iSchools, Twitter, 9/28/2019 11:24:56 AM, 211220


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iSchools_2019-09-28_04-21-49.xlsx
iSchools_2019-09-28_04-21-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 28, 2019
Short Description:
iSchools via NodeXL http://bit.ly/2mpp2Ox
@ischools
@arjun_sanyal
@kirkdborne
@iconf
@kalevleetaru
@ejmknox
@justbementalist
@uaschoolofinfo
@amchass
@catfbrooks

Top hashtags:
#iconf20
#ischools
#privacy
#libraries
#asist19
#canada
#aroundtheworld
#alise19

Description:
Description
The graph represents a network of 307 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 Saturday, 28 September 2019 at 11:21 UTC.

The requested start date was Friday, 27 September 2019 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 87-day, 14-hour, 25-minute period from Monday, 01 July 2019 at 03:33 UTC to Thursday, 26 September 2019 at 17:59 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 : 307
Unique Edges : 356
Edges With Duplicates : 122
Total Edges : 478
Number of Edge Types : 3
Tweet : 95
Mentions : 348
Replies to : 35
Self-Loops : 95
Reciprocated Vertex Pair Ratio : 0.0382165605095541
Reciprocated Edge Ratio : 0.0736196319018405
Connected Components : 74
Single-Vertex Connected Components : 42
Maximum Vertices in a Connected Component : 89
Maximum Edges in a Connected Component : 233
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.860724
Graph Density : 0.00347022630985076
Modularity : 0.631635
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[20] https://ischools-cnu.blogspot.com/2019/07/sleeper-money-evaluation.html
[19] https://syndicator.myimplace.com/sleeper-money-evaluation/
[9] https://ischools.org/iConference
[7] https://twitter.com/iSchools/status/1150707596527046656
[6] https://ischool.umd.edu/news/ischools-and-defense-privacy-response-forbescom
[6] https://twitter.com/knightfdn/status/1153256780027351041
[4] https://ischools.org/Full-Research-Papers
[3] https://ischools.org/news/7783475
[3] https://ischools.org/news/7773863
[3] https://www.forbes.com/sites/kalevleetaru/2019/08/05/computer-science-could-learn-a-lot-from-library-and-information-science/

Top URLs in Tweet in G1:
[8] https://ischools.org/iConference
[4] https://ischools.org/Full-Research-Papers
[2] https://twitter.com/iconf/status/1144522999766368257
[2] https://www.teriin.org/events/icdl/webinar_details.php?id=2
[2] https://twitter.com/mseadle/status/1144613064416911367
[2] https://ischools.org/news/7668863
[2] https://ischools.org/Posters
[2] https://ischools.org/iConference/
[2] https://ischools.org/Student-Symposium
[1] https://ischools.org/news

Top URLs in Tweet in G2:
[20] https://ischools-cnu.blogspot.com/2019/07/sleeper-money-evaluation.html
[19] https://syndicator.myimplace.com/sleeper-money-evaluation/
[1] https://twitter.com/CantripCandles/status/1146221428305383424
[1] https://ischools.org/Jobs/7783200
[1] https://ischools.org/resources/Documents/iconf%202020/Call_Submissions_iConf2020.pdf
[1] https://www.c-ischools.org/news/youre-invited-2019-bluejacket-hall-fame-banquet
[1] http://edte.ch/blog/2016/09/30/schools-want-students-creative-thursday-afternoon/
[1] https://twitter.com/forbes/status/1158466628142678016
[1] https://twitter.com/Forbes/status/1158466628142678016
[1] https://www.forbes.com/sites/kalevleetaru/2019/08/05/computer-science-could-learn-a-lot-from-library-and-information-science/

Top URLs in Tweet in G3:
[1] https://engage.bah.com/Article/Redirect/c3e8e2d9-d4e3-43f8-9b88-76551c61100e?uc=30185&g=174e754e-fff8-444b-9be5-281c0a1fb365&f=78108

Top URLs in Tweet in G4:
[1] https://www.forbes.com/sites/kalevleetaru/2019/08/05/computer-science-could-learn-a-lot-from-library-and-information-science/#770470d2587d
[1] https://www.forbes.com/sites/kalevleetaru/2019/08/05/computer-science-could-learn-a-lot-from-library-and-information-science/#7d313b2b587d
[1] https://www.forbes.com/sites/kalevleetaru/2019/08/05/computer-science-could-learn-a-lot-from-library-and-information-science/
[1] https://www.forbes.com/sites/kalevleetaru/2019/08/05/computer-science-could-learn-a-lot-from-library-and-information-science/#6bebd086587d

Top URLs in Tweet in G5:
[6] https://twitter.com/iSchools/status/1150707596527046656
[1] https://twitter.com/BerkeleyISchool/status/1162141167691194369
[1] https://www.personalabteilung.hu-berlin.de/de/stellenausschreibungen/junior-professorship-for-information-science201d

Top URLs in Tweet in G6:
[1] https://ischools.org/news/7783475

Top URLs in Tweet in G7:
[1] https://www.forbes.com/sites/kalevleetaru/2019/08/05/computer-science-could-learn-a-lot-from-library-and-information-science/?fbclid=IwAR3dKWFeY-_7E3rZ_sYZ4-g46nhNzbTcrYBabJrencqNZc5Pllk68R67LG4#6291d41587d7

Top URLs in Tweet in G8:
[5] https://ischool.umd.edu/news/ischools-and-defense-privacy-response-forbescom
[1] https://ischool.umd.edu/news/umd-ischools-dan-greene-explores-benefits-and-challenges-automated-hiring-platforms-both
[1] https://ischools.org/iConference

Top URLs in Tweet in G9:
[6] https://twitter.com/knightfdn/status/1153256780027351041
[1] https://ischools.org/resources/Documents/iconf%202018/BIAS_Workshop.pdf
[1] https://speakerdeck.com/dsalo/a-slightly-bewildered-look-at-data-literacy
[1] https://twitter.com/edsu/status/1149355809593335808

Top URLs in Tweet in G10:
[1] https://twitter.com/hralperta/status/1158772308615598088
[1] https://twitter.com/i/web/status/1149344424478093312

Top Domains
Top Domains in Tweet in Entire Graph:
[58] twitter.com
[48] ischools.org
[20] blogspot.com
[19] myimplace.com
[10] forbes.com
[7] umd.edu
[3] uw.edu
[2] teriin.org
[1] kmov.com
[1] boras.com

Top Domains in Tweet in G1:
[36] ischools.org
[13] twitter.com
[2] teriin.org
[1] illinois.edu
[1] boras.com
[1] arizona.edu
[1] forbes.com
[1] paper.li

Top Domains in Tweet in G2:
[20] blogspot.com
[19] myimplace.com
[9] twitter.com
[3] ischools.org
[3] forbes.com
[1] c-ischools.org
[1] edte.ch
[1] eleyo.com
[1] umd.edu
[1] kmov.com

Top Domains in Tweet in G3:
[1] bah.com

Top Domains in Tweet in G4:
[4] forbes.com

Top Domains in Tweet in G5:
[7] twitter.com
[1] hu-berlin.de

Top Domains in Tweet in G6:
[1] ischools.org

Top Domains in Tweet in G7:
[1] forbes.com

Top Domains in Tweet in G8:
[6] umd.edu
[1] ischools.org

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[81] iconf20
[29] ischools
[4] privacy
[4] libraries
[3] asist19
[3] canada
[3] aroundtheworld
[2] alise19
[2] sjcoetechsummit
[2] librarians



Top Hashtags in Tweet in G1:
[79] iconf20
[15] ischools
[3] canada
[3] aroundtheworld
[1] celebrate
[1] us
[1] france
[1] shanghai
[1] colombia
[1] south

Top Hashtags in Tweet in G2:
[2] ischools
[2] alise19
[1] libpmc
[1] libraries
[1] mlis
[1] privacy
[1] librarians
[1] dcmi2019

Top Hashtags in Tweet in G3:
[1] bigdata
[1] datascience
[1] ai
[1] machinelearning
[1] informationscience
[1] designthinking
[1] ux
[1] ischools

Top Hashtags in Tweet in G4:
[1] libraryschool
[1] mlis
[1] ischools
[1] computerscience
[1] librarians
[1] libraryscience

Top Hashtags in Tweet in G8:
[3] privacy
[3] libraries
[2] ischools
[2] umdischool
[2] fearlessideas
[2] iconf20

Top Hashtags in Tweet in G10:
[1] digipres

Top Words
Top Words in Tweet in Entire Graph:
[178] Words in Sentiment List#1: Positive
[70] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[6964] Non-categorized Words
[7212] Total Words
[128] ischools
[110] science
[81] #iconf20
[78] information
[76] computer

Top Words in Tweet in G1:
[79] #iconf20
[50] research
[48] iconf
[48] papers
[40] deadline
[34] ischools
[28] deadlines
[27] 16
[27] visions
[23] full

Top Words in Tweet in G2:
[16] ischools
[8] science
[7] lis
[6] computer
[5] students
[4] library
[4] schools
[4] â
[4] information
[4] focus

Top Words in Tweet in G3:
[58] science
[30] information
[29] computer
[29] learn
[29] lot
[29] library
[29] including
[29] individuals
[29] seek
[29] out

Top Words in Tweet in G4:
[20] computer
[17] kalevleetaru
[15] ischools
[14] schools
[14] pivot
[14] hire
[14] waves
[14] scientists
[14] lis
[13] thank

Top Words in Tweet in G5:
[6] ejmknox
[6] please
[6] send
[6] nomination
[3] berlin
[2] ibi_hu
[2] ischools
[2] attention

Top Words in Tweet in G6:
[13] deeply
[13] saddened
[13] hear
[13] passing
[13] professor
[13] judit
[13] bar
[13] ilan
[13] esteemed
[13] colleague

Top Words in Tweet in G7:
[9] science
[9] computer
[8] sadly
[8] library
[8] information
[8] schools
[8] pivot
[8] ischools
[8] hire
[8] waves

Top Words in Tweet in G8:
[8] ischoolumd
[7] ischools
[7] umd
[6] keithmarzullo
[4] ischool
[3] library
[3] responds
[3] forbes
[3] article
[3] ischool's

Top Words in Tweet in G9:
[7] ischools
[6] well
[6] already
[6] exist
[6] sure
[6] take
[6] money
[5] jftitone
[4] know
[3] t

Top Words in Tweet in G10:
[8] already
[7] digital
[6] yup
[6] archival
[6] labor
[6] objs
[6] largely
[6] maintenance
[6] work
[6] invisible

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[52] information,science
[46] library,information
[41] computer,science
[33] computer,scientists
[33] science,learn
[33] learn,lot
[33] lot,library
[31] pivot,ischools
[31] ischools,hire
[30] schools,pivot

Top Word Pairs in Tweet in G1:
[24] papers,deadline
[23] full,short
[23] short,research
[19] share,research
[15] #iconf20,now
[15] deadline,september
[14] september,16
[14] 16,deadlines
[13] now,open
[13] open,submissions

Top Word Pairs in Tweet in G2:
[3] sleeper,money
[3] money,evaluation
[3] information,science
[3] computer,science
[2] library,information
[2] pivot,ischools
[2] ischools,hire
[2] hire,waves
[2] waves,computer
[2] computer,scientists

Top Word Pairs in Tweet in G3:
[29] computer,science
[29] science,learn
[29] learn,lot
[29] lot,library
[29] library,information
[29] information,science
[29] science,including
[29] including,individuals
[29] individuals,seek
[29] seek,out

Top Word Pairs in Tweet in G4:
[14] schools,pivot
[14] pivot,ischools
[14] ischools,hire
[14] hire,waves
[14] waves,computer
[14] computer,scientists
[13] thank,kalevleetaru
[13] scientists,scholarly
[12] kalevleetaru,lis
[12] lis,schools

Top Word Pairs in Tweet in G5:
[6] please,send
[6] send,nomination
[5] ejmknox,please

Top Word Pairs in Tweet in G6:
[13] deeply,saddened
[13] saddened,hear
[13] hear,passing
[13] passing,professor
[13] professor,judit
[13] judit,bar
[13] bar,ilan
[13] ilan,esteemed
[13] esteemed,colleague
[13] colleague,friend

Top Word Pairs in Tweet in G7:
[8] sadly,library
[8] library,information
[8] information,science
[8] science,schools
[8] schools,pivot
[8] pivot,ischools
[8] ischools,hire
[8] hire,waves
[8] waves,computer
[8] computer,scientists

Top Word Pairs in Tweet in G8:
[4] umd,ischool
[3] keithmarzullo,responds
[3] responds,forbes
[3] forbes,article
[3] ischools,defense
[3] defense,privacy
[3] privacy,keithmarzullo
[3] keithmarzullo,ischoolumd
[3] ischoolumd,#privacy
[3] #privacy,#libraries

Top Word Pairs in Tweet in G9:
[6] well,ischools
[6] ischools,already
[6] already,exist
[6] exist,sure
[6] sure,take
[6] take,money
[5] jftitone,well
[2] students,don
[2] don,t
[2] t,know

Top Word Pairs in Tweet in G10:
[6] yup,archival
[6] archival,labor
[6] labor,digital
[6] digital,objs
[6] objs,largely
[6] largely,maintenance
[6] maintenance,work
[6] work,already
[6] already,invisible
[6] invisible,beyond

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@iconf
@ischools
@kirkdborne
@kalevleetaru
@issi_pres
@ischoolumd
@anuncivilphd
@keithmarzullo
@ubcischool
@ncph

Top Mentioned in G1:
@iconf
@ischools
@lisresearch
@iconfstudent
@ischoolui
@ischoolumd
@springe
@ibi_hu
@ischool_biu
@uncsils

Top Mentioned in G2:
@publishgreylit

Top Mentioned in G3:
@kirkdborne
@kalevleetaru

Top Mentioned in G4:
@kalevleetaru
@anuncivilphd
@forbes
@aallnet
@ifla_lib4dev
@afliacon
@spellboundblog
@amchass

Top Mentioned in G5:
@ejmknox
@ibi_hu
@ischools
@ctspberkeley
@rutgerscomminfo
@asist_sigsm
@asist_ec
@policyinternet
@icsjournal
@oiioxford

Top Mentioned in G6:
@issi_pres

Top Mentioned in G7:
@ncph

Top Mentioned in G8:
@ischoolumd
@keithmarzullo
@ischools
@mmsubram
@iconf
@james3neal

Top Mentioned in G9:
@jftitone
@libskrat

Top Mentioned in G10:
@amchass

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@chidambara09
@nancyrubin
@forbes
@adr
@teioh
@uncriticalsimon
@infrahumano
@jacobsberg
@kirkdborne

Top Tweeters in G1:
@yukimuraruki
@cpltalk
@bschlenker
@rutgerscomminfo
@springernature
@lenikrsova
@lynrobinson
@lisresearch
@cfiesler
@bsheridan2208

Top Tweeters in G2:
@adr
@jacobsberg
@carolinethegeek
@jill_hw
@nlpn_
@irew1979838
@mymarketspace
@superiorinfos
@vipinted203
@siand1987932

Top Tweeters in G3:
@arkangelscrap
@chidambara09
@nancyrubin
@kirkdborne
@thecuriousluke
@brianlinuxing
@elcavalos
@azurflorian
@frankolken
@mminevich

Top Tweeters in G4:
@forbes
@infrahumano
@justbementalist
@infointuitive
@anuncivilphd
@derechoaleer
@datchery8
@stevenmaccall
@yayoarjona
@aallnet

Top Tweeters in G5:
@vanessairvinedd
@ciotarebecca
@powersoffour
@crhinesmith
@oiioxford
@profjsg
@arjun_sanyal
@jasist
@jeffhemsley
@icsjournal

Top Tweeters in G6:
@isidroaguillo
@indiasts
@bricslics
@gemmaderrick
@indiaicsi
@aannuuppk
@stefhaustein
@csugimoto
@rhaunschild
@timothydbowman

Top Tweeters in G7:
@jm_zaragoza
@ncph
@klwaterbury
@jubrogers
@jtaylorfussell
@kathawk3
@emrosejohansen
@pattersonjeff

Top Tweeters in G8:
@james3neal
@ccabezas
@ischoolumd
@mmsubram
@mpromann
@bsbutlerumd
@keithmarzullo

Top Tweeters in G9:
@margymaclibrary
@timgollins
@libskrat
@mbbassdrlib
@k8lin
@jftitone
@wahlgreens

Top Tweeters in G10:
@hralperta
@linguistory
@emilyhiggs24
@joshshepperd
@amchass
@destreservation
@archivistkelsey