blacklivesmatter, Twitter, 1/25/2022 12:44:53 AM, 270605


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blacklivesmatter_2022-01-24_12-20-15.xlsx
blacklivesmatter_2022-01-24_12-20-15.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 25, 2022
Short Description:
blacklivesmatter via NodeXL https://bit.ly/3GUswfI
@jfsebastian146
@tiffanyjewel10
@dannied01
@idek3339
@davidudale
@alima1000
@jamesfrancis345
@ordleftbath
@idliva
@sar_siara

Top hashtags:
#blacklivesmatter
#racial_discrimination
#blm
#cmscares4u
#mitchplease

Description:
Description
The graph represents a network of 5,748 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, 24 January 2022 at 20:36 UTC.

The requested start date was Monday, 24 January 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 6-hour, 48-minute period from Wednesday, 19 January 2022 at 15:06 UTC to Friday, 21 January 2022 at 21:55 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 : 5748
Unique Edges : 4201
Edges With Duplicates : 19973
Total Edges : 24174
Number of Edge Types : 5
Retweet : 4959
MentionsInRetweet : 8443
Mentions : 8351
Replies to : 644
Tweet : 1777
Self-Loops : 2616
Reciprocated Vertex Pair Ratio : 0.0136928880815984
Reciprocated Edge Ratio : 0.0270158511371468
Connected Components : 720
Single-Vertex Connected Components : 342
Maximum Vertices in a Connected Component : 4256
Maximum Edges in a Connected Component : 22272
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.031246
Graph Density : 0.000219623829636569
Modularity : 0.28551
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,748 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, 24 January 2022 at 20:36 UTC.

The requested start date was Monday, 24 January 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 6-hour, 48-minute period from Wednesday, 19 January 2022 at 15:06 UTC to Friday, 21 January 2022 at 21:55 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:
[235] https://www.dropbox.com/s/xupitgu2v0uy1qk/RACIAL%20DISCRIMINATION%20BY%20GEMS.pdf?dl=0
[126] https://www.dropbox.com/s/g80looygr4i0clp/R300%20Million%20CORRUPTION%20BY%20GEMS%20.pdf?dl=0
[119] https://www.dropbox.com/s/utyg0b52rxg5rv1/AFFIDAVIT%20of%20Mr%20Edwin%20Ndobeni.pdf?dl=0
[117] https://www.dropbox.com/s/uu8kwrdz3fd6yit/AFFIDAVIT%20TO%20STATE%20CAPTURE%20COMMISSION.pdf?dl=0
[91] https://www.africanews24-7.co.za/index.php/southafricaforever/investigation-chilling-curse-black-healthcare-professionals-south-africa/
[78] https://www.dropbox.com/s/j3vvqe31vg9jaix/BLACKLISTED%20DOCTORS%20BY%20GEMS.pdf?dl=0
[68] https://www.dropbox.com/s/dvk1652589xzamo/HIGH%20COURT%20MOKODITOA%20v%20GEMS%20%26%20CMS.pdf?dl=0
[65] https://www.dropbox.com/s/7zgycpayhz44vtn/Section-59-Interim-Report-19-Jan-2021.pdf?dl=0
[60] https://www.dropbox.com/s/nb3frglcv8xey0f/S59%20Summary_19Jan.pdf?dl=0
[60] https://www.dropbox.com/s/rogjexin2owlj0e/HIGH%20COURT%20MOKODITOA%20v%20GEMS.pdf?dl=0

Top URLs in Tweet in G1:
[15] https://unsplash.com/@nate_dumlao?utm-source=Anarchyllect&utm-medium=referral&utm-campaign=api-credit
[14] https://twitter.com/i/spaces/1yNGaYRjLpWGj
[14] https://www.dropbox.com/s/dvk1652589xzamo/HIGH%20COURT%20MOKODITOA%20v%20GEMS%20%26%20CMS.pdf?dl=0
[11] https://twitter.com/i/spaces/1mrGmazokdQGy
[10] https://unsplash.com/@donovan_valdivia?utm-source=Anarchyllect&utm-medium=referral&utm-campaign=api-credit
[8] https://www.dropbox.com/s/xupitgu2v0uy1qk/RACIAL%20DISCRIMINATION%20BY%20GEMS.pdf?dl=0
[7] https://unsplash.com/@guillaumeissaly29?utm-source=Anarchyllect&utm-medium=referral&utm-campaign=api-credit
[7] https://unsplash.com/@eadesstudio?utm-source=Anarchyllect&utm-medium=referral&utm-campaign=api-credit
[7] https://goo.gl/9x4jHT
[7] https://www.dropbox.com/s/j3vvqe31vg9jaix/BLACKLISTED%20DOCTORS%20BY%20GEMS.pdf?dl=0

Top URLs in Tweet in G2:
[7] https://www.instagram.com/accounts/login/
[4] https://twitter.com/i/spaces/1ZkKzblZRrgKv
[3] https://twitter.com/MeidasTouch/status/1484025101540474881
[3] https://revneiltarotmancer.com/
[3] https://www.patreon.com/abbba
[2] https://www.tag24.com/politics/blacklivesmatter/we-re-going-to-put-up-a-fight-brown-grove-residents-push-to-save-historic-black-community-2286319
[2] https://nypost.com/2022/01/18/lapd-identifies-ucla-student-brianna-kupfers-murder-suspect/
[2] https://www.theroot.com/hall-of-famer-lusia-harris-the-queen-of-basketball-de-1848382771
[2] https://twitter.com/prisonplanet/status/1484128821255327746
[2] https://twitter.com/ajplus/status/1483899815763185667

Top URLs in Tweet in G3:
[3] https://twitter.com/MeidasTouch/status/1484133615361351682
[2] https://twitter.com/votevets/status/1484202389641084930
[2] https://twitter.com/meidastouch/status/1484133615361351682
[2] https://twitter.com/MeidasTouch/status/1484025101540474881
[1] https://twitter.com/ProudAFAmerican/status/1484343730047840258
[1] https://twitter.com/sora57b/status/1483993090599829510
[1] https://twitter.com/tedlieu/status/1484009510519853057
[1] https://www.brookings.edu/blog/the-avenue/2018/03/14/the-us-will-become-minority-white-in-2045-census-projects/
[1] https://twitter.com/bse229/status/1484007688866566150
[1] https://twitter.com/MeidasTouch/status/1484133615361351682?s=20

Top URLs in Tweet in G4:
[3] https://moneyyy.me/$cocobrown97
[3] https://twitter.com/tiffanyjewel10/status/1482548830260195330
[2] https://twitter.com/cheyennemonaye/status/1481800806856855553
[2] https://twitter.com/ajplus/status/1483899815763185667
[1] https://twitter.com/tiffanyjewel10/status/1484363684092604419
[1] https://twitter.com/MissYokii/status/1482401536764309505
[1] https://twitter.com/MissYokii/status/1483576578604814337
[1] https://moneyyy.me/$cheyennemonaye
[1] https://twitter.com/XBeauTyPrinceX/status/1480256358360436740
[1] https://www.gofundme.com/f/help-me-relocate-from-my-homophobic-parents/share?utm_campaign=p_cp+share-sheet&utm_medium=copy_link_all&utm_source=customer

Top URLs in Tweet in G5:
[227] https://www.dropbox.com/s/xupitgu2v0uy1qk/RACIAL%20DISCRIMINATION%20BY%20GEMS.pdf?dl=0
[121] https://www.dropbox.com/s/g80looygr4i0clp/R300%20Million%20CORRUPTION%20BY%20GEMS%20.pdf?dl=0
[119] https://www.dropbox.com/s/utyg0b52rxg5rv1/AFFIDAVIT%20of%20Mr%20Edwin%20Ndobeni.pdf?dl=0
[112] https://www.dropbox.com/s/uu8kwrdz3fd6yit/AFFIDAVIT%20TO%20STATE%20CAPTURE%20COMMISSION.pdf?dl=0
[84] https://www.africanews24-7.co.za/index.php/southafricaforever/investigation-chilling-curse-black-healthcare-professionals-south-africa/
[71] https://www.dropbox.com/s/j3vvqe31vg9jaix/BLACKLISTED%20DOCTORS%20BY%20GEMS.pdf?dl=0
[64] https://www.dropbox.com/s/7zgycpayhz44vtn/Section-59-Interim-Report-19-Jan-2021.pdf?dl=0
[56] https://www.dropbox.com/s/rogjexin2owlj0e/HIGH%20COURT%20MOKODITOA%20v%20GEMS.pdf?dl=0
[54] https://www.dropbox.com/s/dvk1652589xzamo/HIGH%20COURT%20MOKODITOA%20v%20GEMS%20%26%20CMS.pdf?dl=0
[54] https://www.dropbox.com/s/nb3frglcv8xey0f/S59%20Summary_19Jan.pdf?dl=0

Top URLs in Tweet in G6:
[3] https://www.youtube.com/watch?v=9Cc0QxwXnQ4&feature=youtu.be

[1] https://www.vice.com/en/article/k7w3jx/eric-garcetti-staff-emails-black-lives-matter
[1] https://www.vice.com/en/article/k7w3jx/eric-garcetti-staff-emails-black-lives-matter?s=09
[1] https://www.latimes.com/california/story/2021-11-01/garcetti-aide-who-disparaged-others-in-private-facebook-group-returns-to-city-hall
[1] https://www.mirror.co.uk/sport/formula-1/f1-stars-decline-take-knee-22304373
[1] https://twitter.com/chewitty/status/1279852074365313024
[1] https://news.sky.com/story/millwall-fans-boo-as-players-take-the-knee-in-support-of-black-lives-matter-movement-12152275
[1] https://www.eventbrite.com/e/return-to-king-street-registration-244118363597
[1] https://rumble.com/vpfzrk-joe-biden-wants-to-reform-the-criminal-justice-system-he-helped-create.html
[1] https://opensea.io/collection/thenubianpride

Top URLs in Tweet in G7:
[2] https://www.vice.com/en/article/k7w3jx/eric-garcetti-staff-emails-black-lives-matter
[1] https://www.youtube.com/watch?v=4wXfCAZaCGA

[1] https://theresistance-officialpage.bandcamp.com/album/songs-of-protest-and-passion
[1] https://www.youtube.com/watch?v=6SawCZwS6Hw

[1] https://www.youtube.com/watch?v=XCE_W5LUC4E

[1] https://www.youtube.com/watch?v=68NKrXYctc4

[1] https://thehill.com/homenews/senate/590730-manchin-touts-nick-sabans-opposition-to-changing-filibuster
[1] https://twitter.com/Tristan74290800/status/1484508017228136449
[1] https://opensea.io/assets/0x495f947276749ce646f68ac8c248420045cb7b5e/27044860133245640427744722602934654172469236008198595321627444191282612666369/
[1] https://news.yahoo.com/m-really-ashamed-myself-kansas-185801236.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr

Top URLs in Tweet in G8:
[1] https://twitter.com/EugenePuryear/status/1482171551365713927?s=20
[1] https://soundcloud.com/israel-ayongwa/football-power-and-conflict-in-cameroon-bbcs-from-our-own-correspondent?si=976c868e8421479f92b145843d753898&utm_source=twitter&utm_medium=post&utm_campaign=social_sharing
[1] https://theintercept.com/2020/03/02/human-rights-watch-took-money-from-saudi-businessman-after-documenting-his-coercive-labor-practices/
[1] https://twitter.com/AfricanWing/status/1484199051826450434
[1] https://twitter.com/RepSwalwell/status/1484151723090395139
[1] https://youtu.be/_ztQI9oXhvw

Top URLs in Tweet in G9:
[1] https://twitter.com/Ben_VL__Amrhein/status/1484585376891256843
[1] https://www.theguardian.com/news/audio/2022/jan/17/what-covid-taught-us-about-racism-and-what-we-need-to-do-now-podcast
[1] http://reddinghomeless.blogspot.com/2020/08/leo-coleman-jr-hanging-and-sundial.html
[1] https://reddinghomeless.blogspot.com/2020/06/whats-that-strange-fruit-hanging-from.html?spref=tw
[1] https://anewscafe.com/tag/leo-coleman-jr-suspicious-death/
[1] https://krcrtv.com/news/local/police-issue-response-to-demonstrators-seeking-justice-for-hanged-black-man-23-years-ago
[1] https://share.communityx.com/posts/5ac2e236-2d03-4a98-b1e4-59a9cc300f21/
[1] https://twitter.com/RogueCitizenOne/status/1484627018394177536
[1] https://twitter.com/ajplus/status/1484542048069849090
[1] https://www.dallasnews.com/news/2022/01/20/dallas-police-looking-for-11-year-old-boy-last-seen-early-thursday-in-mountain-creek/

Top Domains
Top Domains in Tweet in Entire Graph:
[1225] dropbox.com
[588] twitter.com
[205] youtube.com
[150] co.za
[113] unsplash.com
[54] service-public.fr
[53] ampproject.org
[50] github.io
[36] trendyspring.com
[23] theguardian.com

Top Domains in Tweet in G1:
[270] twitter.com
[160] youtube.com
[113] unsplash.com
[56] dropbox.com
[35] trendyspring.com
[11] github.io
[9] blogspot.com
[9] co.za
[8] gofundme.com
[7] goo.gl

Top Domains in Tweet in G2:
[104] twitter.com
[10] youtube.com
[7] instagram.com
[6] co.uk
[4] etsy.com
[4] nypost.com
[4] stessnews.online
[3] medium.com
[3] foxnews.com
[3] redbubble.com

Top Domains in Tweet in G3:
[27] twitter.com
[2] washingtonpost.com
[1] brookings.edu
[1] youtube.com

Top Domains in Tweet in G4:
[11] twitter.com
[4] moneyyy.me
[1] gofundme.com

Top Domains in Tweet in G5:
[1169] dropbox.com
[141] co.za
[53] ampproject.org
[11] twitter.com
[4] cachefly.net
[4] washingtonpost.com
[2] apsu.edu
[2] mi.gov
[1] blacklivesmatter.com
[1] github.io

Top Domains in Tweet in G6:
[3] youtube.com
[2] vice.com
[1] latimes.com
[1] co.uk
[1] twitter.com
[1] sky.com
[1] eventbrite.com
[1] rumble.com
[1] opensea.io

Top Domains in Tweet in G7:
[6] twitter.com
[4] youtube.com
[2] vice.com
[1] bandcamp.com
[1] thehill.com
[1] opensea.io
[1] yahoo.com
[1] theundefeated.com

Top Domains in Tweet in G8:
[3] twitter.com
[1] soundcloud.com
[1] theintercept.com
[1] youtu.be

Top Domains in Tweet in G9:
[3] twitter.com
[2] blogspot.com
[1] theguardian.com
[1] anewscafe.com
[1] krcrtv.com
[1] communityx.com
[1] dallasnews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5597] blacklivesmatter
[443] racial_discrimination
[424] blm
[411] cmscares4u
[315] mitchplease
[286] racist
[254] blacktwitter
[203] 4ir
[198] medicalschemes
[195] kkk



Top Hashtags in Tweet in G1:
[1737] blacklivesmatter
[153] blm
[139] gop
[135] art
[130] usa
[110] trump
[105] photography
[92] biden
[87] democrats
[87] pennstate

Top Hashtags in Tweet in G2:
[415] blacklivesmatter
[76] blm
[23] bluelivesmatter
[22] joebiden
[22] kamalaharris
[21] mikesrandomthoughts
[21] senate
[21] congress
[21] houseofrepresentatives
[21] antifascist

Top Hashtags in Tweet in G3:
[172] blacklivesmatter
[80] stopasianhate
[59] racism
[53] mitchmcconnell
[50] racist
[29] republican
[25] mitchplease
[16] blacksareamericans
[15] demvoice1
[9] donaldgrant

Top Hashtags in Tweet in G4:
[57] blacklivesmatter
[7] mutualaid
[5] racism
[4] starbucks
[4] workingatstarbucks
[4] westport
[4] westportct
[4] bridgeport
[4] stamford
[2] protectblackwomen

Top Hashtags in Tweet in G5:
[791] blacklivesmatter
[427] racial_discrimination
[394] cmscares4u
[203] 4ir
[198] medicalschemes
[192] kkk
[173] medscheme
[173] racist
[172] corrupt
[172] incompetent

Top Hashtags in Tweet in G6:
[131] blacklivesmatter
[5] blm
[2] cdnpoli
[2] trudeaublackface
[2] blackfacetrudeau
[2] blackface
[2] racism
[2] millwall
[2] crimesagainsthumanity
[2] nyag

Top Hashtags in Tweet in G7:
[53] blacklivesmatter
[13] antifa
[12] blm
[9] cnn
[8] potus
[8] scotus
[8] gop
[8] dnc
[8] presssec
[8] repmtg

Top Hashtags in Tweet in G8:
[49] french
[32] blacklivesmatter
[26] neocolonial
[21] africans
[19] african
[15] whitewash
[15] totalenergies
[15] company
[15] funding
[6] cameroon

Top Hashtags in Tweet in G9:
[128] blacklivesmatter
[83] remembertheirnames
[43] pleasemitch
[41] mitchplease
[23] shastacounty
[23] california
[23] sheriff
[16] redding
[14] buildbackbetter
[12] lgbtq

Top Hashtags in Tweet in G10:
[136] blacklivesmatter
[31] america
[30] blacktwitter
[13] strongertogether2022
[10] ados
[10] blackhistorymatters
[4] blackpeoplefeelbad
[2] blackhistoryphotos
[2] strongertogether

Top Words
Top Words in Tweet in Entire Graph:
[5601] #blacklivesmatter
[1048] black
[1007] cmscares4u
[820] gems_number1
[694] alima1000
[585] presidencyza
[553] discovery_sa
[493] ding
[467] thedpsa
[462] governmentza

Top Words in Tweet in G1:
[1737] #blacklivesmatter
[493] ding
[396] black
[161] people
[151] #blm
[139] #gop
[135] #art
[130] #usa
[121] author
[110] #trump

Top Words in Tweet in G2:
[415] #blacklivesmatter
[76] #blm
[73] black
[36] people
[28] blacklivesmatter
[27] white
[23] #bluelivesmatter
[22] google
[22] #joebiden
[22] #kamalaharris

Top Words in Tweet in G3:
[172] #blacklivesmatter
[108] racist
[89] leadermcconnell
[81] word
[80] china
[80] fans
[80] calling
[80] sonny
[80] before
[80] basketball

Top Words in Tweet in G4:
[184] plz
[128] help
[127] coco
[123] baby
[123] covid
[120] coco's
[120] high
[120] fever
[95] sick
[82] hospital

Top Words in Tweet in G5:
[975] cmscares4u
[801] gems_number1
[791] #blacklivesmatter
[629] alima1000
[569] presidencyza
[537] discovery_sa
[456] thedpsa
[446] governmentza
[427] #racial_discrimination
[419] healthza

Top Words in Tweet in G6:
[131] #blacklivesmatter
[107] mayorofla
[93] annoying
[65] theleoterrell
[65] aide
[65] called
[65] telling
[65] truth
[65] probably
[65] fired

Top Words in Tweet in G7:
[53] #blacklivesmatter
[13] #antifa
[12] #blm
[9] #cnn
[8] black
[8] corybooker
[8] veedusm
[8] #potus
[8] #scotus
[8] #gop

Top Words in Tweet in G8:
[49] #french
[41] more
[36] apocsnet
[34] hrw
[32] #blacklivesmatter
[26] #neocolonial
[26] joebiden
[22] support
[21] #africans
[21] reuters

Top Words in Tweet in G9:
[128] #blacklivesmatter
[87] americans
[83] #remembertheirnames
[47] very
[44] ben_vl__amrhein
[43] #pleasemitch
[42] #wtpb
[41] #mitchplease
[38] nominee
[38] best

Top Words in Tweet in G10:
[136] #blacklivesmatter
[104] outlining
[104] movement
[103] dannied01
[31] #america
[30] #blacktwitter
[19] lindami14118735
[13] #strongertogether2022
[10] #ados
[10] #blackhistorymatters

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[551] gems_number1,discovery_sa
[448] discovery_sa,cmscares4u
[448] cmscares4u,presidencyza
[443] #racial_discrimination,gems_number1
[406] ding,ding
[299] presidencyza,governmentza
[242] government,employees
[242] employees,medical
[242] medical,scheme
[230] alima1000,#racial_discrimination

Top Word Pairs in Tweet in G1:
[406] ding,ding
[102] #art,#photography
[87] ding,#pennstate
[87] #pennstate,#blacklivesmatter
[87] #blacklivesmatter,#justiceforall
[85] #blacklivesmatter,#art
[83] #blacklivesmatter,#blm
[82] hmm,#democrats
[82] #democrats,#democratsareadisaster
[82] #democratsareadisaster,#republicans

Top Word Pairs in Tweet in G2:
[45] #blm,#blacklivesmatter
[22] #joebiden,#kamalaharris
[21] #bluelivesmatter,#senate
[21] #senate,#congress
[21] #congress,#houseofrepresentatives
[21] #houseofrepresentatives,#joebiden
[21] #antifascist,#blm
[21] #atwa,#atwar
[19] #blacklivesmatter,#veterans
[16] #veterans,#secondamendment

Top Word Pairs in Tweet in G3:
[80] racist,china
[80] china,fans
[80] fans,calling
[80] calling,sonny
[80] word,before
[80] before,basketball
[80] #blacklivesmatter,#stopasianhate
[79] basketball,match
[58] sonny,weems
[58] weems,word

Top Word Pairs in Tweet in G4:
[120] coco's,baby
[120] high,fever
[120] fever,coco
[106] coco,covid
[81] urgent,plz
[81] plz,coco's
[81] baby,sick
[81] sick,hospital
[81] hospital,high
[80] help,uplift

Top Word Pairs in Tweet in G5:
[535] gems_number1,discovery_sa
[442] discovery_sa,cmscares4u
[442] cmscares4u,presidencyza
[427] #racial_discrimination,gems_number1
[283] presidencyza,governmentza
[224] government,employees
[224] employees,medical
[224] medical,scheme
[214] alima1000,#racial_discrimination
[210] thedpsa,healthza

Top Word Pairs in Tweet in G6:
[93] #blacklivesmatter,annoying
[65] aide,mayorofla
[65] mayorofla,called
[65] called,#blacklivesmatter
[65] annoying,telling
[65] telling,truth
[65] truth,probably
[65] probably,fired
[65] fired,shameful
[64] theleoterrell,aide

Top Word Pairs in Tweet in G7:
[9] #blm,#blacklivesmatter
[8] veedusm,#potus
[8] #potus,#scotus
[8] #scotus,#gop
[8] #gop,#dnc
[8] #dnc,#presssec
[8] #presssec,#repmtg
[8] #repmtg,#foxnews
[8] #foxnews,#cnn
[8] #cnn,#antifa

Top Word Pairs in Tweet in G8:
[26] #french,#neocolonial
[20] reuters,joebiden
[20] joebiden,admin
[20] admin,provided
[20] provided,more
[20] more,support
[20] support,#french
[20] #neocolonial,attacks
[20] attacks,#africans
[20] #africans,more

Top Word Pairs in Tweet in G9:
[83] #remembertheirnames,#blacklivesmatter
[43] americans,americans
[43] americans,#pleasemitch
[43] #pleasemitch,#remembertheirnames
[42] ben_vl__amrhein,americans
[42] #blacklivesmatter,#wtpb
[40] #mitchplease,#remembertheirnames
[38] nominee,best
[38] best,tweet
[38] tweet,day

Top Word Pairs in Tweet in G10:
[104] outlining,#blacklivesmatter
[104] #blacklivesmatter,movement
[103] dannied01,outlining
[27] #america,#blacklivesmatter
[18] lindami14118735,#america
[18] #blacklivesmatter,#blacktwitter
[10] #blacklivesmatter,#ados
[10] #ados,#blacktwitter
[10] #blacktwitter,#blackhistorymatters
[10] #blackhistorymatters,#strongertogether2022

Top Replied-To
Top Replied-To in Entire Graph:
@mhdksafa
@leadermcconnell
@hrmirene
@nypost
@kylegriffin1
@meidastouch
@abaesq
@joncoopertweets
@officialcsa
@jennienguyenluv

Top Replied-To in G1:
@meidastouch
@leadermcconnell
@joncoopertweets
@kylegriffin1
@potus
@thedailyshow
@clayboiprati
@yamiche
@kpaprotta
@fan_tas_tisch

Top Replied-To in G2:

Top Replied-To in G3:
@leadermcconnell
@m_jon34949169
@hunansoninlaw
@charizard_phl
@talbertswan
@kayetho05020396
@sharandstevie
@repbeatty
@gggb1
@cherrybomb_73

Top Replied-To in G5:
@abaesq
@dananessel
@unholyrom3
@mayorofla
@faradawn_fl
@bigdaddyliberty

Top Replied-To in G6:
@blklivesmatter
@tpostmillennial
@blmla
@theleoterrell
@cnnopinion
@flawdzilla

Top Replied-To in G7:
@patricklee6669
@andrewpollackfl
@msnbc
@newyorkstateag
@mhdcd8
@tracychapmanfa1
@blmla
@cd6nury
@thedarqness666
@twitter

Top Replied-To in G8:
@vickyford
@joebiden
@senwhitehouse
@africasacountry
@eu_iss
@hrw
@reuters
@tiborpnagyjr
@usun
@travisladkins

Top Replied-To in G9:
@ben_vl__amrhein
@jaxzon2008

Top Mentioned
Top Mentioned in Entire Graph:
@cmscares4u
@gems_number1
@alima1000
@presidencyza
@discovery_sa
@thedpsa
@governmentza
@healthza
@parliamentofrsa
@sahrcommission

Top Mentioned in G1:
@vp
@alima1000
@potus
@oldmainbell
@oprah
@barackobama
@michelleobama
@repaoc
@jacksonleetx18
@youtube

Top Mentioned in G2:
@deciderdivider
@austinon3rd
@curlyqsss_
@mugeroart
@georgefloyd_com
@maanjohnson
@backstorymom1
@supastardiva1
@lovefurbabies72

Top Mentioned in G3:
@leadermcconnell
@talbertswan
@calawaopinions
@lsd122070
@gop
@faceofblackusa
@govstitt
@dannydglover
@athenasidiropo2
@officialcosign

Top Mentioned in G4:
@tiffanyjewel10
@cheyennemonaye
@mjplitnick
@xbeautyprincex
@jayse7enpoltics
@jyt6120
@daydaysonosy
@smelliefloyd
@gameloverblake
@fabucat

Top Mentioned in G5:
@cmscares4u
@gems_number1
@alima1000
@presidencyza
@discovery_sa
@thedpsa
@governmentza
@healthza
@parliamentofrsa
@sahrcommission

Top Mentioned in G6:
@mayorofla
@theleoterrell
@blmla
@ukblm
@cerisecastle
@bbc
@77bluejays
@blklivesmatter
@blm_to
@skynews

Top Mentioned in G7:
@corybooker
@veedusm
@gretathunberg
@thelittleidiot
@repadamschiff
@aoc
@thegr8illusion
@newyorkstateag
@donlemon
@maddow

Top Mentioned in G8:
@apocsnet
@joebiden
@reuters
@hrw
@antonioguterres
@un
@secblinken
@lindat_g
@potus
@peaschools

Top Mentioned in G9:
@ben_vl__amrhein
@roguecitizenone
@calcopwatch
@mindcite_us
@fireman452a
@calawaopinions
@justmom_ali
@sam_and_the_dog
@msunformation
@jaxzon2008

Top Mentioned in G10:
@dannied01
@lindami14118735

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@streamerwall
@thudao76
@streamer_boost
@rk70534
@gambiste1
@sgh_rts
@falconhamada_90
@peter_s_becks1
@codedailybot

Top Tweeters in G1:
@gambiste1
@joni_looking
@icarlyfan2009
@animatorspal
@betterw05759703
@jfsebastian146
@rcrockett
@el_pais
@multijo1
@docrocktex26

Top Tweeters in G2:
@backstorymom1
@victory1261
@sashasimic
@justgrateful
@stcyrlyme2
@docuterror
@elaineprettyeye
@taypeinternat
@milwaukeehotbuy
@drummerwrites

Top Tweeters in G3:
@delta
@manchuriandevil
@wellness4you13
@njdoc
@bmlewis2
@solomonmissouri
@cinghsian
@lovealaska1105
@newyorknewart
@forgive_luv

Top Tweeters in G4:
@rk70534
@jilevin
@bernieupstateny
@fabucat
@drillbotkillbot
@leftwardswing
@kendrickkim2000
@ralphscenic
@littlebirdsteph
@littlemeanj9

Top Tweeters in G5:
@b1e56df9ce6549f
@carrybeyond
@sabcnews
@nomoreslaves
@kathyholdshope
@kabelodick
@dem_joey
@essentialcoco
@reditlhabi
@grpress

Top Tweeters in G6:
@kmontenegro
@skynews
@canoe
@sabine_durden
@cindysoriginals
@venator_7
@puggiesue
@dsteampipe
@chavezravinela
@77bluejays

Top Tweeters in G7:
@patricklee6669
@rolandsmartin
@bbcnews
@foxnews
@torontostar
@huffpostpol
@dwnews
@funder
@msn
@gma

Top Tweeters in G8:
@reuters
@theeconomist
@wsjpolitics
@africasacountry
@foreignpolicy
@hrw
@oslobodjenjeba
@un
@statedept
@insunlite

Top Tweeters in G9:
@sherrysmolders
@1zzyzyx1
@mendiolagrandma
@marshalotis
@heatherj750
@kodiak149
@dalocoengineer
@alxellt0308
@angie_keathly
@midwest_voter

Top Tweeters in G10:
@gpwriter
@wandainparis
@sylviab26189116
@lindami14118735
@ummismaelsf
@99ermikeb
@gies_greg
@heatherguffeyh
@valmackinnon
@jeansanpach