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iSchools_2022-01-26_20-33-36.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 27, 2022
Short Description:
iSchools via NodeXL https://bit.ly/3o2dBJc
@ischools
@uw_ischool
@iconf
@b01group
@strath_ischool
@ischoolumd
@simmonsslis
@infogamerist
@libskrat
@bodaceacat

Top hashtags:
#bts
#army
#iconf22
#infocon2021
#infocon
#informationscience
#iconf21
#asist21
#datascience

Description:
Description
The graph represents a network of 399 Twitter users whose tweets in the requested range contained "iSchools", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 27 January 2022 at 04:34 UTC.

The requested start date was Thursday, 27 January 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 117-day, 2-hour, 25-minute period from Friday, 01 October 2021 at 12:08 UTC to Wednesday, 26 January 2022 at 14:33 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 : 399
Unique Edges : 450
Edges With Duplicates : 691
Total Edges : 1141
Number of Edge Types : 5
Retweet : 273
MentionsInRetweet : 513
Tweet : 89
Replies to : 39
Mentions : 227
Self-Loops : 89
Reciprocated Vertex Pair Ratio : 0.0647149460708783
Reciprocated Edge Ratio : 0.121562952243126
Connected Components : 43
Single-Vertex Connected Components : 18
Maximum Vertices in a Connected Component : 300
Maximum Edges in a Connected Component : 1008
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.209235
Graph Density : 0.00435133058777597
Modularity : 0.476601
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 399 Twitter users whose tweets in the requested range contained "iSchools", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 27 January 2022 at 04:34 UTC.

The requested start date was Thursday, 27 January 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 117-day, 2-hour, 25-minute period from Friday, 01 October 2021 at 12:08 UTC to Wednesday, 26 January 2022 at 14:33 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 : iSchools
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:
[22] https://ischools.org/INFOcon-2021
[8] https://ischools.org/Registration
[6] https://ischools.org/iConference
[6] https://twitter.com/iSchools/status/1446128188569051136
[5] http://ad-id.org/
[5] https://ischools.org/page-18436
[4] https://ischools.org/Jobs
[3] https://ischool.uw.edu/news/2021/11/ischools-weber-wins-funding-help-community-navigate-technology-challenges
[3] https://ischools.org/News/12252902
[3] https://ischools.org/Awards

Top URLs in Tweet in G1:
[4] https://ischools.org/INFOcon-2021
[3] https://ischool.uw.edu/news/2021/11/ischools-weber-wins-funding-help-community-navigate-technology-challenges
[3] https://twitter.com/iSchools/status/1446128188569051136
[2] https://ischools.org/Studies-in-Misinformation
[1] https://ischool.uw.edu/news/2021/09/music-services-fall-short-superfans-ischools-lee-finds

Top URLs in Tweet in G2:
[4] https://ischools.org/Jobs
[3] https://ischools.org/Registration
[2] https://ischools.org/INFOcon-2021
[1] https://ischools.org/iConference
[1] https://twitter.com/iconf/status/1466014213269340170
[1] https://ischools.org/News/11110692
[1] https://twitter.com/i/web/status/1458164969258635264
[1] https://twitter.com/i/web/status/1458165345122799620
[1] https://twitter.com/iconf/status/1458781626498961410
[1] https://ischools.org/News/12142944

Top URLs in Tweet in G3:
[4] https://ischools.org/Registration
[3] https://ischools.org/iConference
[2] https://ischools.org/Doctoral-Dissertation-Award
[2] https://ischools.org/iConference-2021-Summary
[2] https://ischools.org/News/12252902
[2] https://twitter.com/LiebnerUlrike/status/1478288985868886016
[2] https://ischools.org/Awards
[1] https://twitter.com/LiebnerUlrike/status/1484443092912644104
[1] https://ischools.org/Student-Symposium
[1] https://ischools.org/Virtual-Booth

Top URLs in Tweet in G4:
[7] https://ischools.org/INFOcon-2021
[5] http://ad-id.org/
[2] https://www.conftool.org/asist2021/index.php?page=browseSessions&form_session=467#paperID342
[1] https://twitter.com/ischools/status/1443910566448300037
[1] https://twitter.com/iSchools/status/1446128188569051136
[1] https://ischools.org/iConference
[1] https://ischools.org/Registration
[1] https://strathvacancies.engageats.co.uk/ViewVacancyV2.aspx?enc=mEgrBL4XQK0+ld8aNkwYmPx/5Qx7pR5gNGwCc5iZ8pZFFx6aH8gIB49h3mO9tIE3nz55yLCdqwYruFi90FRauiDEW6P/0TpefHNZvR5zxYQFo0JIwEHyXzTzaVItLvN5ahZgCi7MsBDu7Z4HUiNRyA==
[1] https://twitter.com/iSchools/status/1453680694169939968
[1] https://www.asist.org/meetings-events/webinars/information-and-knowledge-organisation-in-digital-humanities-global-perspectives-dcmi/

Top URLs in Tweet in G5:
[2] https://projectinfolit.org/pubs/provocation-series/essays/the-ischool-equation.html
[1] https://lnu.se/en/isdt2022
[1] https://twitter.com/ischools/status/1461012341399736326
[1] https://ickm2022.fh-potsdam.de/#Call%20for%20Papers
[1] https://www.journals.elsevier.com/library-and-information-science-research/call-for-papers/advances-in-research-on-information-creation

Top URLs in Tweet in G6:
[1] https://twitter.com/iSchools/status/1446128188569051136

Top URLs in Tweet in G7:
[2] https://ischools.org/INFOcon-2021
[1] http://bheepz.ischools.co.kr
[1] https://www.c-ischools.org:443/referendum
[1] http://www.c-ischools.org/2021-referendum
[1] https://ischools.org/Lead-From-Wherever-You-Are-Skills-for-an-Evolving-Profession
[1] https://vogw.ischools.co.kr/
[1] https://twitter.com/_TX97/status/1459071172558077953
[1] https://www.ideals.illinois.edu/bitstream/handle/2142/110927/paper_107.pdf?sequence=1&isAllowed=y
[1] https://twitter.com/juchidiuno/status/1447917527481393179
[1] https://lrtf.ischools.co.kr/

Top URLs in Tweet in G9:
[2] https://twitter.com/ischools/status/1461012341399736326
[1] https://twitter.com/iSchools/status/1453680694169939968
[1] https://ischools.org/Womens-Coalition

Top URLs in Tweet in G10:
[1] https://twitter.com/iSchools/status/1446128188569051136
[1] https://umd.zoom.us/webinar/register/WN_I8JkD0yHR1Owqw_qVLdPSQ

Top Domains
Top Domains in Tweet in Entire Graph:
[83] ischools.org
[42] twitter.com
[5] ad-id.org
[5] co.kr
[4] uw.edu
[3] lnu.se
[2] conftool.org
[2] fh-potsdam.de
[2] projectinfolit.org
[2] illinois.edu

Top Domains in Tweet in G1:
[6] ischools.org
[4] uw.edu
[3] twitter.com

Top Domains in Tweet in G2:
[24] ischools.org
[7] twitter.com
[2] lnu.se
[1] qualtrics.com
[1] fh-potsdam.de
[1] unizd.hr
[1] hu-berlin.de
[1] rutgers.edu
[1] drexel.edu
[1] ac.uk

Top Domains in Tweet in G3:
[21] ischools.org
[8] twitter.com
[2] hu.berlin

Top Domains in Tweet in G4:
[9] ischools.org
[5] ad-id.org
[4] twitter.com
[2] conftool.org
[1] co.uk
[1] asist.org
[1] growthzoneapp.com

Top Domains in Tweet in G5:
[2] projectinfolit.org
[1] lnu.se
[1] twitter.com
[1] fh-potsdam.de
[1] elsevier.com

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[5] co.kr
[4] ischools.org
[4] twitter.com
[2] c-ischools.org
[1] illinois.edu

Top Domains in Tweet in G9:
[3] twitter.com
[1] ischools.org

Top Domains in Tweet in G10:
[1] twitter.com
[1] zoom.us

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[77] bts
[77] army
[42] iconf22
[14] infocon2021
[11] infocon
[11] informationscience
[8] iconf21
[8] asist21
[8] datascience
[5] simmonsslis



Top Hashtags in Tweet in G1:
[77] bts
[77] army
[8] informationscience
[5] infocon2021
[5] infocon
[3] pitun2021
[3] misinformation
[3] ai
[2] publicinteresttech
[1] pitun

Top Hashtags in Tweet in G2:
[12] iconf22
[2] iconf21
[2] protic
[2] sustainability
[1] isic22
[1] digitalsustainability
[1] researchimpact
[1] ist719
[1] uwm
[1] musichistory

Top Hashtags in Tweet in G3:
[22] iconf22
[7] asist21
[5] iconf21
[2] scienceslam
[1] social
[1] activities
[1] socialactivity
[1] fun
[1] digitalfuture
[1] isic22

Top Hashtags in Tweet in G4:
[6] infocon2021
[5] infocon
[5] iconf22
[3] infocon21
[1] asist21
[1] iconf21

Top Hashtags in Tweet in G5:
[1] iconf22

Top Hashtags in Tweet in G6:
[5] datascience
[1] userinterfacedesign

Top Hashtags in Tweet in G7:
[2] jacketpride
[2] levyforlearning
[1] infocon
[1] arma2021
[1] infocon2021
[1] cide22

Top Hashtags in Tweet in G8:
[2] cybersecurity
[1] smartcities

Top Words
Top Words in Tweet in Entire Graph:
[212] ischools
[144] more
[123] information
[93] uw_ischool
[87] services
[82] ischool's
[79] lee
[77] jin
[77] elegantlogic
[77] believes

Top Words in Tweet in G1:
[87] uw_ischool
[81] ischool's
[78] services
[77] jin
[77] lee
[77] elegantlogic
[77] believes
[77] streaming
[77] more
[77] serve

Top Words in Tweet in G2:
[58] ischools
[52] information
[28] more
[21] science
[20] digital
[18] event
[17] virtual
[16] students
[15] explore
[15] 2021

Top Words in Tweet in G3:
[32] ischools
[27] iconf
[22] #iconf22
[16] science
[15] more
[14] european
[14] iconference
[12] submissions
[12] see
[11] slam

Top Words in Tweet in G4:
[24] ischools
[18] information
[15] info
[12] oct
[12] 21
[11] science
[10] lecturer
[9] iconf
[8] virtual
[8] 16

Top Words in Tweet in G5:
[15] submit
[14] information
[14] working
[14] special
[14] issue
[14] ihuvila
[14] archivingeye
[14] kyungwonkoh
[13] timgorichanaz
[13] creation

Top Words in Tweet in G6:
[10] ischools
[8] anelisehshrout
[7] human
[6] program
[6] uoftinfofaculty
[6] especially
[5] centered
[5] #datascience
[5] combine
[4] data

Top Words in Tweet in G7:
[25] gt
[8] ischools
[7] ì
[5] lt
[5] information
[4] 출처
[3] infocon
[3] 2021
[3] people
[2] ìš

Top Words in Tweet in G8:
[4] csgspace
[2] globalcyberalln
[2] today
[2] gillthomasuk
[2] talking
[2] #cybersecurity
[2] toolkits
[2] cybersecurity

Top Words in Tweet in G9:
[6] ischools
[6] infogamerist
[4] exciting
[4] web
[4] live
[4] finally
[4] announce
[4] role
[4] co
[4] chair

Top Words in Tweet in G10:
[5] erickgalinkin
[5] ischools
[4] bsideslv
[4] jobs
[3] bodaceacat
[3] gdbassett
[3] students
[3] looking
[3] internships
[3] used

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[77] uw_ischool,ischool's
[77] ischool's,jin
[77] jin,lee
[77] lee,elegantlogic
[77] elegantlogic,believes
[77] believes,streaming
[77] streaming,services
[77] services,more
[77] more,serve
[77] serve,#bts

Top Word Pairs in Tweet in G1:
[77] ischool's,jin
[77] jin,lee
[77] lee,elegantlogic
[77] elegantlogic,believes
[77] believes,streaming
[77] streaming,services
[77] services,more
[77] more,serve
[77] serve,#bts
[77] #bts,fans

Top Word Pairs in Tweet in G2:
[16] information,science
[14] explore,information
[14] science,related
[14] related,careers
[14] careers,infocon
[14] infocon,2021
[14] 2021,free
[14] free,virtual
[14] virtual,event
[14] event,prospective

Top Word Pairs in Tweet in G3:
[12] european,ischools
[11] science,slam
[10] iconference,iconf
[7] pleased,organize
[7] organize,science
[7] slam,european
[7] ischools,years
[7] years,iconference
[6] #iconf22,submissions
[6] liebnerulrike,pleased

Top Word Pairs in Tweet in G4:
[7] explore,info
[7] info,science
[7] science,careers
[7] oct,19
[7] 19,21
[7] vp,group
[7] info,services
[6] group,director
[6] director,info
[5] careers,#infocon

Top Word Pairs in Tweet in G5:
[14] special,issue
[14] ihuvila,archivingeye
[14] archivingeye,kyungwonkoh
[13] working,information
[13] information,creation
[13] creation,submit
[13] submit,special
[13] issue,lisr
[13] lisr,ed
[13] ed,ihuvila

Top Word Pairs in Tweet in G6:
[8] anelisehshrout,ischools
[5] ischools,human
[5] human,centered
[5] centered,#datascience
[5] #datascience,program
[5] program,uoftinfofaculty
[5] uoftinfofaculty,especially
[5] especially,combine
[4] chribecker,anelisehshrout
[2] data,science

Top Word Pairs in Tweet in G7:
[10] gt,gt
[5] gt,lt
[4] lt,출처
[4] 출처,gt
[3] infocon,2021
[2] ì,ìš
[2] ì,ì
[2] virtual,event
[2] event,showcases
[2] showcases,breadth

Top Word Pairs in Tweet in G8:
[2] csgspace,csgspace
[2] csgspace,globalcyberalln
[2] globalcyberalln,today
[2] today,gillthomasuk
[2] gillthomasuk,talking
[2] talking,#cybersecurity
[2] #cybersecurity,toolkits
[2] toolkits,cybersecurity

Top Word Pairs in Tweet in G9:
[4] web,live
[4] live,finally
[4] finally,announce
[4] announce,role
[4] role,co
[4] co,chair
[4] chair,ischools
[4] ischools,women's
[4] women's,coalition
[3] please,touch

Top Word Pairs in Tweet in G10:
[3] gdbassett,erickgalinkin
[3] erickgalinkin,bsideslv
[3] bsideslv,students
[3] students,looking
[3] looking,jobs
[3] jobs,internships
[3] internships,ischools
[3] ischools,used
[3] used,librarian
[2] bodaceacat,gdbassett

Top Replied-To
Top Replied-To in Entire Graph:
@monashinfotech
@socioanna
@amyicurrie
@mariaecogl
@anelisehshrout
@drexelcci
@oligil
@rutgerscomminfo
@uwresponsibleai
@linneuni

Top Replied-To in G1:
@uwresponsibleai

Top Replied-To in G2:
@monashinfotech
@linneuni
@rutgerscomminfo
@drexelcci
@oligil
@rybesh

Top Replied-To in G5:
@timgorichanaz

Top Replied-To in G6:
@anelisehshrout
@cfiesler
@loriemerson

Top Replied-To in G8:
@csgspace

Top Replied-To in G10:
@gdbassett
@erickgalinkin

Top Mentioned
Top Mentioned in Entire Graph:
@ischools
@uw_ischool
@elegantlogic
@iconf
@ihuvila
@archivingeye
@kyungwonkoh
@timgorichanaz
@anna_suor
@strath_ischool

Top Mentioned in G1:
@uw_ischool
@elegantlogic
@jevinwest
@aylin_cim
@taschagroup
@uwcip
@nniiicc
@uwresponsibleai
@uw
@newamerica

Top Mentioned in G2:
@ischools
@iconf
@upslis
@apsap_armenia
@oligil
@monashinfotech
@sarker_anindita
@ibi_hu
@isic2022
@infogamerist

Top Mentioned in G3:
@iconf
@ischools
@liebnerulrike
@ibi_hu
@uw_ischool
@frankrd
@humboldtuni
@isic2022
@ecdigitalfuture
@iupuinformatics

Top Mentioned in G4:
@ischools
@iconf
@strath_ischool
@yonahleve
@ischoolksu
@adidentify
@asist_org
@alisehq
@uaccis
@rbrbrbr

Top Mentioned in G5:
@ihuvila
@archivingeye
@kyungwonkoh
@timgorichanaz
@anna_suor
@ischools
@lisresearch
@lin
@anna_suorsa
@citylis

Top Mentioned in G6:
@anelisehshrout
@uoftinfofaculty
@chribecker
@kwelle
@annajobin
@demukost
@chels_bar
@jovialjoy
@histoftech
@kanarinka

Top Mentioned in G8:
@gillthomasuk
@b01group
@csgspace
@adapt_security
@staysafeonline
@nist
@cityofsanjose
@sanmateoco
@jointventuresvn
@pci_initiative

Top Mentioned in G9:
@infogamerist
@ischools
@najeeb69044333
@fnalhayan
@strath_ischool
@strathcis

Top Mentioned in G10:
@erickgalinkin
@bodaceacat
@bsideslv
@gdbassett
@ischoolumd
@bstjean

Top Tweeters
Top Tweeters in Entire Graph:
@cybersec_feeds
@artificialbra1n
@fabriciosx
@stankinmyblunt
@education_24x7
@removegopnow
@4evrstardancer
@shopermintjinky
@vrretweeter
@btsismy74720491

Top Tweeters in G1:
@stankinmyblunt
@removegopnow
@4evrstardancer
@shopermintjinky
@btsismy74720491
@parkly23
@agent_snark
@deeannisa
@kristine_jung18
@directonerkalov

Top Tweeters in G2:
@artificialbra1n
@womensciaust
@digtalhumanatee
@real_person_dh
@ted_underwood
@ameliangibson
@jedpc
@rjotaduran
@pavaobot
@windloochie

Top Tweeters in G3:
@adamworrall4
@anniesearle
@drdavidmcmenemy
@humboldtuni
@hobohm
@mmsubram
@iupuinformatics
@phdischoolsu
@frankrd
@aylinnchen

Top Tweeters in G4:
@cilipinfo
@rutgerscomminfo
@stevenmaccall
@cilipscotland
@asist_org
@slicceo
@uaccis
@ifla
@martinhalvey
@isaja

Top Tweeters in G5:
@margymaclibrary
@citylis
@lisresearch
@eventcentralme
@suzanasukovic
@bhuva_at_uts
@sarah_ohare
@timgorichanaz
@arjun_sanyal
@archivingeye

Top Tweeters in G6:
@fabriciosx
@pardoe_ai
@heatherfro
@histoftech
@loriemerson
@cfiesler
@annajobin
@anelisehshrout
@dabare64
@laurenfklein

Top Tweeters in G7:
@stephenmolldrem
@randomarchivist
@micahvandegrift
@nkosssiii
@dearpriya
@doc_soc
@bethanycaye
@isd911
@slimnews
@timothydbowman

Top Tweeters in G8:
@cybersec_feeds
@staysafeonline
@b01group
@nist
@pci_initiative
@csgspace
@cityofsanjose
@sanmateoco
@jointventuresvn
@adapt_security

Top Tweeters in G9:
@stuartmacq
@g3om4c
@ciliplirg
@infogamerist
@seanjmcnamara1
@ggallerina
@strathcis
@fnalhayan
@najeeb69044333

Top Tweeters in G10:
@gdbassett
@cillic
@yaganub
@bsideslv
@ischoolumd
@erickgalinkin
@bodaceacat
@bstjean


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