,makes
[171] makes,much
[171] much,sense
[171] sense,india
[171] india,censuring
[171] censuring,#blacklivesmatter
[170] sankrant,ewarren

Top Word Pairs in Tweet in G5:
[47] mass,march
[45] march,justice
[34] 12,22
[34] 22,3pm
[31] south,bend
[22] 3pm,hollywood
[22] #blacklivesmatter,mass
[22] justice,police
[22] police,keep
[22] keep,killing

Top Word Pairs in Tweet in G6:
[88] white,privilege
[88] privilege,mean
[88] mean,life
[88] life,hard
[88] hard,means
[88] means,skin
[88] skin,color
[88] color,one
[88] one,things
[88] things,making

Top Word Pairs in Tweet in G7:
[111] last,10
[111] 10,years
[111] years,summarized
[111] summarized,one
[111] one,word
[111] word,word
[111] word,nah
[111] nah,#blacklivesmatter
[109] theroot,last
[108] #blacklivesmatter,auntie

Top Word Pairs in Tweet in G8:
[36] discipline,being
[36] being,#whitesupremacist
[36] #whitesupremacist,cadets
[36] cadets,revealing
[36] revealing,national
[36] national,live
[36] live,tv
[36] tv,#onevoice1
[35] millercrime,discipline
[35] #onevoice1,#republi

Top Word Pairs in Tweet in G9:
[28] #blacklivesmatter,#indivisible
[21] #whentheyseeus,#blackcommunity
[20] #blackcommunity,#blackchurch
[14] #blackchurch,#africanamericans
[11] #removetrumpnow,#whentheyseeus
[8] #africanamericans,#blacklivesmatter
[5] national,go
[5] go,fund
[5] fund,#gunbuyback
[4] white,male

Top Word Pairs in Tweet in G10:
[19] andrewyang,#blacklivesmatter
[18] whoopigoldberg,meghanmccain
[18] meghanmccain,endorse
[18] endorse,andrewyang
[18] #blacklivesmatter,blklivesmatter
[17] blklivesmatter,andrew
[17] andrew,yang
[17] yang,2020
[4] cnn,msnbc
[4] nytimes,#2016

Top Replied-To
Top Replied-To in Entire Graph:
@whoopigoldberg
@realdonaldtrump
@andrewyang
@blklivesmatter
@thehill
@campbellky
@speakerpelosi
@dicks
@breaking911
@jameelajamil

Top Replied-To in G1:
@blklivesmatter

Top Replied-To in G3:
@blklivesmatter
@andrewyang
@kamalaharris
@cnnpolitics
@file411
@bleeforcongress
@queerbengali
@whitesforbiden
@joebiden
@glenntauss

Top Replied-To in G4:
@ewarren
@nhannahjones
@blackwomenviews

Top Replied-To in G5:
@petebuttigieg
@blmla
@lids
@aarpblackcom
@docmellymel
@statuscoup
@shaunking
@frances_fisher
@stonewalldems
@brianericford

Top Replied-To in G7:
@atlblackstar
@michaelharriot

Top Replied-To in G8:
@blkandproud365
@iachumanrights

Top Replied-To in G9:
@realdonaldtrump
@thehill
@speakerpelosi
@dicks
@repjayapal
@housedemocrats
@sensanders
@tulsigabbard
@ipm_hq
@cnnpolitics

Top Replied-To in G10:
@whoopigoldberg
@andrewyang
@breitbartnews
@washingtonpost
@nytimes
@vanjones68
@donaldglover
@cillizzacnn
@msnbc
@vincent89284719

Top Mentioned
Top Mentioned in Entire Graph:
@blklivesmatter
@andrewyang
@ewarren
@pramilajayapal
@sankrant
@africamustwake
@theroot
@millercrime
@blackbarriers

Top Mentioned in G1:
@blklivesmatter
@andrewyang
@my_dividend
@docmellymel
@petebuttigieg
@mavitygm
@aarikasamone
@atticsofurlife
@jimmykimmel

Top Mentioned in G3:
@andrewyang
@blklivesmatter
@berniesanders
@erikaferesten
@piatt_jasmine
@milanos_best
@aarikasamone
@op_omom
@joebiden

Top Mentioned in G4:
@ewarren
@pramilajayapal
@sankrant
@jakesilverstein
@americanfire127

Top Mentioned in G5:
@docmellymel
@petebuttigieg
@yesrisingdotcom
@blmla
@watchthecops
@jordanchariton
@frances_fisher
@statuscoup
@adamofthesmiths
@p

Top Mentioned in G6:
@africamustwake
@pipervalcaii
@curlyyfriessss
@blklivesmatter
@cenkuygur
@femico_org

Top Mentioned in G7:
@theroot
@essence
@emolclause
@itsgabrielleu
@ericacobb
@realdlhughley
@cnntonight
@thegrio
@chicago_reader
@repmaxinewaters

Top Mentioned in G8:
@millercrime
@blkandproud365
@jomaburt
@iachumanrights
@dmvblacklives
@jayoung1892
@naacp
@nadineb62132704
@the_first_party
@wola_org

Top Mentioned in G9:
@realdonaldtrump
@housedemocrats
@speakerpelosi
@senategop
@gop
@lebaronlordking
@benshapiro
@talibkweli
@joseph2482f
@voxdotcom

Top Mentioned in G10:
@blklivesmatter
@meghanmccain
@andrewyang
@cnn
@nytimes
@msnbc
@thehill
@watchmyshaw
@iphilsomething
@redfishstream

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@dichristine
@tomwellborn
@innovativehindu
@iwd12
@zennie62
@mharvey816
@viejis39
@whoissizzle
@mrtweetyogirl

Top Tweeters in G1:
@marthalynneowe1
@jamchrisjoy
@bointhesound
@lltwing
@spamueljohnson
@jasamgurlie
@sesshabatto
@tony_porras2050
@thefreaknlady08
@mcoleman210

Top Tweeters in G2:
@zennie62
@growingaway
@testisfidelis
@armanwalker
@brandonismusic
@danwibg
@ishtarmuz
@riverasunauthor
@frank_j_miles
@rupertbu

Top Tweeters in G3:
@mobygrapefan
@politico
@vv4change
@mimitexasangel
@leftwardswing
@kokeshi_me
@312shelly3
@cnnpolitics
@dnauerbach13
@newshour

Top Tweeters in G4:
@innovativehindu
@madanabhat
@250praveen
@raghuaiyar
@truthspeakso
@wavehit
@senag23
@viptandon
@172263bff5c8473
@gulshanzaadu

Top Tweeters in G5:
@senseof_outrage
@janieo
@kmontenegro
@bernieupstateny
@paulsorrentino3
@noreallyhowcome
@mlb
@oparasitesingle
@scott_satzer
@gregory99902922

Top Tweeters in G6:
@donotgiveuphope
@jeannie_hartley
@kevskewl
@bellrodrguez
@atlpartycrasher
@nekopia01
@vhwoman8
@mariposa_bruxa
@skwhatake_
@candy76_lor

Top Tweeters in G7:
@drtgif
@ken_crichlow
@wechoosewisdom
@redz041
@juliawb
@takinyera
@steampunkmuppet
@yatpundit
@jandroid
@grassguru

Top Tweeters in G8:
@nancypeggy
@jayoung1892
@henrygalvin88
@beverlyfolkers
@cipherequality
@nanelvisfan
@lorrainejdion
@citizenwonk
@katceccotti
@igneousidol

Top Tweeters in G9:
@talibkweli
@dcexaminer
@foxnews
@thedailybeast
@huffpostpol
@deepgreendesign
@hanneshanath
@buzzfeednews
@mediaite
@freeyourmindkid

Top Tweeters in G10:
@thehill
@nyt
@nytimes
@washingtonpost
@nypost
@abc
@cnn
@ft
@elise_flowers
@hanjangho76


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