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iSchools_2020-06-03_20-26-15.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
June 04, 2020
Short Description:
iSchools via NodeXL https://bit.ly/2Xt1hEG
@ischools
@iconf
@arjun_sanyal
@lamba_manika
@emeraldikm
@techedvocate
@aylinnchen
@lynch39083
@sonsocmed
@emeraldlibrary

Top hashtags:
#iconf20
#ischools
#bced
#abed
#mbedu
#sasked
#onted
#ontedleaders
#nbed
#nsed

Description:
Description
The graph represents a network of 321 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, 04 June 2020 at 03:26 UTC.

The requested start date was Thursday, 04 June 2020 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 92-day, 8-hour, 34-minute period from Sunday, 01 March 2020 at 21:02 UTC to Tuesday, 02 June 2020 at 05:36 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 : 321
Unique Edges : 279
Edges With Duplicates : 684
Total Edges : 963
Number of Edge Types : 5
Replies to : 39
Mentions : 207
Retweet : 258
MentionsInRetweet : 370
Tweet : 89
Self-Loops : 89
Reciprocated Vertex Pair Ratio : 0.0533642691415313
Reciprocated Edge Ratio : 0.101321585903084
Connected Components : 38
Single-Vertex Connected Components : 15
Maximum Vertices in a Connected Component : 224
Maximum Edges in a Connected Component : 818
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.007274
Graph Density : 0.00441978193146417
Modularity : 0.373204
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 321 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, 04 June 2020 at 03:26 UTC.

The requested start date was Thursday, 04 June 2020 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 92-day, 8-hour, 34-minute period from Sunday, 01 March 2020 at 21:02 UTC to Tuesday, 02 June 2020 at 05:36 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:
[40] https://ischools.org/ischools-coronavirus-statement
[9] https://ischools.org/page-18118
[8] https://ischools.org/2020-Registration#rates
[7] https://ischools.org/News/8840764
[6] https://ischools.org/News/8855161
[6] https://ischools.org/iConference
[4] https://docs.google.com/spreadsheets/d/1O3wnaFYSZCgY3Ih4yDw3EIH2SC_-vjhyHwrCQSy0J7M/edit?usp=sharing
[3] https://ischools.org/resources/Documents/iconf%202020/iConference%202020%20goes%20virtual_200310.pdf
[3] https://ischools.org/page-18335
[3] https://ischools.org/resources/Documents/Public/iConference%202020%20goes%20virtual_200310.pdf

Top URLs in Tweet in G1:
[34] https://ischools.org/ischools-coronavirus-statement
[6] https://ischools.org/2020-Registration#rates
[5] https://ischools.org/News/8855161
[4] https://ischools.org/News/8840764
[4] https://ischools.org/page-18118
[4] https://docs.google.com/spreadsheets/d/1O3wnaFYSZCgY3Ih4yDw3EIH2SC_-vjhyHwrCQSy0J7M/edit?usp=sharing
[3] https://ischools.org/resources/Documents/Public/iConference%202020%20goes%20virtual_200310.pdf
[3] https://ischools.org/iConference
[3] https://ischools.org/page-18335
[2] https://ischools.org/page-18345

Top URLs in Tweet in G2:
[5] https://ischools.org/page-18118
[3] https://ischools.org/ischools-coronavirus-statement
[2] https://ischools.org/iConference/
[2] https://ischools.org/iConference
[2] https://ischools.org/News/8840764
[1] https://www.hb.se/iconference/guided-tours
[1] https://twitter.com/iconf/status/1233294054319935488
[1] https://ischools.org/News/8811654
[1] https://twitter.com/iconf/status/1237055836758867969
[1] https://ischools.org/resources/Documents/iconf%202020/iConference%202020%20goes%20virtual_200310.pdf

Top URLs in Tweet in G3:
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=224667
[1] https://twitter.com/LISResearch/status/1265572169242816513
[1] https://ischools.org/ischools-coronavirus-statement
[1] https://twitter.com/ischools/status/1240650771349241856
[1] https://ischools.org/2020-Registration#rates
[1] https://ischools.org/News/8855161
[1] https://twitter.com/i/web/status/1248273876834045953

Top URLs in Tweet in G4:
[2] https://hicss.hawaii.edu/tracks-54/information-technology-in-healthcare/#self-quantification-with-activity-tracking-technologies-opportunities-and-threats-minitrack
[2] https://www.emerald.com/insight/content/doi/10.1108/RSR-09-2019-0071/full/html?utm_source=twitter&utm_medium=social&utm_campaign=ace_45thPresSI_1_20200429_free
[1] https://ischools.org/ischools-coronavirus-statement
[1] https://www.emerald.com/insight/content/doi/10.1108/RSR-09-2019-0064/full/html?utm_source=twitter&utm_medium=social&utm_campaign=ace_45thPresSI_5_20200501_free#freeaccess
[1] https://www.emerald.com/insight/content/doi/10.1108/RSR-09-2019-0070/full/html?utm_source=twitter&utm_medium=social&utm_campaign=ace_45thPresSI_2_20200429_free#academiclibraries
[1] https://www.emerald.com/insight/content/doi/10.1108/RSR-10-2019-0073/full/html?utm_source=twitter&utm_medium=social&utm_campaign=ace_45thPresSI_3_20200430_free#academiclibraries
[1] https://www.emerald.com/insight/content/doi/10.1108/RSR-09-2019-0067/full/html?utm_source=twitter&utm_medium=social&utm_campaign=ace_45thPresSI_4_20200430_free#academiclibraries
[1] https://www.emerald.com/insight/content/doi/10.1108/RSR-10-2019-0073/full/html?utm_source=twitter&utm_medium=social&utm_campaign=ace_45thPresSI_3_20200430_free

Top URLs in Tweet in G6:
[2] https://ischool.uw.edu/news/2020/05/jill-mckinstry-87-named-ischools-2020-distinguished-alumna
[1] http://ow.ly/TG1x50z4zJN
[1] https://ischool.umd.edu/news/umd-ischools-international-children%E2%80%99s-digital-library-featured-la-times-list-free-reads-during
[1] https://twitter.com/i/web/status/1259873872196915203
[1] https://vimeo.com/393011573
[1] https://twitter.com/kboughida/status/1234593498801856515
[1] https://twitter.com/i/web/status/1250429389365325824
[1] https://twitter.com/i/web/status/1250429967671779328
[1] https://ischools.org/ischools-coronavirus-statement
[1] https://ischools.org/News/8840764

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1237141695030079492
[1] https://twitter.com/iSchools/status/1237519312501391362
[1] https://twitter.com/i/web/status/1238336548497543173
[1] https://twitter.com/i/web/status/1238335425535606786
[1] https://twitter.com/i/web/status/1238335914922786816
[1] https://ischools.org/iConference
[1] https://ischools.app/
[1] https://sites.google.com/c-ischools.org/covid-19-response-plan/welcome
[1] https://twitter.com/i/web/status/1242803421968818176
[1] https://twitter.com/i/web/status/1242976169177362433

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1264550841815404544
[1] http://www.theedadvocate.org/the-awards-process/

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1255065374095261697
[1] https://twitter.com/i/web/status/1239194231647997955

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1240050689587531777
[1] https://twitter.com/i/web/status/1240050343146328066

Top Domains
Top Domains in Tweet in Entire Graph:
[101] ischools.org
[59] twitter.com
[7] google.com
[7] emerald.com
[5] uw.edu
[4] vimeo.com
[2] hawaii.edu
[2] nodexlgraphgallery.org
[2] illinois.edu
[1] ow.ly

Top Domains in Tweet in G1:
[72] ischools.org
[8] twitter.com
[4] google.com
[2] illinois.edu
[1] vimeo.com

Top Domains in Tweet in G2:
[22] ischools.org
[21] twitter.com
[2] vimeo.com
[1] hb.se
[1] conftool.com
[1] umich.edu

Top Domains in Tweet in G3:
[3] twitter.com
[3] ischools.org
[2] nodexlgraphgallery.org

Top Domains in Tweet in G4:
[7] emerald.com
[2] hawaii.edu
[1] ischools.org

Top Domains in Tweet in G6:
[4] twitter.com
[2] uw.edu
[2] ischools.org
[1] ow.ly
[1] umd.edu
[1] vimeo.com

Top Domains in Tweet in G7:
[10] twitter.com
[2] google.com
[1] ischools.org
[1] ischools.app
[1] bit.ly
[1] ischools.us
[1] youtube.com
[1] gov.uk

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

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[178] iconf20
[20] ischools
[12] bced
[12] abed
[12] mbedu
[12] sasked
[12] onted
[12] ontedleaders
[12] nbed
[12] nsed



Top Hashtags in Tweet in G1:
[93] iconf20
[7] beijing
[6] ischools
[6] zoom
[4] ischoolui
[3] ischoolsworldwide
[2] ischoolsnews
[2] hiring
[1] app
[1] iconf21

Top Hashtags in Tweet in G2:
[73] iconf20
[6] ischoolsworldwide
[6] ischools
[4] ischoolsnews
[4] sustainable
[2] sweden
[2] hiring
[2] beijing
[2] app
[2] studentsymposium

Top Hashtags in Tweet in G3:
[6] iconf20
[2] ischools

Top Hashtags in Tweet in G4:
[6] hicss54
[5] freeaccess
[3] academiclibraries
[2] selfquantification
[2] iconf20
[1] research
[1] libraries

Top Hashtags in Tweet in G5:
[1] ischoolsworldwide
[1] ischools

Top Hashtags in Tweet in G6:
[2] iconf20
[1] umdischool
[1] libraries
[1] ai
[1] ml
[1] vr
[1] datascience
[1] cni19f

Top Hashtags in Tweet in G7:
[1] covid19
[1] ischools
[1] inf6501
[1] tipoftheweek
[1] didyouknow

Top Hashtags in Tweet in G10:
[12] bced
[12] abed
[12] mbedu
[12] sasked
[12] onted
[12] ontedleaders
[12] nbed
[12] nsed
[12] nled
[12] peischools

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[93] #iconf20
[91] iconf
[73] ischools
[67] virtual
[54] iconference
[51] conference
[49] more
[40] details
[32] transformed
[32] interactive

Top Words in Tweet in G2:
[73] #iconf20
[61] ischools
[29] virtual
[26] organizers
[21] march
[21] iconf
[18] iconference
[17] participants
[16] available
[16] schedule

Top Words in Tweet in G3:
[13] ischools
[7] iconf
[6] #iconf20
[4] video
[4] virtual
[3] first
[3] conference
[3] thank
[2] lisresearch
[2] inc

Top Words in Tweet in G4:
[11] special
[11] issue
[10] ischools
[10] asist_org
[10] academic
[8] fake
[7] ala_rusa
[7] ala_acrl
[7] libraries
[7] 45th

Top Words in Tweet in G5:
[2] iflanatlibs
[2] ischools
[2] kellywellread

Top Words in Tweet in G6:
[8] ischools
[8] ischoolumd
[7] available
[7] arlnews
[7] educause
[7] utischool
[7] uw_ischool
[6] phdischoolsu
[5] pep
[5] fellowships

Top Words in Tweet in G7:
[9] ischools
[9] students
[7] ischool
[6] based
[6] student
[5] more
[5] school
[5] learning
[4] first
[4] create

Top Words in Tweet in G8:
[2] iqstrategix
[2] ireavaservices
[2] isams
[2] isas_online
[2] conquerorstechs
[2] ischools
[2] ispringpro
[2] jackrabbittech

Top Words in Tweet in G9:
[26] folks
[13] especially
[13] ischools
[13] many
[13] already
[13] teach
[13] online
[13] please
[13] mindful
[13] class

Top Words in Tweet in G10:
[12] pls
[12] help
[12] spread
[12] word
[12] #bced
[12] #abed
[12] #mbedu
[12] #sasked
[12] #onted
[12] #ontedleaders

Top Word Pairs
Top Word Pairs in Tweet in G2:
[39] university,borås
[35] borås,advised
[34] advised,#iconf20
[32] #iconf20,organizers
[32] organizers,against
[32] against,person
[32] person,international
[32] international,gathering
[16] gathering,process
[14] more,details

Top Word Pairs in Tweet in G3:
[8] lisresearch,ischools
[8] ischools,ischools
[8] ischools,inc
[8] inc,excited
[8] excited,present
[8] present,#ischools
[8] #ischools,video
[8] video,blog
[8] blog,first
[8] first,video

Top Word Pairs in Tweet in G4:
[2] special,issue
[2] ala_rusa,ala_acrl
[2] ala_acrl,asist_org
[2] asist_org,ischools
[2] issue,academic
[2] academic,libraries
[2] libraries,45th
[2] 45th,president
[2] activity,tracking
[2] tracking,technologies

Top Word Pairs in Tweet in G5:

Top Word Pairs in Tweet in G6:
[] arlnews,educause
[] educause,ischools
[] ischools,utischool
[] utischool,uw_ischool
[] uw_ischool,ischoolumd
[] ischoolumd,phdischoolsu
[] pep,fellowships
[] fellowships,available
[] available,24
[] 24,deadline

Top Word Pairs in Tweet in G7:
[7] hah,thing
[7] thing,spread
[7] spread,kids
[7] kids,closed
[7] primary,ischools
[6] instead,holly
[5] ischools,first
[5] first,instead
[5] closed,first
[5] first,primary

Top Word Pairs in Tweet in G8:
[3] iqstrategix,ireavaservices
[3] ireavaservices,isams
[3] isams,isas_online
[3] isas_online,conquerorstechs
[3] conquerorstechs,ischools
[3] ischools,ispringpro
[2] ispringpro,jackrabbittech

Top Word Pairs in Tweet in G9:
[2] folks,especially
[2] especially,folks
[2] folks,ischools
[2] ischools,many
[2] many,already
[2] already,teach
[2] teach,online
[] online,please
[] please,mindful
[] mindful,class

Top Word Pairs in Tweet in G10:
[13] pls,help
[13] help,spread
[13] spread,word
[13] word,#bced
[13] #bced,#abed
[13] #abed,#mbedu
[13] #mbedu,#sasked
[13] #sasked,#onted
[13] #onted,#ontedleaders
[13] #ontedleaders,#nbed

Top Replied-To
Top Replied-To in Entire Graph:
@ischools
@iqstrategix
@deeperlee
@iconf
@patrickakarlson
@primarypete_
@hassan_zamir
@kateobille
@yunhyongkim
@bethany_mcgowan

Top Replied-To in G1:
@ischools
@iconf
@hassan_zamir
@denisersalmeida
@lisafederer
@cpltalk

Top Replied-To in G2:
@deeperlee
@ischools
@kateobille
@ischoolatrit
@sbshallam
@drrob_wilson

Top Replied-To in G4:
@aisconnect

Top Replied-To in G5:
@slaphl

Top Replied-To in G8:
@iqstrategix

Top Replied-To in G9:
@arishira1

Top Mentioned
Top Mentioned in Entire Graph:
@ischools
@iconf
@sslisischool
@ameliangibson
@asist_org
@leighcassell
@ischoolumd
@oslomet
@canteac
@arlnews

Top Mentioned in G1:
@iconf
@ischools
@sslisischool
@oslomet
@amhgruber
@freundlu
@mseadle
@anuncivilphd
@steffihavelka
@helenafrancke

Top Mentioned in G2:
@ischools
@iconf
@sbshallam
@georgemasonu
@ischoolatrit
@shupressoffice
@jussikarlgren
@sslisischool
@linadencik
@ischoolumd

Top Mentioned in G3:
@ischools
@iconf
@lisresearch
@ms
@nodexl
@jcdl20201
@medialitireland
@milclicks
@sheilayoshikawa
@uwcip

Top Mentioned in G4:
@ischools
@asist_org
@ala_rusa
@ala_acrl
@aylinnchen
@emeraldikm
@aisconnect
@hicssnews
@hhu_de
@iconf

Top Mentioned in G5:
@ischools
@slatoronto
@iflanatlibs
@ifla_arl
@ifla_faife
@qss_issi
@hlrdmp
@sithiaditu
@kellywellread
@stephmlis

Top Mentioned in G6:
@ischools
@ischoolumd
@arlnews
@educause
@utischool
@uw_ischool
@phdischoolsu
@cni_org
@uwm
@iconf

Top Mentioned in G8:
@ireavaservices
@isams
@isas_online
@conquerorstechs
@ischools
@ispringpro
@jackrabbittech
@jamfsoftware
@jisc
@jischool_in

Top Mentioned in G9:
@ameliangibson

Top Mentioned in G10:
@leighcassell
@canteac
@cant

Top Tweeters
Top Tweeters in Entire Graph:
@techedvocate
@lynch39083
@tressiemcphd
@patrickakarlson
@jennygadget
@margymaclibrary
@swiftonsecurity
@magpielibrarian
@inaljnaomi
@lifehacker

Top Tweeters in G1:
@margymaclibrary
@timgollins
@cpltalk
@anuncivilphd
@anamatics
@rutgerscomminfo
@datchery8
@sdb999
@citylis
@lisresearch

Top Tweeters in G2:
@jadedid
@real_person_dh
@spotify
@georgemasonu
@jussikarlgren
@juliapennlert
@umsi
@sbshallam
@mallinsonlheart
@rittigers

Top Tweeters in G3:
@bkcharvard
@_
@marychayko
@nodexl
@oiioxford
@timgorichanaz
@sheilayoshikawa
@farkasjohan
@infolitgroup
@arjun_sanyal

Top Tweeters in G4:
@hhu_de
@asist_org
@mcgilllib
@umnlib
@ghardin
@ala_rusa
@ala_acrl
@emeraldlibrary
@unlvlibraries
@georgiacollege

Top Tweeters in G5:
@magpielibrarian
@lisalibrarian
@kellywellread
@hahalibrary
@sithiaditu
@scottythered
@karinahagelin
@punkassbookjoc2
@slatoronto
@stephmlis

Top Tweeters in G6:
@uwm
@ischoolsu
@educause
@arlnews
@uw_ischool
@ischoolumd
@odegaardlibrary
@drexelcci
@uwlibraries
@uwmadischool

Top Tweeters in G7:
@equity_educate
@thelhoza
@asayeed
@gayathriraguram
@catwings666
@mfcavanagh
@akeelwall
@ordfsbv
@d911eats
@ciprincipal

Top Tweeters in G8:
@techedvocate
@lynch39083
@jisc
@jamfsoftware
@ispringpro
@jzerosolutions
@jackrabbittech
@isams
@conquerorstechs
@iqstrategix

Top Tweeters in G9:
@jennygadget
@inaljnaomi
@kidsilkhaze
@jnyrose
@jbolmarcich
@raamatuid
@lady_klb
@ameliangibson
@bridge2lit
@bemoweiss

Top Tweeters in G10:
@ramonameharg
@mjtlbarrie
@mcbicycle
@leighcassell
@sjstonesk
@drpbriscoe
@morriskate
@thementoree
@bceschool
@bellamacq


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