iSchools, Twitter, 12/29/2022 4:21:35 AM, 287166


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iSchools_2022-12-28_20-11-44.xlsx
iSchools_2022-12-28_20-11-44.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 29, 2022
Short Description:
iSchools via NodeXL https://bit.ly/3C7gTBI
@ischools
@uw_ischool
@iconf
@mrstoh2o
@arjun_sanyal
@ameliangibson
@amyjko
@ischoolumd
@utksis
@kalevleetaru

Top hashtags:
#iconf20
#ischools
#iconf19
#bts
#iconf22
#iconf21
#iconf18
#army
#ischool
#ischoolsworldwide

Description:
Description
The graph represents a network of 3,090 Twitter users whose recent tweets contained "iSchools", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 12/28/2022 5:00:34 PM. The network was obtained from Twitter on Thursday, 29 December 2022 at 04:16 UTC.

The tweets in the network were tweeted over the 1801-day, 15-hour, 7-minute period from Monday, 22 January 2018 at 09:53 UTC to Thursday, 29 December 2022 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 3090
Unique Edges : 3460
Edges With Duplicates : 9504
Total Edges : 12964
Number of Edge Types : 9
Quote : 236
MentionsInQuote : 449
Retweet : 2857
MentionsInRetweet : 4694
Mentions : 2056
Tweet : 928
Replies to : 526
MentionsInReplyTo : 1216
MentionsInQuoteReply : 2
Self-Loops : 1392
Reciprocated Vertex Pair Ratio : 0.0868664028641417
Reciprocated Edge Ratio : 0.159847434119279
Connected Components : 375
Single-Vertex Connected Components : 237
Maximum Vertices in a Connected Component : 2410
Maximum Edges in a Connected Component : 11873
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.767513
Graph Density : 0.000604294809539225
Modularity : 0.326813
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,090 Twitter users whose recent tweets contained "iSchools", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 12/28/2022 5:00:34 PM. The network was obtained from Twitter on Thursday, 29 December 2022 at 04:16 UTC.

The tweets in the network were tweeted over the 1801-day, 15-hour, 7-minute period from Monday, 22 January 2018 at 09:53 UTC to Thursday, 29 December 2022 at 01:00 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[42] https://www.ischools.org/iConference
[40] https://www.ischools.org/ischools-coronavirus-statement
[39] https://www.ischools.org/Registration
[36] https://www.ischools.org/the-iconference/call-for-participation
[35] https://www.ischools.org/Jobs
[31] https://www.ischools.org/2020-Registration
[24] https://www.facebook.com/IConference/
[20] https://www.ischools.org/INFOcon-2021
[18] https://www.ischools.org/Virtual-Career-Fair
[18] http://idocq2018.wordpress.com/

Top URLs in Tweet in G1:
[13] https://easychair.org/cfp/BOBCATSSS_2023
[13] https://sigir.org/chiir2023/program/accepted-works/
[10] https://www.ischools.org/the-iconference/call-for-participation
[9] https://www.eventbrite.com/e/umd-ischools-fall-2018-internship-career-fair-registration-49306204184?aff=social
[9] https://www.ischools.org/Virtual-Career-Fair
[8] https://www.ischools.org/news/iconference-2018-commences-in-sheffield
[8] https://www.ischools.org/Jobs
[8] https://www.ischools.org/INFOcon-2021
[7] https://www.facebook.com/IConference/
[6] https://www.ischools.org/ischools-coronavirus-statement

Top URLs in Tweet in G2:
[26] https://www.ischools.org/Jobs
[12] https://www.ischools.org/iConference
[11] https://www.ischools.org/Registration
[8] https://www.ischools.org/2020-Registration
[8] https://twitter.com/evamen/status/1180433911488352256
[7] https://www.infodocket.com/2021/06/21/journal-article-digital-humanities-in-the-ischool/
[7] https://tascha.uw.edu/2022/01/leading-ischools-to-plan-summit/?utm_source=blog&utm_medium=tw&utm_campaign=blglissummit
[5] https://www.ischools.org/
[5] https://www.ischools.org/european-doctoral-seminar-series
[5] https://www.ischools.org/ischools-coronavirus-statement

Top URLs in Tweet in G3:
[27] https://www.ischools.org/ischools-coronavirus-statement
[24] https://www.ischools.org/iConference
[19] https://www.ischools.org/2020-Registration
[19] https://www.ischools.org/Registration
[17] https://www.ischools.org/the-iconference/call-for-participation
[11] https://www.facebook.com/IConference/
[11] http://idocq2018.wordpress.com/
[9] https://www.ischools.org/Student-Symposium
[9] https://ischools.org/iConference
[8] https://www.ischools.org/Call-For-Submissions

Top URLs in Tweet in G4:
[13] https://ischools-cnu.blogspot.com/2019/07/sleeper-money-evaluation.html
[13] https://syndicator.myimplace.com/sleeper-money-evaluation/
[2] https://ischool.umd.edu/news/ischools-and-defense-privacy-response-forbescom
[2] http://eyscgap.ischools.co.kr
[2] http://toifs.ischools.co.kr
[2] http://xkuzeqn.ischools.co.kr
[2] https://icolais.ui.ac.id/speakers/
[2] https://www.ischools.org/the-iconference
[2] https://c-ischools.ce.eleyo.com/course/4121/adult-fall-2022/intro-to-social-square-dancing-information
[2] https://www.c-ischools.org/school/community-ed/katie-mcmahon-celtic-christmas?platform=hootsuite

Top URLs in Tweet in G5:
[6] https://ischool.uw.edu/news/2018/06/rivkah-sass-78-named-ischools-2018-distinguished-alumna
[5] https://www.ischools.org/INFOcon-2021
[4] https://ischool.uw.edu/news/2022/10/ischools-batya-friedman-asks-hard-questions
[4] https://twitter.com/UW_iSchool/status/1111384320264921088/photo/1
[3] https://ischool.uw.edu/news/2021/03/tribute-beverly-cleary-ischools-michelle-martin
[3] https://ischool.uw.edu/news/2021/09/music-services-fall-short-superfans-ischools-lee-finds
[3] https://ischool.uw.edu/news/2018/10/uw-multicultural-alumni-partnership-honors-ischools-cynthia-del-rosario
[2] https://ischool.uw.edu/news/2021/01/how-do-alexa-and-siri-affect-kids-ischools-hiniker-investigates
[2] https://ischool.uw.edu/news/2019/07/ischools-friedman-hendry-co-author-value-sensitive-design
[2] https://twitter.com/iSchools/status/1316408432367468544

Top URLs in Tweet in G6:
[1] https://ischool.uw.edu/news/2021/09/music-services-fall-short-superfans-ischools-lee-finds

Top URLs in Tweet in G7:
[4] https://www.ischools.org/jobs
[3] https://docs.google.com/spreadsheets/d/1O3wnaFYSZCgY3Ih4yDw3EIH2SC_-vjhyHwrCQSy0J7M/edit?usp=sharing
[2] https://www.nytimes.com/2020/08/23/business/media/how-zeynep-tufekci-keeps-getting-the-big-things-right.html?referringSource=articleShare
[1] https://twitter.com/LeoImpett/status/1349788289440632836
[1] https://www.ischools.org/The-iSchool-Movement
[1] https://twitter.com/Ted_Underwood/status/1170431198184841218/photo/1
[1] https://twitter.com/jdawsey1/status/1218358127998984192
[1] https://ischool.illinois.edu/
[1] https://ryancordell.org/research/why-iSchool/
[1] https://twitter.com/ryancordell/status/1440701648121184271

Top URLs in Tweet in G8:
[2] https://inalj.com/?page_id=104874
[2] https://www.ischools.org/the-iconference/program/early-career-colloquium
[2] https://www.ischools.org/News/12630958
[2] https://www.ischools.org/Dissertation-Award-Past-Winners
[1] https://www.ischools.org/the-iconference/call-for-participation
[1] https://twitter.com/christianlamb/status/1019685952816603136/photo/1
[1] https://twitter.com/couldrynick/status/1002659276073119744
[1] https://twitter.com/allisonrandom/status/1365104342219567108
[1] https://inalj.com/?page_id=104060
[1] https://thebodyisnotanapology.com/magazine/you-are-more-than-what-you-do-dismantling-ideas-of-productivity-in-life-purpose/

Top URLs in Tweet in G9:
[2] https://www.ischools.org/Registration
[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
[2] https://ir.shareaholic.com/e?a=1&u=https://www.igi-global.com/publish/call-for-papers/call-details/5210%3Futm_campaign%3Dshareaholic%26utm_medium%3Dtwitter%26utm_source%3Dsocialnetwork&r=1
[1] https://twitter.com/SilviaCDobre/status/1494368711880417280/photo/1
[1] https://twitter.com/SilviaCDobre/status/1490625645021442048/photo/1
[1] https://www.ideals.illinois.edu/bitstream/handle/2142/110927/paper_107.pdf?sequence=1&isAllowed=y
[1] https://www.ischools.org/news/7783475
[1] https://twitter.com/issi_pres/status/1151618758995300352/photo/1
[1] https://twitter.com/iSchools/status/1052527229723398145
[1] https://www.ischools.org/page-18516

Top URLs in Tweet in G10:
[3] https://umdsurvey.umd.edu/jfe/form/SV_eORQoCfCMdHorkx
[1] https://saaers.wordpress.com/2019/03/26/assessing-the-digital-forensics-instruction-landscape-with-bitcuratoredu/
[1] https://twitter.com/bitconsortium/status/1110908112192655365/photo/1
[1] https://forum2022.diglib.org/2022-cfps-now-live/
[1] https://twitter.com/CLIRDLF/status/1498704815299383300/photo/1
[1] https://twitter.com/FerrinEvans/status/1271137631682920457/photo/1
[1] https://ischoolsinc.org/?p=18748
[1] https://www.ischools.org/news/iconference-2018-commences-in-sheffield
[1] https://ischools.org/the-iconference/call-for-participation/
[1] https://www.facebook.com/IConference/

Top Domains
Top Domains in Tweet in Entire Graph:
[1109] twitter.com
[895] ischools.org
[125] co.kr
[77] uw.edu
[73] c-ischools.org
[36] umd.edu
[32] nodexlgraphgallery.org
[31] ischoolsinc.org
[28] facebook.com
[26] google.com

Top Domains in Tweet in G1:
[260] twitter.com
[186] ischools.org
[31] nodexlgraphgallery.org
[18] sigir.org
[16] umd.edu
[15] easychair.org
[14] eventbrite.com
[8] i3-inclusion.org
[8] asist.org
[7] cni.org

Top Domains in Tweet in G2:
[330] twitter.com
[255] ischools.org
[22] uw.edu
[12] ischoolsinc.org
[8] paper.li
[8] infodocket.com
[6] vimeo.com
[5] qualtrics.com
[5] hawaii.edu
[4] utoronto.ca

Top Domains in Tweet in G3:
[332] ischools.org
[194] twitter.com
[15] illinois.edu
[12] ischoolsinc.org
[12] wordpress.com
[11] facebook.com
[6] projectinfolit.org
[5] springer.com
[5] buffalo.edu
[3] conftool.net

Top Domains in Tweet in G4:
[125] co.kr
[27] ischools.org
[21] twitter.com
[14] c-ischools.org
[13] blogspot.com
[13] myimplace.com
[6] google.com
[4] uw.edu
[4] eleyo.com
[3] digital-scholarship.org

Top Domains in Tweet in G5:
[46] uw.edu
[20] twitter.com
[9] ischools.org
[1] ac.uk
[1] paper.li

Top Domains in Tweet in G6:
[1] uw.edu

Top Domains in Tweet in G7:
[25] twitter.com
[10] ischools.org
[5] forbes.com
[4] google.com
[3] nytimes.com
[2] umd.edu
[1] illinois.edu
[1] ryancordell.org
[1] ucla.edu
[1] informationr.net

Top Domains in Tweet in G8:
[11] ischools.org
[6] twitter.com
[3] inalj.com
[1] thebodyisnotanapology.com
[1] ischoolsinc.org
[1] gov.in

Top Domains in Tweet in G9:
[16] twitter.com
[7] ischools.org
[7] emerald.com
[2] shareaholic.com
[1] illinois.edu
[1] google.com
[1] igi-global.com

Top Domains in Tweet in G10:
[5] twitter.com
[5] ischools.org
[3] umd.edu
[1] wordpress.com
[1] diglib.org
[1] ischoolsinc.org
[1] facebook.com
[1] wiley.com
[1] litwinbooks.com
[1] wsj.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[376] iconf20
[299] ischools
[234] iconf19
[168] bts
[162] iconf22
[100] iconf21
[97] iconf18
[94] army
[70] ischool
[51] ischoolsworldwide



Top Hashtags in Tweet in G1:
[82] iconf19
[79] ischools
[63] iconf20
[59] iconf18
[46] iconf22
[28] ifederation
[28] chiir2023
[25] ischool
[19] infolit
[18] iconf21

Top Hashtags in Tweet in G2:
[128] ischools
[91] iconf20
[40] iconf22
[38] ischoolsworldwide
[31] ischool
[28] iconf19
[19] ischoolsnews
[19] iconf21
[14] sweden
[13] libraries

Top Hashtags in Tweet in G3:
[207] iconf20
[89] iconf19
[68] iconf22
[47] iconf21
[19] ischools
[19] iconf23
[17] iconf18
[17] ischoolui
[11] phd
[9] idocq2018

Top Hashtags in Tweet in G4:
[7] ischools
[2] information
[2] socialsquaredance
[2] alise19
[2] adams
[1] libraries
[1] mlis
[1] slalmd
[1] sla2019
[1] lmdcontentbuyingbreakfast

Top Hashtags in Tweet in G5:
[165] bts
[94] army
[8] hci
[7] informationscience
[6] misinformation
[4] ai
[4] datascience
[3] infocon2021
[3] ischools
[2] iconf19

Top Hashtags in Tweet in G6:
[1] btsarmy
[1] bts

Top Hashtags in Tweet in G7:
[6] iconf20
[3] datascience
[3] ischools
[2] iconf19
[2] computerscience
[2] privacy
[1] ischool
[1] digipres
[1] myhill
[1] dlfforum

Top Hashtags in Tweet in G8:
[7] iconf19
[6] iconf21
[1] atbw2021
[1] dayofdh2021
[1] lisjobs
[1] libraryjobs
[1] libraryjob
[1] nothingcouldbefiner
[1] critlib
[1] tenure

Top Hashtags in Tweet in G9:
[6] ischools
[6] iconf22
[5] freeaccess
[4] researchevaluation
[4] researchonresearch
[3] academiclibraries
[2] bibliometrics
[2] scholcomm
[2] informetrics
[2] datalibs

Top Hashtags in Tweet in G10:
[21] hbcu
[16] aca2020
[8] archivists
[5] iconf19
[5] ischools
[5] iconf20
[2] hbcus
[2] dlfforum
[2] learnatdlf
[2] ischool

Top Words
Top Words in Tweet in Entire Graph:
[2311] ischools
[866] iconf
[805] information
[803] more
[646] gt
[521] research
[454] science
[439] iconference
[376] #iconf20
[366] students

Top Words in Tweet in G1:
[657] ischools
[268] iconf
[205] information
[148] research
[125] papers
[123] iconference
[112] science
[111] more
[99] students
[90] asist_org

Top Words in Tweet in G2:
[494] ischools
[230] information
[185] more
[162] iconf
[128] #ischools
[125] research
[109] iconference
[102] university
[91] #iconf20
[91] digital

Top Words in Tweet in G3:
[381] ischools
[332] iconf
[207] #iconf20
[139] research
[135] information
[133] iconference
[132] papers
[129] more
[108] virtual
[89] #iconf19

Top Words in Tweet in G4:
[626] gt
[126] lt
[125] 출처
[67] ischools
[43] 대출
[18] information
[18] schools
[13] data
[13] science
[12] cambridge

Top Words in Tweet in G5:
[221] uw_ischool
[174] lee
[174] services
[172] jin
[166] streaming
[165] #bts
[164] elegantlogic
[129] ischool's
[107] more
[94] fans

Top Words in Tweet in G6:
[130] power
[130] music
[129] structure
[129] djs
[129] recently
[129] more
[129] changed
[129] gatekeepers
[129] disrupted
[129] radio

Top Words in Tweet in G7:
[103] ischools
[29] science
[26] dh
[23] computer
[23] work
[22] students
[20] information
[20] see
[19] ted_underwood
[18] schools

Top Words in Tweet in G8:
[73] ischools
[37] folks
[22] programs
[20] ameliangibson
[17] know
[17] information
[16] many
[16] critical
[15] online
[15] mlis

Top Words in Tweet in G9:
[22] ischools
[15] judit
[14] mentor
[14] colleague
[14] ilan
[14] hear
[14] professor
[14] friend
[14] bar
[13] esteemed

Top Words in Tweet in G10:
[65] ischools
[32] walk
[31] students
[29] library
[25] librarians
[22] please
[21] survey
[21] recruiting
[21] #hbcu
[21] respond

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[252] gt,gt
[206] information,science
[178] jin,lee
[168] streaming,services
[166] lee,elegantlogic
[135] music,radio
[135] power,structure
[135] gatekeepers,music
[135] traditional,gatekeepers
[135] disrupted,changed

Top Word Pairs in Tweet in G1:
[56] information,science
[40] data,science
[35] asist_org,ischools
[34] iconference,2019
[30] short,papers
[30] chemoinformatics,data
[30] expertise,chemoinformatics
[30] lecturer,expertise
[30] call,proposals
[29] virtual,event

Top Word Pairs in Tweet in G2:
[50] digital,humanities
[40] information,science
[31] learn,more
[25] library,information
[25] iconference,2019
[21] see,more
[20] ischools,organization
[20] research,papers
[20] cooooooooool,cooooooooool
[20] virtual,event

Top Word Pairs in Tweet in G3:
[44] research,papers
[42] ischools,iconf
[36] information,science
[36] iconf,#iconf20
[35] iconference,2021
[35] more,details
[27] virtual,conference
[25] full,short
[24] iconference,2019
[23] short,research

Top Word Pairs in Tweet in G4:
[250] gt,gt
[125] gt,lt
[125] lt,출처
[125] 출처,gt
[16] 대출,gt
[9] isanti,schools
[9] cambridge,isanti
[6] 카드,대출
[5] data,science
[5] 전세,자금

Top Word Pairs in Tweet in G5:
[172] jin,lee
[166] streaming,services
[164] lee,elegantlogic
[103] uw_ischool,ischool's
[94] believes,streaming
[94] fans,aka
[94] aka,#army
[94] elegantlogic,believes
[94] ischool's,jin
[94] serve,#bts

Top Word Pairs in Tweet in G6:
[129] radio,djs
[129] traditional,gatekeepers
[129] power,structure
[129] structure,disrupted
[129] music,radio
[129] gatekeepers,music
[129] disrupted,changed
[129] djs,more
[129] more,recently
[129] changed,traditional

Top Word Pairs in Tweet in G7:
[14] computer,scientists
[14] pivot,ischools
[14] schools,pivot
[14] ischools,hire
[14] waves,computer
[14] hire,waves
[13] scientists,scholarly
[11] thank,kalevleetaru
[11] information,science
[11] lis,schools

Top Word Pairs in Tweet in G8:
[20] folks,ischools
[18] ameliangibson,folks
[13] mlis,programs
[11] library,information
[11] ischools,many
[10] ischools,know
[10] man,enough
[10] especially,folks
[10] programs,came
[10] ischools,mls

Top Word Pairs in Tweet in G9:
[14] bar,ilan
[14] colleague,friend
[14] judit,bar
[13] hear,passing
[13] mentor,many
[13] passing,professor
[13] esteemed,colleague
[13] deeply,saddened
[13] friend,mentor
[13] ilan,esteemed

Top Word Pairs in Tweet in G10:
[21] librarians,please
[21] #hbcu,librarians
[21] recruiting,students
[21] please,respond
[21] respond,survey
[16] #aca2020,bipoc
[16] walk,walk
[16] institutions,slide
[16] cultural,institutions
[16] slide,#aca2020

Top Replied-To
Top Replied-To in Entire Graph:
@ischools
@infogamerist
@ted_underwood
@iconf
@iqstrategix
@galjuwaiser
@ryancordell
@guzdial
@cfiesler
@adr

Top Replied-To in G1:
@ischools
@iesanda
@rbettivia
@simmonsslis
@acm_chiir
@kentarotoyama
@uwresponsibleai
@timgorichanaz
@tjowens

Top Replied-To in G2:
@ischools
@iconf
@deeperlee
@saranacelem
@markdeckers
@mariaecogl
@amyicurrie
@rutgerscomminfo
@alisehq

Top Replied-To in G3:
@infogamerist
@ischools
@iconf
@socioanna
@snejanalewandow
@halkirkwood
@timgollins
@fsuischool
@monashinfotech
@denisersalmeida

Top Replied-To in G5:
@rivkah
@uw_ischool

Top Replied-To in G7:
@ted_underwood
@rybesh
@ryancordell
@quinnanya
@hralperta
@jsench
@scott_bot
@wolfgang8741
@zoe_leblanc

Top Replied-To in G8:
@andresmh
@tressiemcphd
@antrimtech
@arishira1
@jewelbphd
@asbruckman
@holden
@libcolleen
@barbarianed
@violetbfox

Top Replied-To in G9:
@pnm_rasmi
@researchsupport
@lisalibrarian
@globalhighered
@slaphl

Top Replied-To in G10:
@adr
@archivy
@redlibrarian
@panoptigoth
@noethematt
@atureen

Top Mentioned
Top Mentioned in Entire Graph:
@ischools
@iconf
@uw_ischool
@elegantlogic
@mrstoh2o
@asist_org
@ischoolumd
@infoschoolsheff
@i3program
@alisehq

Top Mentioned in G1:
@ischools
@iconf
@asist_org
@i3program
@ischoolumd
@infoschoolsheff
@alisehq
@bobcatsssoffice
@rutgerscomminfo
@simmonsslis

Top Mentioned in G2:
@ischools
@iconf
@uw_ischool
@uofginfostudies
@utksis
@ibi_hu
@ischoolumd
@taschagroup
@asist_org
@lornamhughes

Top Mentioned in G3:
@iconf
@ischools
@strath_ischool
@ischoolui
@edinburghnapier
@monashinfotech
@sslisischool
@infogamerist
@lisresearch
@infoschoolsheff

Top Mentioned in G4:
@ilabafrica

Top Mentioned in G5:
@uw_ischool
@elegantlogic
@ischools
@wobbrockjo
@iconf
@taschagroup
@infoschoolsheff
@martinmiabc
@saraksha
@rivkah

Top Mentioned in G6:
@mrstoh2o
@elegantlogic
@bts_twt
@uw_ischool

Top Mentioned in G7:
@ischools
@kalevleetaru
@anuncivilphd
@karikraus
@pvierth
@richardjeanso
@iconf
@usnatarchives
@ted_underwood
@ischoolumd

Top Mentioned in G8:
@ameliangibson
@iconf
@docdre
@christianlamb
@ischools
@meganthreats
@drjenpierre
@i3program
@inaljnaomi
@drbrittparis

Top Mentioned in G9:
@ischools
@issi_pres
@iconf
@ala_acrl
@asist_org
@ala_rusa
@ying000
@silviacdobre
@uwmsois
@emeraldikm

Top Mentioned in G10:
@ischools
@anandumu
@ferrinevans
@iconf
@mstdrollins
@saa_ers
@bitconsortium
@uncsils
@clirdlf
@i3program

Top Tweeters
Top Tweeters in Entire Graph:
@cybersec_feeds
@chidambara09
@glasgow_watch
@aepishere
@o_fabriciosouza
@thehill
@agenparl
@linnie_myname
@dataaugmented
@artificialbra1n

Top Tweeters in G1:
@o_fabriciosouza
@thehill
@ml_tweet_bot
@advocatefored
@vrretweeter
@prettyjoyful08
@epuujee
@smartecocity
@margymaclibrary
@fmfrancoise

Top Tweeters in G2:
@artificialbra1n
@godfrey_g_
@doctorow
@democrat4us
@gdprai
@satyajit1910
@elijahedwards_1
@volkskrant
@timewalkproject
@glasgowsvoice

Top Tweeters in G3:
@glasgow_watch
@ricardo_ik_ahau
@theatlantic
@yukimuraruki
@thartman2u
@thestackscat
@zeynep
@txescu
@cpltalk
@womensciaust

Top Tweeters in G4:
@agenparl
@jimmyroybloom
@suriyasubraman
@ramon3434
@jacobsberg
@pythonloop
@hwtnv
@madee6
@thelhoza
@tammybluewolf

Top Tweeters in G5:
@aepishere
@imrajeshberwal
@btsismy74720491
@4evrstardancer
@entwistletx
@agent_snark
@parkly23
@shopermintjinky
@deeannisa
@milagro28449737

Top Tweeters in G6:
@linnie_myname
@titity_99
@mrstoh2o
@athenajk01
@ssibadogil
@panterka30k
@gratefultojesus
@mimamoguel
@squadshooky
@monchildnj

Top Tweeters in G7:
@nytimes
@forbes
@sleepydystopian
@clancynewyork
@caborradaileho1
@infrahumano
@kateneuropsych
@twilou200
@epriani
@miriamkp

Top Tweeters in G8:
@tressiemcphd
@librariesval
@docdre
@jewelbphd
@tetisheri
@inaljnaomi
@zzcollier
@nhenryfundi
@kidsilkhaze
@raforall

Top Tweeters in G9:
@lisalibrarian
@kellywellread
@isidroaguillo
@globalhighered
@sithiaditu
@openacademics
@librarycongress
@scottythered
@slahq
@karinfischer

Top Tweeters in G10:
@adr
@noethematt
@olinj
@kcrowe
@ginamurrell1
@marxalot
@turnedpageist
@midnitelibrary
@pmhswe
@rubiconreader