icwsm, Twitter, 2/11/2019 3:32:34 PM, 186158


FAQ | Problem?

icwsm_2019-02-11_05-59-44.xlsx
icwsm_2019-02-11_05-59-44.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 11, 2019
Short Description:
icwsm via NodeXL http://bit.ly/2DsnkA7
@chiclix
@icwsm
@mpidrnews
@d_alburez
@cerenbudak
@arkaitz
@leoferres
@jurgenpfeffer
@1majorbitch
@ingmarweber

Top hashtags:
#icwsm
#datascience
#css
#eurocss
#chi2020
#cscw2020
#emoji
#research
#writingcommunity
#rstats

Description:
Description
The graph represents a network of 388 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 Monday, 11 February 2019 at 13:59 UTC.

The requested start date was Monday, 11 February 2019 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 67-day, 2-hour, 58-minute period from Wednesday, 05 December 2018 at 08:50 UTC to Sunday, 10 February 2019 at 11:49 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 : 388
Unique Edges : 418
Edges With Duplicates : 88
Total Edges : 506
Number of Edge Types : 3
Mentions : 439
Replies to : 38
Tweet : 29
Self-Loops : 29
Reciprocated Vertex Pair Ratio : 0.0286396181384248
Reciprocated Edge Ratio : 0.0556844547563805
Connected Components : 37
Single-Vertex Connected Components : 12
Maximum Vertices in a Connected Component : 170
Maximum Edges in a Connected Component : 247
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.409267
Graph Density : 0.00287034817123525
Modularity : 0.662612
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[24] https://www.icwsm.org/2019/submitting/datasets/
[7] https://www.pbs.org/newshour/science/false-news-travels-6-times-faster-on-twitter-than-truthful-news
[7] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM14/paper/view/8122
[4] https://faculty.washington.edu/kstarbi/Starbird-et-al-ICWSM-2018-Echosystem-final.pdf
[3] https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15587
[3] https://icwsm.org/2019/submittin
[3] https://twitter.com/icwsm/status/1081477989534220288
[2] https://www.icwsm.org/2019/
[2] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM10/paper/view/1538
[2] https://www.icwsm.org/2019/submitting/tutorials/

Top URLs in Tweet in G1:
[1] https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15665

Top URLs in Tweet in G2:
[20] https://www.icwsm.org/2019/submitting/datasets/
[3] https://icwsm.org/2019/submittin
[2] https://www.icwsm.org/2019/
[2] https://www.icwsm.org/2019/submitting/tutorials/
[1] https://icwsm.org/2019/submitting/workshops/
[1] https://www.icwsm.org/2019/submitting/call-for-papers/
[1] https://twitter.com/icwsm/status/1081477989534220288
[1] http://events.dimes.unical.it/soc2net/
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM13/paper/view/6071
[1] http://arxiv.org/abs/1812.00912

Top URLs in Tweet in G3:
[2] https://www.icwsm.org/2019/submitting/datasets/
[2] https://twitter.com/icwsm/status/1081477989534220288
[1] https://www.demogr.mpg.de/en/education_career/what_is_demography_1908/workshop_demographic_research_with_web_and_social_media_data_6042/default.htm
[1] https://www.demogr.mpg.de/go/icwsm_2019_mpidr_workshop

Top URLs in Tweet in G4:
[1] https://www.icwsm.org/2019/submitting/workshops/
[1] https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/download/15618/14810
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM13/paper/viewFile/6124/6351
[1] https://www.icwsm.org/2019/?fbclid=IwAR05bZUSYWZnhaGemkB0OWdSY2xmtfY8Ejih69NTMK8HefPoag2xf8Euzw4
[1] https://www.researchgate.net/publication/307948199_Modeling_public_mood_and_emotion_Twitter_sentiment_and_socio-economic_phenomena/amp
[1] https://www.aaai.org/Library/ICWSM/icwsm18contents.php
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM11/paper/viewFile/2815/3205
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM16/paper/view/13213/12848
[1] https://easychair.org/cfp/ICSC2019
[1] https://twitter.com/fabiogiglietto/status/1087680027364339712

Top URLs in Tweet in G5:
[1] https://twitter.com/walid_magdy/status/1065239955356745728

Top URLs in Tweet in G6:
[1] https://www.icwsm.org/2019/submitting/datasets/
[1] http://www.wiseconf.org
[1] https://cfe.columbia.edu/machine-learning-finance-workshop-2018
[1] https://twitter.com/raheljhirad/status/1080846446230990848
[1] https://cds.nyu.edu/text-data-speaker-series/
[1] https://www.cambridge.org/core/membership/spm/mailing-list
[1] https://groups.google.com/forum/#!forum/text-as-data
[1] http://Wiseconf.org

Top URLs in Tweet in G7:
[7] https://www.pbs.org/newshour/science/false-news-travels-6-times-faster-on-twitter-than-truthful-news
[7] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM14/paper/view/8122

Top URLs in Tweet in G9:
[2] https://faculty.washington.edu/kstarbi/Starbird-et-al-ICWSM-2018-Echosystem-final.pdf

Top URLs in Tweet in G10:
[2] https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15587
[1] https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15587/14817

Top Domains
Top Domains in Tweet in Entire Graph:
[35] icwsm.org
[26] aaai.org
[8] twitter.com
[7] pbs.org
[6] washington.edu
[2] mpg.de
[2] arxiv.org
[2] wiseconf.org
[1] unical.it
[1] easychair.org

Top Domains in Tweet in G1:
[1] aaai.org

Top Domains in Tweet in G2:
[29] icwsm.org
[1] twitter.com
[1] unical.it
[1] aaai.org
[1] arxiv.org

Top Domains in Tweet in G3:
[2] mpg.de
[2] icwsm.org
[2] twitter.com

Top Domains in Tweet in G4:
[5] aaai.org
[2] icwsm.org
[2] twitter.com
[1] researchgate.net
[1] easychair.org
[1] aoir.org

Top Domains in Tweet in G5:
[1] twitter.com

Top Domains in Tweet in G6:
[2] wiseconf.org
[1] icwsm.org
[1] columbia.edu
[1] twitter.com
[1] nyu.edu
[1] cambridge.org
[1] google.com

Top Domains in Tweet in G7:
[7] pbs.org
[7] aaai.org

Top Domains in Tweet in G9:
[2] washington.edu

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[38] icwsm
[4] datascience
[4] css
[3] eurocss
[3] chi2020
[3] cscw2020
[3] emoji
[3] research
[2] writingcommunity
[2] rstats



Top Hashtags in Tweet in G2:
[23] icwsm
[4] css
[2] rstats
[2] sna
[2] datascience
[2] academictwitter
[1] socialmedia
[1] bigdata
[1] python
[1] nlproc

Top Hashtags in Tweet in G3:
[3] eurocss
[3] icwsm
[2] openscience
[2] openaccess
[2] opensource
[2] bibliothek
[2] bibliotheken
[2] libraries

Top Hashtags in Tweet in G4:
[2] icwsm
[2] iamcr
[1] mytwitteranniversary
[1] busm19
[1] aoir

Top Hashtags in Tweet in G5:
[1] icwsm

Top Hashtags in Tweet in G6:
[2] datascience
[2] machinelearning
[2] socialscience
[2] econ
[2] finance
[2] nlp
[2] textasdata
[1] tada2019

Top Words
Top Words in Tweet in Entire Graph:
[96] Words in Sentiment List#1: Positive
[203] Words in Sentiment List#2: Negative
[173] Words in Sentiment List#3: Angry/Violent
[9105] Non-categorized Words
[9404] Total Words
[340] 표현은
[340] 혐오발언으로
[198] ã
[173] et
[173] hate

Top Words in Tweet in G1:
[340] 표현은
[340] 혐오발언으로
[170] 인종차별적이거나
[170] 호모포빅한
[170] 보지만
[170] 성차별적인
[170] 인정받지
[170] 못하고
[170] 그냥
[170] 좀

Top Words in Tweet in G2:
[114] icwsm
[51] 2019
[47] more
[46] open
[40] dataset
[40] science
[30] 15
[27] deadline
[25] data
[23] publish

Top Words in Tweet in G3:
[45] social
[43] media
[42] demographic
[42] research
[29] workshop
[29] web
[27] invite
[27] submissions
[27] taking
[27] place

Top Words in Tweet in G4:
[9] icwsm
[5] social
[4] media
[4] conference
[3] aaai
[3] conferences
[2] twitter
[2] friends
[2] topics
[2] research

Top Words in Tweet in G5:
[8] deadline
[7] reminder
[7] advertised
[7] academic
[7] position
[7] computational
[7] social
[7] science
[7] infated
[7] 15th

Top Words in Tweet in G6:
[9] textasdata
[8] icwsm
[7] netsci2018
[6] heyayeh
[6] dsi_columbia
[4] raheljhirad
[4] nyudatascience
[3] nlp
[3] s
[3] t

Top Words in Tweet in G7:
[6] linzdefranco

Top Words in Tweet in G9:
[5] areidross
[4] 21st
[4] century
[4] wire
[4] epicenter
[4] massive
[4] pro
[4] russian
[4] disinformation
[4] cluster

Top Words in Tweet in G10:
[3] online
[3] man
[3] bot
[2] datenklempner
[2] floriangallwitz
[2] bgebot
[2] zitatert
[2] tytycolocolina
[2] aus
[2] kann

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[340] 표현은,혐오발언으로
[171] hate,speech
[170] 인종차별적이거나,호모포빅한
[170] 호모포빅한,표현은
[170] 혐오발언으로,보지만
[170] 보지만,성차별적인
[170] 성차별적인,표현은
[170] 혐오발언으로,인정받지
[170] 인정받지,못하고
[170] 못하고,그냥

Top Word Pairs in Tweet in G1:
[340] 표현은,혐오발언으로
[170] 인종차별적이거나,호모포빅한
[170] 호모포빅한,표현은
[170] 혐오발언으로,보지만
[170] 보지만,성차별적인
[170] 성차별적인,표현은
[170] 혐오발언으로,인정받지
[170] 인정받지,못하고
[170] 못하고,그냥
[170] 그냥,좀

Top Word Pairs in Tweet in G2:
[32] icwsm,2019
[23] publish,dataset
[23] dataset,icwsm
[23] 2019,open
[23] open,data
[23] data,open
[23] open,science
[23] science,more
[23] more,citations
[23] citations,more

Top Word Pairs in Tweet in G3:
[43] social,media
[42] demographic,research
[29] web,social
[28] workshop,demographic
[28] research,web
[27] invite,submissions
[27] submissions,workshop
[27] taking,place
[26] mpidrnews,invite
[21] media,data

Top Word Pairs in Tweet in G4:
[4] social,media
[2] association,advancement
[2] advancement,artificial
[2] artificial,intelligence
[2] perfect,match
[2] match,icwsm
[2] icwsm,iamcr
[2] iamcr,annual
[2] bonus,content

Top Word Pairs in Tweet in G5:
[7] reminder,advertised
[7] advertised,academic
[7] academic,position
[7] position,computational
[7] computational,social
[7] social,science
[7] science,infated
[7] infated,deadline
[7] deadline,15th
[7] 15th,jan

Top Word Pairs in Tweet in G6:
[7] textasdata,netsci2018
[6] netsci2018,icwsm
[6] icwsm,dsi_columbia
[4] raheljhirad,textasdata
[3] heyayeh,raheljhirad
[3] dsi_columbia,nyudatascience
[2] nyudatascience,hello
[2] hello,tada
[2] fave,conferences
[2] conferences,datascience

Top Word Pairs in Tweet in G9:
[4] 21st,century
[4] century,wire
[4] wire,epicenter
[4] epicenter,massive
[4] massive,pro
[4] pro,russian
[4] russian,disinformation
[4] disinformation,cluster
[4] cluster,puts
[4] puts,out

Top Word Pairs in Tweet in G10:
[2] datenklempner,floriangallwitz
[2] floriangallwitz,bgebot
[2] bgebot,zitatert
[2] zitatert,tytycolocolina
[2] online,human
[2] human,bot
[2] bot,interactions
[2] interactions,detection
[2] detection,estimation
[2] estimation,characterization

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@chiclix
@icwsm
@mpidrnews
@cerenbudak
@d_alburez
@infated
@walid_magdy
@jurgenpfeffer
@textasdata
@netsci2018

Top Mentioned in G1:
@chiclix

Top Mentioned in G2:
@icwsm
@cerenbudak
@jurgenpfeffer
@katja_mat
@ognyanova
@tu_muenchen
@hfpmuenchen
@clauwa
@derek
@interdonatos

Top Mentioned in G3:
@mpidrnews
@d_alburez
@icwsm
@ezagheni
@gesis_org
@kwelle
@cerenbudak
@observaitress

Top Mentioned in G5:
@infated
@walid_magdy

Top Mentioned in G6:
@textasdata
@netsci2018
@icwsm
@dsi_columbia
@nyudatascience
@raheljhirad
@arthur_spirling
@heyayeh

Top Mentioned in G7:
@linzdefranco

Top Mentioned in G8:
@tschnoebelen
@wired
@icwsm
@sanjrockz
@gretchenamcc
@amit_p

Top Mentioned in G9:
@areidross

Top Mentioned in G10:
@floriangallwitz
@bgebot
@zitatert
@tytycolocolina

Top Tweeters
Top Tweeters in Entire Graph:
@hokcenayeokcena
@ruvyn
@tigris_master
@chholte
@pfanderson
@lightspeeer
@djuna01
@mill_0
@ra42_
@kaist455

Top Tweeters in G1:
@hokcenayeokcena
@ruvyn
@tigris_master
@lightspeeer
@djuna01
@mill_0
@ra42_
@kaist455
@wildslug_ad
@3fois1_o

Top Tweeters in G2:
@big_data_flow
@chemistredpuck
@ferli90
@rstatstweet
@rmdes_
@arxiv_org
@iuinfograd
@anxosan
@davidlazer
@andresmh

Top Tweeters in G3:
@cassyc2107
@demografia_csic
@poblacion_csic
@observaitress
@populationeu
@rebeccasear
@patrick_gerland
@kwelle
@leoferres
@gesis_org

Top Tweeters in G4:
@pfanderson
@wahl_beobachter
@takechan2000
@cfiesler
@fabiogiglietto
@skairam
@critter77812189
@edumangaba
@udomacena
@shuai93tang

Top Tweeters in G5:
@tttthomasssss
@rehman182
@infated
@sreekanthcse
@gspandana
@edinburghnlp
@walid_magdy
@iatitov

Top Tweeters in G6:
@apurba3110
@raheljhirad
@dsi_columbia
@arthur_spirling
@nyudatascience
@netsci2018
@heyayeh
@textasdata

Top Tweeters in G7:
@linzdefranco
@lunarlemonade
@tiannamaria
@baileybattelle
@zoelicata
@geek_squad_love
@frooregard

Top Tweeters in G8:
@wired
@gretchenamcc
@bgzimmer
@1majorbitch
@tschnoebelen
@amit_p
@sanjrockz

Top Tweeters in G9:
@chholte
@ljwoodie
@syrianviews
@edsudden
@kerim_kivrak
@areidross

Top Tweeters in G10:
@bgebot
@tytycolocolina
@zitatert
@aloa5
@floriangallwitz
@datenklempner