icwsm, Twitter, 9/5/2021 1:00:18 AM, 261135


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icwsm_2021-09-04_17-31-20.xlsx
icwsm_2021-09-04_17-31-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 05, 2021
Short Description:
icwsm via NodeXL https://bit.ly/2WPcVvO
@icwsm
@bkeegan
@gvrkiran
@feedkoko
@manoelribeiro
@gianluca_string
@osome_iu
@enimust
@elaragon
@jasonnurse

Top hashtags:
#icwsm2021
#icwsm
#cysoc2021
#icwsm21
#infocred2021
#mediate2021
#emoji2021
#cybersocialthreats

Description:
Description
The graph represents a network of 923 Twitter users whose tweets in the requested range contained "icwsm", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 05 September 2021 at 00:34 UTC.

The requested start date was Sunday, 05 September 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 94-day, 9-hour, 54-minute period from Tuesday, 01 June 2021 at 09:56 UTC to Friday, 03 September 2021 at 19:50 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 : 923
Unique Edges : 1281
Edges With Duplicates : 2888
Total Edges : 4169
Number of Edge Types : 5
Replies to : 175
Tweet : 172
Mentions : 973
MentionsInRetweet : 1849
Retweet : 1000
Self-Loops : 179
Reciprocated Vertex Pair Ratio : 0.109856262833676
Reciprocated Edge Ratio : 0.197964847363552
Connected Components : 70
Single-Vertex Connected Components : 47
Maximum Vertices in a Connected Component : 812
Maximum Edges in a Connected Component : 4034
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.091367
Graph Density : 0.00254052262851261
Modularity : 0.331204
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 923 Twitter users whose tweets in the requested range contained "icwsm", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 05 September 2021 at 00:34 UTC.

The requested start date was Sunday, 05 September 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 94-day, 9-hour, 54-minute period from Tuesday, 01 June 2021 at 09:56 UTC to Friday, 03 September 2021 at 19:50 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 : icwsm
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:
[28] https://twitter.com/icwsm/status/1403053824340803593
[21] http://m.dailyhunt.in/news/india/english/ibg+news-epaper-ibgnws/bla+claims+international+intervention+to+release+three+hostages+captured+by+them+in+balochistan-newsid-n294662794?s=a&uu=0x97997e0bd3e24f91&ss=wsp
[18] https://aaaiconf.cventevents.com/event/8ea756a0-f9d1-40a7-a75a-a41fe23ab87a
[10] https://www.aaai.org/Library/ICWSM/icwsm21contents.php
[10] http://workshop-proceedings.icwsm.org/index.php?year=2021
[9] http://workshop-proceedings.icwsm.org/abstract?id=2021_00
[9] https://twitter.com/icwsm/status/1402661372601712640
[9] https://ryerson.zoom.us/j/94486864018
[8] https://sites.google.com/view/icwsm2021datachallenge
[7] https://www.cc.gatech.edu/~srijan/pubs/deceptionrank_kumar_icwsm21.pdf

Top URLs in Tweet in G1:
[17] https://aaaiconf.cventevents.com/event/8ea756a0-f9d1-40a7-a75a-a41fe23ab87a
[9] https://twitter.com/icwsm/status/1403053824340803593
[6] https://nerds.itu.dk/2021/06/08/nerds-at-icwsm-2021/
[5] https://www.aaai.org/Library/ICWSM/icwsm21contents.php
[4] http://workshop-proceedings.icwsm.org/index.php?year=2021
[3] http://workshop-proceedings.icwsm.org/abstract?id=2021_00
[3] https://arxiv.org/abs/2103.12377
[3] https://twitter.com/icwsm/status/1403050967709405190
[2] https://sites.google.com/view/icwsm2021datachallenge
[2] https://twitter.com/icwsm/status/1402621747422281730

Top URLs in Tweet in G2:
[9] https://twitter.com/icwsm/status/1402661372601712640
[7] https://twitter.com/icwsm/status/1403053824340803593
[6] http://workshop-proceedings.icwsm.org/index.php?year=2021
[5] http://workshop-proceedings.icwsm.org/abstract?id=2021_00
[4] http://workshop-proceedings.icwsm.org/abstract?id=2021_04
[3] http://cysoc.aiisc.ai/
[2] https://sites.google.com/view/icwsm2021datachallenge
[2] https://ojs.aaai.org/index.php/ICWSM/article/view/18091/17894
[2] https://twitter.com/icwsm/status/1403053351890214912
[2] https://www.aaai.org/Library/ICWSM/icwsm21contents.php

Top URLs in Tweet in G3:
[4] https://sites.google.com/view/icwsm2021datachallenge
[2] https://twitter.com/icwsm/status/1401879179059150851
[2] https://twitter.com/icwsm/status/1400536261438365696
[2] https://arxiv.org/pdf/2101.08750.pdf
[2] https://arxiv.org/pdf/2009.11792.pdf
[1] https://twitter.com/iDRAMALab/status/1402263603462430729
[1] https://twitter.com/emilianoucl/status/1416394485832032257
[1] https://arxiv.org/abs/2009.11792
[1] https://arxiv.org/abs/2101.07183
[1] https://arxiv.org/abs/2101.03820

Top URLs in Tweet in G4:
[1] https://arxiv.org/abs/2001.07600
[1] https://twitter.com/thenation/status/1427842719553097733
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/18105/17908
[1] https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/KF5JC5
[1] https://github.com/avalanchesiqi/youtube-crosstalk
[1] https://avalanchesiqi.github.io/files/icwsm2021slides.pdf
[1] https://www.youtube.com/watch?v=q__TthnZ-BY

[1] https://twitter.com/avalanchesiqi/status/1405697002399100930
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/18043
[1] https://www.icwsm.org/2021/index.html#datasets

Top URLs in Tweet in G5:
[19] http://m.dailyhunt.in/news/india/english/ibg+news-epaper-ibgnws/bla+claims+international+intervention+to+release+three+hostages+captured+by+them+in+balochistan-newsid-n294662794?s=a&uu=0x97997e0bd3e24f91&ss=wsp
[4] https://ojs.aaai.org/index.php/ICWSM/article/view/18043
[3] https://ojs.aaai.org/index.php/ICWSM/article/view/18043/17846
[2] https://ojs.aaai.org/index.php/ICWSM/issue/view/405
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/18052
[1] https://twitter.com/Policy/status/1401151115022979076
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/18058/17861
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/18075
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/18104
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/18049/17852

Top URLs in Tweet in G6:
[3] https://ojs.aaai.org/index.php/ICWSM/article/view/18075
[3] https://twitter.com/icwsm/status/1403050967709405190
[2] https://osome.iu.edu/research/blog/icwsm-test-of-time-award
[2] https://ojs.aaai.org/index.php/ICWSM/article/view/14126
[1] https://zenodo.org/record/4526494
[1] https://www.nytimes.com/2021/07/25/world/europe/disinformation-social-media.html
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/18122
[1] https://twitter.com/OSoMe_IU/status/1402259318955708418
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/18043?utm_source=morning_brew
[1] https://twitter.com/joshsternberg/status/1405555036432781313

Top URLs in Tweet in G7:
[4] https://ojs.aaai.org//index.php/ICWSM/article/view/7290
[1] https://ojs.aaai.org//index.php/ICWSM/article/view/7279
[1] https://icwsm.org/2021/index.html#tutorials_schedule
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/7290/7144
[1] https://twitter.com/gvrkiran/status/1403087271163842574
[1] https://twitter.com/ErikaVaris/status/1402343159955263490
[1] https://www.aaai.org/Library/ICWSM/icwsm21contents.php
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/18109
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/18041
[1] https://www.naslab.ise.bgu.ac.il/projects

Top URLs in Tweet in G8:
[5] https://www.cc.gatech.edu/~srijan/pubs/deceptionrank_kumar_icwsm21.pdf
[3] https://twitter.com/icwsm/status/1403053824340803593
[2] https://snap.stanford.edu/data/comm-f2f-Resistance.html
[1] https://twitter.com/icwsm/status/1403053351890214912
[1] https://twitter.com/icwsm/status/1403053037661429770
[1] https://twitter.com/icwsm/status/1403053223859179526
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/18125
[1] https://zenodo.org/record/4327607#.YO74zpozaw4
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/7347
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/7347/7201

Top URLs in Tweet in G9:
[9] https://ryerson.zoom.us/j/94486864018
[2] https://maisonworkshop.org/program_1/keynotes
[1] https://twitter.com/ebrahim_bagheri/status/1400088893219815424
[1] https://twitter.com/ebrahim_bagheri/status/1400087577407930371
[1] https://www.maisonworkshop.org/program_1/keynotes
[1] https://twitter.com/ebrahim_bagheri/status/1401918058520797190
[1] https://twitter.com/ebrahim_bagheri/status/1401918800912658438
[1] https://www.maisonworkshop.org/program_1/panels
[1] https://twitter.com/ebrahim_bagheri/status/1400091667915542531
[1] https://twitter.com/ebrahim_bagheri/status/1400089632482770954

Top URLs in Tweet in G10:
[2] https://arxiv.org/abs/2105.10900
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/18101
[1] https://arxiv.org/abs/2009.11792
[1] https://ojs.aaai.org/index.php/ICWSM/article/view/18063
[1] https://twitter.com/OpenSexism/status/1385239694716280839?s=20

Top Domains
Top Domains in Tweet in Entire Graph:
[140] twitter.com
[101] aaai.org
[47] icwsm.org
[30] arxiv.org
[21] dailyhunt.in
[18] cventevents.com
[15] google.com
[9] zoom.us
[8] github.io
[7] gatech.edu

Top Domains in Tweet in G1:
[41] twitter.com
[17] cventevents.com
[13] aaai.org
[9] icwsm.org
[6] arxiv.org
[6] itu.dk
[4] google.com
[2] aiisc.ai
[2] md4sg.com
[1] gatech.edu

Top Domains in Tweet in G2:
[40] twitter.com
[27] icwsm.org
[7] aaai.org
[4] google.com
[4] linkedin.com
[3] aiisc.ai
[3] github.io
[3] nodexlgraphgallery.org
[1] upenn.edu
[1] gatech.edu

Top Domains in Tweet in G3:
[11] arxiv.org
[9] twitter.com
[4] google.com
[2] washington.edu
[1] aaai.org

Top Domains in Tweet in G4:
[7] twitter.com
[3] aaai.org
[3] toronto.edu
[2] arxiv.org
[2] icwsm.org
[1] harvard.edu
[1] github.com
[1] github.io
[1] youtube.com

Top Domains in Tweet in G5:
[19] dailyhunt.in
[18] aaai.org
[3] icwsm.org
[2] twitter.com
[1] youtube.com
[1] theengineeringofconsciousexperience.com
[1] jhu.edu
[1] washington.edu
[1] arxiv.org
[1] google.com

Top Domains in Tweet in G6:
[7] aaai.org
[5] twitter.com
[2] iu.edu
[1] zenodo.org
[1] nytimes.com
[1] icwsm.org
[1] github.com

Top Domains in Tweet in G7:
[9] aaai.org
[2] twitter.com
[1] icwsm.org
[1] ac.il

Top Domains in Tweet in G8:
[6] twitter.com
[5] gatech.edu
[3] aaai.org
[2] stanford.edu
[1] zenodo.org
[1] icwsm.org

Top Domains in Tweet in G9:
[9] zoom.us
[6] twitter.com
[4] maisonworkshop.org
[1] github.io

Top Domains in Tweet in G10:
[3] arxiv.org
[2] aaai.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[460] icwsm2021
[41] icwsm
[37] cysoc2021
[37] icwsm21
[22] infocred2021
[22] mediate2021
[13] emoji2021
[9] cybersocialthreats
[9] research
[8] wikipedia



Top Hashtags in Tweet in G1:
[126] icwsm2021
[6] icwsm
[4] icwsm21
[4] covid19
[4] cysoc2021
[4] ai
[3] memeanalysis
[3] subjectivity
[3] sentiment
[3] emotion

Top Hashtags in Tweet in G2:
[207] icwsm2021
[31] cysoc2021
[23] icwsm
[22] infocred2021
[20] icwsm21
[20] mediate2021
[11] emoji2021
[9] research
[6] aaai
[5] cybersocialthreats

Top Hashtags in Tweet in G3:
[3] icwsm2021
[2] icwsm21
[1] prouddefactocoadvisor
[1] datachallenge
[1] opentoall
[1] paper
[1] hate

Top Hashtags in Tweet in G4:
[7] icwsm2021
[2] icwsm21
[2] icwsm
[1] dei
[1] edi
[1] mediate2021
[1] cysoc2021
[1] cybersocialthreats

Top Hashtags in Tweet in G5:
[1] sciencenews
[1] icwsm2021
[1] aiisc
[1] sentimentanalysis
[1] finance

Top Hashtags in Tweet in G6:
[47] icwsm2021
[2] cysoc
[1] cysoc2021

Top Hashtags in Tweet in G7:
[6] icwsm2021
[2] dataispeople

Top Hashtags in Tweet in G8:
[6] icwsm21
[5] icwsm2021
[1] icwsm
[1] ml

Top Hashtags in Tweet in G9:
[7] icwsm2021
[4] icwsm

Top Hashtags in Tweet in G10:
[6] wikipedia
[2] icwsm2021
[1] spotify

Top Words
Top Words in Tweet in Entire Graph:
[1028] icwsm
[460] #icwsm2021
[352] paper
[231] social
[173] media
[156] work
[150] online
[138] today
[130] workshop
[129] award

Top Words in Tweet in G1:
[346] icwsm
[126] #icwsm2021
[83] workshop
[76] paper
[54] data
[50] ø
[50] online
[50] time
[49] social
[49] 21

Top Words in Tweet in G2:
[380] icwsm
[207] #icwsm2021
[82] paper
[72] today
[69] social
[59] work
[57] keynote
[57] jasonnurse
[54] great
[52] feedkoko

Top Words in Tweet in G3:
[69] icwsm
[60] understanding
[50] gianluca_string
[36] social
[35] paper
[35] fauxtography
[35] media
[32] use
[27] next
[27] yupingwang90

Top Words in Tweet in G4:
[33] sites
[28] online
[27] ad
[27] fake
[23] work
[23] cerenbudak
[22] icwsm
[22] news
[17] know
[16] more

Top Words in Tweet in G5:
[19] international
[18] bla
[18] release
[17] claims
[17] intervention
[17] three
[17] hostages
[17] captured
[17] balochistan
[9] news

Top Words in Tweet in G6:
[53] osome_iu
[51] paper
[47] #icwsm2021
[45] icwsm
[36] coordinated
[32] twitter
[25] political
[22] proud
[22] social
[22] media

Top Words in Tweet in G7:
[28] icwsm
[15] research
[13] work
[12] social
[12] data
[11] media
[9] ethics
[8] looking
[8] tomorrow
[7] cfiesler

Top Words in Tweet in G8:
[25] icwsm
[18] paper
[15] congrats
[12] award
[11] jure
[9] verma22gaurav
[9] best
[9] thanks
[8] cervisiarius
[7] deception

Top Words in Tweet in G9:
[28] icwsm
[26] keynote
[26] ebrahim_bagheri
[17] snchancellor
[14] umncomputersci
[13] talk
[12] very
[11] human
[11] centered
[11] machine

Top Words in Tweet in G10:
[12] wikipedia
[8] wikiresearch
[8] icwsm
[7] music
[6] representation
[6] creators
[6] differences
[6] gender
[6] genre
[6] #wikipedia

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[151] social,media
[74] icwsm,21
[69] winner,icwsm
[62] political,polarization
[61] icwsm,winner
[57] #icwsm2021,icwsm
[56] best,paper
[55] looking,forward
[52] paper,political
[51] icwsm,2021

Top Word Pairs in Tweet in G1:
[49] icwsm,21
[44] winner,icwsm
[42] workshop,icwsm
[41] emoji2021,workshop
[37] icwsm,winner
[36] monday,ll
[36] ll,speaking
[36] speaking,emoji2021
[36] icwsm,figured
[36] figured,good

Top Word Pairs in Tweet in G2:
[53] #icwsm2021,icwsm
[33] social,media
[26] looking,forward
[24] ø,ø
[22] ladamic,nglance
[19] #cysoc2021,icwsm
[18] icwsm,workshop
[17] icwsm,2021
[17] paper,award
[17] #mediate2021,#icwsm2021

Top Word Pairs in Tweet in G3:
[34] social,media
[31] understanding,use
[31] use,fauxtography
[31] fauxtography,social
[26] next,tuesday
[26] tuesday,student
[26] student,yupingwang90
[26] yupingwang90,present
[26] present,understanding
[25] gianluca_string,next

Top Word Pairs in Tweet in G4:
[20] work,cerenbudak
[20] fake,news
[19] news,sites
[15] know,more
[15] more,presence
[15] presence,men's
[15] men's,rights
[15] rights,activists
[15] activists,online
[15] online,well

Top Word Pairs in Tweet in G5:
[17] bla,claims
[17] claims,international
[17] international,intervention
[17] intervention,release
[17] release,three
[17] three,hostages
[17] hostages,captured
[17] captured,balochistan
[7] fake,news
[4] social,media

Top Word Pairs in Tweet in G6:
[27] icwsm,#icwsm2021
[22] social,media
[22] political,polarization
[21] polarization,twitter
[20] proud,latest
[20] latest,paper
[20] paper,uncovering
[20] uncovering,coordinated
[20] coordinated,networks
[20] networks,social

Top Word Pairs in Tweet in G7:
[11] social,media
[9] media,research
[7] looking,forward
[7] forward,icwsm
[7] icwsm,tutorial
[7] tutorial,tomorrow
[7] tomorrow,engaging
[7] engaging,ethics
[7] ethics,'public'
[7] 'public',data

Top Word Pairs in Tweet in G8:
[10] paper,award
[7] best,paper
[7] jure,congrats
[7] verma22gaurav,icwsm
[6] congrats,cervisiarius
[6] cervisiarius,icwsm2021
[6] icwsm2021,best
[6] icwsm,thanks
[5] group,video
[4] #icwsm21,paper

Top Word Pairs in Tweet in G9:
[11] talk,snchancellor
[11] human,centered
[11] centered,machine
[11] machine,learning
[10] happening,today
[9] super,excited
[9] excited,keynote
[9] keynote,talk
[9] snchancellor,umncomputersci
[9] umncomputersci,human

Top Word Pairs in Tweet in G10:
[6] representation,music
[6] music,creators
[6] creators,wikipedia
[6] wikipedia,differences
[6] differences,gender
[6] gender,genre
[6] genre,#wikipedia
[6] #wikipedia,content
[6] content,largely
[6] largely,reflects

Top Replied-To
Top Replied-To in Entire Graph:
@icwsm
@verma22gaurav
@feedkoko
@jasonnurse
@agnesampietro
@gianluca_string
@red_abebe
@visual_linguist
@eredmil1
@oren_data

Top Replied-To in G1:
@icwsm
@agnesampietro
@visual_linguist
@sempoolcrispi
@navidrekabsaz
@gvrkiran
@prasitamukherj1
@tunaz_islam
@indiiigosky
@zsavvas90

Top Replied-To in G2:
@icwsm
@jasonnurse
@feedkoko
@red_abebe
@verma22gaurav
@tanmit
@elaragon
@words_life
@haewoon
@emilianoucl

Top Replied-To in G3:
@gianluca_string
@hatforcesec
@eredmil1
@prism_metanews
@mlirh

Top Replied-To in G4:
@cerenbudak
@jacob_montg
@lia_bozarth

Top Replied-To in G6:
@osome_iu

Top Replied-To in G7:
@anna_wegmann
@oren_data
@leanne_tru
@blakereid
@natematias
@nkrishnaswami
@libbyh
@jofish
@emilymbender
@yoavgo

Top Replied-To in G8:
@verma22gaurav
@termehshafie
@william__brady
@jasonbaumgartne
@taledavood
@balajivasan
@kushalchawla18
@tanayaguha
@hrituraj1997
@pm_1729

Top Replied-To in G9:
@ebrahim_bagheri
@icwsm

Top Replied-To in G10:
@wikiresearch
@gianluca_string
@arxivabs

Top Mentioned
Top Mentioned in Entire Graph:
@icwsm
@feedkoko
@osome_iu
@jasonnurse
@gianluca_string
@virgilioalmeida
@tanmit
@visual_linguist
@red_abebe
@gvrkiran

Top Mentioned in G1:
@icwsm
@visual_linguist
@feedkoko
@red_abebe
@jasonnurse
@isi_fondazione
@da
@elaragon
@virgilioalmeida
@yelenamejova

Top Mentioned in G2:
@icwsm
@jasonnurse
@feedkoko
@tanmit
@virgilioalmeida
@ladamic
@nglance
@gvrkiran
@red_abebe
@sgonzalezbailon

Top Mentioned in G3:
@icwsm
@gianluca_string
@yupingwang90
@idramalab
@ic
@zsavvas90
@emilianoucl
@a_papasavva
@maxzzze
@jhblackb

Top Mentioned in G4:
@cerenbudak
@icwsm
@manoelribeiro
@presnick
@lia_bozarth
@r_ashwin
@ashton1anderson
@rasmus_kleis
@virgilioalmeida
@avalanchesiqi

Top Mentioned in G6:
@osome_iu
@icwsm
@mdeverna2
@craignewmark
@diogofpacheco
@bgoncalves
@exetercompsci
@christorreslugo
@btrantruong
@martyswant

Top Mentioned in G7:
@icwsm
@cfiesler
@michaelzimmer
@syardi
@ka_kinder
@undersequoias
@mannymoss
@katieshilton
@maria_antoniak
@bkeegan

Top Mentioned in G8:
@icwsm
@jure
@cervisiarius
@srijankedia
@timalthoff
@elaragon
@vssubrah
@verma22gaurav
@gtcomputing

Top Mentioned in G9:
@icwsm
@ebrahim_bagheri
@snchancellor
@umncomputersci
@sarkerabeed
@emorybmi
@fattanez
@dianaz773
@emma_jia_xue
@uoftinfofaculty

Top Mentioned in G10:
@icwsm
@wikiresearch
@ryotakobayash11
@pgildersleve
@renaudlambiotte
@aasishp
@hsmcramer
@uniofoxford
@oxunimaths
@oiioxford

Top Tweeters
Top Tweeters in Entire Graph:
@cwharlow
@ml_tweet_bot
@micheleangelo13
@beccanalia
@godfrey_g_
@eigensinn83
@squizzradical
@pen_bird
@melodyisdestiny
@education_24x7

Top Tweeters in G1:
@beccanalia
@godfrey_g_
@education_24x7
@komiska
@debaoki
@intelwire
@portablecity
@demi_darling
@kbeilz
@baba_lilith

Top Tweeters in G2:
@blkhwk0ps
@margymaclibrary
@sueh731
@jobrodie
@en
@tiktok_us
@osfa_11
@alsothings
@usamakhilji
@lindakkaye

Top Tweeters in G3:
@cwharlow
@pen_bird
@carriweatherwax
@sql_handle
@flanigancolette
@mica4711
@robanybody2
@zehavoc
@newscientist
@atsomnambulist

Top Tweeters in G4:
@squizzradical
@melodyisdestiny
@replicantx6
@crobertbuchanan
@kaisap112
@takedownmras
@skydroid123
@acfou
@small_winch_
@kcarruthers

Top Tweeters in G5:
@samrat747
@pdarbyshire
@pedroelrey
@mtknnktm
@frogefoibles
@updateonscience
@ainewscurrents
@mabrams
@rexdouglass
@t_signull

Top Tweeters in G6:
@pash22
@amysandersonamy
@techmemechatter
@aushiker
@craignewmark
@mediagazerchat
@jerrybuchko
@morpheus_mx1
@woulfebottle
@profkakie

Top Tweeters in G7:
@katypearce
@rlukedubois
@yoavgo
@mdekstrand
@natematias
@bkeegan
@michaelzimmer
@lizzadpendley
@nkrishnaswami
@emilymbender

Top Tweeters in G8:
@monrodriguez
@suhnyllakler
@edsu
@neomatrixcode
@jasonbaumgartne
@arjumandyounus
@albelwu
@william__brady
@mlatgt
@dgarcia_eu

Top Tweeters in G9:
@ml_tweet_bot
@tnhh
@nprandchill
@uoftinfofaculty
@snchancellor
@sarkerabeed
@umncomputersci
@michael_muller
@estellesmithphd
@kirstenostherr

Top Tweeters in G10:
@spotify
@pyb75
@friederike182
@uniofoxford
@wikipedia
@arxivabs
@oiioxford
@wikiresearch
@841io
@opensexism


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