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iSchools_2021-11-24_20-33-36.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 25, 2021
Short Description:
iSchools via NodeXL https://bit.ly/3CPpKFU
@uw_ischool
@ischools
@carolinerpitt
@mrstoh2o
@elegantlogic
@rhizomeconnect
@iconf
@b01group
@strath_ischool
@ayahsoufan

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

Description:
Description
The graph represents a network of 560 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, 25 November 2021 at 04:34 UTC.

The requested start date was Thursday, 25 November 2021 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 84-day, 14-hour, 5-minute period from Wednesday, 01 September 2021 at 07:27 UTC to Wednesday, 24 November 2021 at 21:33 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 : 560
Unique Edges : 407
Edges With Duplicates : 1009
Total Edges : 1416
Number of Edge Types : 5
Mentions : 198
MentionsInRetweet : 665
Replies to : 38
Retweet : 434
Tweet : 81
Self-Loops : 81
Reciprocated Vertex Pair Ratio : 0.0359897172236504
Reciprocated Edge Ratio : 0.0694789081885856
Connected Components : 43
Single-Vertex Connected Components : 12
Maximum Vertices in a Connected Component : 431
Maximum Edges in a Connected Component : 1253
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.773523
Graph Density : 0.00257475083056478
Modularity : 0.476473
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 560 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, 25 November 2021 at 04:34 UTC.

The requested start date was Thursday, 25 November 2021 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 84-day, 14-hour, 5-minute period from Wednesday, 01 September 2021 at 07:27 UTC to Wednesday, 24 November 2021 at 21:33 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:
[24] https://ischools.org/INFOcon-2021
[6] https://twitter.com/iSchools/status/1446128188569051136
[6] https://ischools.org/iConference
[6] https://ischools.org/Full-Research-Papers
[6] https://ischools.org/Short-Research-Papers
[6] https://ischool.uw.edu/news/2021/09/music-services-fall-short-superfans-ischools-lee-finds
[5] http://ad-id.org/
[5] https://ischools.org/page-18436
[5] https://ischools.org/Jobs
[3] https://ischool.uw.edu/news/2021/11/ischools-weber-wins-funding-help-community-navigate-technology-challenges

Top URLs in Tweet in G1:
[5] 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://ischool.uw.edu/news/2021/09/music-services-fall-short-superfans-ischools-lee-finds
[2] https://ischools.org/Studies-in-Misinformation

Top URLs in Tweet in G2:
[1] https://ischool.uw.edu/news/2021/09/music-services-fall-short-superfans-ischools-lee-finds

Top URLs in Tweet in G3:
[12] https://ischools.org/INFOcon-2021
[6] https://ischools.org/Full-Research-Papers
[6] https://ischools.org/Short-Research-Papers
[6] https://ischools.org/iConference
[5] http://ad-id.org/
[5] https://ischools.org/Jobs
[3] https://ischools.org/iConference-2021-Summary
[3] https://twitter.com/ischools/status/1461012341399736326
[2] https://www.conftool.org/asist2021/index.php?page=browseSessions&form_session=467#paperID342
[2] https://aisingapore.org/2021/09/artificial-intelligence-and-work-two-perspectives/

Top URLs in Tweet in G4:
[1] https://twitter.com/iSchools/status/1446128188569051136

Top URLs in Tweet in G5:
[1] https://ischool.uw.edu/news/2021/09/music-services-fall-short-superfans-ischools-lee-finds
[1] https://rhizomeconnect.com/

Top URLs in Tweet in G6:
[2] https://ischool.uw.edu/news/2021/09/music-services-fall-short-superfans-ischools-lee-finds
[2] https://ischools.org/INFOcon-2021
[1] https://jopik.ischools.co.kr/
[1] http://bheepz.ischools.co.kr
[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

Top URLs in Tweet in G7:
[1] https://twitter.com/iSchools/status/1450137836863176717
[1] https://hu.berlin/workshops
[1] https://hu.berlin/posters
[1] https://twitter.com/ischools/status/1450137836863176717
[1] https://www.routledge.com/The-Meas-urement-of-Information-Integrity/Seadle/p/book/9780367565695

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1438063942161600522

Top URLs in Tweet in G10:
[2] https://www.c-ischools.org/referendum
[1] https://www.ehlers-inc.com/microsite/ci2021/
[1] http://www.c-ischools.org/2021-referendum
[1] https://www.c-ischools.org:443/referendum

Top Domains
Top Domains in Tweet in Entire Graph:
[76] ischools.org
[33] twitter.com
[9] uw.edu
[5] ad-id.org
[4] c-ischools.org
[3] illinois.edu
[3] co.kr
[2] conftool.org
[2] hu.berlin
[2] syr.edu

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

Top Domains in Tweet in G2:
[1] uw.edu

Top Domains in Tweet in G3:
[52] ischools.org
[15] twitter.com
[5] ad-id.org
[2] conftool.org
[2] aisingapore.org
[2] elsevier.com
[2] illinois.edu
[1] rutgers.edu
[1] hu-berlin.de
[1] drexel.edu

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[1] uw.edu
[1] rhizomeconnect.com

Top Domains in Tweet in G6:
[3] co.kr
[3] ischools.org
[2] uw.edu
[1] twitter.com
[1] illinois.edu

Top Domains in Tweet in G7:
[2] twitter.com
[2] hu.berlin
[1] routledge.com

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

Top Domains in Tweet in G10:
[4] c-ischools.org
[1] ehlers-inc.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[135] bts
[77] army
[49] iconf22
[14] informationscience
[14] infocon2021
[12] infocon
[12] datascience
[8] asist21
[8] iconf21
[7] maskupmischools



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

Top Hashtags in Tweet in G2:
[1] btsarmy
[1] bts

Top Hashtags in Tweet in G3:
[49] iconf22
[8] infocon2021
[8] iconf21
[5] infocon
[3] infocon21
[3] informationscience
[3] datascience
[3] ischools
[2] computerscience
[2] engineering

Top Hashtags in Tweet in G4:
[6] datascience
[1] userinterfacedesign
[1] phylogenetics
[1] ischools
[1] dataengineering

Top Hashtags in Tweet in G5:
[1] bts

Top Hashtags in Tweet in G6:
[1] mississippischoolscovid
[1] infocon
[1] arma2021
[1] infocon2021

Top Hashtags in Tweet in G7:
[1] isic22
[1] information
[1] integrity

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

Top Hashtags in Tweet in G10:
[2] jacketpride
[2] levyforlearning

Top Words
Top Words in Tweet in Entire Graph:
[259] more
[177] ischools
[169] music
[146] uw_ischool
[146] services
[137] lee
[136] jin
[135] elegantlogic
[135] streaming
[135] #bts

Top Words in Tweet in G1:
[143] uw_ischool
[134] services
[133] streaming
[133] #bts
[133] jin
[133] lee
[133] elegantlogic
[83] more
[81] ischool's
[77] believes

Top Words in Tweet in G2:
[106] power
[106] music
[105] structure
[105] disrupted
[105] changed
[105] traditional
[105] gatekeepers
[105] radio
[105] djs
[105] more

Top Words in Tweet in G3:
[101] ischools
[53] information
[51] more
[49] #iconf22
[44] papers
[43] iconf
[33] science
[32] submit
[31] oct
[30] virtual

Top Words in Tweet in G4:
[10] ischools
[10] dan
[9] uazischool
[8] anelisehshrout
[7] human
[6] program
[6] #datascience
[6] uoftinfofaculty
[6] especially
[6] prof

Top Words in Tweet in G5:
[36] bts
[18] time
[18] come
[18] living
[18] memory
[18] gone
[18] people
[18] going
[18] remember
[17] rhizomeconnect

Top Words in Tweet in G6:
[15] gt
[7] ì
[3] lt
[3] infocon
[3] 2021
[3] information
[3] ischools
[2] 출처
[2] ìš
[2] 10

Top Words in Tweet in G7:
[7] ibi_hu
[4] berlin
[3] ischools
[3] information
[3] 2022
[3] guidelines
[3] published
[3] latest
[3] brilliant
[3] book

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:
[2] ecischools

Top Words in Tweet in G10:
[17] last
[10] learn
[9] schools
[8] people
[8] surprised
[8] ranks
[8] mississippi
[8] conference
[8] education
[8] funding

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[136] jin,lee
[134] lee,elegantlogic
[134] streaming,services
[110] power,structure
[110] structure,disrupted
[110] disrupted,changed
[110] changed,traditional
[110] traditional,gatekeepers
[110] gatekeepers,music
[110] music,radio

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

Top Word Pairs in Tweet in G2:
[105] power,structure
[105] structure,disrupted
[105] disrupted,changed
[105] changed,traditional
[105] traditional,gatekeepers
[105] gatekeepers,music
[105] music,radio
[105] radio,djs
[105] djs,more
[105] more,recently

Top Word Pairs in Tweet in G3:
[21] virtual,event
[21] information,science
[18] papers,#iconf22
[17] infocon,2021
[16] left,submit
[16] submit,papers
[16] prospective,students
[15] explore,information
[15] science,related
[15] related,careers

Top Word Pairs in Tweet in G4:
[8] anelisehshrout,ischools
[5] ischools,human
[5] human,centered
[5] centered,#datascience
[5] #datascience,program
[5] program,uoftinfofaculty
[5] uoftinfofaculty,especially
[5] especially,combine
[5] uarizona,uazischool
[5] uazischool,welcome

Top Word Pairs in Tweet in G5:
[18] time,come
[18] come,bts
[18] bts,living
[18] living,memory
[18] memory,gone
[18] gone,people
[18] people,going
[18] going,remember
[18] remember,bts
[17] rhizomeconnect,time

Top Word Pairs in Tweet in G6:
[6] gt,gt
[3] gt,lt
[3] infocon,2021
[2] lt,출처
[2] 출처,gt
[2] ì,ìš
[2] ì,ì
[2] virtual,event
[2] event,showcases
[2] showcases,breadth

Top Word Pairs in Tweet in G7:
[3] published,latest
[3] latest,brilliant
[3] brilliant,book
[3] book,mseadle
[3] mseadle,ibi_hu
[3] ibi_hu,puts
[3] puts,truth
[3] truth,context
[3] context,offers
[3] offers,measures

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 G10:
[8] people,surprised
[8] surprised,learn
[8] learn,schools
[8] schools,ranks
[8] ranks,last
[8] last,mississippi
[8] mississippi,conference
[8] conference,education
[8] education,funding
[8] funding,last

Top Replied-To
Top Replied-To in Entire Graph:
@amyicurrie
@mariaecogl
@jewelbphd
@anelisehshrout
@uwresponsibleai
@rutgerscomminfo
@linneuni
@drexelcci
@jimccasey1
@delredhead

Top Replied-To in G1:
@uwresponsibleai

Top Replied-To in G3:
@jewelbphd
@rutgerscomminfo
@drexelcci
@linneuni
@rybesh
@biblioemplois

Top Replied-To in G4:
@anelisehshrout
@cfiesler
@loriemerson

Top Replied-To in G8:
@csgspace

Top Replied-To in G10:
@iissfas

Top Mentioned
Top Mentioned in Entire Graph:
@uw_ischool
@elegantlogic
@mrstoh2o
@ischools
@iconf
@rhizomeconnect
@strath_ischool
@jevinwest
@asist_org
@infogamerist

Top Mentioned in G1:
@uw_ischool
@elegantlogic
@jevinwest
@aylin_cim
@uwcip
@taschagroup
@mrstoh2o
@kolinakoltai
@nniiicc
@uwresponsibleai

Top Mentioned in G2:
@mrstoh2o
@elegantlogic
@bts_twt
@uw_ischool

Top Mentioned in G3:
@ischools
@iconf
@strath_ischool
@asist_org
@infogamerist
@dublincore
@yonahleve
@ischoolksu
@ifla
@ibi_hu

Top Mentioned in G4:
@anelisehshrout
@uoftinfofaculty
@uazischool
@uarizona
@chribecker
@kwelle
@annajobin
@demukost
@chels_bar
@jovialjoy

Top Mentioned in G5:
@rhizomeconnect

Top Mentioned in G7:
@ibi_hu
@ischools
@mseadle
@isic2022
@heidilowther
@routledgebooks

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

Top Mentioned in G9:
@ecischools
@cobisorg
@bsmeorg
@ceesaorg
@ispschools
@aisa_schools
@aisadirector
@neasc
@ecisphysed

Top Mentioned in G10:
@isd911

Top Tweeters
Top Tweeters in Entire Graph:
@cybersec_feeds
@aepishere
@linnie_myname
@fabriciosx
@stankinmyblunt
@education_24x7
@removegopnow
@panterka30k
@4evrstardancer
@mrstoh2o

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

Top Tweeters in G2:
@linnie_myname
@panterka30k
@mrstoh2o
@athenajk01
@gratefultojesus
@ssibadogil
@titity_99
@mimamoguel
@monchildnj
@hoisiv

Top Tweeters in G3:
@jewelbphd
@cpltalk
@ucloudifyai
@cilipinfo
@rutgerscomminfo
@ameliangibson
@jedpc
@cilipscotland
@sh
@lisresearch

Top Tweeters in G4:
@fabriciosx
@pardoe_ai
@heatherfro
@histoftech
@binfotrends
@loriemerson
@uarizona
@cfiesler
@annajobin
@anelisehshrout

Top Tweeters in G5:
@keyofcikavac
@josiekisses
@cndyblnd
@o___7__o
@taekoooks_
@septet_muster
@emie_is_ot7
@mapofthekee
@ridha_1709
@candidauris

Top Tweeters in G6:
@btsfan_2020
@randomarchivist
@nkosssiii
@jdittersdorf
@slimnews
@emptyschell
@timothydbowman
@uscmmlis
@ecumls1
@kxewl7jscq

Top Tweeters in G7:
@paulnaish78
@routledgebooks
@egeertsphd
@olutolajames1
@heidilowther
@ibi_hu
@mseadle
@vera_hillebrand
@julianekohler
@paulinabressel

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

Top Tweeters in G9:
@cobisorg
@ecischools
@michaeljohnst15
@ceesaorg
@bsmeorg
@ispschools
@aisadirector
@neasc
@aisa_schools
@school_collab

Top Tweeters in G10:
@joshbosma
@cihs_activities
@kosarkablue
@shariwiltrout
@isd911
@iissfas
@ericwiltrout
@jbrooksbaseball
@marayawiltrout