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iSchools_2022-05-25_20-11-44.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
May 26, 2022
Short Description:
iSchools via NodeXL https://bit.ly/3GhUqTv
@ischools
@iconf
@arjun_sanyal
@taschagroup
@cni_org
@infogamerist
@silviacdobre
@untcoi
@i3program
@oieindianed

Top hashtags:
#iconf22
#iconf23
#ischools
#library
#libraries
#digitalpathways
#scholarships
#nj
#covid

Description:
Description
The graph represents a network of 312 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, 26 May 2022 at 03:12 UTC.

The requested start date was Thursday, 26 May 2022 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 112-day, 12-hour, 58-minute period from Tuesday, 01 February 2022 at 23:17 UTC to Wednesday, 25 May 2022 at 12:15 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 : 312
Unique Edges : 332
Edges With Duplicates : 586
Total Edges : 918
Number of Edge Types : 5
Retweet : 185
MentionsInRetweet : 327
Mentions : 282
Replies to : 31
Tweet : 93
Self-Loops : 93
Reciprocated Vertex Pair Ratio : 0.11685393258427
Reciprocated Edge Ratio : 0.209255533199195
Connected Components : 41
Single-Vertex Connected Components : 13
Maximum Vertices in a Connected Component : 198
Maximum Edges in a Connected Component : 754
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.854794
Graph Density : 0.00512202160112128
Modularity : 0.396842
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 312 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, 26 May 2022 at 03:12 UTC.

The requested start date was Thursday, 26 May 2022 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 112-day, 12-hour, 58-minute period from Tuesday, 01 February 2022 at 23:17 UTC to Wednesday, 25 May 2022 at 12:15 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:
[13] https://ischools.org/Registration
[8] https://tascha.uw.edu/2022/01/leading-ischools-to-plan-summit/?utm_source=blog&utm_medium=tw&utm_campaign=blglissummit
[6] https://ischools.org/resources/Documents/iconf%202022/2022%20Schedule/iConf22_schedule.ver.7.pdf
[5] https://ischools.org/News/12630958
[5] https://tascha.uw.edu/2022/02/iconference-interactive-event-shaping-future-directions-for-lis-to-thrive-and-grow-in-ischools/?utm_source=blog&utm_medium=tw&utm_campaign=blglisiconf
[4] https://ischools.org/iConference
[4] https://ischools.org/Dissertation-Award-Past-Winners
[4] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=https%3A%2F%2Flink.springer.com%2Fchapter%2F10.1007%2F978-3-030-96960-8_1
[4] https://ischools.org/Womens-Coalition
[4] https://twitter.com/iSchools/status/1495842227939311617

Top URLs in Tweet in G1:
[4] https://bostonu.qualtrics.com/jfe/form/SV_5vVkXBTdqc2QVls
[3] https://ischools.org/Registration
[3] https://ischools.org/european-doctoral-seminar-series
[3] https://ischools.org/News/12630958
[3] https://ischools.org/Dissertation-Award-Past-Winners
[2] https://ischools.org/Jobs
[2] https://ischools.org/News/12703755
[2] https://ischools.org/iConference-2023-Preview
[2] https://twitter.com/iconf/status/1518937943225749505
[2] https://www.fnlm.org/product/post-pandemic-libraries-the-upcoming-era-of-change/

Top URLs in Tweet in G2:
[5] https://ischools.org/Registration
[5] https://ischools.org/resources/Documents/iconf%202022/2022%20Schedule/iConf22_schedule.ver.7.pdf
[4] https://idp.springer.com/authorize?response_type=cookie&client_id=springerlink&redirect_uri=https%3A%2F%2Flink.springer.com%2Fchapter%2F10.1007%2F978-3-030-96960-8_1
[2] https://ischools.org/Registration/
[2] https://ischools.org/Call-For-Participation
[2] https://ischools.org/iConference
[2] https://ischools.org/News/12630958
[1] https://twitter.com/iSchools/status/1495842227939311617
[1] https://ischools.org/iConference-2022-Access-&-Guidelines
[1] https://ischools.org/News/12638398

Top URLs in Tweet in G3:
[3] https://ischools.org/Registration
[2] https://washington.zoom.us/meeting/register/tJAofuurqj8tGNQ77TPfIHbByMR7mb0T4BOp
[1] https://www.asist.org/meetings-events/asist-24-hour-global-conference/
[1] https://www.asist.org/meetings-events/2022-information-science-summit/
[1] https://comminfo.rutgers.edu/news/remote-teaching-during-pandemic-disadvantages-students-new-jerseys-lower-income-school-districts
[1] https://ischools.org/resources/Documents/iconf%202022/2022%20Schedule/iConf22_schedule.ver.7.pdf
[1] https://asistdl.onlinelibrary.wiley.com/doi/full/10.1002/asi.24654
[1] https://twitter.com/LSEReviewBooks/status/1523226269667966977

Top URLs in Tweet in G4:
[8] https://tascha.uw.edu/2022/01/leading-ischools-to-plan-summit/?utm_source=blog&utm_medium=tw&utm_campaign=blglissummit
[5] https://tascha.uw.edu/2022/02/iconference-interactive-event-shaping-future-directions-for-lis-to-thrive-and-grow-in-ischools/?utm_source=blog&utm_medium=tw&utm_campaign=blglisiconf
[2] https://tascha.uw.edu/projects/lis-forward/?utm_source=projpage&utm_medium=tw&utm_campaign=projlisfwd
[2] https://ischools.org/iConference
[2] https://ischools.org/Program
[1] https://bit.ly/3uFQzvq
[1] https://www.youtube.com/watch?v=LeseN6wb0t0

[1] https://fal.cn/3nzBY
[1] https://fal.cn/3nP04
[1] https://ischool.uw.edu/news/2021/09/music-services-fall-short-superfans-ischools-lee-finds

Top URLs in Tweet in G5:
[1] https://twitter.com/NickPoole1/status/1529126769810362368
[1] https://twitter.com/iSchools/status/1495842227939311617
[1] https://twitter.com/iconf/status/1496150728557182986
[1] https://ischools.org/Womens-Coalition
[1] https://twitter.com/CILIPScotland/status/1497150344861790226
[1] https://www.cilips.org.uk/about/scotlands-library-information-professional-year/
[1] https://hicss.hawaii.edu/authors/
[1] https://www.isi.hhu.de/bereiche-des-institutes/abteilung-fuer-informationswissenschaft/team/call-for-papers-hicss56-self-tracking-technologies#c642032

Top URLs in Tweet in G6:
[2] https://ischools.org/Womens-Coalition
[2] https://twitter.com/iSchools/status/1495842227939311617
[1] http://qmnar.ischools.co.kr
[1] https://box.hu-berlin.de/f/6445ea6ce06f4167a992/
[1] https://twitter.com/ANI/status/1503785843911458817
[1] https://www.ics.uci.edu/community/news/view_news?id=2126
[1] https://www.nationalacademies.org/event/03-29-2022/building-public-trust-in-public-health-emergency-preparedness-and-response-phepr-science-a-workshop
[1] https://twitter.com/maria_antoniak/status/1512065152421531668
[1] https://digital-scholarship.org/digitalkoans/2022/05/03/paywall-evolution-of-data-science-and-its-education-in-ischools-an-impressionistic-study-using-curriculum-analysis-2/
[1] https://twitter.com/i/web/status/1509192290107076611

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1490835664660680704
[1] https://twitter.com/i/web/status/1490896786692603908
[1] https://twitter.com/i/web/status/1490837229488336897
[1] https://twitter.com/i/web/status/1490743218702458889

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1528093615133708288

Top URLs in Tweet in G9:
[1] https://www.cni.org/about-cni/awards/pep-fellowship

Top Domains
Top Domains in Tweet in Entire Graph:
[66] ischools.org
[50] twitter.com
[16] uw.edu
[4] zoom.us
[4] springer.com
[4] qualtrics.com
[3] bit.ly
[3] wiley.com
[3] surveyplanet.com
[2] illinois.edu

Top Domains in Tweet in G1:
[24] ischools.org
[22] twitter.com
[4] qualtrics.com
[2] surveyplanet.com
[2] utoronto.ca
[2] bit.ly
[2] zoom.us
[2] fnlm.org
[1] circls.org
[1] ifla.org

Top Domains in Tweet in G2:
[26] ischools.org
[4] twitter.com
[4] springer.com
[1] illinois.edu
[1] surveyplanet.com
[1] scoocs.co

Top Domains in Tweet in G3:
[4] ischools.org
[2] asist.org
[2] zoom.us
[1] rutgers.edu
[1] wiley.com
[1] twitter.com

Top Domains in Tweet in G4:
[16] uw.edu
[4] ischools.org
[2] fal.cn
[1] bit.ly
[1] youtube.com

Top Domains in Tweet in G5:
[4] twitter.com
[1] ischools.org
[1] org.uk
[1] hawaii.edu
[1] hhu.de

Top Domains in Tweet in G6:
[5] twitter.com
[2] ischools.org
[1] co.kr
[1] hu-berlin.de
[1] uci.edu
[1] nationalacademies.org
[1] digital-scholarship.org

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

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[1] cni.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[78] iconf22
[18] iconf23
[16] ischools
[10] library
[9] libraries
[7] digitalpathways
[7] scholarships
[6] nj
[6] covid
[4] decolonisation



Top Hashtags in Tweet in G1:
[18] iconf22
[10] library
[8] libraries
[7] scholarships
[7] digitalpathways
[5] iconf23
[4] ischools
[3] datascience
[2] symposium
[2] pla22

Top Hashtags in Tweet in G2:
[32] iconf22
[13] iconf23
[2] asiapacific
[1] normality
[1] virtuality
[1] physicality
[1] inclusivity
[1] icaucus
[1] informationresearch
[1] dedt

Top Hashtags in Tweet in G3:
[7] iconf22
[5] nj
[5] covid
[4] rusci
[1] lis
[1] digitaldivide

Top Hashtags in Tweet in G4:
[2] ischools
[1] lis
[1] nationallibraryweek
[1] native
[1] bts
[1] informationtechnology

Top Hashtags in Tweet in G5:
[5] iconf22
[4] decolonisation
[4] ethicalcataloguing
[3] winspiration
[1] criticalcataloguing
[1] cataloguingethics
[1] cilips22
[1] slipy
[1] selftracking
[1] technologies

Top Hashtags in Tweet in G6:
[3] iconf22
[2] ischools
[1] informationscience
[1] ibi
[1] wirsinddabei

Top Hashtags in Tweet in G7:
[1] unmaskourkids
[1] unmaskourchildren

Top Hashtags in Tweet in G9:
[1] libraries
[1] edtech

Top Words
Top Words in Tweet in Entire Graph:
[218] ischools
[78] #iconf22
[75] more
[74] iconf
[60] 2022
[57] information
[50] research
[43] join
[43] students
[36] data

Top Words in Tweet in G1:
[56] ischools
[30] more
[25] students
[22] research
[21] information
[20] 2022
[18] #iconf22
[17] registration
[17] data
[16] program

Top Words in Tweet in G2:
[50] ischools
[32] #iconf22
[31] iconf
[15] presented
[15] more
[14] please
[14] work
[13] #iconf23
[12] virtually
[12] barcelona

Top Words in Tweet in G3:
[17] ischools
[11] 2022
[9] iconf
[7] information
[7] #iconf22
[6] online
[6] learning
[6] more
[6] science
[6] rutgerscomminfo

Top Words in Tweet in G4:
[21] lis
[19] 2022
[19] ischools
[16] information
[15] iconference
[14] summit
[14] future
[13] march
[13] event
[13] taschagroup

Top Words in Tweet in G5:
[18] ischools
[17] infogamerist
[11] wait
[10] women's
[9] cilipscotland
[9] coalition
[8] iconf
[8] natlibscot
[7] next
[7] such

Top Words in Tweet in G6:
[12] ischools
[7] data
[6] science
[5] gt
[3] #iconf22
[3] rallye
[2] lt
[2] #ischools
[2] europe
[2] africa

Top Words in Tweet in G7:
[9] amphischools
[6] cfsd16
[6] tucsonunified
[4] hey
[4] pchd
[2] libertyfora_l_l
[2] science
[2] changed
[2] cost
[2] masking

Top Words in Tweet in G9:
[3] call
[3] applicants
[3] paul
[3] evan
[3] peters
[3] fellowship
[3] open
[3] grad
[3] students
[3] information

Top Words in Tweet in G10:
[6] cs
[5] hci
[4] sharoz
[4] jessicahullman
[4] hcil_umd
[4] departments
[4] ischools
[3] alexkale17
[3] engineering
[2] nelmqvist

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[25] days,until
[23] more,days
[21] until,#iconf22
[21] learn,more
[18] women's,coalition
[15] iconf,#iconf22
[14] standard,registration
[14] march,2nd
[13] next,generation
[13] information,science

Top Word Pairs in Tweet in G1:
[11] until,#iconf22
[10] days,until
[10] attention,ischools
[10] ischools,#library
[10] #library,faculty
[10] faculty,students
[9] more,days
[9] still,time
[8] pandemic,#libraries
[8] upcoming,change

Top Word Pairs in Tweet in G2:
[11] please,submit
[11] submit,work
[11] work,join
[11] join,virtually
[11] virtually,barcelona
[11] #iconf23,presented
[11] presented,ischools
[10] iconf,#iconf22
[9] iconf,please
[9] more,days

Top Word Pairs in Tweet in G3:
[6] information,science
[5] shift,online
[5] online,learning
[5] learning,#nj
[5] #nj,schools
[5] schools,during
[5] during,#covid
[5] #covid,19
[5] 19,poorly
[5] poorly,planned

Top Word Pairs in Tweet in G4:
[12] march,2nd
[11] come,together
[9] five,leading
[9] thrive,grow
[9] iconference,interactive
[9] interactive,event
[9] shaping,future
[8] learn,more
[8] lis,thrive
[8] event,shaping

Top Word Pairs in Tweet in G5:
[7] women's,coalition
[7] aminatshah,natlibscot
[6] such,amazing
[6] amazing,talk
[6] talk,morning
[6] morning,aminatshah
[6] natlibscot,wait
[6] wait,give
[6] give,next
[6] next,cilipscotland

Top Word Pairs in Tweet in G6:
[4] data,science
[2] gt,gt
[2] europe,africa
[2] website,rallye
[2] ischools,doctoral
[2] paywall,evolution
[2] evolution,data
[2] science,education
[2] education,ischools
[2] ischools,impressionistic

Top Word Pairs in Tweet in G7:
[4] amphischools,cfsd16
[4] cfsd16,tucsonunified
[4] hey,amphischools
[2] tucsonunified,science
[2] science,changed
[2] changed,cost
[2] cost,masking
[2] masking,children
[2] tucsonunified,pchd
[2] pchd,silence

Top Word Pairs in Tweet in G9:
[3] call,applicants
[3] applicants,paul
[3] paul,evan
[3] evan,peters
[3] peters,fellowship
[3] fellowship,open
[3] open,grad
[3] grad,students
[3] students,information
[3] information,studies

Top Word Pairs in Tweet in G10:
[3] jessicahullman,hcil_umd
[3] sharoz,jessicahullman
[3] cs,departments
[2] nelmqvist,alexkale17
[2] alexkale17,sharoz
[2] hcil_umd,historically
[2] historically,speaking
[2] speaking,hci
[2] hci,exclusive
[2] exclusive,cs

Top Replied-To
Top Replied-To in Entire Graph:
@infogamerist
@iconf
@ischools
@rachel_w
@ryancordell
@sharoz
@gerhardbissels
@nikhil897821
@lgibradze
@bjplive

Top Replied-To in G1:
@ischools
@lgibradze

Top Replied-To in G2:
@iconf
@nikhil897821
@luileito
@strath_ischool

Top Replied-To in G3:
@rutgerscomminfo

Top Replied-To in G5:
@infogamerist
@gerhardbissels

Top Replied-To in G7:
@amphischools

Top Replied-To in G8:
@bjplive

Top Replied-To in G10:
@sharoz
@alexkale17

Top Mentioned
Top Mentioned in Entire Graph:
@ischools
@iconf
@infogamerist
@taschagroup
@monashinfotech
@cilipscotland
@natlibscot
@elsevierconnect
@aminatshah
@fnlm

Top Mentioned in G1:
@ischools
@iconf
@elsevierconnect
@fnlm
@nat_collection
@ja
@mayaracfig
@ischoolumd
@ajmillion
@doctoralseminar

Top Mentioned in G2:
@ischools
@iconf
@monashinfotech
@strath_ischool
@ischoolui
@mattyd_ir
@martinhalvey
@leifos
@khalidshiblee
@uocuniversity

Top Mentioned in G3:
@ischools
@iconf
@asist_org
@rutgerscomminfo
@jasist
@rbrbrbr
@taschagroup
@alisehq
@juliearomi
@cmcgowanthinks

Top Mentioned in G4:
@taschagroup
@iconf
@uw_ischool
@staceyawe
@i3program
@ischoolumd
@utischool
@ischoolui
@uncsils
@chriscoward

Top Mentioned in G5:
@ischools
@infogamerist
@cilipscotland
@iconf
@natlibscot
@aminatshah
@cilipconf22
@cilipinfo
@cilipmdg
@strath_ischool

Top Mentioned in G6:
@ilabafrica

Top Mentioned in G7:
@amphischools
@cfsd16
@tucsonunified
@pchd
@libertyfora_l_l
@mcdanielle01
@dougducey
@9thflooraz
@generalbrnovich

Top Mentioned in G8:
@hmoindia
@pmoindia
@rahulgandhi
@incindia
@srinivasiyc
@srivatsayb
@gauravpandhi
@bole_bharat

Top Mentioned in G9:
@cni_org
@arlnews
@educause
@uofsc_ischool
@ischoolsu
@srjischool
@prattischool
@ischool_pitt
@ischools

Top Mentioned in G10:
@jessicahullman
@hcil_umd
@nelmqvist
@alexkale17
@sharoz
@dr_tj

Top Tweeters
Top Tweeters in Entire Graph:
@glasgow_watch
@designthinkbot
@satyajit1910
@el1421
@smartecocity
@margymaclibrary
@bjplive
@technojeder
@ainewsfeed
@vrvalicento

Top Tweeters in G1:
@satyajit1910
@tetisheri
@ntlmuseumsscot
@rtne_ws
@bekinc
@univ_indonesia
@natgalleriessco
@alexgrwords
@oclc
@lisresearch

Top Tweeters in G2:
@uniofoxford
@anarchia45
@monashuni
@umsi
@citylis
@jschneider
@unistrathclyde
@infoschoolsheff
@danielskatz
@ischoolui

Top Tweeters in G3:
@smartecocity
@rutgerscomminfo
@safiyanoble
@asist_org
@eszter
@profjsg
@enssib
@timgorichanaz
@arjun_sanyal
@deeperlee

Top Tweeters in G4:
@cpltalk
@cynleitichsmith
@merrillcollege
@tracisorell
@doug_schuler
@uncsils
@uw_ischool
@paulacarina
@ischoolumd
@crhinesmith

Top Tweeters in G5:
@glasgow_watch
@cilipinfo
@nickpoole1
@natlibscot
@cilipscotland
@stuartmacq
@emmanicolwork
@cilipmdg
@concettalaspada
@infogamerist

Top Tweeters in G6:
@madee6
@stephenmolldrem
@bhaarathvaasi
@digitalkoans
@elplatt
@ilabafrica
@ayahsoufan
@cpikas
@ucibrenics
@stillinsky

Top Tweeters in G7:
@tucsonmelissa
@dougducey
@tucsonunified
@9thflooraz
@pchd
@libertyfora_l_l
@generalbrnovich
@amphischools
@horetskiryan
@melibishop

Top Tweeters in G8:
@bjplive
@incindia
@srivatsayb
@gauravpandhi
@srinivasiyc
@pmoindia
@sadiqmda
@bole_bharat
@hmoindia
@rahulgandhi

Top Tweeters in G9:
@ischoolsu
@educause
@arlnews
@prattischool
@cni_org
@uofsc_ischool
@cynhudson
@ischool_pitt
@srjischool

Top Tweeters in G10:
@sharoz
@dr_tj
@mjskay
@nelmqvist
@jessicahullman
@greenveggie_
@alexkale17
@hcil_umd


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