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icwsm_2017-08-12_20-04-02.xlsx
icwsm_2017-08-12_20-04-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 13, 2017
Short Description:
icwsm via NodeXL http://bit.ly/2hUXU6F
@icwsm
@newsycombinator
@drmaam2u
@onurvarol
@anotherkatiak2
@jysexton
@gianluca_string
@jhblackb

Description:
Description
The graph represents a network of 278 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, 13 August 2017 at 03:13 UTC.

The requested start date was Sunday, 13 August 2017 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 69-day, 13-hour, 20-minute period from Thursday, 01 June 2017 at 12:37 UTC to Thursday, 10 August 2017 at 01:57 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 : 278
Unique Edges : 310
Edges With Duplicates : 67
Total Edges : 377
Self-Loops : 95
Reciprocated Vertex Pair Ratio : 0.0382978723404255
Reciprocated Edge Ratio : 0.0737704918032787
Connected Components : 107
Single-Vertex Connected Components : 66
Maximum Vertices in a Connected Component : 43
Maximum Edges in a Connected Component : 107
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.324166
Graph Density : 0.00316858426616108
Modularity : 0.687402
NodeXL Version : 1.0.1.386

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[83] https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15670/14790
[8] https://news.ycombinator.com/item?id=14629399
[5] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/download/15600/14849
[4] http://csrankings.org
[4] https://github.com/emeryberger/CSrankings/issues/366
[4] http://www0.cs.ucl.ac.uk/staff/G.Stringhini/papers/4chan-ICWSM2017.pdf?platform=hootsuite
[3] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15698/14801
[3] http://www.aaai.org/ocs/index.php/ICWSM/ICWSM16/paper/download/13003/12748
[3] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/viewFile/15623/14799
[3] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM15/paper/viewFile/10462/10497

Top URLs in Tweet in G1:
[42] https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15670/14790
[7] https://news.ycombinator.com/item?id=14629399
[3] https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15680
[2] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15551
[2] http://news.ycombinator.com/item?id=14629399
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM11/paper/viewFile/2873/4398
[1] http://ianbstewart.github.io/ICWSM/
[1] http://ianbstewart.github.io/context1/
[1] https://twitter.com/i/web/status/874969248522792960
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM10/paper/viewFile/1534/1828

Top URLs in Tweet in G2:
[4] http://csrankings.org
[4] https://github.com/emeryberger/CSrankings/issues/366
[4] http://www0.cs.ucl.ac.uk/staff/G.Stringhini/papers/4chan-ICWSM2017.pdf?platform=hootsuite
[2] https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15670/14790
[1] http://icwsm.org/2018
[1] https://twitter.com/i/web/status/884691131954601984
[1] https://twitter.com/i/web/status/884694361904214017
[1] https://twitter.com/i/web/status/884548306956726272
[1] https://www.waset.org/conference/2018/08/kuala-lumpur/ICWSM
[1] http://www0.cs.ucl.ac.uk/staff/G.Stringhini/papers/4chan-ICWSM2017.pdf

Top URLs in Tweet in G3:
[9] https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15670/14790
[1] https://twitter.com/i/web/status/882998892102430720
[1] https://twitter.com/i/web/status/881958293245243392

Top URLs in Tweet in G4:
[12] https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15670/14790

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/887806126330331136
[1] https://twitter.com/i/web/status/887805956146380801

Top URLs in Tweet in G6:
[3] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM10/paper/view/1533
[1] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15698

Top URLs in Tweet in G7:
[1] https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15670/14790
[1] https://twitter.com/i/web/status/881625023156539393

Top URLs in Tweet in G8:
[9] https://aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/view/15670/14790

Top URLs in Tweet in G10:
[5] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/download/15600/14849
[2] https://www.aaai.org/ocs/index.php/ICWSM/ICWSM17/paper/viewFile/15600/14849
[2] https://twitter.com/shugars/status/875707293723234304

Top Domains
Top Domains in Tweet in Entire Graph:
[141] aaai.org
[31] twitter.com
[10] ycombinator.com
[6] ac.uk
[5] github.com
[4] csrankings.org
[2] icwsm.org
[2] ne.jp
[2] nyu.edu
[2] fb.me

Top Domains in Tweet in G1:
[61] aaai.org
[9] ycombinator.com
[3] twitter.com
[2] github.io
[2] fb.me
[1] github.com
[1] abizy.com
[1] feedburner.com
[1] matchpredictions.in
[1] donorschoose.org

Top Domains in Tweet in G2:
[6] twitter.com
[5] ac.uk
[4] csrankings.org
[4] github.com
[3] aaai.org
[2] icwsm.org
[1] waset.org

Top Domains in Tweet in G3:
[9] aaai.org
[2] twitter.com

Top Domains in Tweet in G4:
[12] aaai.org

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

Top Domains in Tweet in G6:
[4] aaai.org

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

Top Domains in Tweet in G8:
[9] aaai.org

Top Domains in Tweet in G10:
[7] aaai.org
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[30] icwsm
[5] english
[5] depressed
[5] twitter
[5] icwsm2017
[5] ic2s2
[3] news
[3] conference
[3] socialmedia
[2] web



Top Hashtags in Tweet in G1:
[3] news
[2] icwsm
[1] datascience
[1] rstats
[1] science
[1] tech
[1] strartup
[1] entrepreneurship
[1] innov
[1] developer

Top Hashtags in Tweet in G2:
[5] icwsm

Top Hashtags in Tweet in G6:
[5] icwsm
[5] ic2s2

Top Hashtags in Tweet in G9:
[6] icwsm

Top Words
Top Words in Tweet in Entire Graph:
[67] Words in Sentiment List#1: Positive
[107] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[3450] Non-categorized Words
[3624] Total Words
[90] icwsm
[72] study
[69] 4chan
[69] s
[65] web

Top Words in Tweet in G1:
[44] study
[42] effects
[42] web
[41] 4chan
[40] s
[39] pdf
[37] politically
[37] incorrect
[37] forum
[8] measurement

Top Words in Tweet in G2:
[52] icwsm
[21] deadline
[16] r
[15] paper
[12] 2018
[12] first
[11] idramalab
[10] rolling
[9] early
[9] emilianodc_

Top Words in Tweet in G3:
[13] 4chan
[12] study
[6] mobs
[6] read
[5] drmaam2u
[4] originalludious
[4] woutgorge
[4] puppymnkey
[4] actual
[4] nerdy

Top Words in Tweet in G4:
[12] 論文はこちら
[12] 4チャンの大規模調査は初めてとのこと
[11] han_org

Top Words in Tweet in G5:
[2] georgiatech
[2] harvard
[2] stanford
[2] umich
[2] uofmaryland
[2] rittigers
[2] princeton
[2] ucirvine
[2] ucberkeley

Top Words in Tweet in G6:
[8] cfiesler
[5] presenting
[5] icwsm
[5] paper
[5] ic2s2
[5] evolution
[5] consequences
[5] peer
[5] producing
[5] wikipedia's

Top Words in Tweet in G8:
[9] study
[9] 4chan
[9] s
[9] politically
[9] incorrect
[9] forum
[9] effects
[9] web
[9] pdf
[8] newsycombinator

Top Words in Tweet in G9:
[7] icwsm
[6] paper
[6] accepted
[6] online
[6] human
[6] bot
[6] interactions
[6] detection
[6] estimation
[6] characterization

Top Words in Tweet in G10:
[10] voters
[5] year
[5] 19
[5] unintentional
[5] election
[5] poll
[5] sensors
[5] twitter
[4] mattgrossmann
[2] interesting

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[63] study,4chan
[56] effects,web
[54] 4chan,s
[52] politically,incorrect
[52] incorrect,forum
[52] forum,effects
[52] web,pdf
[50] s,politically
[12] s,dependence
[12] 論文はこちら,4チャンの大規模調査は初めてとのこと

Top Word Pairs in Tweet in G1:
[41] effects,web
[40] study,4chan
[39] 4chan,s
[38] web,pdf
[37] politically,incorrect
[37] incorrect,forum
[37] forum,effects
[35] s,politically
[8] measurement,study
[5] s,pol

Top Word Pairs in Tweet in G2:
[9] icwsm,2018
[8] 2018,papers
[8] papers,process
[8] process,combo
[8] combo,old
[8] old,new
[8] new,early
[8] early,jan
[8] jan,deadline
[8] deadline,possible

Top Word Pairs in Tweet in G3:
[8] study,4chan
[4] originalludious,woutgorge
[4] woutgorge,puppymnkey
[4] puppymnkey,actual
[4] actual,study
[4] 4chan,nerdy
[4] nerdy,read
[4] read,good
[4] good,info
[3] here's,study

Top Word Pairs in Tweet in G4:
[12] 論文はこちら,4チャンの大規模調査は初めてとのこと
[11] han_org,論文はこちら

Top Word Pairs in Tweet in G5:
[2] georgiatech,harvard
[2] harvard,stanford
[2] stanford,umich
[2] umich,uofmaryland
[2] uofmaryland,rittigers
[2] rittigers,princeton
[2] princeton,ucirvine
[2] ucirvine,ucberkeley

Top Word Pairs in Tweet in G6:
[5] presenting,icwsm
[5] icwsm,paper
[5] paper,cfiesler
[5] cfiesler,ic2s2
[5] ic2s2,evolution
[5] evolution,consequences
[5] consequences,peer
[5] peer,producing
[5] producing,wikipedia's
[5] wikipedia's,rules

Top Word Pairs in Tweet in G8:
[9] study,4chan
[9] 4chan,s
[9] s,politically
[9] politically,incorrect
[9] incorrect,forum
[9] forum,effects
[9] effects,web
[9] web,pdf
[8] newsycombinator,study

Top Word Pairs in Tweet in G9:
[6] paper,accepted
[6] accepted,icwsm
[6] icwsm,online
[6] online,human
[6] human,bot
[6] bot,interactions
[6] interactions,detection
[6] detection,estimation
[6] estimation,characterization
[6] characterization,truthybotornot

Top Word Pairs in Tweet in G10:
[5] voters,year
[5] year,19
[5] 19,voters
[5] voters,unintentional
[5] unintentional,election
[5] election,poll
[5] poll,sensors
[5] sensors,twitter
[4] mattgrossmann,voters
[2] interesting,work

Top Replied-To
Top Replied-To in Entire Graph:
@jabawack
@icwsm
@gianluca_string
@idramalab
@georgiatech
@jwherrman
@alex__katz
@awnicholson
@conspirator0

Top Replied-To in G2:
@icwsm
@jabawack
@gianluca_string
@idramalab
@amyxzh
@jhblackb
@mikeh_pr

Top Replied-To in G3:
@jwherrman
@originalludious
@jysexton
@politico
@peterdaou
@rswfire
@conspirator0
@awnicholson
@alex__katz

Top Replied-To in G5:
@georgiatech

Top Replied-To in G6:
@cfiesler

Top Replied-To in G7:
@prudentesfuturi
@cindydpishere

Top Mentioned
Top Mentioned in Entire Graph:
@icwsm
@han_org
@newsycombinator
@idramalab
@eegilbert
@cfiesler
@gianluca_string
@truthybotornot
@drmaam2u
@onurvarol

Top Mentioned in G2:
@icwsm
@idramalab
@eegilbert
@gianluca_string
@jhblackb
@newsycombinator
@ravenben
@wy_tang
@johannes_wachs

Top Mentioned in G3:
@drmaam2u
@woutgorge
@puppymnkey
@originalludious
@jysexton
@therealezway
@conspirator0
@politico

Top Mentioned in G4:
@han_org

Top Mentioned in G5:
@harvard
@mit
@stanford
@umich
@uofmaryland
@rittigers
@princeton
@ucirvine
@ucberkeley

Top Mentioned in G6:
@cfiesler
@bkeegan
@copyrightlibn
@makoshark
@andresmh

Top Mentioned in G7:
@jysexton
@ehillgarrett
@rvawonk
@dragoonzytl
@tweetsheilatoo
@miscastdice
@shewhovotes
@desleyandrew

Top Mentioned in G8:
@newsycombinator

Top Mentioned in G9:
@truthybotornot
@onurvarol
@eegilbert
@icwsm

Top Mentioned in G10:
@mattgrossmann
@davidlazer
@kwcollins

Top Tweeters
Top Tweeters in Entire Graph:
@krunox123
@animesh1977
@silverbacklive
@my_duwad
@secnewsbot
@scottpvalentine
@hihihirokane
@unicoder
@hntweets
@ryf_feed

Top Tweeters in G1:
@krunox123
@animesh1977
@silverbacklive
@my_duwad
@secnewsbot
@scottpvalentine
@hntweets
@ryf_feed
@davidcamachoj
@ziromr

Top Tweeters in G2:
@mikeh_pr
@natematias
@ravenben
@gianluca_string
@jabawack
@arkaitz
@eegilbert
@linamorgado
@winteram
@mpetitchou

Top Tweeters in G3:
@politico
@puppymnkey
@lizwill99
@therealezway
@peterdaou
@azuregris
@jysexton
@alex__katz
@morgwr
@woutgorge

Top Tweeters in G4:
@hihihirokane
@unicoder
@hatenademian
@dogu_fm
@han_org
@twilightmoon99
@tokidokicamp
@itangiku
@elefant23
@aoyamaaay

Top Tweeters in G5:
@harvard
@cmasden7
@princeton
@umich
@stanford
@ucberkeley
@mit
@georgiatech
@uofmaryland
@ucirvine

Top Tweeters in G6:
@copyrightlibn
@bkeegan
@andresmh
@ajungherr
@cfiesler
@ciro
@biosysanalytics
@makoshark
@_marameo_
@comdatasci

Top Tweeters in G7:
@miscastdice
@cindydpishere
@shewhovotes
@rvawonk
@desleyandrew
@ehillgarrett
@tweetsheilatoo
@prudentesfuturi
@dragoonzytl
@anotherkatiak2

Top Tweeters in G8:
@studioego
@newsycombinator
@digitalyn
@tiandavis
@the_mcnaveen
@binifty
@angelcolberg
@swordofosman
@zsavvas90

Top Tweeters in G9:
@saiphcita
@jrgoob
@onurvarol
@jamieth67010070
@6bmchjhzizdl6j2
@truthybotornot
@kayla04265880

Top Tweeters in G10:
@dianez123
@kwcollins
@aedwardslevy
@davidlazer
@mattgrossmann
@rcastrocornejo
@gregoryeady