ICWSM, Twitter, 6/15/2019 6:00:49 PM, 200081


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ICWSM_2019-06-15_10-52-34.xlsx
ICWSM_2019-06-15_10-52-34.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
June 15, 2019
Short Description:
ICWSM via NodeXL http://bit.ly/2XMySY9
@icwsm
@yelenamejova
@jurgenpfeffer
@gvrkiran
@gephi
@natematias
@snurb_dot_info
@wikiresearch
@jdfoote
@nodexl

Top hashtags:
#icwsm2019
#icwsm
#phdchat
#dataforvulnerable
#socialmedia
#icwsm19
#datascience
#css
#munich

Description:
Description
The graph represents a network of 437 Twitter users whose recent tweets contained "ICWSM", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 15 June 2019 at 17:53 UTC.

The tweets in the network were tweeted over the 9-day, 9-hour, 7-minute period from Thursday, 06 June 2019 at 08:36 UTC to Saturday, 15 June 2019 at 17:44 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 : 437
Unique Edges : 1060
Edges With Duplicates : 969
Total Edges : 2029
Self-Loops : 66
Reciprocated Vertex Pair Ratio : 0.126833477135462
Reciprocated Edge Ratio : 0.225114854517611
Connected Components : 18
Single-Vertex Connected Components : 14
Maximum Vertices in a Connected Component : 417
Maximum Edges in a Connected Component : 2010
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.031872
Graph Density : 0.00685449163395125
Modularity : 0.344686
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[16] https://gephi.wordpress.com/2019/06/12/the-gephi-paper-gets-the-icwsm-test-of-time-award/
[8] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199688
[8] https://sites.google.com/view/icwsmscienceslam
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199786
[5] https://docs.google.com/presentation/d/1zc5vciuIxLkybLOUUauc1YX9fBZIB2mssv1VtWgN8tM/edit
[5] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3243/3111
[5] https://www.icwsm.org/2019/program/workshop/
[5] https://www.icwsm.org/2019/program/tutorial/
[4] https://careers.twitter.com/content/careers-twitter/en/jobs-search.html?q=data+science&team=careers-twitter%3Ateam%2Fdata-science-analytics
[3] https://aaai.org/ojs/index.php/ICWSM/article/view/3357

Top URLs in Tweet in G1:
[4] https://docs.google.com/presentation/d/1zc5vciuIxLkybLOUUauc1YX9fBZIB2mssv1VtWgN8tM/edit
[3] https://www.icwsm.org/2019/program/workshop/
[3] https://www.icwsm.org/2019/program/tutorial/
[2] https://sites.google.com/view/icwsmscienceslam
[2] https://twitter.com/cerenbudak/status/1138848463377051653
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199688
[1] https://deepblue.lib.umich.edu/handle/2027.42/148429
[1] https://arxiv.org/abs/1904.03889
[1] https://github.com/elaragon/generative-discussion-threads
[1] https://research.fb.com/safety-experiences-on-social-media/

Top URLs in Tweet in G2:
[7] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199688
[6] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199786
[4] https://sites.google.com/view/icwsmscienceslam
[2] https://link.springer.com/article/10.1007%2Fs00038-018-1192-5
[1] https://twitter.com/SpotifyResearch/status/1122440923772747776
[1] https://www.cybertrust.in.tum.de/index.php?id=140&L=1
[1] https://arxiv.org/abs/1810.09841
[1] https://aaai.org/ojs/index.php/ICWSM/index
[1] https://twitter.com/cervisiarius/status/1138150407698624514
[1] https://www.icwsm.org/2019/program/workshop/

Top URLs in Tweet in G3:
[16] https://gephi.wordpress.com/2019/06/12/the-gephi-paper-gets-the-icwsm-test-of-time-award/
[1] https://twitter.com/elaragon/status/1138735041398411264
[1] https://link.springer.com/article/10.1007%2Fs00038-018-1192-5
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3357
[1] https://twitter.com/icwsm/status/1138706994917982208
[1] https://www.icwsm.org/2019/program/program/#day2
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3359
[1] https://twitter.com/snurb_dot_info/status/1139518029677682688
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3249
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3247

Top URLs in Tweet in G4:
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3208/3076
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3222/3090
[1] https://www.slideshare.net/sunny0221/icwsm-2019-political-discussions-in-homogeneous-and-crosscutting-communication-spaces
[1] https://marco-brambilla.com/2019/06/14/news-sharing-behaviour-on-twitter-a-dataset-and-a-pipeline/
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3230/3098
[1] https://arxiv.org/abs/1904.02000
[1] https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/ULHLCB
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/download/3230/3098/
[1] https://twitter.com/oren_data/status/1138830809295720448
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3205

Top URLs in Tweet in G5:
[2] https://aaai.org/ojs/index.php/ICWSM/article/view/3357
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3219
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3239
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3226/3094
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3227
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=199786
[1] https://dataverse.harvard.edu/citation?persistentId=doi:10.7910/DVN/APZKSS
[1] http://www.cycat.io/publications/
[1] https://www.icwsm.org/2019/index.php

Top URLs in Tweet in G6:
[2] https://marco-brambilla.com/2019/06/14/news-sharing-behaviour-on-twitter-a-dataset-and-a-pipeline/
[1] https://docs.google.com/presentation/d/1zc5vciuIxLkybLOUUauc1YX9fBZIB2mssv1VtWgN8tM/edit
[1] https://towardsdatascience.com/journalism-in-the-age-of-social-media-exploring-news-journalists-fakes-sharing-behaviour-5f553d79c77c?source=email-88b92e077317--writer.postDistributed&sk=7921540b6aef0cdd6cdfb3363770e757
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3256
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fjournalism-in-the-age-of-social-media-exploring-news-journalists-fakes-sharing-behaviour-5f553d79c77c%3Fsource%3Dfriends_link%26sk%3D7921540b6aef0cdd6cdfb3363770e757
[1] https://medium.com/@marcobrambi/hot-streaks-on-social-media-d81805adb0f?source=friends_link&sk=80358ae5fe1d2ff488d4f318bdc43d09

Top URLs in Tweet in G7:
[1] https://careers.twitter.com/content/careers-twitter/en/jobs-search.html?q=data+science&team=careers-twitter%3Ateam%2Fdata-science-analytics

Top URLs in Tweet in G8:
[2] https://research.fb.com/request-for-proposals-for-economic-opportunity-research-announced-at-icwsm-2019/
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3356
[1] https://twitter.com/eredmil1/status/1138865055318118400
[1] https://research.fb.com/request-for-proposals-for-economic-opportunity-research-announced-at-icwsm-2019/?utm_campaign=everyonesocial&utm_source=145887&utm_medium=twitter&es_p=9495800
[1] https://aaai.org/ojs/index.php/ICWSM/article/view/3247/3115
[1] https://research.fb.com/request-for-proposals-for-economic-opportunity-research-announced-at-icwsm-2019/?utm_campaign=everyonesocial&utm_source=145843&utm_medium=twitter&es_p=9501219
[1] https://research.fb.com/request-for-proposals-for-economic-opportunity-research-announced-at-icwsm-2019/?utm_campaign=everyonesocial&utm_source=179051&utm_medium=twitter&es_p=9498624
[1] https://ondemand-mp3.dradio.de/file/dradio/2019/06/15/13_internationale_konferenz_ueber_das_web_und_soziale_dlf_20190615_1635_54c1f539.mp3

Top URLs in Tweet in G9:
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3207/3075
[1] https://arxiv.org/abs/1904.03889
[1] https://twitter.com/mtknnktm/status/1138847216506982405
[1] http://events.dimes.unical.it/soc2net/invited-talk/

Top URLs in Tweet in G10:
[5] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3243/3111
[3] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3215/3083
[2] https://aaai.org/ojs/index.php/ICWSM/issue/view/238
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3247
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3237/3105
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3353/3221
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3253/3121
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3251/3119
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3210/3078
[1] https://www.aaai.org/ojs/index.php/ICWSM/article/view/3353

Top Domains
Top Domains in Tweet in Entire Graph:
[44] aaai.org
[20] twitter.com
[17] wordpress.com
[16] nodexlgraphgallery.org
[14] google.com
[12] icwsm.org
[6] arxiv.org
[6] fb.com
[3] springer.com
[3] marco-brambilla.com

Top Domains in Tweet in G1:
[7] google.com
[6] icwsm.org
[2] arxiv.org
[2] twitter.com
[1] nodexlgraphgallery.org
[1] umich.edu
[1] github.com
[1] fb.com
[1] deutschlandfunk.de
[1] ac.uk

Top Domains in Tweet in G2:
[14] nodexlgraphgallery.org
[4] google.com
[3] twitter.com
[2] arxiv.org
[2] icwsm.org
[2] springer.com
[1] tum.de
[1] aaai.org
[1] hofbraeuhaus.de
[1] emeraldinsight.com

Top Domains in Tweet in G3:
[16] wordpress.com
[8] twitter.com
[7] aaai.org
[2] edu.au
[1] springer.com
[1] icwsm.org
[1] facebook.com
[1] google.com

Top Domains in Tweet in G4:
[6] aaai.org
[1] slideshare.net
[1] marco-brambilla.com
[1] arxiv.org
[1] harvard.edu
[1] twitter.com

Top Domains in Tweet in G5:
[6] aaai.org
[1] nodexlgraphgallery.org
[1] harvard.edu
[1] cycat.io
[1] icwsm.org

Top Domains in Tweet in G6:
[2] medium.com
[2] marco-brambilla.com
[1] google.com
[1] towardsdatascience.com
[1] aaai.org

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

Top Domains in Tweet in G8:
[5] fb.com
[2] aaai.org
[1] twitter.com
[1] dradio.de

Top Domains in Tweet in G9:
[1] aaai.org
[1] arxiv.org
[1] twitter.com
[1] unical.it

Top Domains in Tweet in G10:
[17] aaai.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[341] icwsm2019
[119] icwsm
[36] phdchat
[28] dataforvulnerable
[22] socialmedia
[21] icwsm19
[17] datascience
[11] css
[10] munich
[9] digitaldemography



Top Hashtags in Tweet in G1:
[73] icwsm2019
[13] icwsm
[8] ff
[6] datascience
[4] slam
[4] dataforvulnerable
[4] opendata
[3] css
[3] socialmedia
[3] safety

Top Hashtags in Tweet in G2:
[132] icwsm2019
[62] icwsm
[36] phdchat
[9] dataforvulnerable
[8] munich
[7] digitaldemography
[6] css
[4] datascience
[3] facebook
[3] icwsm19

Top Hashtags in Tweet in G3:
[50] icwsm2019
[8] icwsm
[4] icwsm19
[3] some
[3] opendata
[3] socialmedia
[2] safety
[2] fair
[2] findable
[2] accessibility

Top Hashtags in Tweet in G4:
[23] icwsm2019
[6] icwsm
[1] data
[1] reliability
[1] bias
[1] journalism
[1] socialmedia
[1] csab19
[1] icwsm19

Top Hashtags in Tweet in G5:
[21] icwsm2019
[9] icwsm
[2] keynote
[2] gender
[2] socialmedia
[1] feminism
[1] munich
[1] reliability
[1] bias
[1] punk

Top Hashtags in Tweet in G6:
[22] icwsm2019
[8] socialmedia
[5] icwsm
[5] journalism
[4] news
[3] dataset
[2] opendata
[1] fakenews
[1] datascience
[1] research

Top Hashtags in Tweet in G7:
[5] icwsm2019
[3] icwsm
[3] socialmedia
[3] sagecampus
[2] datascience
[2] metoo
[1] safety
[1] threat
[1] jetlag
[1] greetingsfrommunich

Top Hashtags in Tweet in G8:
[1] icwsm

Top Hashtags in Tweet in G9:
[1] icwsm
[1] soc2net

Top Hashtags in Tweet in G10:
[9] icwsm2019

Top Words
Top Words in Tweet in Entire Graph:
[797] Words in Sentiment List#1: Positive
[305] Words in Sentiment List#2: Negative
[14] Words in Sentiment List#3: Angry/Violent
[16491] Non-categorized Words
[17593] Total Words
[558] icwsm
[341] #icwsm2019
[161] paper
[122] #icwsm
[98] data

Top Words in Tweet in G1:
[180] icwsm
[73] #icwsm2019
[31] elaragon
[28] yelenamejova
[27] jurgenpfeffer
[25] research
[25] work
[24] gareth_tyson
[24] paper
[23] more

Top Words in Tweet in G2:
[132] #icwsm2019
[123] icwsm
[62] #icwsm
[62] nodexl
[57] was3210
[49] tutorial
[39] digitalspacelab
[36] see
[36] gvrkiran
[36] #phdchat

Top Words in Tweet in G3:
[105] icwsm
[73] paper
[53] gephi
[50] #icwsm2019
[45] award
[37] time
[31] test
[30] congrats
[26] cerenbudak
[24] mathieubastian

Top Words in Tweet in G4:
[31] icwsm
[23] paper
[23] #icwsm2019
[22] social
[17] news
[12] cool
[12] aseel_addawood
[11] data
[11] yelenamejova
[11] media

Top Words in Tweet in G5:
[27] icwsm
[21] #icwsm2019
[19] paper
[10] papers
[9] #icwsm
[8] social
[8] media
[8] find
[8] image
[7] samfway

Top Words in Tweet in G6:
[33] icwsm
[22] #icwsm2019
[11] kimpulsive93
[11] session
[10] news
[9] great
[9] keynote
[8] exploring
[8] paper
[8] social

Top Words in Tweet in G7:
[25] icwsm
[12] sarakimelman
[12] kirinjaan
[10] nathanlande
[9] t
[8] sageoceantweets
[8] data
[7] bjoseph
[6] come
[6] jkru

Top Words in Tweet in G8:
[9] icwsm
[7] 2019
[5] request
[5] proposals
[5] economic
[5] opportunity
[5] research
[5] announced
[3] saharnazsmz
[3] keep

Top Words in Tweet in G9:
[8] congrats
[8] abdolmartin
[8] leila
[8] zia
[8] capt_swing
[8] baha
[8] mansurov
[8] cervisiarius
[8] oustanding
[8] problem

Top Words in Tweet in G10:
[9] #icwsm2019
[8] text
[8] analysis
[7] toritorix
[6] mtknnktm
[6] 発表終わった
[6] ピグパーティというアバターコミュニケーションサービスにおいて
[6] いじめに関する相談をする
[6] される時のノンバーバルコミュニケーション
[6] 表情やジェスチャー

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[53] social,media
[43] icwsm,#icwsm2019
[43] #icwsm2019,#icwsm
[42] icwsm,2019
[33] test,time
[31] jurgenpfeffer,#icwsm2019
[31] #icwsm,#icwsm2019
[31] time,award
[28] #icwsm2019,proceedings
[28] excited,tutorial

Top Word Pairs in Tweet in G1:
[18] icwsm,#icwsm2019
[17] icwsm,2019
[12] jurgenpfeffer,icwsm
[12] listen,music
[12] music,released
[12] released,12
[12] 12,22
[12] 22,years
[12] years,old
[12] old,huge

Top Word Pairs in Tweet in G2:
[28] #icwsm,#phdchat
[27] #icwsm,#icwsm2019
[26] #icwsm2019,#icwsm
[24] excited,tutorial
[24] tutorial,collecting
[24] collecting,whatsapp
[24] whatsapp,data
[24] data,#icwsm
[24] #icwsm2019,see
[24] see,tuesday

Top Word Pairs in Tweet in G3:
[31] test,time
[29] time,award
[23] mathieubastian,mentatseb
[16] award,#icwsm2019
[15] paper,icwsm
[15] gephi,paper
[15] paper,gets
[15] gets,icwsm
[15] icwsm,test
[15] icwsm,congrats

Top Word Pairs in Tweet in G4:
[9] social,media
[8] enjoy,new
[8] new,cool
[8] cool,paper
[8] paper,spearheaded
[8] spearheaded,computational
[8] computational,social
[8] social,science
[8] science,superstars
[8] superstars,aseel_addawood

Top Word Pairs in Tweet in G5:
[7] #icwsm2019,#icwsm
[6] musical,identity
[6] social,media
[5] icwsm,#icwsm2019
[5] listen,music
[4] find,paper
[4] samfway,dynamics
[4] dynamics,musical
[4] identity,matter
[4] matter,old

Top Word Pairs in Tweet in G6:
[6] great,opening
[6] opening,session
[6] session,icwsm
[6] icwsm,exploring
[6] exploring,responding
[6] responding,negative
[6] negative,experiences
[6] experiences,online
[6] online,hate
[6] hate,speech

Top Word Pairs in Tweet in G7:
[10] icwsm,sarakimelman
[9] kirinjaan,icwsm
[5] bjoseph,kirinjaan
[4] t,shirts
[4] data,science
[4] jkru,kirinjaan
[3] amyesparrow,sageoceantweets
[3] icwsm,nathanlande
[3] djpardis,bjoseph
[3] nathanlande,jkru

Top Word Pairs in Tweet in G8:
[6] icwsm,2019
[5] request,proposals
[5] proposals,economic
[5] economic,opportunity
[5] opportunity,research
[5] research,announced
[5] announced,icwsm
[3] saharnazsmz,keep
[3] keep,newcomers
[3] newcomers,active

Top Word Pairs in Tweet in G9:
[8] congrats,abdolmartin
[8] abdolmartin,leila
[8] leila,zia
[8] zia,capt_swing
[8] capt_swing,baha
[8] baha,mansurov
[8] mansurov,cervisiarius
[8] cervisiarius,oustanding
[8] oustanding,problem
[8] problem,solution

Top Word Pairs in Tweet in G10:
[6] 発表終わった,ピグパーティというアバターコミュニケーションサービスにおいて
[6] ピグパーティというアバターコミュニケーションサービスにおいて,いじめに関する相談をする
[6] いじめに関する相談をする,される時のノンバーバルコミュニケーション
[6] される時のノンバーバルコミュニケーション,表情やジェスチャー
[6] 表情やジェスチャー,の使い方を示し
[5] senpai,supporting
[5] supporting,exploratory
[5] exploratory,text
[5] text,analysis
[5] analysis,through

Top Replied-To
Top Replied-To in Entire Graph:
@elaragon
@gareth_tyson
@cerenbudak
@yelenamejova
@jurgenpfeffer
@mathieubastian
@icwsm
@jacomyma
@d_alburez
@nathanlande

Top Replied-To in G1:
@gareth_tyson
@elaragon
@jurgenpfeffer
@cristiancantoro
@yelenamejova
@cerenbudak
@twlyy29
@sa_almodarresi
@sofiaderoa
@kareem2darwish

Top Replied-To in G2:
@icwsm
@yelenamejova
@d_alburez
@narseo
@ezagheni
@dozee_sim
@kristinalerman
@elaragon
@maxrossmann
@1br0wn

Top Replied-To in G3:
@cerenbudak
@mathieubastian
@jacomyma
@danielmromero
@eredmiles
@icwsm
@tobias_keller
@thesasho
@r_ashwin
@kristinalerman

Top Replied-To in G4:
@jurgenpfeffer
@leonderczynski
@gdfm7
@gvrkiran
@elaragon
@majidalfifi
@lajello
@northgaard
@jisunan
@yelenamejova

Top Replied-To in G5:
@benjamindhorne
@pinbarlas
@d_alburez
@katja_mat
@gvrkiran
@jurgenpfeffer
@samfway
@oucyprus

Top Replied-To in G6:
@elaragon
@jisunan

Top Replied-To in G7:
@nathanlande
@bjoseph
@jkru
@kirinjaan
@amyesparrow
@djpardis
@sageoceantweets

Top Replied-To in G10:
@hirokisayama

Top Mentioned
Top Mentioned in Entire Graph:
@icwsm
@yelenamejova
@jurgenpfeffer
@was3210
@nodexl
@gvrkiran
@digitalspacelab
@cerenbudak
@d_alburez
@elaragon

Top Mentioned in G1:
@icwsm
@yelenamejova
@jurgenpfeffer
@elaragon
@gareth_tyson
@facebook
@spotify
@cristiancantoro
@cerenbudak
@eredmil1

Top Mentioned in G2:
@icwsm
@was3210
@nodexl
@digitalspacelab
@gvrkiran
@jurgenpfeffer
@sof14g1l
@yelenamejova
@d_alburez

Top Mentioned in G3:
@icwsm
@mentatseb
@cerenbudak
@mathieubastian
@gephi
@jacomyma
@kous2v
@eduramiba
@r_ashwin
@david__jurgens

Top Mentioned in G4:
@icwsm
@aseel_addawood
@yelenamejova
@jisunan
@adambbadawy
@emilio__ferrara
@_kenny_joseph
@preslav_nakov
@michaelaupetit
@hbku

Top Mentioned in G5:
@icwsm
@corbrantner
@risecyprus
@samfway
@cycat_eu
@dfreelon
@yelenamejova
@pinbarlas
@jahnao
@spotifyresearch

Top Mentioned in G6:
@icwsm
@kimpulsive93
@mstrohm
@jisunan
@dfreelon
@gvrkiran
@jurgenpfeffer
@belllabs
@ladamic

Top Mentioned in G7:
@icwsm
@sarakimelman
@kirinjaan
@sageoceantweets
@nathanlande
@bjoseph
@jkru
@twitterresearch
@snurb_dot_info
@amyesparrow

Top Mentioned in G8:

Top Mentioned in G9:
@abdolmartin
@capt_swing
@cervisiarius
@wikiresearch
@rwgiordano
@damewendydbe
@icwsm

Top Mentioned in G10:
@toritorix
@mtknnktm
@snurb_dot_info
@jurgenpfeffer

Top Tweeters
Top Tweeters in Entire Graph:
@gamergeeknews
@ottlegalrebels
@antounh
@3eani
@opexxx
@snurb_dot_info
@rstatstweet
@linguangst
@fukutax
@followlori

Top Tweeters in G1:
@rstatstweet
@linguangst
@womenintechchat
@ronpatz
@natematias
@darkolina
@_estalindalamar
@eventtesseract
@spotify
@brandontlocke

Top Tweeters in G2:
@ottlegalrebels
@3eani
@vivianfrancos
@adamgdunn
@lisagualtieri
@raquelrecuero
@keyakkie
@yearrypanji
@ieca_andalucia
@was3210

Top Tweeters in G3:
@antounh
@snurb_dot_info
@shionguha
@sotdi
@luiy
@seinecle
@dfreelon
@fabiomalini
@soci
@umsi

Top Tweeters in G4:
@gamergeeknews
@davidlazer
@gcabanac
@emilio__ferrara
@ndiakopoulos
@ryanjgallag
@hbku
@billrand
@leonderczynski
@damian0604

Top Tweeters in G5:
@monrodriguez
@eu_h2020
@vj_chidambaram
@mounialalmas
@govcyprus
@emanudelfava
@akbaritabar
@blurky
@george_berry
@oucyprus

Top Tweeters in G6:
@followlori
@melanielybarger
@medium
@marcobrambi
@mit
@haewoon
@belllabs
@ajungherr
@epfl
@tdatascience

Top Tweeters in G7:
@miguelrios
@jkru
@mad_typist
@djpardis
@kirinjaan
@enunge
@sageoceantweets
@bjoseph
@kmetzlersage
@oneofyen

Top Tweeters in G8:
@eventosglobais
@dlf_forschung
@amicalwikimedia
@softwarenews42
@tonisant
@urps
@caleidoscopeeye
@wy_tang
@vectorhack
@dat888

Top Tweeters in G9:
@abdolmartin
@wikimediauk
@damewendydbe
@rexdouglass
@wikiresearch
@rajozkee
@thomasniebler
@capt_swing
@groceryheist
@farniknikakhtar

Top Tweeters in G10:
@opexxx
@fukutax
@toritorix
@mtknnktm
@tatsushi_do_ob
@mkats_
@stand_arrow
@tendon0
@yo_ehara
@hirokisayama


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