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blacklivesmatter_2019-06-20_03-16-13.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
June 20, 2019
Description:
Description
The graph represents a network of 5,307 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 Thursday, 20 June 2019 at 10:17 UTC.

The requested start date was Tuesday, 18 June 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 3-day, 0-hour, 49-minute period from Friday, 14 June 2019 at 18:50 UTC to Monday, 17 June 2019 at 19:39 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 : 5307
Unique Edges : 5385
Edges With Duplicates : 280
Total Edges : 5665
Number of Edge Types : 3
Mentions : 4851
Tweet : 599
Replies to : 215
Self-Loops : 599
Reciprocated Vertex Pair Ratio : 0.00421348314606742
Reciprocated Edge Ratio : 0.00839160839160839
Connected Components : 589
Single-Vertex Connected Components : 313
Maximum Vertices in a Connected Component : 3983
Maximum Edges in a Connected Component : 4183
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 3.140033
Graph Density : 0.000177741052913139
Modularity : 0.593312
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[35] https://twitter.com/occupydemocrats/status/1139331253327413249
[28] https://www.sbs.com.au/nitv/article/2017/05/15/flawed-investigation-redneck-town-saw-innocent-man-jailed-25-years-says-family
[17] https://twitter.com/OccupyDemocrats/status/1139331253327413249
[11] https://neverendingstoryhaikutanka.blogspot.ca/2018/02/special-feature-black-haiku-uses-of.html
[9] https://twitter.com/alamanecer/status/1140120776911347712
[7] https://twitter.com/mmpadellan/status/1139928336799543297
[7] https://twitter.com/KamalaHarris/status/1140364426433966080
[7] https://twitter.com/saycheese_media/status/1139568239808303105
[6] http://www.themyscira-blog.com/2019/02/sans-regret.html
[5] https://twitter.com/qasimrashid/status/1139922742046838785

Top URLs in Tweet in G1:
[1] https://twitter.com/occupydemocrats/status/1139331253327413249

Top URLs in Tweet in G2:
[21] https://twitter.com/occupydemocrats/status/1139331253327413249
[9] https://twitter.com/OccupyDemocrats/status/1139331253327413249
[7] https://twitter.com/alamanecer/status/1140120776911347712
[4] https://twitter.com/shaunking/status/1140000102641274880
[4] https://twitter.com/qasimrashid/status/1139922742046838785
[4] https://twitter.com/mmpadellan/status/1139928336799543297
[2] https://twitter.com/meekmill/status/1139591802766483456
[2] https://apple.news/A5qsHPwPWQkWY__V6ITU-jA
[2] https://twitter.com/KamalaHarris/status/1140364426433966080
[2] https://twitter.com/josephsakran/status/1139605593944014848

Top URLs in Tweet in G3:
[1] https://www.cnn.com/2019/06/17/us/arizona-jay-z-philanthropy-trnd/index.html

Top URLs in Tweet in G4:
[1] https://twitter.com/alamanecer/status/1140120776911347712

Top URLs in Tweet in G5:
[4] https://twitter.com/occupydemocrats/status/1139331253327413249
[3] https://twitter.com/KamalaHarris/status/1140364426433966080
[1] https://twitter.com/cbsthismorning/status/1140581883228672000
[1] https://twitter.com/OccupyDemocrats/status/1139331253327413249
[1] https://twitter.com/TheRevAl/status/1140011226728194053
[1] https://twitter.com/RT_com/status/1140001030924427265
[1] https://twitter.com/tony_myriad/status/1140269963644755969
[1] https://apple.news/A5qsHPwPWQkWY__V6ITU-jA
[1] https://twitter.com/shaunking/status/1140000102641274880
[1] https://twitter.com/sikhprof/status/1139514777598906368

Top URLs in Tweet in G6:
[6] http://www.themyscira-blog.com/2019/02/sans-regret.html
[2] http://www.themyscira-blog.com/2019/02/dear-white-trash.html
[1] https://thinkprogress.org/waskom-texas-city-council-passed-sanctuary-law-for-unborn-abortion-ban-23846bac9b42/
[1] https://www.politico.com/story/2019/06/13/big-businesses-pay-less-tax-law-1364591
[1] https://twitter.com/mhm368/status/1140166973130547201
[1] http://www.themyscira-blog.com/2018/08/white-women-watching.html
[1] http://www.themyscira-blog.com/2016/07/how-i-spent-my-summer-vacation.html
[1] https://www.breitbart.com/africa/2019/06/07/nigerian-christians-ask-trump-for-help-against-jihadi-slaughters/
[1] https://twitter.com/SportsTalkBarry/status/1140369534056054789

Top URLs in Tweet in G7:
[3] https://www.youtube.com/watch?v=wJS0spAlBpI&feature=youtu.be

[1] http://calendar.eji.org/racial-injustice/jun/15
[1] https://www.usatoday.com/story/news/nation/2019/06/13/willie-mccoy-shooting-police-reasonable-force-report/1450986001/
[1] https://www.youtube.com/watch?v=tK_BvDrGEeI&feature=youtu.be

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

[1] https://thegrapevine.theroot.com/emanuel-produced-by-stephen-curry-and-viola-davis-deb-1835579712?utm_medium=sharefromsite&utm_source=thegrapevine_twitter&utm_campaign=top
[1] https://www.theroot.com/37-bullets-for-what-no-one-has-answers-after-cops-kil-1835544731?utm_source=theroot_twitter&utm_medium=socialflow
[1] https://www.theroot.com/the-fbi-admits-black-lives-matter-was-never-a-threat-i-1835417043?utm_medium=socialflow&utm_source=theroot_twitter
[1] https://trib.al/2TDMScN
[1] https://www.youtube.com/watch?v=qOjbn4GwobE&feature=youtu.be


Top URLs in Tweet in G8:
[1] https://policy.m4bl.org/reparations/
[1] https://twitter.com/mayarupert/status/1140069007166492672

Top URLs in Tweet in G9:
[1] https://twitter.com/drrjkavanagh/status/1137859720776171523
[1] https://twitter.com/BlackSocialists/status/948998077045714945
[1] https://twitter.com/occupydemocrats/status/1139331253327413249
[1] https://twitter.com/KivaBay/status/1140270510128926721

Top URLs in Tweet in G10:
[28] https://www.sbs.com.au/nitv/article/2017/05/15/flawed-investigation-redneck-town-saw-innocent-man-jailed-25-years-says-family

Top Domains
Top Domains in Tweet in Entire Graph:
[264] twitter.com
[36] instagram.com
[29] youtube.com
[28] com.au
[11] blogspot.ca
[10] themyscira-blog.com
[7] huffpost.com
[7] theroot.com
[7] theguardian.com
[5] blogspot.com

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

Top Domains in Tweet in G2:
[142] twitter.com
[29] instagram.com
[11] youtube.com
[5] huffpost.com
[4] facebook.com
[3] washingtonpost.com
[2] yahoo.com
[2] apple.news
[2] nbcnews.com
[2] co.uk

Top Domains in Tweet in G3:
[1] cnn.com

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

Top Domains in Tweet in G5:
[21] twitter.com
[1] apple.news
[1] yahoo.com
[1] complex.com
[1] slate.com

Top Domains in Tweet in G6:
[10] themyscira-blog.com
[2] twitter.com
[1] thinkprogress.org
[1] politico.com
[1] breitbart.com

Top Domains in Tweet in G7:
[9] youtube.com
[3] theroot.com
[1] eji.org
[1] usatoday.com
[1] trib.al
[1] huffpost.com

Top Domains in Tweet in G8:
[1] m4bl.org
[1] twitter.com

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

Top Domains in Tweet in G10:
[28] com.au

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1266] blacklivesmatter
[75] whentheyseeus
[55] yellowvests
[51] blacktwitter
[48] blm
[35] policebrutality
[34] ryantwyman
[33] phoenixpd
[28] racism
[21] metoo



Top Hashtags in Tweet in G1:
[5] blacklivesmatter
[3] blm
[1] racism
[1] phoenixpd
[1] thisisamerica
[1] whitesupremacy
[1] mlk
[1] history
[1] maga
[1] trump

Top Hashtags in Tweet in G2:
[358] blacklivesmatter
[16] policebrutality
[15] blacktwitter
[14] whentheyseeus
[14] blackexcellence
[13] blm
[13] racism
[12] blacklove
[10] thisisamerica
[9] grindation

Top Hashtags in Tweet in G3:
[4] blacklivesmatter
[1] jayz
[1] arizona
[1] phoenix
[1] imfedup

Top Hashtags in Tweet in G4:
[154] blacklivesmatter

Top Hashtags in Tweet in G5:
[75] blacklivesmatter
[13] phoenixpd
[4] fbr
[4] resist
[3] policebrutality
[3] blm
[2] phoenixpolice
[2] whentheyseeus
[2] familydollar
[2] accountability

Top Hashtags in Tweet in G6:
[80] blacklivesmatter
[55] yellowvests
[11] indivisible
[3] whiteprivilege
[3] fightracism
[3] racistinchief
[2] china
[2] fbr
[2] impeachthemf
[2] equalitydiversityinclusion

Top Hashtags in Tweet in G7:
[26] blacklivesmatter
[23] ryantwyman
[9] blacktwitter
[8] whentheyseeus
[7] politicsnation
[4] racialinjustice
[3] depz
[3] california
[2] williemccoy
[2] takeaknee

Top Hashtags in Tweet in G8:
[14] blacklivesmatter
[4] freedomdividend
[3] blm
[3] reparations
[3] father
[2] kamala2020
[2] thugs
[2] infest
[2] cockroaches
[1] pd

Top Hashtags in Tweet in G9:
[28] blacklivesmatter
[16] whentheyseeus
[4] tupacshakur
[4] blackradicalism
[4] blackprophetictradition
[1] shero
[1] acab
[1] policebrutality
[1] london
[1] heartbreaking

Top Hashtags in Tweet in G10:
[28] whentheyseeus
[28] blacklivesmatter

Top Words
Top Words in Tweet in Entire Graph:
[803] Words in Sentiment List#1: Positive
[12041] Words in Sentiment List#2: Negative
[3252] Words in Sentiment List#3: Angry/Violent
[101421] Non-categorized Words
[117482] Total Words
[3495] black
[3253] old
[3240] cop
[3235] video
[3230] year

Top Words in Tweet in G1:
[3188] occupydemocrats
[3186] breaking
[3186] new
[3186] video
[3186] shows
[3186] deranged
[3186] cop
[3186] threatening
[3186] shoot
[3186] black

Top Words in Tweet in G2:
[358] #blacklivesmatter
[56] black
[43] people
[35] police
[32] t
[31] white
[20] out
[20] need
[20] day
[19] s

Top Words in Tweet in G3:
[256] mmpadellan
[255] kneel
[255] march
[255] protest
[255] abusive
[255] cops
[255] shit
[255] day
[255] held
[5] mother

Top Words in Tweet in G4:
[159] white
[154] #blacklivesmatter
[151] iansmadrig
[147] anti
[147] racist
[147] folks
[147] unsure
[147] role
[147] putting
[147] practice

Top Words in Tweet in G5:
[74] #blacklivesmatter
[61] phoenixpolice
[40] black
[27] shaunking
[24] day
[24] police
[19] live
[18] up
[17] family
[17] kid

Top Words in Tweet in G6:
[110] nothing
[80] #blacklivesmatter
[57] against
[56] police
[55] maajidnawaz
[55] america
[55] france
[55] #yellowvests
[55] justifies
[55] behaviour

Top Words in Tweet in G7:
[46] ryan
[46] twyman
[27] old
[26] #blacklivesmatter
[24] years
[23] theroot
[23] #ryantwyman
[23] father
[23] 23
[23] once

Top Words in Tweet in G8:
[20] kamalaharris
[14] #blacklivesmatter
[14] white
[9] none
[9] men
[9] running
[9] booths
[9] today's
[9] juneteenth
[9] festival

Top Words in Tweet in G9:
[28] #blacklivesmatter
[17] way
[16] #whentheyseeus
[15] system
[15] broke
[15] built
[14] mcgannjack
[10] s
[8] shooting
[7] media

Top Words in Tweet in G10:
[28] shocking
[28] story
[28] injustice
[28] national
[28] news
[28] #whentheyseeus
[28] #blacklivesmatter
[27] police_acc_proj

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3219] year,old
[3211] 4,year
[3206] threatening,shoot
[3205] video,shows
[3205] shoot,black
[3203] new,video
[3202] breaking,new
[3202] shows,deranged
[3202] deranged,cop
[3202] cop,threatening

Top Word Pairs in Tweet in G1:
[3186] breaking,new
[3186] new,video
[3186] video,shows
[3186] shows,deranged
[3186] deranged,cop
[3186] cop,threatening
[3186] threatening,shoot
[3186] shoot,black
[3186] black,mother
[3186] mother,dead

Top Word Pairs in Tweet in G2:
[9] shout,out
[9] #blacklove,#blackexcellence
[9] #blackexcellence,#grindation
[9] #grindation,#blacklivesmatter
[9] #blacklivesmatter,#blackqueen
[8] black,people
[8] #blackqueen,#beautiful
[7] lives,matter
[7] don,t
[7] #blacklivesmatter,#blacktwitter

Top Word Pairs in Tweet in G3:
[255] kneel,march
[255] march,protest
[255] protest,abusive
[255] abusive,cops
[255] cops,shit
[255] shit,day
[255] day,held
[254] mmpadellan,kneel
[4] occupydemocrats,breaking
[4] breaking,new

Top Word Pairs in Tweet in G4:
[147] anti,racist
[147] racist,white
[147] white,folks
[147] folks,unsure
[147] unsure,role
[147] role,putting
[147] putting,#blacklivesmatter
[147] #blacklivesmatter,practice
[147] practice,story
[147] story,ideas

Top Word Pairs in Tweet in G5:
[17] shaunking,kid
[17] kid,dad
[17] dad,told
[17] told,woke
[17] woke,up
[17] up,black
[17] black,tomorrow
[17] tomorrow,live
[17] live,through
[17] through,day

Top Word Pairs in Tweet in G6:
[55] america,france
[55] france,against
[55] against,#blacklivesmatter
[55] #blacklivesmatter,#yellowvests
[55] #yellowvests,nothing
[55] nothing,justifies
[55] justifies,behaviour
[55] behaviour,police
[55] police,nothing
[54] maajidnawaz,america

Top Word Pairs in Tweet in G7:
[46] ryan,twyman
[23] #ryantwyman,father
[23] father,ryan
[23] twyman,23
[23] 23,years
[23] years,old
[23] old,once
[23] once,again
[23] again,ryan
[23] twyman,unarmed

Top Word Pairs in Tweet in G8:
[9] none,white
[9] white,men
[9] men,running
[9] running,booths
[9] booths,today's
[9] today's,juneteenth
[9] juneteenth,festival
[9] festival,des
[9] des,moines
[9] moines,ia

Top Word Pairs in Tweet in G9:
[15] system,broke
[15] broke,built
[15] built,way
[15] way,#whentheyseeus
[15] #whentheyseeus,#blacklivesmatter
[14] mcgannjack,system
[7] media,ignore
[7] ignore,scene
[7] scene,today
[7] today,s

Top Word Pairs in Tweet in G10:
[28] shocking,story
[28] story,injustice
[28] injustice,national
[28] national,news
[28] news,#whentheyseeus
[28] #whentheyseeus,#blacklivesmatter
[27] police_acc_proj,shocking

Top Replied-To
Top Replied-To in Entire Graph:
@phoenixpolice
@blackmediagrp
@bbcworld
@kamalaharris
@thehill
@occupydemocrats
@shaunking
@_sjpeace_
@_angelray
@sahluwal

Top Replied-To in G1:
@occupydemocrats

Top Replied-To in G3:
@mmpadellan

Top Replied-To in G5:
@phoenixpolice
@blackmediagrp
@shaunking
@sahluwal
@joel9one
@shannonrwatts
@peterdaou
@shomaristone
@rt_com
@bluesky804

Top Replied-To in G6:
@thehill
@thinkprogress
@realdonaldtrump
@cnnpolitics
@conversationus
@rawstory
@thedemocrats
@maajidnawaz

Top Replied-To in G7:
@phoenixpolice

Top Replied-To in G8:
@kamalaharris
@cornbrolio
@conservalidity
@unoamorwalton
@kayrosis

Top Mentioned
Top Mentioned in Entire Graph:
@occupydemocrats
@mmpadellan
@iansmadrig
@maajidnawaz
@phoenixpolice
@police_acc_proj
@samschacher
@shaunking
@theroot
@dailyblastlive

Top Mentioned in G1:
@occupydemocrats

Top Mentioned in G2:
@dedebell_
@tarlor1r
@everythinglexus
@lildelain
@young_deuces
@msreddfoxxx
@blacklotusmedia
@realjakedevlin
@envirosmartgop

Top Mentioned in G3:
@mmpadellan
@occupydemocrats
@jawnmurray

Top Mentioned in G4:
@iansmadrig
@rocketsurgeon76
@occupydemocrats

Top Mentioned in G5:
@phoenixpolice
@shaunking
@we_juggle_2
@joinphxpd
@kharris_98
@aclu
@shomaristone
@jayoung1892
@sarafinaforever
@phxpdchief

Top Mentioned in G6:
@maajidnawaz
@themyscira_blog
@realdonaldtrump
@potus
@petersweden7
@realdonaldtr
@whitehouse
@sadiqkhan
@repstevechabot

Top Mentioned in G7:
@theroot
@youtube
@nshc13
@blackjesuscom
@philthy_money
@endo612
@djcowboy64
@codagrooves2
@occupydemocrats
@depz41

Top Mentioned in G8:
@kamalaharris
@drjenharvey
@andrewyang
@juliancastro
@wurstpunditever
@turgley
@andr
@giacoknox
@4dosco69
@nycnavid

Top Mentioned in G9:
@mcgannjack
@terranceomar
@profhuq
@womensmarchct
@bustdownari
@mmpadellan
@annaoak03
@angrysloth21

Top Mentioned in G10:
@police_acc_proj

Top Tweeters
Top Tweeters in Entire Graph:
@carmillalusta
@sainsburys
@asher_wolf
@thehill
@huffpost
@blogdiva
@ntsikimazwai
@sapphixy
@newyorker2212
@lizditz

Top Tweeters in G1:
@thatununes
@abukedem
@fedupofpollys
@nyon8284
@heartbreak_sade
@sb_mide
@iconichy
@davidcamachoj
@hdgregg
@josh_brown206

Top Tweeters in G2:
@ntsikimazwai
@avalanche_rap
@a35362
@karlyle_tomms
@caffeinehusky
@riverasunauthor
@_ganjakat
@calililiindies
@lildelain
@jayy_rapp

Top Tweeters in G3:
@catwoman1979
@watershed_ltd
@dwntwndave
@debbiec50234788
@mildsanddatyak
@guzufelli
@whirrll
@timfaulkner_81
@sedlily
@bobduff1

Top Tweeters in G4:
@bad_woof
@mrsopie88
@lanadelraysin
@thejeffc
@__krisssyy
@cumbacktome
@astridbears
@huesiemama
@aquariusdej
@ciera_alexis

Top Tweeters in G5:
@newyorker2212
@slate
@jayoung1892
@rt_com
@cykelly1718
@marrrrcussss
@lexercise
@ido4me_period
@fabfashionista8
@benniewiley

Top Tweeters in G6:
@thehill
@rawstory
@cnnpolitics
@thinkprogress
@neutralmate
@northelstew
@maajidnawaz
@gillianamy2911
@hms_indomitable
@jillfuhaid

Top Tweeters in G7:
@huffpost
@christineiam
@usatoday
@hrhstillstacie
@icequebe_
@theroot
@thewademethod
@djcowboy64
@don_mack1
@jpj08_

Top Tweeters in G8:
@watchyourrepssc
@conservalidity
@nycnavid
@siddigfan
@corybooker
@rojawi
@cathi_bea
@latesha27830054
@rachellemr
@donnakcrawford

Top Tweeters in G9:
@terranceomar
@_wittlebri
@lidywilks
@juand0wnt0wn
@candice_ks
@desdemonawren
@auroranthophyta
@ishaflora16
@womensmarchct
@mcgannjack

Top Tweeters in G10:
@asher_wolf
@guytaur
@heb2205
@akasassinak
@robmax4
@deniseshrivell
@alisoncroggon
@kat_la
@ian_booth
@imusing